From 6c2e9e26a8c0550e0461e8b2cd9b6b5f6be392c0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jure=20=C5=A0orn?= Date: Wed, 25 Mar 2020 06:46:32 +0100 Subject: [PATCH 0001/1007] Table of contents --- README.md | 6 +++--- index.html | 6 +++--- parse.js | 6 +++--- web/script_2.js | 19 +++++++++---------- 4 files changed, 18 insertions(+), 19 deletions(-) diff --git a/README.md b/README.md index 67e69170c..6cde05073 100644 --- a/README.md +++ b/README.md @@ -10,9 +10,9 @@ Contents -------- **   ** **1. Collections:** ** ** **[`List`](#list)**__,__ **[`Dictionary`](#dictionary)**__,__ **[`Set`](#set)**__,__ **[`Tuple`](#tuple)**__,__ **[`Range`](#range)**__,__ **[`Enumerate`](#enumerate)**__,__ **[`Iterator`](#iterator)**__,__ **[`Generator`](#generator)**__.__ **   ** **2. Types:** **          ** **[`Type`](#type)**__,__ **[`String`](#string)**__,__ **[`Regular_Exp`](#regex)**__,__ **[`Format`](#format)**__,__ **[`Numbers`](#numbers)**__,__ **[`Combinatorics`](#combinatorics)**__,__ **[`Datetime`](#datetime)**__.__ -**   ** **3. Syntax:** **         ** **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Types`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exceptions`](#exceptions)**__.__ -**   ** **4. System:** **        ** **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#path)**__,__ **[`Command_Execution`](#oscommands)**__.__ -**   ** **5. Data:** **             ** **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`MemoryView`](#memory-view)**__,__ **[`Deque`](#deque)**__.__ +**   ** **3. Syntax:** **         ** **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__ +**   ** **4. System:** **        ** **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#path)**__,__ **[`OS_Commands`](#oscommands)**__.__ +**   ** **5. Data:** **             ** **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__ **   ** **6. Advanced:** **   ** **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__ **   ** **7. Libraries:** **      ** **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__ **                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Pygame`](#pygame)**__.__ diff --git a/index.html b/index.html index 7827410a1..74af62f03 100644 --- a/index.html +++ b/index.html @@ -212,9 +212,9 @@


#Contents

ToC = {
     '1. Collections': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],
     '2. Types':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],
-    '3. Syntax':      [Args, Inline, Closure, Decorator, Class, Duck_Types, Enum, Exceptions],
-    '4. System':      [Print, Input, Command_Line_Arguments, Open, Path, Command_Execution],
-    '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, MemoryView, Deque],
+    '3. Syntax':      [Args, Inline, Closure, Decorator, Class, Duck_Type, Enum, Exception],
+    '4. System':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],
+    '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
                        NumPy, Image, Audio, Pygame]
diff --git a/parse.js b/parse.js
index b7c50a711..27c1ff4c9 100755
--- a/parse.js
+++ b/parse.js
@@ -21,9 +21,9 @@ const TOC =
   '
ToC = {\n' +
   '    \'1. Collections\': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],\n' +
   '    \'2. Types\':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],\n' +
-  '    \'3. Syntax\':      [Args, Inline, Closure, Decorator, Class, Duck_Types, Enum, Exceptions],\n' +
-  '    \'4. System\':      [Print, Input, Command_Line_Arguments, Open, Path, Command_Execution],\n' +
-  '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, MemoryView, Deque],\n' +
+  '    \'3. Syntax\':      [Args, Inline, Closure, Decorator, Class, Duck_Type, Enum, Exception],\n' +
+  '    \'4. System\':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],\n' +
+  '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
   '                       NumPy, Image, Audio, Pygame]\n' +
diff --git a/web/script_2.js b/web/script_2.js
index 36ad97ea5..7dc91ccf3 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -2,10 +2,10 @@ const TOC =
   'ToC = {\n' +
   '    \'1. Collections\': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],\n' +
   '    \'2. Types\':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],\n' +
-  '    \'3. Syntax\':      [Args, Inline, Closure, Decorator, Class, Duck_Types, Enum, Exceptions],\n' +
-  '    \'4. System\':      [Print, Input, Command_Line_Arguments, Open, Path, Command_Execution],\n' +
-  '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, MemoryView, Deque],\n' +
-  '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
+  '    \'3. Syntax\':      [Args, Inline, Closure, Decorator, Class, Duck_Type, Enum, Exception],\n' +
+  '    \'4. System\':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],\n' +
+  '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
+  '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
   '                       NumPy, Image, Audio, Pygame]\n' +
   '}\n';
@@ -20,15 +20,14 @@ const TOC_MOBILE =
   '                       Combinatorics, Datetime],\n' +
   '    \'3. Syntax\':      [Args, Inline, Closure,\n' +
   '                       Decorator, Class,\n' +
-  '                       Duck_Types, Enum,\n' +
-  '                       Exceptions],\n' +
-  '    \'4. System\':      [Print, Input,\n' +
+  '                       Duck_Type, Enum,\n' +
+  '                       Exception],\n' +
+  '    \'4. System\':      [Exit, Print, Input,\n' +
   '                       Command_Line_Arguments,\n' +
-  '                       Open, Path,\n' +
-  '                       Command_Execution],\n' +
+  '                       Open, Path, OS_Commands],\n' +
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite,\n' +
   '                       Bytes, Struct, Array,\n' +
-  '                       MemoryView, Deque],\n' +
+  '                       Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator,\n' +
   '                       Introspection,\n' +
   '                       Metaprograming, Eval,\n' +

From 0d08e123a7946ae616bb16162970840196380dd2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 13 Apr 2020 23:05:25 +0200
Subject: [PATCH 0002/1007] Updated indexes

---
 parse.js                     | 1 -
 pdf/index_for_pdf.html       | 2 +-
 pdf/index_for_pdf_print.html | 2 +-
 3 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/parse.js b/parse.js
index 27c1ff4c9..aaa9614ef 100755
--- a/parse.js
+++ b/parse.js
@@ -195,7 +195,6 @@ function move(anchor_el, el_id) {
 }
 
 function insertPageBreaks() {
-  // insertPageBreakBefore('#libraries')
   insertPageBreakBefore('#print')
 }
 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 9136f2970..636276c9f 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -120,7 +120,7 @@ 
R

 regular expressions, 5-6

 requests library, 35, 36  

 
S

-
scraping, 35

+
scraping, 35, 43

 sequence, 4, 18, 19

 sets, 2, 11

 shell commands, 25

diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 2e4b2ed0a..9053aca2a 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -120,7 +120,7 @@ 
R

 regular expressions, 5-6

 requests library, 35, 36  

 
S

-
scraping, 35

+
scraping, 35, 43

 sequence, 4, 18, 19

 sets, 2, 11

 shell commands, 25


From f58b9cc64aef04b505b1aeb3c8e6ae7db907504b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 15 Apr 2020 18:06:28 +0200
Subject: [PATCH 0003/1007] General fixes from List until Iterator

---
 README.md              | 12 ++++++------
 index.html             | 10 +++++-----
 pdf/index_for_pdf.html | 10 +++++-----
 3 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index 6cde05073..ae9c601b2 100644
--- a/README.md
+++ b/README.md
@@ -53,7 +53,7 @@ flatter_list     = list(itertools.chain.from_iterable())
 product_of_elems = functools.reduce(lambda out, el: out * el, )
 list_of_chars    = list()
 ```
-* **Module [operator](#operator) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.**
+* **Module [operator](#operator) provides functions itemgetter() and mul() that offer the same functionality as [lambda](#lambda) expressions above.**
 
 ```python
  = .count()     # Returns number of occurrences. Also works on strings.
@@ -205,7 +205,7 @@ from itertools import count, repeat, cycle, chain, islice
 ```
 
 ```python
- = count(start=0, step=1)             # Returns incremented value endlessly.
+ = count(start=0, step=1)             # Returns updated value endlessly. Accepts floats.
  = repeat( [, times])             # Returns element endlessly or 'times' times.
  = cycle()                # Repeats the sequence endlessly.
 ```
@@ -261,8 +261,8 @@ Type
 from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
-### ABC
-**An abstract base class introduces virtual subclasses that don’t inherit from it, but are still recognized by isinstance() and issubclass().**
+### Abstract Base Classes
+**Each abstract base class specifies a set of virtual subclasses. This classes get recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
@@ -614,7 +614,7 @@ from dateutil.tz import UTC, tzlocal, gettz, resolve_imaginary
 ```python
  = UTC                              # UTC timezone. London without DST.
  = tzlocal()                        # Local timezone. Also gettz().
- = gettz('/')          # 'Continent/City_Name' timezone or None.
+ = gettz('/')      # 'Continent/City_Name' timezone or None.
     = 
.astimezone()        # Datetime, converted to passed timezone.
  = .replace(tzinfo=)  # Unconverted object with new timezone.
 ```
@@ -1106,7 +1106,7 @@ class MyHashable:
 ```
 
 ### Sortable
-* **With total_ordering decorator you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.**
+* **With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.**
 ```python
 from functools import total_ordering
 
diff --git a/index.html b/index.html
index 74af62f03..286567a7e 100644
--- a/index.html
+++ b/index.html
@@ -250,7 +250,7 @@
 list_of_chars    = list(<str>)
 

 
    
-
  • Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.
    • 
+
  • Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.
    • 
 

 
<int> = <list>.count(<el>)     # Returns number of occurrences. Also works on strings.
 index = <list>.index(<el>)     # Returns index of first occurrence or raises ValueError.
@@ -353,7 +353,7 @@
 
Itertools
from itertools import count, repeat, cycle, chain, islice
 

 
-
<iter> = count(start=0, step=1)             # Returns incremented value endlessly.
+
<iter> = count(start=0, step=1)             # Returns updated value endlessly. Accepts floats.
 <iter> = repeat(<el> [, times])             # Returns element endlessly or 'times' times.
 <iter> = cycle(<collection>)                # Repeats the sequence endlessly.
 

@@ -392,7 +392,7 @@
 
Some types do not have built-in names, so they must be imported:
from types import FunctionType, MethodType, LambdaType, GeneratorType
 

 
-
ABC
An abstract base class introduces virtual subclasses that don’t inherit from it, but are still recognized by isinstance() and issubclass().
>>> from collections.abc import Sequence, Collection, Iterable
+
Abstract Base Classes
Each abstract base class specifies a set of virtual subclasses. This classes get recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
>>> from collections.abc import Sequence, Collection, Iterable
 >>> isinstance([1, 2, 3], Iterable)
 True
 

@@ -670,7 +670,7 @@
 
 
Timezone
<tzinfo> = UTC                              # UTC timezone. London without DST.
 <tzinfo> = tzlocal()                        # Local timezone. Also gettz().
-<tzinfo> = gettz('<Cont.>/<City>')          # 'Continent/City_Name' timezone or None.
+<tzinfo> = gettz('<Continent>/<City>')      # 'Continent/City_Name' timezone or None.
 <DTa>    = <DT>.astimezone(<tzinfo>)        # Datetime, converted to passed timezone.
 <Ta/DTa> = <T/DT>.replace(tzinfo=<tzinfo>)  # Unconverted object with new timezone.
 

@@ -1055,7 +1055,7 @@
 
 
 
Sortable
    
-
  • With total_ordering decorator you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.
    • 
+
  • With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.
    • 
 
from functools import total_ordering
 
 @total_ordering
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 636276c9f..bdfa022a5 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -6,7 +6,7 @@ 
#Index

 
 

 
A

-
abstract base classes, 4, 19

+
abstract base classes, 4, 19

 all function, 11

 animation, 40

 any function, 11

@@ -27,7 +27,7 @@ 
C

 class, 4, 14-19, 31-32

 closure, 12

 collection, 4, 18

-collections module, 2, 3, 4, 19, 29

+collections module, 2, 3, 4, 19, 29

 combinatorics, 8

 command line arguments, 22

 comparable, 16

@@ -53,7 +53,7 @@ 
E

 
F

 
files, 23

 filter function, 11

-floats, 4, 6, 7

+floats, 4, 6, 7

 format, 6-7

 functools module, 11, 12, 13, 16

 futures, 30  

@@ -68,9 +68,9 @@ 
I

 inline, 11-12

 input function, 22

 introspection, 31

-ints, 4, 7, 8

+ints, 4, 7, 8

 is operator, 16

-iterable, 4, 18

+iterable, 4, 18

 iterator, 3, 17

 itertools module, 3, 8  

 
J


From aaace2610cc20df7f99c517772742ec47f3cd9a2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 17 Apr 2020 15:44:53 +0200
Subject: [PATCH 0004/1007] Duck types

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ae9c601b2..c374319cf 100644
--- a/README.md
+++ b/README.md
@@ -1175,7 +1175,7 @@ class Counter:
 * **Any exception that happens inside the with block is passed to the exit() method.**
 * **If it wishes to suppress the exception it must return a true value.** 
 ```python
-class MyOpen():
+class MyOpen:
     def __init__(self, filename):
         self.filename = filename
     def __enter__(self):
diff --git a/index.html b/index.html
index 286567a7e..8b9ed8711 100644
--- a/index.html
+++ b/index.html
@@ -1120,7 +1120,7 @@
 
  • Exit() should release the resources.
    • 
 
  • Any exception that happens inside the with block is passed to the exit() method.
    • 
 
  • If it wishes to suppress the exception it must return a true value. 
    • 
-
    class MyOpen():
+
    class MyOpen:
     def __init__(self, filename):
         self.filename = filename
     def __enter__(self):

From 72549fb6c9d50469932f7e889a77ebbd56f24bbc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 19 Apr 2020 08:38:23 +0200
Subject: [PATCH 0005/1007] General fixes from Type until Exceptions

---
 README.md  | 12 ++++++------
 index.html | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index c374319cf..018c97013 100644
--- a/README.md
+++ b/README.md
@@ -262,7 +262,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. This classes get recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
+**Each abstract base class specifies a set of virtual subclasses. This classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
@@ -500,7 +500,7 @@ Numbers
 
 ### Math
 ```python
-from math import e, pi, inf, nan
+from math import e, pi, inf, nan, isinf, isnan
 from math import cos, acos, sin, asin, tan, atan, degrees, radians
 from math import log, log10, log2
 ```
@@ -1255,7 +1255,7 @@ class MySequence:
         return reversed(self.a)
 ```
 
-### Collections.abc.Sequence
+### ABC Sequence
 * **It's a richer interface than the basic sequence.**
 * **Extending it generates iter(), contains(), reversed(), index() and count().**
 * **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined.**
@@ -1415,7 +1415,7 @@ BaseException
       +-- NameError               # Raised when a variable name is not found.
       +-- OSError                 # Failures such as “file not found” or “disk full”.
       |    +-- FileNotFoundError  # When a file or directory is requested but doesn't exist.
-      +-- RuntimeError            # Raised by errors that don't fall in other categories.
+      +-- RuntimeError            # Raised by errors that don't fall into other categories.
       |    +-- RecursionError     # Raised when the maximum recursion depth is exceeded.
       +-- StopIteration           # Raised by next() when run on an empty iterator.
       +-- TypeError               # Raised when an argument is of wrong type.
@@ -1458,8 +1458,8 @@ Exit
 ```python
 import sys
 sys.exit()                        # Exits with exit code 0 (success).
-sys.exit()                   # Exits with passed exit code.
-sys.exit()                   # Prints the object and exits with 1 (failure).
+sys.exit()                    # Prints object to stderr and exits with 1.
+sys.exit()                   # Exits with the passed exit code.
 ```
 
 
diff --git a/index.html b/index.html
index 8b9ed8711..b60ed658d 100644
--- a/index.html
+++ b/index.html
@@ -392,7 +392,7 @@
 
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
 
    
 
-
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. This classes get recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
+
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. This classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
 >>> isinstance([1, 2, 3], Iterable)
 True
 
    
@@ -582,7 +582,7 @@
 <num> = round(<num> [, ±ndigits])     # `round(126, -1) == 130`
 
    
 
-
    Math
    from math import e, pi, inf, nan
+
    Math
    from math import e, pi, inf, nan, isinf, isnan
 from math import cos, acos, sin, asin, tan, atan, degrees, radians
 from math import log, log10, log2
 
    
@@ -1194,7 +1194,7 @@
 
    
 
 
-
    Collections.abc.Sequence
      
+
      ABC Sequence
        
 
      • It's a richer interface than the basic sequence.
        • 
 
      • Extending it generates iter(), contains(), reversed(), index() and count().
        • 
 
      • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined.
        • 
@@ -1329,7 +1329,7 @@
       +-- NameError               # Raised when a variable name is not found.
       +-- OSError                 # Failures such as “file not found” or “disk full”.
       |    +-- FileNotFoundError  # When a file or directory is requested but doesn't exist.
-      +-- RuntimeError            # Raised by errors that don't fall in other categories.
+      +-- RuntimeError            # Raised by errors that don't fall into other categories.
       |    +-- RecursionError     # Raised when the maximum recursion depth is exceeded.
       +-- StopIteration           # Raised by next() when run on an empty iterator.
       +-- TypeError               # Raised when an argument is of wrong type.
@@ -1361,8 +1361,8 @@
 
 
        #Exit
        Exits the interpreter by raising SystemExit exception.
        import sys
 sys.exit()                        # Exits with exit code 0 (success).
-sys.exit(<int>)                   # Exits with passed exit code.
-sys.exit(<obj>)                   # Prints the object and exits with 1 (failure).
+sys.exit(<el>)                    # Prints object to stderr and exits with 1.
+sys.exit(<int>)                   # Exits with the passed exit code.
 
        
 
 

From 474e5fb82fe4219ee49d1839b61573fbcbc0d2f1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 19 Apr 2020 10:06:54 +0200
Subject: [PATCH 0006/1007] Updated index

---
 pdf/index_for_pdf.html | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index bdfa022a5..ce187715d 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -6,7 +6,7 @@ 
        #Index
        
 
 
        
 
        A
        
-
        abstract base classes, 4, 19
        
+
        abstract base classes, 4, 19
        
 all function, 11
        
 animation, 40
        
 any function, 11
        
@@ -24,10 +24,10 @@ 
        B
        
 
        C
        
 
        cache, 13
        
 callable, 17
        
-class, 4, 14-19, 31-32
        
+class, 4, 14-19, 31-32
        
 closure, 12
        
 collection, 4, 18
        
-collections module, 2, 3, 4, 19, 29
        
+collections module, 2, 3, 4, 19, 29
        
 combinatorics, 8
        
 command line arguments, 22
        
 comparable, 16
        
@@ -44,7 +44,7 @@ 
        D
        
 decorator, 13
        
 deques, 29
        
 dictionaries, 2, 11
        
-duck types, 16-19  
        
+duck types, 16-19  
        
 
        E
        
 
        enum module, 19-20
        
 enumerate function, 3
        
@@ -121,7 +121,7 @@ 
        R
        
 requests library, 35, 36  
        
 
        S
        
 
        scraping, 35, 43
        
-sequence, 4, 18, 19
        
+sequence, 4, 18, 19
        
 sets, 2, 11
        
 shell commands, 25
        
 sleep function, 34
        

From 42f7b6513869c0375c71cf754fa1fb43cdb367a2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 19 Apr 2020 22:21:20 +0200
Subject: [PATCH 0007/1007] General fixes from Open until CSV

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 parse.js   |  2 +-
 3 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 018c97013..86210f315 100644
--- a/README.md
+++ b/README.md
@@ -1550,7 +1550,7 @@ Open
 .seek(0)                      # Moves to the start of the file.
 .seek(offset)                 # Moves 'offset' chars/bytes from the start.
 .seek(0, 2)                   # Moves to the end of the file.
-.seek(±offset, )  # Anchor: 0 start, 1 current pos., 2 end.
+.seek(±offset, )  # Anchor: 0 start, 1 current position, 2 end.
 ```
 
 ```python
@@ -1677,7 +1677,7 @@ os.mkdir(, mode=0o777)        # Creates a directory. Mode is in octal.
 ```
 
 ```python
-shutil.copy(from, to)               # Copies the file. 'to' can be a directory.
+shutil.copy(from, to)               # Copies the file. 'to' can exist or be a dir.
 shutil.copytree(from, to)           # Copies the directory. 'to' must not exist.
 ```
 
@@ -1698,14 +1698,14 @@ import os
  = os.popen('').read()
 ```
 
-#### Sends '1 + 1' to the calculator and captures its output:
+#### Sends '1 + 1' to the basic calculator and captures its output:
 ```python
 >>> from subprocess import run
 >>> run('bc', input='1 + 1\n', capture_output=True, encoding='utf-8')
 CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 ```
 
-#### Sends test.in to the calculator running in standard mode and saves its output to test.out:
+#### Sends test.in to the basic calculator running in standard mode and saves its output to test.out:
 ```python
 >>> from shlex import split
 >>> os.popen('echo 1 + 1 > test.in')
@@ -1788,7 +1788,7 @@ import csv
 .writerow()     # Encodes objects using `str()`.
 .writerows()  # Appends multiple rows.
 ```
-* **File must be opened with `'newline=""'` argument, or an extra '\r' will be added to every '\n' on platforms that use '\r\n' line endings!**
+* **File must be opened with `'newline=""'` argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!**
 
 ### Parameters
 * **`'dialect'` - Master parameter that sets the default values.**
diff --git a/index.html b/index.html
index b60ed658d..936bd2e2b 100644
--- a/index.html
+++ b/index.html
@@ -1437,7 +1437,7 @@
 
      File Object
      <file>.seek(0)                      # Moves to the start of the file.
 <file>.seek(offset)                 # Moves 'offset' chars/bytes from the start.
 <file>.seek(0, 2)                   # Moves to the end of the file.
-<bin_file>.seek(±offset, <anchor>)  # Anchor: 0 start, 1 current pos., 2 end.
+<bin_file>.seek(±offset, <anchor>)  # Anchor: 0 start, 1 current position, 2 end.
 
    
 
 
@@ -1527,7 +1527,7 @@
 
    os.chdir(<path>)                    # Changes the current working directory.
 os.mkdir(<path>, mode=0o777)        # Creates a directory. Mode is in octal.
 
    
-
    shutil.copy(from, to)               # Copies the file. 'to' can be a directory.
+
    shutil.copy(from, to)               # Copies the file. 'to' can exist or be a dir.
 shutil.copytree(from, to)           # Copies the directory. 'to' must not exist.
 
    
 
    os.rename(from, to)                 # Renames/moves the file or directory.
@@ -1541,12 +1541,12 @@
 <str> = os.popen('<shell_command>').read()
 
    
 
-
    Sends '1 + 1' to the calculator and captures its output:
    >>> from subprocess import run
+
    Sends '1 + 1' to the basic calculator and captures its output:
    >>> from subprocess import run
 >>> run('bc', input='1 + 1\n', capture_output=True, encoding='utf-8')
 CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 
    
 
-
    Sends test.in to the calculator running in standard mode and saves its output to test.out:
    >>> from shlex import split
+
    Sends test.in to the basic calculator running in standard mode and saves its output to test.out:
    >>> from shlex import split
 >>> os.popen('echo 1 + 1 > test.in')
 >>> run(split('bc -s'), stdin=open('test.in'), stdout=open('test.out', 'w'))
 CompletedProcess(args=['bc', '-s'], returncode=0)
@@ -1604,7 +1604,7 @@
 
    
 
 
      
-
    • File must be opened with 'newline=""' argument, or an extra '\r' will be added to every '\n' on platforms that use '\r\n' line endings!
      • 
+
    • File must be opened with 'newline=""' argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!
      • 
 
    
 
    Parameters
      
 
    • 'dialect' - Master parameter that sets the default values.
      • 
diff --git a/parse.js b/parse.js
index aaa9614ef..5a322cfc9 100755
--- a/parse.js
+++ b/parse.js
@@ -35,7 +35,7 @@ const OS_RENAME =
   'os.replace(from, to)                # Same, but overwrites \'to\' if it exists.\n';
 
 const SHUTIL_COPY = 
-  'shutil.copy(from, to)               # Copies the file. \'to\' can be a directory.\n' +
+  'shutil.copy(from, to)               # Copies the file. \'to\' can exist or be a dir.\n' +
   'shutil.copytree(from, to)           # Copies the directory. \'to\' must not exist.\n';
 
 const EVAL =

From 1649a430769706f0a9f435af8bb4cd06f84c28f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 21 Apr 2020 18:40:17 +0200
Subject: [PATCH 0008/1007] Threading

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 86210f315..4d53c684e 100644
--- a/README.md
+++ b/README.md
@@ -1173,7 +1173,7 @@ class Counter:
 * **Enter() should lock the resources and optionally return an object.**
 * **Exit() should release the resources.**
 * **Any exception that happens inside the with block is passed to the exit() method.**
-* **If it wishes to suppress the exception it must return a true value.** 
+* **If it wishes to suppress the exception it must return a true value.**
 ```python
 class MyOpen:
     def __init__(self, filename):
@@ -2078,10 +2078,10 @@ with lock:
 ### Thread Pool Executor
 ```python
 from concurrent.futures import ThreadPoolExecutor
-with ThreadPoolExecutor(max_workers=None) as executor:
+with ThreadPoolExecutor(max_workers=None) as executor:         # Does not exit until done.
        = executor.map(lambda x: x + 1, range(3))         # (1, 2, 3)
        = executor.map(lambda x, y: x + y, 'abc', '123')  # ('a1', 'b2', 'c3')
-     = executor.submit( [, , ...])
+     = executor.submit( [, , ...])    # Also visible outside block.
 ```
 
 #### Future:
diff --git a/index.html b/index.html
index 936bd2e2b..332442737 100644
--- a/index.html
+++ b/index.html
@@ -1119,7 +1119,7 @@
 
    • Enter() should lock the resources and optionally return an object.
      • 
 
    • Exit() should release the resources.
      • 
 
    • Any exception that happens inside the with block is passed to the exit() method.
      • 
-
    • If it wishes to suppress the exception it must return a true value. 
      • 
+
    • If it wishes to suppress the exception it must return a true value.
      • 
 
    class MyOpen:
     def __init__(self, filename):
         self.filename = filename
@@ -1832,10 +1832,10 @@
 
    
 
 
    Thread Pool Executor
    from concurrent.futures import ThreadPoolExecutor
-with ThreadPoolExecutor(max_workers=None) as executor:
+with ThreadPoolExecutor(max_workers=None) as executor:         # Does not exit until done.
     <iter>   = executor.map(lambda x: x + 1, range(3))         # (1, 2, 3)
     <iter>   = executor.map(lambda x, y: x + y, 'abc', '123')  # ('a1', 'b2', 'c3')
-    <Future> = executor.submit(<function> [, <arg_1>, ...])
+    <Future> = executor.submit(<function> [, <arg_1>, ...])    # Also visible outside block.
 
    
 
 
    Future:
    <bool> = <Future>.done()             # Checks if thread has finished executing.

From d7a22a5be265114324b8bf649a89ca190059d12f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 22 Apr 2020 20:07:22 +0200
Subject: [PATCH 0009/1007] General fixes from CSV until Pygame

---
 README.md       | 42 +++++++++++++++++++++---------------------
 index.html      | 42 +++++++++++++++++++++---------------------
 web/script_2.js |  4 ++--
 3 files changed, 44 insertions(+), 44 deletions(-)

diff --git a/README.md b/README.md
index 4d53c684e..045d80879 100644
--- a/README.md
+++ b/README.md
@@ -1459,7 +1459,7 @@ Exit
 import sys
 sys.exit()                        # Exits with exit code 0 (success).
 sys.exit()                    # Prints object to stderr and exits with 1.
-sys.exit()                   # Exits with the passed exit code.
+sys.exit()                   # Exits with passed exit code.
 ```
 
 
@@ -1476,19 +1476,19 @@ print(, ..., sep=' ', end='\n', file=sys.stdout, flush=False)
 from pprint import pprint
 pprint(, width=80, depth=None, compact=False, sort_dicts=True)
 ```
-* **Levels deeper than 'depth' get replaced by '...'.**
+* **Levels deeper than 'depth' get replaced with '...'.**
 
 
 Input
 -----
-**Reads a line from user input or pipe if present.**
+**Reads a line from the user input or pipe if present.**
 
 ```python
  = input(prompt=None)
 ```
 * **Trailing newline gets stripped.**
 * **Prompt string is printed to the standard output before reading input.**
-* **Raises EOFError when user hits EOF (ctrl-d) or input stream gets exhausted.**
+* **Raises EOFError when user hits EOF (ctrl-d/z) or input stream gets exhausted.**
 
 
 Command Line Arguments
@@ -2132,15 +2132,15 @@ Introspection
 
 ### Variables
 ```python
- = dir()                       # Returns names of local variables (incl. functions).
- = vars()                      # Returns dict of local variables. Also locals().
- = globals()                   # Returns dict of global variables.
+ = dir()                             # Names of local variables (incl. functions).
+ = vars()                            # Dict of local variables. Also locals().
+ = globals()                         # Dict of global variables.
 ```
 
 ### Attributes
 ```python
- = dir()               # Returns names of object's attributes (incl. methods).
- = vars()              # Returns dict of object's fields. Also .__dict__.
+ = dir()                     # Names of object's attributes (incl. methods).
+ = vars()                    # Dict of object's fields. Also .__dict__.
 ```
 
 ```python
@@ -2198,7 +2198,7 @@ class MyMetaClass(type):
 * **The only difference between the examples above is that my\_meta\_class() returns a class of type type, while MyMetaClass() returns a class of type MyMetaClass.**
 
 ### Metaclass Attribute
-**Right before a class is created it checks if it has a 'metaclass' attribute defined. If not, it recursively checks if any of his parents has it defined and eventually comes to type().**
+**Right before a class is created it checks if it has the 'metaclass' attribute defined. If not, it recursively checks if any of his parents has it defined and eventually comes to type().**
 
 ```python
 class MyClass(metaclass=MyMetaClass):
@@ -2223,8 +2223,8 @@ type(MyMetaClass) == type            # MyMetaClass is an instance of type.
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |    ^ +---+  |
-|     str ---------+        |
+|             |     ^ +--+  |
+|     str ----------+       |
 +-------------+-------------+
 ```
 
@@ -2388,7 +2388,7 @@ def get_border(screen):
     from collections import namedtuple
     P = namedtuple('P', 'x y')
     height, width = screen.getmaxyx()
-    return P(width - 1, height - 1)
+    return P(width-1, height-1)
 
 if __name__ == '__main__':
     main()
@@ -2775,7 +2775,7 @@ for velocity in range(15):
     y = sum(range(velocity+1))
     frame = Image.new('L', (WIDTH, WIDTH))
     draw  = ImageDraw.Draw(frame)
-    draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+2*R), fill='white')
+    draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
     frames.append(frame)
 frames += reversed(frames[1:-1])
 imageio.mimsave('test.gif', frames, duration=0.03)
@@ -2804,7 +2804,7 @@ nframes      = .getnframes()         # Number of frames.
 .setnchannels()                # 1 for mono, 2 for stereo.
 .setsampwidth()                # 2 for CD quality sound.
 .setparams()                # Sets all parameters.
-.writeframes()               # Appends frames to file.
+.writeframes()               # Appends frames to the file.
 ```
 * **Bytes object contains a sequence of frames, each consisting of one or more samples.**
 * **In a stereo signal, the first sample of a frame belongs to the left channel.**
@@ -2933,8 +2933,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 **Object for storing rectangular coordinates.**
 ```python
  = pg.Rect(x, y, width, height)
-  = .x/y/centerx/centery
- = .topleft/center
+  = .x/y/centerx/centery/…
+ = .topleft/center/…
  = .move((x, y))
 ```
 
@@ -2987,7 +2987,7 @@ pg.draw.ellipse(, color, )
 .play()                                  # Starts playing the sound.
 ```
 
-### Basic Mario Brothers Example
+### Super Mario Bros. Example
 ```python
 import collections, dataclasses, enum, io, math, pygame, urllib.request, itertools as it
 from random import randint
@@ -3028,9 +3028,9 @@ def run(screen, images, mario, tiles):
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x = math.copysign(abs(x) - 1, x) if x else 0
+    x -= x / abs(x) if x else 0
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
-    mario.spd = P(*[max(-thresh, min(thresh, s)) for thresh, s in zip(MAX_SPEED, P(x, y))])
+    mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
     old_p, delta = mario.rect.topleft, P(0, 0)
@@ -3055,7 +3055,7 @@ def draw(screen, images, mario, tiles, pressed):
         return next(mario.frame_cycle) if {D.w, D.e} & pressed else 6
     screen.fill((85, 168, 255))
     mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
-    screen.blit(images[get_frame_index() + mario.facing_left*9], mario.rect)
+    screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[19 if {*rect.topleft} & {0, (SIZE-1)*16} else 18], rect)
     pygame.display.flip()
diff --git a/index.html b/index.html
index 332442737..3db3d5249 100644
--- a/index.html
+++ b/index.html
@@ -1362,7 +1362,7 @@
 
    #Exit
    Exits the interpreter by raising SystemExit exception.
    import sys
 sys.exit()                        # Exits with exit code 0 (success).
 sys.exit(<el>)                    # Prints object to stderr and exits with 1.
-sys.exit(<int>)                   # Exits with the passed exit code.
+sys.exit(<int>)                   # Exits with passed exit code.
 
    
 
 
@@ -1378,16 +1378,16 @@
 
 
 
      
-
    • Levels deeper than 'depth' get replaced by '…'.
      • 
+
    • Levels deeper than 'depth' get replaced with '…'.
      • 
 
    
-
    #Input
    Reads a line from user input or pipe if present.
    <str> = input(prompt=None)
+
    #Input
    Reads a line from the user input or pipe if present.
    <str> = input(prompt=None)
 
    
 
 
 
      
 
    • Trailing newline gets stripped.
      • 
 
    • Prompt string is printed to the standard output before reading input.
      • 
-
    • Raises EOFError when user hits EOF (ctrl-d) or input stream gets exhausted.
      • 
+
    • Raises EOFError when user hits EOF (ctrl-d/z) or input stream gets exhausted.
      • 
 
    
 
    #Command Line Arguments
    import sys
 script_name = sys.argv[0]
@@ -1867,15 +1867,15 @@
 LogicOp          = enum.Enum('LogicOp', {'AND': op.and_, 'OR' : op.or_})
 last_el          = op.methodcaller('pop')(<list>)
 
    
-
    #Introspection
    Inspecting code at runtime.
    Variables
    <list> = dir()                       # Returns names of local variables (incl. functions).
-<dict> = vars()                      # Returns dict of local variables. Also locals().
-<dict> = globals()                   # Returns dict of global variables.
+
    #Introspection
    Inspecting code at runtime.
    Variables
    <list> = dir()                             # Names of local variables (incl. functions).
+<dict> = vars()                            # Dict of local variables. Also locals().
+<dict> = globals()                         # Dict of global variables.
 
    
 
 
 
-
    Attributes
    <list> = dir(<object>)               # Returns names of object's attributes (incl. methods).
-<dict> = vars(<object>)              # Returns dict of object's fields. Also <obj>.__dict__.
+
    Attributes
    <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
+<dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
 
    
 
 
    <bool> = hasattr(<object>, '<attr_name>')
@@ -1916,7 +1916,7 @@
 
  • Like in our case, new() can also be called directly, usually from a new() method of a child class (def __new__(cls): return super().__new__(cls)).
    • 
 
  • The only difference between the examples above is that my_meta_class() returns a class of type type, while MyMetaClass() returns a class of type MyMetaClass.
    • 
 
-
    Metaclass Attribute
    Right before a class is created it checks if it has a 'metaclass' attribute defined. If not, it recursively checks if any of his parents has it defined and eventually comes to type().
    class MyClass(metaclass=MyMetaClass):
+
    Metaclass Attribute
    Right before a class is created it checks if it has the 'metaclass' attribute defined. If not, it recursively checks if any of his parents has it defined and eventually comes to type().
    class MyClass(metaclass=MyMetaClass):
     b = 12345
 
    
 
@@ -1934,8 +1934,8 @@
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |    ^ +---+  |
-|     str ---------+        |
+|             |     ^ +--+  |
+|     str ----------+       |
 +-------------+-------------+
 
    
 
    Inheritance Diagram
    MyClass.__base__     == object       # MyClass is a subclass of object.
@@ -2067,7 +2067,7 @@
     from collections import namedtuple
     P = namedtuple('P', 'x y')
     height, width = screen.getmaxyx()
-    return P(width - 1, height - 1)
+    return P(width-1, height-1)
 
 if __name__ == '__main__':
     main()
@@ -2367,7 +2367,7 @@
     y = sum(range(velocity+1))
     frame = Image.new('L', (WIDTH, WIDTH))
     draw  = ImageDraw.Draw(frame)
-    draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+2*R), fill='white')
+    draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
     frames.append(frame)
 frames += reversed(frames[1:-1])
 imageio.mimsave('test.gif', frames, duration=0.03)
@@ -2390,7 +2390,7 @@
 <Wave_write>.setnchannels(<int>)                # 1 for mono, 2 for stereo.
 <Wave_write>.setsampwidth(<int>)                # 2 for CD quality sound.
 <Wave_write>.setparams(<params>)                # Sets all parameters.
-<Wave_write>.writeframes(<bytes>)               # Appends frames to file.
+<Wave_write>.writeframes(<bytes>)               # Appends frames to the file.
 
    
 
      
 
    • Bytes object contains a sequence of frames, each consisting of one or more samples.
      • 
@@ -2494,8 +2494,8 @@
 
 
 
      Rect
      Object for storing rectangular coordinates.
      <Rect> = pg.Rect(x, y, width, height)
-<int>  = <Rect>.x/y/centerx/centery
-<tup.> = <Rect>.topleft/center
+<int>  = <Rect>.x/y/centerx/centery/…
+<tup.> = <Rect>.topleft/center/…
 <Rect> = <Rect>.move((x, y))
 
      
 
@@ -2535,7 +2535,7 @@
 <Sound>.play()                                  # Starts playing the sound.
 
    
 
-
    Basic Mario Brothers Example
    import collections, dataclasses, enum, io, math, pygame, urllib.request, itertools as it
+
    Super Mario Bros. Example
    import collections, dataclasses, enum, io, math, pygame, urllib.request, itertools as it
 from random import randint
 
 P = collections.namedtuple('P', 'x y')          # Position
@@ -2574,9 +2574,9 @@
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x = math.copysign(abs(x) - 1, x) if x else 0
+    x -= x / abs(x) if x else 0
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
-    mario.spd = P(*[max(-thresh, min(thresh, s)) for thresh, s in zip(MAX_SPEED, P(x, y))])
+    mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
     old_p, delta = mario.rect.topleft, P(0, 0)
@@ -2601,7 +2601,7 @@
         return next(mario.frame_cycle) if {D.w, D.e} & pressed else 6
     screen.fill((85, 168, 255))
     mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
-    screen.blit(images[get_frame_index() + mario.facing_left*9], mario.rect)
+    screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[19 if {*rect.topleft} & {0, (SIZE-1)*16} else 18], rect)
     pygame.display.flip()
diff --git a/web/script_2.js b/web/script_2.js
index 7dc91ccf3..7a33ab9bc 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -51,8 +51,8 @@ const DIAGRAM_1_B =
   '┃   MyClass ──→ MyMetaClass ┃\n' +
   '┃             │     ↓       ┃\n' +
   '┃    object ─────→ type ←╮  ┃\n' +
-  '┃             │    ↑ ╰───╯  ┃\n' +
-  '┃     str ─────────╯        ┃\n' +
+  '┃             │     ↑ ╰──╯  ┃\n' +
+  '┃     str ──────────╯       ┃\n' +
   '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_2_A =

From 9f0af6b3ef9f0e3f9693fd3212e1b5d62362e4f1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 23 Apr 2020 06:30:24 +0200
Subject: [PATCH 0010/1007] Small fixes

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 045d80879..b4513ed44 100644
--- a/README.md
+++ b/README.md
@@ -262,7 +262,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. This classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
@@ -1458,7 +1458,7 @@ Exit
 ```python
 import sys
 sys.exit()                        # Exits with exit code 0 (success).
-sys.exit()                    # Prints object to stderr and exits with 1.
+sys.exit()                    # Prints to stderr and exits with 1.
 sys.exit()                   # Exits with passed exit code.
 ```
 
@@ -1476,7 +1476,7 @@ print(, ..., sep=' ', end='\n', file=sys.stdout, flush=False)
 from pprint import pprint
 pprint(, width=80, depth=None, compact=False, sort_dicts=True)
 ```
-* **Levels deeper than 'depth' get replaced with '...'.**
+* **Levels deeper than 'depth' get replaced by '...'.**
 
 
 Input
diff --git a/index.html b/index.html
index 3db3d5249..d4c60351c 100644
--- a/index.html
+++ b/index.html
@@ -392,7 +392,7 @@
 
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
 
    
 
-
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. This classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
+
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
 >>> isinstance([1, 2, 3], Iterable)
 True
 
    
@@ -1361,7 +1361,7 @@
 
 
    #Exit
    Exits the interpreter by raising SystemExit exception.
    import sys
 sys.exit()                        # Exits with exit code 0 (success).
-sys.exit(<el>)                    # Prints object to stderr and exits with 1.
+sys.exit(<el>)                    # Prints to stderr and exits with 1.
 sys.exit(<int>)                   # Exits with passed exit code.
 
    
 
@@ -1378,7 +1378,7 @@
 
    
 
 
      
-
    • Levels deeper than 'depth' get replaced with '…'.
      • 
+
    • Levels deeper than 'depth' get replaced by '…'.
      • 
 
    
 
    #Input
    Reads a line from the user input or pipe if present.
    <str> = input(prompt=None)
 
    

From 79871494134de310d1f09b37d93b66f19bee91b3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 26 Apr 2020 00:54:25 +0200
Subject: [PATCH 0011/1007] Small fixes

---
 README.md              | 22 +++++++++-------------
 index.html             | 23 +++++++++++------------
 pdf/index_for_pdf.html |  2 +-
 3 files changed, 21 insertions(+), 26 deletions(-)

diff --git a/README.md b/README.md
index b4513ed44..4c1354c1b 100644
--- a/README.md
+++ b/README.md
@@ -198,7 +198,6 @@ Iterator
  = list()                       # Returns a list of iterator's remaining elements.
 ```
 
-
 ### Itertools
 ```python
 from itertools import count, repeat, cycle, chain, islice
@@ -256,7 +255,7 @@ Type
 (, , )
 ```
 
-#### Some types do not have built-in names, so they must be imported:
+#### Some types don't have built-in names, so they must be imported:
 ```python
 from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
@@ -469,7 +468,7 @@ Format
 +---------------+-----------------+-----------------+-----------------+-----------------+
 ```
 
-### Ints
+### Integers
 ```python
 {90:c}                                # 'Z'
 {90:b}                                # '1011010'
@@ -852,7 +851,7 @@ from functools import partial
 * **Partial is also useful in cases when function needs to be passed as an argument, because it enables us to set its arguments beforehand.**
 * **A few examples being: `'defaultdict()'`, `'iter(, to_exclusive)'` and dataclass's `'field(default_factory=)'`.**
 
-### Nonlocal
+### Non-Local
 **If variable is being assigned to anywhere in the scope, it is regarded as a local variable, unless it is declared as a 'global' or a 'nonlocal'.**
 
 ```python
@@ -1499,7 +1498,7 @@ script_name = sys.argv[0]
 arguments   = sys.argv[1:]
 ```
 
-### Argparse
+### Argument Parser
 ```python
 from argparse import ArgumentParser, FileType
 p = ArgumentParser(description=)
@@ -2141,9 +2140,6 @@ Introspection
 ```python
  = dir()                     # Names of object's attributes (incl. methods).
  = vars()                    # Dict of object's fields. Also .__dict__.
-```
-
-```python
  = hasattr(, '')
 value  = getattr(, '')
 setattr(, '', value)
@@ -2284,10 +2280,10 @@ def main(screen):
 async def main_coroutine(screen):
     state = {'*': P(0, 0), **{id_: P(30, 10) for id_ in range(10)}}
     moves = asyncio.Queue()
-    coros = (*(random_controller(id_, moves) for id_ in range(10)),
+    coros = [*[random_controller(id_, moves) for id_ in range(10)],
              human_controller(screen, moves),
              model(moves, state, *screen.getmaxyx()),
-             view(state, screen))
+             view(state, screen)]
     await asyncio.wait(coros, return_when=asyncio.FIRST_COMPLETED)
 
 async def random_controller(id_, moves):
@@ -2929,7 +2925,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
     pg.display.flip()
 ```
 
-### Rect
+### Rectangle
 **Object for storing rectangular coordinates.**
 ```python
  = pg.Rect(x, y, width, height)
@@ -2987,9 +2983,9 @@ pg.draw.ellipse(, color, )
 .play()                                  # Starts playing the sound.
 ```
 
-### Super Mario Bros. Example
+### Basic Mario Brothers Example
 ```python
-import collections, dataclasses, enum, io, math, pygame, urllib.request, itertools as it
+import collections, dataclasses, enum, io, pygame, urllib.request, itertools as it
 from random import randint
 
 P = collections.namedtuple('P', 'x y')          # Position
diff --git a/index.html b/index.html
index d4c60351c..fec3e5f61 100644
--- a/index.html
+++ b/index.html
@@ -389,7 +389,7 @@
 
    >>> type('a'), 'a'.__class__, str
 (<class 'str'>, <class 'str'>, <class 'str'>)
 
    
-
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
+
    Some types don't have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
 
    
 
 
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
@@ -559,7 +559,7 @@
 | 567.89        |    '5.7e+02'    |     '567.89'    |    '5.68e+02'   |   '56789.00%'   |
 +---------------+-----------------+-----------------+-----------------+-----------------+
 
    
-
    Ints
    {90:c}                                # 'Z'
+
    Integers
    {90:c}                                # 'Z'
 {90:b}                                # '1011010'
 {90:X}                                # '5A'
 
    
@@ -846,7 +846,7 @@
 
  • Partial is also useful in cases when function needs to be passed as an argument, because it enables us to set its arguments beforehand.
    • 
 
  • A few examples being: 'defaultdict(<function>)', 'iter(<function>, to_exclusive)' and dataclass's 'field(default_factory=<function>)'.
    • 
 
-
    Nonlocal
    If variable is being assigned to anywhere in the scope, it is regarded as a local variable, unless it is declared as a 'global' or a 'nonlocal'.
    def get_counter():
+
    Non-Local
    If variable is being assigned to anywhere in the scope, it is regarded as a local variable, unless it is declared as a 'global' or a 'nonlocal'.
    def get_counter():
     i = 0
     def out():
         nonlocal i
@@ -1394,7 +1394,7 @@
 arguments   = sys.argv[1:]
 
    
 
-
    Argparse
    from argparse import ArgumentParser, FileType
+
    Argument Parser
    from argparse import ArgumentParser, FileType
 p = ArgumentParser(description=<str>)
 p.add_argument('-<short_name>', '--<name>', action='store_true')  # Flag
 p.add_argument('-<short_name>', '--<name>', type=<type>)          # Option
@@ -1876,13 +1876,12 @@
 
 
    Attributes
    <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
 <dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
-
    
-
-
    <bool> = hasattr(<object>, '<attr_name>')
+<bool> = hasattr(<object>, '<attr_name>')
 value  = getattr(<object>, '<attr_name>')
 setattr(<object>, '<attr_name>', value)
 delattr(<object>, '<attr_name>')
-
    
+
    
+
 
    Parameters
    from inspect import signature
 <sig>        = signature(<function>)
 no_of_params = len(<sig>.parameters)
@@ -1980,10 +1979,10 @@
 async def main_coroutine(screen):
     state = {'*': P(0, 0), **{id_: P(30, 10) for id_ in range(10)}}
     moves = asyncio.Queue()
-    coros = (*(random_controller(id_, moves) for id_ in range(10)),
+    coros = [*[random_controller(id_, moves) for id_ in range(10)],
              human_controller(screen, moves),
              model(moves, state, *screen.getmaxyx()),
-             view(state, screen))
+             view(state, screen)]
     await asyncio.wait(coros, return_when=asyncio.FIRST_COMPLETED)
 
 async def random_controller(id_, moves):
@@ -2493,7 +2492,7 @@
 
    
 
 
-
    Rect
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)
+
    Rectangle
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)
 <int>  = <Rect>.x/y/centerx/centery/…
 <tup.> = <Rect>.topleft/center/…
 <Rect> = <Rect>.move((x, y))
@@ -2535,7 +2534,7 @@
 <Sound>.play()                                  # Starts playing the sound.
 
    
 
-
    Super Mario Bros. Example
    import collections, dataclasses, enum, io, math, pygame, urllib.request, itertools as it
+
    Basic Mario Brothers Example
    import collections, dataclasses, enum, io, pygame, urllib.request, itertools as it
 from random import randint
 
 P = collections.namedtuple('P', 'x y')          # Position
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index ce187715d..2c78c791a 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -10,7 +10,7 @@ 
    A
    
 all function, 11
    
 animation, 40
    
 any function, 11
    
-argparse module, 22
    
+argparse module, 22
    
 arguments, 10
    
 arrays, 29
    
 audio, 40-41  
    

From 59918e02323c78b8a67ffa492cb75c9251bb25b4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 26 Apr 2020 09:31:18 +0200
Subject: [PATCH 0012/1007] Small Fixes

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 4c1354c1b..7e4bf543e 100644
--- a/README.md
+++ b/README.md
@@ -255,7 +255,7 @@ Type
 (, , )
 ```
 
-#### Some types don't have built-in names, so they must be imported:
+#### Some types do not have built-in names, so they must be imported:
 ```python
 from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
@@ -1480,7 +1480,7 @@ pprint(, width=80, depth=None, compact=False, sort_dicts=True)
 
 Input
 -----
-**Reads a line from the user input or pipe if present.**
+**Reads a line from user input or pipe if present.**
 
 ```python
  = input(prompt=None)
diff --git a/index.html b/index.html
index fec3e5f61..240e7577d 100644
--- a/index.html
+++ b/index.html
@@ -389,7 +389,7 @@
 
    >>> type('a'), 'a'.__class__, str
 (<class 'str'>, <class 'str'>, <class 'str'>)
 
    
-
    Some types don't have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
+
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
 
    
 
 
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.
    >>> from collections.abc import Sequence, Collection, Iterable
@@ -1380,7 +1380,7 @@
 
      
 
    • Levels deeper than 'depth' get replaced by '…'.
      • 
 
    
-
    #Input
    Reads a line from the user input or pipe if present.
    <str> = input(prompt=None)
+
    #Input
    Reads a line from user input or pipe if present.
    <str> = input(prompt=None)
 
    
 
 

From 14ea1807debf6b36ae221e2a264c1deb2a03b77b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 27 Apr 2020 09:39:42 +0200
Subject: [PATCH 0013/1007] Small fixes

---
 README.md                                           |   3 +++
 index.html                                          |   7 ++++---
 ...final-01.png => descripitive_image_final-01.png} | Bin
 ...image_final.png => descripitive_image_final.png} | Bin
 4 files changed, 7 insertions(+), 3 deletions(-)
 rename pdf/{descripitive image_final-01.png => descripitive_image_final-01.png} (100%)
 rename pdf/{descripitive image_final.png => descripitive_image_final.png} (100%)

diff --git a/README.md b/README.md
index 7e4bf543e..29b866f76 100644
--- a/README.md
+++ b/README.md
@@ -2140,6 +2140,9 @@ Introspection
 ```python
  = dir()                     # Names of object's attributes (incl. methods).
  = vars()                    # Dict of object's fields. Also .__dict__.
+```
+
+```python
  = hasattr(, '')
 value  = getattr(, '')
 setattr(, '', value)
diff --git a/index.html b/index.html
index 240e7577d..4fd7c1021 100644
--- a/index.html
+++ b/index.html
@@ -1876,12 +1876,13 @@
 
 
    Attributes
    <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
 <dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
-<bool> = hasattr(<object>, '<attr_name>')
+
    
+
+
    <bool> = hasattr(<object>, '<attr_name>')
 value  = getattr(<object>, '<attr_name>')
 setattr(<object>, '<attr_name>', value)
 delattr(<object>, '<attr_name>')
-
    
-
+
 
    Parameters
    from inspect import signature
 <sig>        = signature(<function>)
 no_of_params = len(<sig>.parameters)
diff --git a/pdf/descripitive image_final-01.png b/pdf/descripitive_image_final-01.png
similarity index 100%
rename from pdf/descripitive image_final-01.png
rename to pdf/descripitive_image_final-01.png
diff --git a/pdf/descripitive image_final.png b/pdf/descripitive_image_final.png
similarity index 100%
rename from pdf/descripitive image_final.png
rename to pdf/descripitive_image_final.png

From ea435a656e8812686a61006dc6375749874f4a8b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 27 Apr 2020 09:43:59 +0200
Subject: [PATCH 0014/1007] Small fixes

---
 pdf/{how_to_create_pdf.md => HOW_TO_CREATE_PDF.md} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename pdf/{how_to_create_pdf.md => HOW_TO_CREATE_PDF.md} (100%)

diff --git a/pdf/how_to_create_pdf.md b/pdf/HOW_TO_CREATE_PDF.md
similarity index 100%
rename from pdf/how_to_create_pdf.md
rename to pdf/HOW_TO_CREATE_PDF.md

From 75dd1c87a89f2f7d77a97dac1792c9156dba5fd8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 28 Apr 2020 04:08:04 +0200
Subject: [PATCH 0015/1007] Small fixes

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 29b866f76..252c4d2e7 100644
--- a/README.md
+++ b/README.md
@@ -468,7 +468,7 @@ Format
 +---------------+-----------------+-----------------+-----------------+-----------------+
 ```
 
-### Integers
+### Ints
 ```python
 {90:c}                                # 'Z'
 {90:b}                                # '1011010'
@@ -2222,8 +2222,8 @@ type(MyMetaClass) == type            # MyMetaClass is an instance of type.
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |     ^ +--+  |
-|     str ----------+       |
+|             |    ^  +--+  |
+|     str ---------+        |
 +-------------+-------------+
 ```
 
@@ -2283,10 +2283,10 @@ def main(screen):
 async def main_coroutine(screen):
     state = {'*': P(0, 0), **{id_: P(30, 10) for id_ in range(10)}}
     moves = asyncio.Queue()
-    coros = [*[random_controller(id_, moves) for id_ in range(10)],
+    coros = (*(random_controller(id_, moves) for id_ in range(10)),
              human_controller(screen, moves),
              model(moves, state, *screen.getmaxyx()),
-             view(state, screen)]
+             view(state, screen))
     await asyncio.wait(coros, return_when=asyncio.FIRST_COMPLETED)
 
 async def random_controller(id_, moves):
diff --git a/index.html b/index.html
index 4fd7c1021..ec4ebbe76 100644
--- a/index.html
+++ b/index.html
@@ -559,7 +559,7 @@
 | 567.89        |    '5.7e+02'    |     '567.89'    |    '5.68e+02'   |   '56789.00%'   |
 +---------------+-----------------+-----------------+-----------------+-----------------+
 
    
-
    Integers
    {90:c}                                # 'Z'
+
    Ints
    {90:c}                                # 'Z'
 {90:b}                                # '1011010'
 {90:X}                                # '5A'
 
    
@@ -1934,8 +1934,8 @@
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |     ^ +--+  |
-|     str ----------+       |
+|             |    ^  +--+  |
+|     str ---------+        |
 +-------------+-------------+
 
    
 
    Inheritance Diagram
    MyClass.__base__     == object       # MyClass is a subclass of object.
@@ -1980,10 +1980,10 @@
 async def main_coroutine(screen):
     state = {'*': P(0, 0), **{id_: P(30, 10) for id_ in range(10)}}
     moves = asyncio.Queue()
-    coros = [*[random_controller(id_, moves) for id_ in range(10)],
+    coros = (*(random_controller(id_, moves) for id_ in range(10)),
              human_controller(screen, moves),
              model(moves, state, *screen.getmaxyx()),
-             view(state, screen)]
+             view(state, screen))
     await asyncio.wait(coros, return_when=asyncio.FIRST_COMPLETED)
 
 async def random_controller(id_, moves):

From b92f7ec7647be9f5a179fb565bb2ca5aa81c845e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 28 Apr 2020 04:09:50 +0200
Subject: [PATCH 0016/1007] Small fixes

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 252c4d2e7..d48436aed 100644
--- a/README.md
+++ b/README.md
@@ -2222,8 +2222,8 @@ type(MyMetaClass) == type            # MyMetaClass is an instance of type.
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |    ^  +--+  |
-|     str ---------+        |
+|             |     ^ +--+  |
+|     str ----------+       |
 +-------------+-------------+
 ```
 
diff --git a/index.html b/index.html
index ec4ebbe76..a8e674d18 100644
--- a/index.html
+++ b/index.html
@@ -1934,8 +1934,8 @@
 |   MyClass --> MyMetaClass |
 |             |     v       |
 |    object -----> type <+  |
-|             |    ^  +--+  |
-|     str ---------+        |
+|             |     ^ +--+  |
+|     str ----------+       |
 +-------------+-------------+
 
    
 
    Inheritance Diagram
    MyClass.__base__     == object       # MyClass is a subclass of object.

From 9943ca7a0e8c054f864dcb3a7fa7257fc29be676 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 28 Apr 2020 04:24:21 +0200
Subject: [PATCH 0017/1007] Small fixes

---
 README.md          |   2 +-
 index.html         |   2 +-
 web/mario_bros.png | Bin 3157 -> 3163 bytes
 3 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index d48436aed..c8500267b 100644
--- a/README.md
+++ b/README.md
@@ -3056,7 +3056,7 @@ def draw(screen, images, mario, tiles, pressed):
     mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
     screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
-        screen.blit(images[19 if {*rect.topleft} & {0, (SIZE-1)*16} else 18], rect)
+        screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
     pygame.display.flip()
 
 if __name__ == '__main__':
diff --git a/index.html b/index.html
index a8e674d18..7124d4580 100644
--- a/index.html
+++ b/index.html
@@ -2603,7 +2603,7 @@
     mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
     screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
-        screen.blit(images[19 if {*rect.topleft} & {0, (SIZE-1)*16} else 18], rect)
+        screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
     pygame.display.flip()
 
 if __name__ == '__main__':
diff --git a/web/mario_bros.png b/web/mario_bros.png
index d583f0e34e1827421e307da4a4d785ca867c933c..c3cf1004645da7137f9c2b1670263db7729e7f07 100644
GIT binary patch
delta 2769
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From 21cc09f8a605908f71b07e7b463a0eac74265034 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 29 Apr 2020 06:00:23 +0200
Subject: [PATCH 0018/1007] SQLite

---
 README.md  | 9 +++++----
 index.html | 8 ++++----
 2 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index c8500267b..fe7dd80c1 100644
--- a/README.md
+++ b/README.md
@@ -1874,12 +1874,13 @@ db.executemany('', )      # Runs execute() many times.
 
 ### Example
 **In this example values are not actually saved because `'db.commit()'` is omitted!**
+
 ```python
 >>> db = sqlite3.connect('test.db')
->>> db.execute('create table t (a, b, c)')
->>> db.execute('insert into t values (1, 2, 3)')
->>> db.execute('select * from t').fetchall()
-[(1, 2, 3)]
+>>> db.execute('create table person (id integer primary key, name, height)')
+>>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187))
+>>> db.execute('select * from person').fetchall()
+[(1, 'Jean-Luc', 187)]
 ``` 
 
 ### MySQL
diff --git a/index.html b/index.html
index 7124d4580..bf4d6da63 100644
--- a/index.html
+++ b/index.html
@@ -1674,10 +1674,10 @@
 
 
 
    Example
    In this example values are not actually saved because 'db.commit()' is omitted!
    >>> db = sqlite3.connect('test.db')
->>> db.execute('create table t (a, b, c)')
->>> db.execute('insert into t values (1, 2, 3)')
->>> db.execute('select * from t').fetchall()
-[(1, 2, 3)]
+>>> db.execute('create table person (id integer primary key, name, height)')
+>>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187))
+>>> db.execute('select * from person').fetchall()
+[(1, 'Jean-Luc', 187)]
 
    
 
 

From e17bd8f958a4dc56f1b34aef24116880903cac5c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 29 Apr 2020 06:53:50 +0200
Subject: [PATCH 0019/1007] SQLite

---
 README.md  | 5 +++--
 index.html | 5 +++--
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index fe7dd80c1..aed668d20 100644
--- a/README.md
+++ b/README.md
@@ -1877,8 +1877,9 @@ db.executemany('', )      # Runs execute() many times.
 
 ```python
 >>> db = sqlite3.connect('test.db')
->>> db.execute('create table person (id integer primary key, name, height)')
->>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187))
+>>> db.execute('create table person (person_id integer primary key, name, height)')
+>>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+1
 >>> db.execute('select * from person').fetchall()
 [(1, 'Jean-Luc', 187)]
 ``` 
diff --git a/index.html b/index.html
index bf4d6da63..c9770f1a1 100644
--- a/index.html
+++ b/index.html
@@ -1674,8 +1674,9 @@
 
 
 
    Example
    In this example values are not actually saved because 'db.commit()' is omitted!
    >>> db = sqlite3.connect('test.db')
->>> db.execute('create table person (id integer primary key, name, height)')
->>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187))
+>>> db.execute('create table person (person_id integer primary key, name, height)')
+>>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+1
 >>> db.execute('select * from person').fetchall()
 [(1, 'Jean-Luc', 187)]
 
    

From 5fba33eb5dfa08d864f7293ddf911503f5837b61 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 29 Apr 2020 07:19:49 +0200
Subject: [PATCH 0020/1007] Updated Twitter image

---
 web/image_social.jpeg                         | Bin 0 -> 107859 bytes
 ...image_social.png => image_social_bckp.png} | Bin
 web/twitter_card_large.jpeg                   | Bin 20455 -> 107859 bytes
 web/twitter_card_large_bckp.jpeg              | Bin 0 -> 20455 bytes
 4 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 web/image_social.jpeg
 rename web/{image_social.png => image_social_bckp.png} (100%)
 create mode 100644 web/twitter_card_large_bckp.jpeg

diff --git a/web/image_social.jpeg b/web/image_social.jpeg
new file mode 100644
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From 7987db6e035df90a976cdd7d4a3c596dea50c988 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 29 Apr 2020 07:37:58 +0200
Subject: [PATCH 0021/1007] Added FAQ page

---
 web/faq.html           |  53 +++++++++++++++++++++++++++++++++++++++++
 web/image_social_2.png | Bin 0 -> 459529 bytes
 2 files changed, 53 insertions(+)
 create mode 100644 web/faq.html
 create mode 100755 web/image_social_2.png

diff --git a/web/faq.html b/web/faq.html
new file mode 100644
index 000000000..144263bd6
--- /dev/null
+++ b/web/faq.html
@@ -0,0 +1,53 @@
+
    Python 2 or Python 3?
    
+    Python 3.6 (Except for dataclasses and asyncio that require version 3.7).
+

    
+
+
    What is the best way to use it?
    
+    I keep the text file open on separate desktop at all times. It is also in a different text editor than the one I usually use, so it's easier to switch to with Ctrl+↹ / ⌘↹. Cheatsheet consists of minimal text and short examples so things are easy to find with Ctrl+F / ⌘F.

    
+    I also keep the Python console open at all times to test a little snippets of code, to check out the available functions of a module using code completion and above all, to use help(<module/object/function/type>) command. If something is still unclear, then I search the Python docs by googling 'python docs <module/function>'.
+

    
+
+
    Why the '<type>' semantics?
    
+    It makes examples much less ambiguous.
+

    
+
+
    
+
+
    What exactly is <el>?
    
+    El is short for element and can be any object, but it usually denotes an object that is an item of a collection.
+

    
+
+
    What exactly is <collection>?
    
+    Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. <object>.__iter__() returns an iterator of object's items and <object>.__getitem__(<index>) returns an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
+
+    <iterable> should not be confused with abstract base class collections.abc.Iterable. Expression instanceof(<object>, collections.abc.Iterable) only checks if object has iter() special method. instanceof(<object>, collections.abc.Collection) checks for len(), iter() and contains().
+

    
+
+
    What about PEP 8?
    
+    Check out Google Style Guide and use Ctrl+Alt+L / ⌥⌘L shortcut in PyCharm to automatically reformat code.
+

    
+
+
    Why are import statement, virtual environment, tests, packaging and installation not covered?
    
+    Check out The Hitchhiker’s Guide to Python for a nice overview of mentioned topics.
+

    
+
+
    Why are Django and Pandas not covered?
    
+    Maybe they will be in the future. For now here is a nice Django cheatsheet.
+

    
+
+
    Why are there no concrete Regex examples?
    
+    Regular expressions are a separate technology that is independent from Python. There are many resources available online.
+

    
+
+
    Why is there no old style string formating?
    
+    Because it's redundant and I don't want to encourage its use.
+

    
+
+
    Why is staticmethod not covered in Class section?
    
+    Because it's of very limited use and is easy to mix up with classmethod.
+

    
+
+
    Why are descriptors not covered?
    
+    Because property is sufficient for everyday use.
+

    
\ No newline at end of file
diff --git a/web/image_social_2.png b/web/image_social_2.png
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z
Date: Thu, 30 Apr 2020 05:23:51 +0200
Subject: [PATCH 0022/1007] Updated empty_script.py

---
 web/empty_script.py | 460 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 460 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index b7ed93a34..6957fdafe 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -7536,4 +7536,464 @@
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+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
 

From 37c83f049e0fe3009c9f197e1971efa32991d5b5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 13 May 2020 14:30:27 +0200
Subject: [PATCH 0023/1007] Bytes and Memoryview

---
 README.md  | 15 +++++++++------
 index.html | 17 +++++++++--------
 2 files changed, 18 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index aed668d20..f8fed708c 100644
--- a/README.md
+++ b/README.md
@@ -1912,16 +1912,16 @@ Bytes
 ```python
  = bytes()          # Ints must be in range from 0 to 255.
  = bytes(, 'utf-8')          # Or: .encode('utf-8')
- = .to_bytes(n_bytes, byteorder='big/little', signed=False)
- = bytes.fromhex('')
+ = .to_bytes(n_bytes)        # Also: `byteorder='big/little', signed=False`.
+ = bytes.fromhex('')         # Hex numbers can be separated by spaces.
 ```
 
 ### Decode
 ```python
   = list()                  # Returns ints in range from 0 to 255.
    = str(, 'utf-8')          # Or: .decode('utf-8')
-   = int.from_bytes(, byteorder='big/little', signed=False)
-'' = .hex()
+   = int.from_bytes()        # Also: `byteorder='big/little', signed=False`.
+'' = .hex()                  # Returns a string of hexadecimal numbers.
 ```
 
 ### Read Bytes from File
@@ -2011,10 +2011,13 @@ Memory View
  = bytes()                       # Creates a new bytes object.
  = .join()       # Joins mviews using bytes object as sep.
  = array('', )         # Treats mview as a sequence of numbers.
+```
+
+```python
   = list()                        # Returns list of ints or floats.
    = str(, 'utf-8')                # Treats mview as a bytes object.
-   = int.from_bytes(, byteorder='big/little', signed=False)
-'' = .hex()
+   = int.from_bytes(, …)           # `byteorder='big/little', signed=False`.
+'' = .hex()                        # Treats mview as a bytes object.
 ```
 
 
diff --git a/index.html b/index.html
index c9770f1a1..2cda4b33a 100644
--- a/index.html
+++ b/index.html
@@ -1701,14 +1701,14 @@
 
 
    Encode
    <bytes> = bytes(<coll_of_ints>)          # Ints must be in range from 0 to 255.
 <bytes> = bytes(<str>, 'utf-8')          # Or: <str>.encode('utf-8')
-<bytes> = <int>.to_bytes(n_bytes, byteorder='big/little', signed=False)
-<bytes> = bytes.fromhex('<hex>')
+<bytes> = <int>.to_bytes(n_bytes)        # Also: `byteorder='big/little', signed=False`.
+<bytes> = bytes.fromhex('<hex>')         # Hex numbers can be separated by spaces.
 
    
 
 
    Decode
    <list>  = list(<bytes>)                  # Returns ints in range from 0 to 255.
 <str>   = str(<bytes>, 'utf-8')          # Or: <bytes>.decode('utf-8')
-<int>   = int.from_bytes(<bytes>, byteorder='big/little', signed=False)
-'<hex>' = <bytes>.hex()
+<int>   = int.from_bytes(<bytes>)        # Also: `byteorder='big/little', signed=False`.
+'<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal numbers.
 
    
 
 
    Read Bytes from File
    def read_bytes(filename):
@@ -1782,12 +1782,13 @@
 <bytes> = bytes(<mview>)                       # Creates a new bytes object.
 <bytes> = <bytes>.join(<coll_of_mviews>)       # Joins mviews using bytes object as sep.
 <array> = array('<typecode>', <mview>)         # Treats mview as a sequence of numbers.
-<list>  = list(<mview>)                        # Returns list of ints or floats.
-<str>   = str(<mview>, 'utf-8')                # Treats mview as a bytes object.
-<int>   = int.from_bytes(<mview>, byteorder='big/little', signed=False)
-'<hex>' = <mview>.hex()
 
    
 
+
    <list>  = list(<mview>)                        # Returns list of ints or floats.
+<str>   = str(<mview>, 'utf-8')                # Treats mview as a bytes object.
+<int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`.
+'<hex>' = <mview>.hex()                        # Treats mview as a bytes object.
+
    
     

From cbde122c56904d869ad2b978b5e457426d6bdbb7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 14 May 2020 11:18:57 +0200
Subject: [PATCH 0024/1007] Numbers

---
 README.md  | 42 +++++++++++++++++++++---------------------
 index.html | 42 +++++++++++++++++++++---------------------
 2 files changed, 42 insertions(+), 42 deletions(-)

diff --git a/README.md b/README.md
index f8fed708c..0c8c14c79 100644
--- a/README.md
+++ b/README.md
@@ -470,9 +470,9 @@ Format
 
 ### Ints
 ```python
-{90:c}                                # 'Z'
-{90:b}                                # '1011010'
-{90:X}                                # '5A'
+{90:c}                                   # 'Z'
+{90:b}                                   # '1011010'
+{90:X}                                   # '5A'
 ```
 
 
@@ -480,11 +480,11 @@ Numbers
 -------
 ### Types
 ```python
-      = int()    # Or: math.floor()
-    = float()    # Or: e±
-  = complex(real=0, imag=0)  # Or:  ± j
- = fractions.Fraction(numerator=0, denominator=1)
-  = decimal.Decimal()
+      = int()       # Or: math.floor()
+    = float()       # Or: e±
+  = complex(real=0, imag=0)     # Or:  ± j
+ = fractions.Fraction(0, 1)    # Or: Fraction(numerator=0, denominator=1)
+  = decimal.Decimal()  # Or: Decimal((sign, digits, exponent))
 ```
 * **`'int()'` and `'float()'` raise ValueError on malformed strings.**
 * **Decimal numbers can be represented exactly, unlike floats where `'1.1 + 2.2 != 3.3'`.**
@@ -492,9 +492,9 @@ Numbers
 
 ### Basic Functions
 ```python
- = pow(, )             # Or:  ** 
- = abs()                    #  = abs()
- = round( [, ±ndigits])     # `round(126, -1) == 130`
+ = pow(, )                # Or:  ** 
+ = abs()                       #  = abs()
+ = round( [, ±ndigits])        # `round(126, -1) == 130`
 ```
 
 ### Math
@@ -520,20 +520,20 @@ shuffle()
 
 ### Bin, Hex
 ```python
-     = 0b                   # Or: 0x
-     = int('', 2)           # Or: int('', 16)
-     = int('0b', 0)         # Or: int('0x', 0)
-'0b' = bin()                # Or: hex()
+     = 0b                      # Or: 0x
+     = int('', 2)              # Or: int('', 16)
+     = int('0b', 0)            # Or: int('0x', 0)
+'0b' = bin()                   # Or: hex()
 ```
 
 ### Bitwise Operators
 ```python
-     =  &              # And
-     =  |              # Or
-     =  ^              # Xor (0 if both bits equal)
-     =  << n_bits           # Shift left
-     =  >> n_bits           # Shift right
-     = ~                    # Compliment (flips bits)
+     =  &                 # And
+     =  |                 # Or
+     =  ^                 # Xor (0 if both bits equal)
+     =  << n_bits              # Shift left
+     =  >> n_bits              # Shift right
+     = ~                       # Compliment (flips bits)
 ```
 
 
diff --git a/index.html b/index.html
index 2cda4b33a..91f81eb26 100644
--- a/index.html
+++ b/index.html
@@ -559,16 +559,16 @@
 | 567.89        |    '5.7e+02'    |     '567.89'    |    '5.68e+02'   |   '56789.00%'   |
 +---------------+-----------------+-----------------+-----------------+-----------------+
 
    #Deque
    A thread-safe list with efficient appends and pops from either side. Pronounced "deck".
    from collections import deque
 <deque> = deque(<collection>, maxlen=None)
 
    Why are some basics like '<list> = [1, 2, 3]' and '<el> = <list>[<int>]' missing?
    
+    This cheatsheet is not intended for complete beginners. This way it can save some valuable space. Nonetheless it tries to be simple enough to be useful for somebody who completed the introductory course. A nice one page cheatsheet that can help you get started can be found     here.
    
-
    Ints
    {90:c}                                # 'Z'
-{90:b}                                # '1011010'
-{90:X}                                # '5A'
+
    Ints
    {90:c}                                   # 'Z'
+{90:b}                                   # '1011010'
+{90:X}                                   # '5A'
 
    
 
-
    #Numbers
    Types
    <int>      = int(<float/str/bool>)    # Or: math.floor(<float>)
-<float>    = float(<int/str/bool>)    # Or: <real>e±<int>
-<complex>  = complex(real=0, imag=0)  # Or: <real> ± <real>j
-<Fraction> = fractions.Fraction(numerator=0, denominator=1)
-<Decimal>  = decimal.Decimal(<str/int/float>)
+
    #Numbers
    Types
    <int>      = int(<float/str/bool>)       # Or: math.floor(<float>)
+<float>    = float(<int/str/bool>)       # Or: <real>e±<int>
+<complex>  = complex(real=0, imag=0)     # Or: <real> ± <real>j
+<Fraction> = fractions.Fraction(0, 1)    # Or: Fraction(numerator=0, denominator=1)
+<Decimal>  = decimal.Decimal(<str/int>)  # Or: Decimal((sign, digits, exponent))
 
    
 
 
@@ -577,9 +577,9 @@
 
  • Decimal numbers can be represented exactly, unlike floats where '1.1 + 2.2 != 3.3'.
    • 
 
  • Precision of decimal operations is set with: 'decimal.getcontext().prec = <int>'.
    • 
 
-
    Basic Functions
    <num> = pow(<num>, <num>)             # Or: <num> ** <num>
-<num> = abs(<num>)                    # <float> = abs(<complex>)
-<num> = round(<num> [, ±ndigits])     # `round(126, -1) == 130`
+
    Basic Functions
    <num> = pow(<num>, <num>)                # Or: <num> ** <num>
+<num> = abs(<num>)                       # <float> = abs(<complex>)
+<num> = round(<num> [, ±ndigits])        # `round(126, -1) == 130`
 
    
 
 
    Math
    from math import e, pi, inf, nan, isinf, isnan
@@ -597,18 +597,18 @@
 shuffle(<list>)
 
    
 
-
    Bin, Hex
    <int>     = 0b<bin>                   # Or: 0x<hex>
-<int>     = int('<bin>', 2)           # Or: int('<hex>', 16)
-<int>     = int('0b<bin>', 0)         # Or: int('0x<hex>', 0)
-'0b<bin>' = bin(<int>)                # Or: hex(<int>)
+
    Bin, Hex
    <int>     = 0b<bin>                      # Or: 0x<hex>
+<int>     = int('<bin>', 2)              # Or: int('<hex>', 16)
+<int>     = int('0b<bin>', 0)            # Or: int('0x<hex>', 0)
+'0b<bin>' = bin(<int>)                   # Or: hex(<int>)
 
    
 
-
    Bitwise Operators
    <int>     = <int> & <int>             # And
-<int>     = <int> | <int>             # Or
-<int>     = <int> ^ <int>             # Xor (0 if both bits equal)
-<int>     = <int> << n_bits           # Shift left
-<int>     = <int> >> n_bits           # Shift right
-<int>     = ~<int>                    # Compliment (flips bits)
+
    Bitwise Operators
    <int>     = <int> & <int>                # And
+<int>     = <int> | <int>                # Or
+<int>     = <int> ^ <int>                # Xor (0 if both bits equal)
+<int>     = <int> << n_bits              # Shift left
+<int>     = <int> >> n_bits              # Shift right
+<int>     = ~<int>                       # Compliment (flips bits)
 
    
 
 
    #Combinatorics
      

From b18092607777dd6977fc10c0ea18272401d9a685 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 14 May 2020 20:18:45 +0200
Subject: [PATCH 0025/1007] Numbers

---
 README.md  | 22 +++++++++++-----------
 index.html | 22 +++++++++++-----------
 2 files changed, 22 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index 0c8c14c79..33fb3dd81 100644
--- a/README.md
+++ b/README.md
@@ -506,7 +506,7 @@ from math import log, log10, log2
 
 ### Statistics
 ```python
-from statistics import mean, median, variance, pvariance, pstdev
+from statistics import mean, median, variance, stdev, pvariance, pstdev
 ```
 
 ### Random
@@ -520,20 +520,20 @@ shuffle()
 
 ### Bin, Hex
 ```python
-     = 0b                      # Or: 0x
-     = int('', 2)              # Or: int('', 16)
-     = int('0b', 0)            # Or: int('0x', 0)
-'0b' = bin()                   # Or: hex()
+        = 0b                   # Or: 0x
+        = int('±', 2)          # Or: int('±', 16)
+        = int('±0b', 0)        # Or: int('±0x', 0)
+'[-]0b' = bin()                # Or: hex()
 ```
 
 ### Bitwise Operators
 ```python
-     =  &                 # And
-     =  |                 # Or
-     =  ^                 # Xor (0 if both bits equal)
-     =  << n_bits              # Shift left
-     =  >> n_bits              # Shift right
-     = ~                       # Compliment (flips bits)
+        =  &              # And
+        =  |              # Or
+        =  ^              # Xor (0 if both bits equal)
+        =  << n_bits           # Shift left
+        =  >> n_bits           # Shift right
+        = ~                    # Compliment (flips bits)
 ```
 
 
diff --git a/index.html b/index.html
index 91f81eb26..4d8f97c19 100644
--- a/index.html
+++ b/index.html
@@ -587,7 +587,7 @@
 from math import log, log10, log2
 
    
 
-
    Statistics
    from statistics import mean, median, variance, pvariance, pstdev
+
    Statistics
    from statistics import mean, median, variance, stdev, pvariance, pstdev
 
    
 
 
    Random
    from random import random, randint, choice, shuffle
@@ -597,18 +597,18 @@
 shuffle(<list>)
 
    
 
-
    Bin, Hex
    <int>     = 0b<bin>                      # Or: 0x<hex>
-<int>     = int('<bin>', 2)              # Or: int('<hex>', 16)
-<int>     = int('0b<bin>', 0)            # Or: int('0x<hex>', 0)
-'0b<bin>' = bin(<int>)                   # Or: hex(<int>)
+
    Bin, Hex
    <int>        = 0b<bin>                   # Or: 0x<hex>
+<int>        = int('±<bin>', 2)          # Or: int('±<hex>', 16)
+<int>        = int('±0b<bin>', 0)        # Or: int('±0x<hex>', 0)
+'[-]0b<bin>' = bin(<int>)                # Or: hex(<int>)
 
    
 
-
    Bitwise Operators
    <int>     = <int> & <int>                # And
-<int>     = <int> | <int>                # Or
-<int>     = <int> ^ <int>                # Xor (0 if both bits equal)
-<int>     = <int> << n_bits              # Shift left
-<int>     = <int> >> n_bits              # Shift right
-<int>     = ~<int>                       # Compliment (flips bits)
+
    Bitwise Operators
    <int>        = <int> & <int>             # And
+<int>        = <int> | <int>             # Or
+<int>        = <int> ^ <int>             # Xor (0 if both bits equal)
+<int>        = <int> << n_bits           # Shift left
+<int>        = <int> >> n_bits           # Shift right
+<int>        = ~<int>                    # Compliment (flips bits)
 
    
 
 
    #Combinatorics
      

From 9151328a8433aa5df099efa737d8f9ddaa46080f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 14 May 2020 20:34:00 +0200
Subject: [PATCH 0026/1007] Combinatorics

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 33fb3dd81..56ff5b0ff 100644
--- a/README.md
+++ b/README.md
@@ -531,8 +531,7 @@ shuffle()
         =  &              # And
         =  |              # Or
         =  ^              # Xor (0 if both bits equal)
-        =  << n_bits           # Shift left
-        =  >> n_bits           # Shift right
+        =  << n_bits           # Shift left (>> for right)
         = ~                    # Compliment (flips bits)
 ```
 
@@ -560,7 +559,8 @@ from itertools import product, combinations, combinations_with_replacement, perm
 
 ```python
 >>> combinations('abc', 2)
-[('a', 'b'), ('a', 'c'), ('b', 'c')]
+[('a', 'b'), ('a', 'c'),
+ ('b', 'c')]
 ```
 
 ```python
diff --git a/index.html b/index.html
index 4d8f97c19..635adc4c6 100644
--- a/index.html
+++ b/index.html
@@ -606,8 +606,7 @@
 
      Bitwise Operators
      <int>        = <int> & <int>             # And
 <int>        = <int> | <int>             # Or
 <int>        = <int> ^ <int>             # Xor (0 if both bits equal)
-<int>        = <int> << n_bits           # Shift left
-<int>        = <int> >> n_bits           # Shift right
+<int>        = <int> << n_bits           # Shift left (>> for right)
 <int>        = ~<int>                    # Compliment (flips bits)
 
      
 
@@ -627,7 +626,8 @@
  ('b', '1'), ('b', '2')]
 
    
 
    >>> combinations('abc', 2)
-[('a', 'b'), ('a', 'c'), ('b', 'c')]
+[('a', 'b'), ('a', 'c'),
+ ('b', 'c')]
 
    
 
    >>> combinations_with_replacement('abc', 2)
 [('a', 'a'), ('a', 'b'), ('a', 'c'),

From aa46f3c0bb7775aaa1165827001cb4f0837846cf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 May 2020 13:52:00 +0200
Subject: [PATCH 0027/1007] Numbers

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 56ff5b0ff..3a4adfa3e 100644
--- a/README.md
+++ b/README.md
@@ -532,7 +532,7 @@ shuffle()
         =  |              # Or
         =  ^              # Xor (0 if both bits equal)
         =  << n_bits           # Shift left (>> for right)
-        = ~                    # Compliment (flips bits)
+        = ~                    # Not (also: - - 1)
 ```
 
 
diff --git a/index.html b/index.html
index 635adc4c6..2c45a2cbc 100644
--- a/index.html
+++ b/index.html
@@ -607,7 +607,7 @@
 <int>        = <int> | <int>             # Or
 <int>        = <int> ^ <int>             # Xor (0 if both bits equal)
 <int>        = <int> << n_bits           # Shift left (>> for right)
-<int>        = ~<int>                    # Compliment (flips bits)
+<int>        = ~<int>                    # Not (also: -<int> - 1)
 
    
 
 
    #Combinatorics
      

From 4159345c524167dd1f7269cd643b8d6611d6f2c5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 May 2020 16:55:55 +0200
Subject: [PATCH 0028/1007] Bytes

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 3a4adfa3e..1f4a5f570 100644
--- a/README.md
+++ b/README.md
@@ -1912,7 +1912,7 @@ Bytes
 ```python
  = bytes()          # Ints must be in range from 0 to 255.
  = bytes(, 'utf-8')          # Or: .encode('utf-8')
- = .to_bytes(n_bytes)        # Also: `byteorder='big/little', signed=False`.
+ = .to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`
  = bytes.fromhex('')         # Hex numbers can be separated by spaces.
 ```
 
@@ -1920,7 +1920,7 @@ Bytes
 ```python
   = list()                  # Returns ints in range from 0 to 255.
    = str(, 'utf-8')          # Or: .decode('utf-8')
-   = int.from_bytes()        # Also: `byteorder='big/little', signed=False`.
+   = int.from_bytes(, …)     # `byteorder='big/little', signed=False`
 '' = .hex()                  # Returns a string of hexadecimal numbers.
 ```
 
@@ -2016,7 +2016,7 @@ Memory View
 ```python
   = list()                        # Returns list of ints or floats.
    = str(, 'utf-8')                # Treats mview as a bytes object.
-   = int.from_bytes(, …)           # `byteorder='big/little', signed=False`.
+   = int.from_bytes(, …)           # `byteorder='big/little', signed=False`
 '' = .hex()                        # Treats mview as a bytes object.
 ```
 
diff --git a/index.html b/index.html
index 2c45a2cbc..18a970ac9 100644
--- a/index.html
+++ b/index.html
@@ -1701,13 +1701,13 @@
 
 
      Encode
      <bytes> = bytes(<coll_of_ints>)          # Ints must be in range from 0 to 255.
 <bytes> = bytes(<str>, 'utf-8')          # Or: <str>.encode('utf-8')
-<bytes> = <int>.to_bytes(n_bytes)        # Also: `byteorder='big/little', signed=False`.
+<bytes> = <int>.to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`
 <bytes> = bytes.fromhex('<hex>')         # Hex numbers can be separated by spaces.
 
      
 
 
      Decode
      <list>  = list(<bytes>)                  # Returns ints in range from 0 to 255.
 <str>   = str(<bytes>, 'utf-8')          # Or: <bytes>.decode('utf-8')
-<int>   = int.from_bytes(<bytes>)        # Also: `byteorder='big/little', signed=False`.
+<int>   = int.from_bytes(<bytes>, …)     # `byteorder='big/little', signed=False`
 '<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal numbers.
 
      
 
@@ -1786,7 +1786,7 @@
 
 
      <list>  = list(<mview>)                        # Returns list of ints or floats.
 <str>   = str(<mview>, 'utf-8')                # Treats mview as a bytes object.
-<int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`.
+<int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`
 '<hex>' = <mview>.hex()                        # Treats mview as a bytes object.
 
      
 
      #Deque
      A thread-safe list with efficient appends and pops from either side. Pronounced "deck".
      from collections import deque

From 5eacdf66186d0379afd3d8f9da52e51ce9be8f29 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 May 2020 17:07:01 +0200
Subject: [PATCH 0029/1007] Exceptions

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1f4a5f570..8bb0a48cc 100644
--- a/README.md
+++ b/README.md
@@ -1372,7 +1372,7 @@ except (, ...):
 except (, ...) as :
 ```
 * **Also catches subclasses of the exception.**
-* **Use `'traceback.print_exc()'` to print the error message.**
+* **Use `'traceback.print_exc()'` to print the error message to stderr.**
 
 ### Raising Exceptions
 ```python
diff --git a/index.html b/index.html
index 18a970ac9..85a6b5547 100644
--- a/index.html
+++ b/index.html
@@ -1295,7 +1295,7 @@
 
 
        
 
      • Also catches subclasses of the exception.
        • 
-
      • Use 'traceback.print_exc()' to print the error message.
        • 
+
      • Use 'traceback.print_exc()' to print the error message to stderr.
        • 
 
      
 
      Raising Exceptions
      raise <exception>
 raise <exception>()

From 500d12bc06d2b32b3ab44a5dd942e5defa6e27c2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 May 2020 18:32:04 +0200
Subject: [PATCH 0030/1007] Scraping

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 8bb0a48cc..60e35e6e0 100644
--- a/README.md
+++ b/README.md
@@ -2448,7 +2448,7 @@ Scraping
 #### Scrapes Python's URL, version number and logo from Wikipedia page:
 ```python
 # $ pip3 install requests beautifulsoup4
-import requests
+import requests, sys
 from bs4 import BeautifulSoup
 URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
@@ -2464,7 +2464,7 @@ try:
         file.write(image)
     print(link, ver)
 except requests.exceptions.ConnectionError:
-    print("You've got problems with connection.")
+    print("You've got problems with connection.", file=sys.stderr)
 ```
 
 
diff --git a/index.html b/index.html
index 85a6b5547..20e0a3de2 100644
--- a/index.html
+++ b/index.html
@@ -2114,7 +2114,7 @@
 
    • '<str>' - Max age as a string: '1 week, 3 days', '2 months', …
      • 
 
    
 
    #Scraping
    Scrapes Python's URL, version number and logo from Wikipedia page:
    # $ pip3 install requests beautifulsoup4
-import requests
+import requests, sys
 from bs4 import BeautifulSoup
 URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
@@ -2130,7 +2130,7 @@
         file.write(image)
     print(link, ver)
 except requests.exceptions.ConnectionError:
-    print("You've got problems with connection.")
+    print("You've got problems with connection.", file=sys.stderr)
 
    
 
 

From 3d820b03da73e2c73d4afbcb7842b2e916a1c518 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 May 2020 19:09:37 +0200
Subject: [PATCH 0031/1007] Pygame

---
 README.md  | 8 ++++----
 index.html | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 60e35e6e0..ecbc90048 100644
--- a/README.md
+++ b/README.md
@@ -2936,10 +2936,10 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ### Rectangle
 **Object for storing rectangular coordinates.**
 ```python
- = pg.Rect(x, y, width, height)
-  = .x/y/centerx/centery/…
- = .topleft/center/…
- = .move((x, y))
+ = pg.Rect(x, y, width, height)           # X and y are coordinates of topleft corner.
+  = .x/y/centerx/centery/…           # Top, right, bottom, left.
+ = .topleft/center/…                # Topright, bottomright, bottomleft.
+ = .move((x, y))                    # Use move_ip() to move in place.
 ```
 
 ```python
diff --git a/index.html b/index.html
index 20e0a3de2..e66c9b79f 100644
--- a/index.html
+++ b/index.html
@@ -2495,10 +2495,10 @@
 
    
 
 
-
    Rectangle
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)
-<int>  = <Rect>.x/y/centerx/centery/…
-<tup.> = <Rect>.topleft/center/…
-<Rect> = <Rect>.move((x, y))
+
    Rectangle
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)           # X and y are coordinates of topleft corner.
+<int>  = <Rect>.x/y/centerx/centery/…           # Top, right, bottom, left.
+<tup.> = <Rect>.topleft/center/…                # Topright, bottomright, bottomleft.
+<Rect> = <Rect>.move((x, y))                    # Use move_ip() to move in place.
 
    
 
 

From b1c7fcc36450b2f84c4c1acd91a048e69c4a2a9d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 16 May 2020 21:26:15 +0200
Subject: [PATCH 0032/1007] Pygame

---
 README.md  | 12 ++++++------
 index.html | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index ecbc90048..c2bfeb1f0 100644
--- a/README.md
+++ b/README.md
@@ -2946,7 +2946,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
  = .collidepoint((x, y))            # Tests if a point is inside a rectangle.
  = .colliderect()             # Tests if two rectangles overlap.
   = .collidelist()     # Returns index of first colliding Rect or -1.
- = .collidelistall()  # Returns indices of all colliding Rects.
+ = .collidelistall()  # Returns indexes of all colliding Rects.
 ```
 
 ### Surface
@@ -3032,17 +3032,17 @@ def run(screen, images, mario, tiles):
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x -= x / abs(x) if x else 0
+    x -= x // abs(x) if x else 0
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
-    old_p, delta = mario.rect.topleft, P(0, 0)
+    new_p = mario.rect.topleft
     larger_speed = max(abs(s) for s in mario.spd)
-    for _ in range(int(larger_speed)):
+    for _ in range(larger_speed):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        delta = P(*[a + s/larger_speed for a, s in zip(delta, mario.spd)])
-        mario.rect.topleft = [sum(pair) for pair in zip(old_p, delta)]
+        new_p = P(*[a + s/larger_speed for a, s in zip(new_p, mario.spd)])
+        mario.rect.topleft = new_p
 
 def get_boundaries(rect, tiles):
     deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
diff --git a/index.html b/index.html
index e66c9b79f..93ff088ad 100644
--- a/index.html
+++ b/index.html
@@ -2505,7 +2505,7 @@
 
    <bool> = <Rect>.collidepoint((x, y))            # Tests if a point is inside a rectangle.
 <bool> = <Rect>.colliderect(<Rect>)             # Tests if two rectangles overlap.
 <int>  = <Rect>.collidelist(<list_of_Rect>)     # Returns index of first colliding Rect or -1.
-<list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indices of all colliding Rects.
+<list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding Rects.
 
    
 
    Surface
    Object for representing images.
    <Surf> = pg.display.set_mode((width, height))   # Returns the display surface.
 <Surf> = pg.Surface((width, height))            # Creates a new surface.
@@ -2576,17 +2576,17 @@
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x -= x / abs(x) if x else 0
+    x -= x // abs(x) if x else 0
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
-    old_p, delta = mario.rect.topleft, P(0, 0)
+    new_p = mario.rect.topleft
     larger_speed = max(abs(s) for s in mario.spd)
-    for _ in range(int(larger_speed)):
+    for _ in range(larger_speed):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        delta = P(*[a + s/larger_speed for a, s in zip(delta, mario.spd)])
-        mario.rect.topleft = [sum(pair) for pair in zip(old_p, delta)]
+        new_p = P(*[a + s/larger_speed for a, s in zip(new_p, mario.spd)])
+        mario.rect.topleft = new_p
 
 def get_boundaries(rect, tiles):
     deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}

From e0a900b436e4709070b685b6bb0b4b43165bc703 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 17 May 2020 14:56:33 +0200
Subject: [PATCH 0033/1007] Pygame

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c2bfeb1f0..446938ebe 100644
--- a/README.md
+++ b/README.md
@@ -3058,7 +3058,7 @@ def draw(screen, images, mario, tiles, pressed):
             return 4
         return next(mario.frame_cycle) if {D.w, D.e} & pressed else 6
     screen.fill((85, 168, 255))
-    mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
+    mario.facing_left = (D.w in pressed) if {D.w, D.e} & pressed else mario.facing_left
     screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
diff --git a/index.html b/index.html
index 93ff088ad..944617d96 100644
--- a/index.html
+++ b/index.html
@@ -2602,7 +2602,7 @@
             return 4
         return next(mario.frame_cycle) if {D.w, D.e} & pressed else 6
     screen.fill((85, 168, 255))
-    mario.facing_left = (D.w in pressed) if {D.e, D.w} & pressed else mario.facing_left
+    mario.facing_left = (D.w in pressed) if {D.w, D.e} & pressed else mario.facing_left
     screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)

From 6a08b4eedbbc2c06e40f9e0d811a10f61855ddc8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 22 May 2020 16:48:27 +0200
Subject: [PATCH 0034/1007] Introspection

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 446938ebe..e21165248 100644
--- a/README.md
+++ b/README.md
@@ -2148,10 +2148,10 @@ Introspection
 ```
 
 ```python
- = hasattr(, '')
-value  = getattr(, '')
-setattr(, '', value)
-delattr(, '')
+ = hasattr(, '')  # Checks if getattr raises an error.
+value  = getattr(, '')  # Raises AttributeError if attribute is missing.
+setattr(, '', value)    # Only works on user-defined classes.
+delattr(, '')           # Equivalent to `del .`.
 ```
 
 ### Parameters
@@ -2384,7 +2384,7 @@ def draw(screen):
     curs_set(0)                                # Makes cursor invisible.
     screen.nodelay(True)                       # Makes getch() non-blocking.
     screen.clear()
-    screen.addstr(0, 0, 'Press ESC to quit.')
+    screen.addstr(0, 0, 'Press ESC to quit.')  # Coordinates are y, x.
     while screen.getch() != ascii.ESC:
         pass
 
diff --git a/index.html b/index.html
index 944617d96..d50d5e1cc 100644
--- a/index.html
+++ b/index.html
@@ -1880,10 +1880,10 @@
 <dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
 
 
-
    <bool> = hasattr(<object>, '<attr_name>')
-value  = getattr(<object>, '<attr_name>')
-setattr(<object>, '<attr_name>', value)
-delattr(<object>, '<attr_name>')
+
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr raises an error.
+value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
+setattr(<object>, '<attr_name>', value)    # Only works on user-defined classes.
+delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
 
    
 
    Parameters
    from inspect import signature
 <sig>        = signature(<function>)
@@ -2061,7 +2061,7 @@
     curs_set(0)                                # Makes cursor invisible.
     screen.nodelay(True)                       # Makes getch() non-blocking.
     screen.clear()
-    screen.addstr(0, 0, 'Press ESC to quit.')
+    screen.addstr(0, 0, 'Press ESC to quit.')  # Coordinates are y, x.
     while screen.getch() != ascii.ESC:
         pass
 

From e2b2d7093cc1705f90d9bd9419c1cb3fe8fae50e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 22 May 2020 16:50:58 +0200
Subject: [PATCH 0035/1007] Introspection

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e21165248..b204ef59c 100644
--- a/README.md
+++ b/README.md
@@ -2148,7 +2148,7 @@ Introspection
 ```
 
 ```python
- = hasattr(, '')  # Checks if getattr raises an error.
+ = hasattr(, '')  # Checks if getattr() raises an error.
 value  = getattr(, '')  # Raises AttributeError if attribute is missing.
 setattr(, '', value)    # Only works on user-defined classes.
 delattr(, '')           # Equivalent to `del .`.
diff --git a/index.html b/index.html
index d50d5e1cc..7c895511e 100644
--- a/index.html
+++ b/index.html
@@ -1880,7 +1880,7 @@
 <dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
 
 
-
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr raises an error.
+
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
 setattr(<object>, '<attr_name>', value)    # Only works on user-defined classes.
 delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.

From f252b5917ea18d0358e605c523dd62b1c6af784f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 22 May 2020 17:55:04 +0200
Subject: [PATCH 0036/1007] CSV, SQLite

---
 README.md  | 14 +++++++-------
 index.html | 14 +++++++-------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index b204ef59c..4175d07f3 100644
--- a/README.md
+++ b/README.md
@@ -1775,7 +1775,7 @@ import csv
 
 ### Read
 ```python
- = csv.reader(, dialect='excel', delimiter=',')
+ = csv.reader()       # Also: `dialect='excel', delimiter=','`.
    = next()           # Returns next row as a list of strings.
    = list()           # Returns list of remaining rows.
 ```
@@ -1783,7 +1783,7 @@ import csv
 
 ### Write
 ```python
- = csv.writer(, dialect='excel', delimiter=',')
+ = csv.writer()       # Also: `dialect='excel', delimiter=','`.
 .writerow()     # Encodes objects using `str()`.
 .writerows()  # Appends multiple rows.
 ```
@@ -1889,8 +1889,8 @@ db.executemany('', )      # Runs execute() many times.
 ```python
 # $ pip3 install mysql-connector
 from mysql import connector
-db = connector.connect(host=, user=, password=, database=)
- = db.cursor()
+db = connector.connect(host=, …)           # `user=, password=, database=`.
+ = db.cursor()                          # Only cursor has execute method.
 .execute('')                     # Can raise a subclass of connector.Error.
 .execute('', )       # Replaces '%s's in query with values.
 .execute('', )  # Replaces '%()s's with values.
@@ -1912,7 +1912,7 @@ Bytes
 ```python
  = bytes()          # Ints must be in range from 0 to 255.
  = bytes(, 'utf-8')          # Or: .encode('utf-8')
- = .to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`
+ = .to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
  = bytes.fromhex('')         # Hex numbers can be separated by spaces.
 ```
 
@@ -1920,7 +1920,7 @@ Bytes
 ```python
   = list()                  # Returns ints in range from 0 to 255.
    = str(, 'utf-8')          # Or: .decode('utf-8')
-   = int.from_bytes(, …)     # `byteorder='big/little', signed=False`
+   = int.from_bytes(, …)     # `byteorder='big/little', signed=False`.
 '' = .hex()                  # Returns a string of hexadecimal numbers.
 ```
 
@@ -2016,7 +2016,7 @@ Memory View
 ```python
   = list()                        # Returns list of ints or floats.
    = str(, 'utf-8')                # Treats mview as a bytes object.
-   = int.from_bytes(, …)           # `byteorder='big/little', signed=False`
+   = int.from_bytes(, …)           # `byteorder='big/little', signed=False`.
 '' = .hex()                        # Treats mview as a bytes object.
 ```
 
diff --git a/index.html b/index.html
index 7c895511e..8210fa2ef 100644
--- a/index.html
+++ b/index.html
@@ -1590,7 +1590,7 @@
 
    
 
 
-
    Read
    <reader> = csv.reader(<file>, dialect='excel', delimiter=',')
+
    Read
    <reader> = csv.reader(<file>)       # Also: `dialect='excel', delimiter=','`.
 <list>   = next(<reader>)           # Returns next row as a list of strings.
 <list>   = list(<reader>)           # Returns list of remaining rows.
 
    
@@ -1598,7 +1598,7 @@
 
      
 
    • File must be opened with 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
 
    
-
    Write
    <writer> = csv.writer(<file>, dialect='excel', delimiter=',')
+
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
 <writer>.writerow(<collection>)     # Encodes objects using `str(<el>)`.
 <writer>.writerows(<coll_of_coll>)  # Appends multiple rows.
 
    
@@ -1684,8 +1684,8 @@
 
 
    MySQL
    Has a very similar interface, with differences listed below.
    # $ pip3 install mysql-connector
 from mysql import connector
-db = connector.connect(host=<str>, user=<str>, password=<str>, database=<str>)
-<cursor> = db.cursor()
+db = connector.connect(host=<str>, …)           # `user=<str>, password=<str>, database=<str>`.
+<cursor> = db.cursor()                          # Only cursor has execute method.
 <cursor>.execute('<query>')                     # Can raise a subclass of connector.Error.
 <cursor>.execute('<query>', <list/tuple>)       # Replaces '%s's in query with values.
 <cursor>.execute('<query>', <dict/namedtuple>)  # Replaces '%(<key>)s's with values.
@@ -1701,13 +1701,13 @@
 
 
    Encode
    <bytes> = bytes(<coll_of_ints>)          # Ints must be in range from 0 to 255.
 <bytes> = bytes(<str>, 'utf-8')          # Or: <str>.encode('utf-8')
-<bytes> = <int>.to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`
+<bytes> = <int>.to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
 <bytes> = bytes.fromhex('<hex>')         # Hex numbers can be separated by spaces.
 
    
 
 
    Decode
    <list>  = list(<bytes>)                  # Returns ints in range from 0 to 255.
 <str>   = str(<bytes>, 'utf-8')          # Or: <bytes>.decode('utf-8')
-<int>   = int.from_bytes(<bytes>, …)     # `byteorder='big/little', signed=False`
+<int>   = int.from_bytes(<bytes>, …)     # `byteorder='big/little', signed=False`.
 '<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal numbers.
 
    
 
@@ -1786,7 +1786,7 @@
 
 
    <list>  = list(<mview>)                        # Returns list of ints or floats.
 <str>   = str(<mview>, 'utf-8')                # Treats mview as a bytes object.
-<int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`
+<int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`.
 '<hex>' = <mview>.hex()                        # Treats mview as a bytes object.
 
    
 
    #Deque
    A thread-safe list with efficient appends and pops from either side. Pronounced "deck".
    from collections import deque

From 05b175a9c827b79285a200daad2058b8b4bdca23 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 22 May 2020 19:15:47 +0200
Subject: [PATCH 0037/1007] Introspection

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4175d07f3..4df26f328 100644
--- a/README.md
+++ b/README.md
@@ -2150,7 +2150,7 @@ Introspection
 ```python
  = hasattr(, '')  # Checks if getattr() raises an error.
 value  = getattr(, '')  # Raises AttributeError if attribute is missing.
-setattr(, '', value)    # Only works on user-defined classes.
+setattr(, '', value)    # Only works on classes with __dict__ attribute.
 delattr(, '')           # Equivalent to `del .`.
 ```
 
diff --git a/index.html b/index.html
index 8210fa2ef..c22916582 100644
--- a/index.html
+++ b/index.html
@@ -1882,7 +1882,7 @@
 
 
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
-setattr(<object>, '<attr_name>', value)    # Only works on user-defined classes.
+setattr(<object>, '<attr_name>', value)    # Only works on classes with __dict__ attribute.
 delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
 
    
 
    Parameters
    from inspect import signature

From 716a966d97bbcaa753bfeb571ac79529bc4695c3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 22 May 2020 19:21:20 +0200
Subject: [PATCH 0038/1007] Introspection

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4df26f328..b5e89e1a2 100644
--- a/README.md
+++ b/README.md
@@ -2150,7 +2150,7 @@ Introspection
 ```python
  = hasattr(, '')  # Checks if getattr() raises an error.
 value  = getattr(, '')  # Raises AttributeError if attribute is missing.
-setattr(, '', value)    # Only works on classes with __dict__ attribute.
+setattr(, '', value)    # Only works on objects with __dict__ attribute.
 delattr(, '')           # Equivalent to `del .`.
 ```
 
diff --git a/index.html b/index.html
index c22916582..c5fdc760f 100644
--- a/index.html
+++ b/index.html
@@ -1882,7 +1882,7 @@
 
 
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
-setattr(<object>, '<attr_name>', value)    # Only works on classes with __dict__ attribute.
+setattr(<object>, '<attr_name>', value)    # Only works on objects with __dict__ attribute.
 delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
 
    
 
    Parameters
    from inspect import signature

From 39c91beeddf6290466e0a9e4857753b138110570 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 23 May 2020 23:34:31 +0200
Subject: [PATCH 0039/1007] SQLite

---
 README.md  | 35 +++++++++++++++++------------------
 index.html | 33 ++++++++++++++++-----------------
 2 files changed, 33 insertions(+), 35 deletions(-)

diff --git a/README.md b/README.md
index b5e89e1a2..4ceb46147 100644
--- a/README.md
+++ b/README.md
@@ -1838,49 +1838,48 @@ SQLite
 **Opens a connection to the database file. Creates a new file if path doesn't exist.**
 ```python
 import sqlite3
-db = sqlite3.connect('')                  # Also ':memory:'.
-...
-db.close()
+ = sqlite3.connect('')               # Also ':memory:'.
+.close()
 ```
 
 ### Read
 **Returned values can be of type str, int, float, bytes or None.**
 ```python
- = db.execute('')                # Can raise a subclass of sqlite3.Error.
+ = .execute('')             # Can raise a subclass of sqlite3.Error.
   = .fetchone()                  # Returns next row. Also next().
    = .fetchall()                  # Returns remaining rows. Also list().
 ```
 
 ### Write
 ```python
-db.execute('')
-db.commit()
+.execute('')
+.commit()
 ```
 
 #### Or:
 ```python
-with db:
-    db.execute('')
+with :
+    .execute('')
 ```
 
 ### Placeholders
 * **Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.**
 * **Bools will be stored and returned as ints and dates as [ISO formatted strings](#encode).**
 ```python
-db.execute('', )             # Replaces '?'s in query with values.
-db.execute('', )        # Replaces ':'s with values.
-db.executemany('', )      # Runs execute() many times.
+.execute('', )          # Replaces '?'s in query with values.
+.execute('', )     # Replaces ':'s with values.
+.executemany('', )   # Runs execute() many times.
 ```
 
 ### Example
-**In this example values are not actually saved because `'db.commit()'` is omitted!**
+**In this example values are not actually saved because `'con.commit()'` is omitted!**
 
 ```python
->>> db = sqlite3.connect('test.db')
->>> db.execute('create table person (person_id integer primary key, name, height)')
->>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+>>> con = sqlite3.connect('test.db')
+>>> con.execute('create table person (person_id integer primary key, name, height)')
+>>> con.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
 1
->>> db.execute('select * from person').fetchall()
+>>> con.execute('select * from person').fetchall()
 [(1, 'Jean-Luc', 187)]
 ``` 
 
@@ -1889,8 +1888,8 @@ db.executemany('', )      # Runs execute() many times.
 ```python
 # $ pip3 install mysql-connector
 from mysql import connector
-db = connector.connect(host=, …)           # `user=, password=, database=`.
- = db.cursor()                          # Only cursor has execute method.
+ = connector.connect(host=, …)        # `user=, password=, database=`.
+ = .cursor()                       # Only cursor has execute method.
 .execute('')                     # Can raise a subclass of connector.Error.
 .execute('', )       # Replaces '%s's in query with values.
 .execute('', )  # Replaces '%()s's with values.
diff --git a/index.html b/index.html
index c5fdc760f..736949a60 100644
--- a/index.html
+++ b/index.html
@@ -1642,50 +1642,49 @@
 
    
 
 
    #SQLite
    Server-less database engine that stores each database into a separate file.
    Connect
    Opens a connection to the database file. Creates a new file if path doesn't exist.
    import sqlite3
-db = sqlite3.connect('<path>')                  # Also ':memory:'.
-...
-db.close()
+<con> = sqlite3.connect('<path>')               # Also ':memory:'.
+<con>.close()
 
    
 
 
 
 
-
    Read
    Returned values can be of type str, int, float, bytes or None.
    <cursor> = db.execute('<query>')                # Can raise a subclass of sqlite3.Error.
+
    Read
    Returned values can be of type str, int, float, bytes or None.
    <cursor> = <con>.execute('<query>')             # Can raise a subclass of sqlite3.Error.
 <tuple>  = <cursor>.fetchone()                  # Returns next row. Also next(<cursor>).
 <list>   = <cursor>.fetchall()                  # Returns remaining rows. Also list(<cursor>).
 
    
 
 
-
    Write
    db.execute('<query>')
-db.commit()
+
    Write
    <con>.execute('<query>')
+<con>.commit()
 
    
 
-
    Or:
    with db:
-    db.execute('<query>')
+
    Or:
    with <con>:
+    <con>.execute('<query>')
 
    
 
 
    Placeholders
      
 
    • Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.
      • 
 
    • Bools will be stored and returned as ints and dates as ISO formatted strings.
      • 
-
    db.execute('<query>', <list/tuple>)             # Replaces '?'s in query with values.
-db.execute('<query>', <dict/namedtuple>)        # Replaces ':<key>'s with values.
-db.executemany('<query>', <coll_of_above>)      # Runs execute() many times.
+
    <con>.execute('<query>', <list/tuple>)          # Replaces '?'s in query with values.
+<con>.execute('<query>', <dict/namedtuple>)     # Replaces ':<key>'s with values.
+<con>.executemany('<query>', <coll_of_above>)   # Runs execute() many times.
 
    
 
 
-
    Example
    In this example values are not actually saved because 'db.commit()' is omitted!
    >>> db = sqlite3.connect('test.db')
->>> db.execute('create table person (person_id integer primary key, name, height)')
->>> db.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+
    Example
    In this example values are not actually saved because 'con.commit()' is omitted!
    >>> con = sqlite3.connect('test.db')
+>>> con.execute('create table person (person_id integer primary key, name, height)')
+>>> con.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
 1
->>> db.execute('select * from person').fetchall()
+>>> con.execute('select * from person').fetchall()
 [(1, 'Jean-Luc', 187)]
 
    
 
 
 
    MySQL
    Has a very similar interface, with differences listed below.
    # $ pip3 install mysql-connector
 from mysql import connector
-db = connector.connect(host=<str>, …)           # `user=<str>, password=<str>, database=<str>`.
-<cursor> = db.cursor()                          # Only cursor has execute method.
+<con> = connector.connect(host=<str>, …)        # `user=<str>, password=<str>, database=<str>`.
+<cursor> = <con>.cursor()                       # Only cursor has execute method.
 <cursor>.execute('<query>')                     # Can raise a subclass of connector.Error.
 <cursor>.execute('<query>', <list/tuple>)       # Replaces '%s's in query with values.
 <cursor>.execute('<query>', <dict/namedtuple>)  # Replaces '%(<key>)s's with values.

From 888c8a29c1d84ec8648a94815aafb99eaf1d296e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 24 May 2020 17:16:18 +0200
Subject: [PATCH 0040/1007] Threading

---
 README.md  | 34 ++++++++++++++++------------------
 index.html | 34 ++++++++++++++++------------------
 2 files changed, 32 insertions(+), 36 deletions(-)

diff --git a/README.md b/README.md
index 4ceb46147..f4d14f891 100644
--- a/README.md
+++ b/README.md
@@ -2047,21 +2047,19 @@ from threading import Thread, RLock, Semaphore, Event, Barrier
 
 ### Thread
 ```python
-thread = Thread(target=, args=(, ))
-thread.start()
-...
- = thread.is_alive()           # Checks if thread has finished executing.
-thread.join()                        # Waits for thread to finish.
+ = Thread(target=)  # Use `args=` to set arguments.
+.start()                      # Starts the thread.
+ = .is_alive()          # Checks if thread has finished executing.
+.join()                       # Waits for thread to finish.
 ```
 * **Use `'kwargs='` to pass keyword arguments to the function.**
 * **Use `'daemon=True'`, or the program will not be able to exit while the thread is alive.**
 
 ### Lock
 ```python
-lock = RLock()
-lock.acquire()                       # Waits for lock to be available.
-...
-lock.release()
+ = RLock()
+.acquire()                      # Waits for lock to be available.
+.release()                      # Makes the lock available again.
 ```
 
 #### Or:
@@ -2073,9 +2071,9 @@ with lock:
 
 ### Semaphore, Event, Barrier
 ```python
- = Semaphore(value=1)     # Lock that can be acquired 'value' times.
-     = Event()                # Method wait() blocks until set() is called.
-   = Barrier(n_times)       # Method wait() blocks until it's called 'n_times'.
+ = Semaphore(value=1)      # Lock that can be acquired 'value' times.
+     = Event()                 # Method wait() blocks until set() is called.
+   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 ```
 
 ### Thread Pool Executor
@@ -2089,8 +2087,8 @@ with ThreadPoolExecutor(max_workers=None) as executor:         # Does not exit u
 
 #### Future:
 ```python
- = .done()             # Checks if thread has finished executing.
-  = .result()           # Waits for thread to finish and returns result.
+ = .done()              # Checks if thread has finished executing.
+  = .result()            # Waits for thread to finish and returns result.
 ```
 
 ### Queue
@@ -2101,10 +2099,10 @@ from queue import Queue
 ```
 
 ```python
-.put()                    # Blocks until queue stops being full.
-.put_nowait()             # Raises queue.Full exception if full.
- = .get()                 # Blocks until queue stops being empty.
- = .get_nowait()          # Raises queue.Empty exception if empty.
+.put()                     # Blocks until queue stops being full.
+.put_nowait()              # Raises queue.Full exception if full.
+ = .get()                  # Blocks until queue stops being empty.
+ = .get_nowait()           # Raises queue.Empty exception if empty.
 ```
 
 
diff --git a/index.html b/index.html
index 736949a60..383212427 100644
--- a/index.html
+++ b/index.html
@@ -1805,21 +1805,19 @@
 
    
 
 
-
    Thread
    thread = Thread(target=<function>, args=(<first_arg>, ))
-thread.start()
-...
-<bool> = thread.is_alive()           # Checks if thread has finished executing.
-thread.join()                        # Waits for thread to finish.
+
    Thread
    <Thread> = Thread(target=<function>)  # Use `args=<collection>` to set arguments.
+<Thread>.start()                      # Starts the thread.
+<bool> = <Thread>.is_alive()          # Checks if thread has finished executing.
+<Thread>.join()                       # Waits for thread to finish.
 
    
 
 
      
 
    • Use 'kwargs=<dict>' to pass keyword arguments to the function.
      • 
 
    • Use 'daemon=True', or the program will not be able to exit while the thread is alive.
      • 
 
    
-
    Lock
    lock = RLock()
-lock.acquire()                       # Waits for lock to be available.
-...
-lock.release()
+
    Lock
    <lock> = RLock()
+<lock>.acquire()                      # Waits for lock to be available.
+<lock>.release()                      # Makes the lock available again.
 
    
 
 
    Or:
    lock = RLock()
@@ -1827,9 +1825,9 @@
     ...
 
    
 
-
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)     # Lock that can be acquired 'value' times.
-<Event>     = Event()                # Method wait() blocks until set() is called.
-<Barrier>   = Barrier(n_times)       # Method wait() blocks until it's called 'n_times'.
+
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)      # Lock that can be acquired 'value' times.
+<Event>     = Event()                 # Method wait() blocks until set() is called.
+<Barrier>   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 
    
 
 
    Thread Pool Executor
    from concurrent.futures import ThreadPoolExecutor
@@ -1839,8 +1837,8 @@
     <Future> = executor.submit(<function> [, <arg_1>, ...])    # Also visible outside block.
 
    
 
-
    Future:
    <bool> = <Future>.done()             # Checks if thread has finished executing.
-<obj>  = <Future>.result()           # Waits for thread to finish and returns result.
+
    Future:
    <bool> = <Future>.done()              # Checks if thread has finished executing.
+<obj>  = <Future>.result()            # Waits for thread to finish and returns result.
 
    
 
 
    Queue
    A thread-safe FIFO queue. For LIFO queue use LifoQueue.
    from queue import Queue
@@ -1848,10 +1846,10 @@
 
    
 
 
-
    <Queue>.put(<el>)                    # Blocks until queue stops being full.
-<Queue>.put_nowait(<el>)             # Raises queue.Full exception if full.
-<el> = <Queue>.get()                 # Blocks until queue stops being empty.
-<el> = <Queue>.get_nowait()          # Raises queue.Empty exception if empty.
+
    <Queue>.put(<el>)                     # Blocks until queue stops being full.
+<Queue>.put_nowait(<el>)              # Raises queue.Full exception if full.
+<el> = <Queue>.get()                  # Blocks until queue stops being empty.
+<el> = <Queue>.get_nowait()           # Raises queue.Empty exception if empty.
 
    
 
    #Operator
    Module of functions that provide the functionality of operators.
    from operator import add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 from operator import eq, ne, lt, le, gt, ge

From 92695eb6541b088d04a2c3af77317486ebaadb77 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 28 May 2020 01:01:09 +0200
Subject: [PATCH 0041/1007] Introspection

---
 README.md  | 3 ---
 index.html | 7 +++----
 2 files changed, 3 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index f4d14f891..90145d315 100644
--- a/README.md
+++ b/README.md
@@ -2142,9 +2142,6 @@ Introspection
 ```python
  = dir()                     # Names of object's attributes (incl. methods).
  = vars()                    # Dict of object's fields. Also .__dict__.
-```
-
-```python
  = hasattr(, '')  # Checks if getattr() raises an error.
 value  = getattr(, '')  # Raises AttributeError if attribute is missing.
 setattr(, '', value)    # Only works on objects with __dict__ attribute.
diff --git a/index.html b/index.html
index 383212427..8cd8033ca 100644
--- a/index.html
+++ b/index.html
@@ -1875,13 +1875,12 @@
 
 
    Attributes
    <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
 <dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
-
    
-
-
    <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
+<bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
 setattr(<object>, '<attr_name>', value)    # Only works on objects with __dict__ attribute.
 delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
-
    
+
+
 
    Parameters
    from inspect import signature
 <sig>        = signature(<function>)
 no_of_params = len(<sig>.parameters)

From c74ce252219cc831fdaddeeed0ee7b24d91da081 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 4 Jun 2020 04:58:58 +0200
Subject: [PATCH 0042/1007] Audio

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 90145d315..b01a93f2c 100644
--- a/README.md
+++ b/README.md
@@ -2830,7 +2830,7 @@ def read_wav_file(filename):
         return an_int - 128 * (width == 1)
     with wave.open(filename, 'rb') as file:
         width  = file.getsampwidth()
-        frames = file.readframes(file.getnframes())
+        frames = file.readframes(-1)
     byte_samples = (frames[i: i + width] for i in range(0, len(frames), width))
     return [get_int(b) / pow(2, width * 8 - 1) for b in byte_samples]
 ```
@@ -2872,7 +2872,7 @@ write_to_wav_file('test.wav', samples_f)
 from simpleaudio import play_buffer
 with wave.open('test.wav', 'rb') as file:
     p = file.getparams()
-    frames = file.readframes(p.nframes)
+    frames = file.readframes(-1)
     play_buffer(frames, p.nchannels, p.sampwidth, p.framerate)
 ```
 
diff --git a/index.html b/index.html
index 8cd8033ca..0f148b94b 100644
--- a/index.html
+++ b/index.html
@@ -2413,7 +2413,7 @@
         return an_int - 128 * (width == 1)
     with wave.open(filename, 'rb') as file:
         width  = file.getsampwidth()
-        frames = file.readframes(file.getnframes())
+        frames = file.readframes(-1)
     byte_samples = (frames[i: i + width] for i in range(0, len(frames), width))
     return [get_int(b) / pow(2, width * 8 - 1) for b in byte_samples]
 
    
@@ -2447,7 +2447,7 @@
 from simpleaudio import play_buffer
 with wave.open('test.wav', 'rb') as file:
     p = file.getparams()
-    frames = file.readframes(p.nframes)
+    frames = file.readframes(-1)
     play_buffer(frames, p.nchannels, p.sampwidth, p.framerate)
 
 

From a1b1276724bbb0a9ae9372d143d1030f0e6b54e7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 12 Jun 2020 11:23:13 +0200
Subject: [PATCH 0043/1007] Pandas and Plotly sections added

---
 README.md            | 312 +++++++++++++++++++++++++++++++++++++++++++
 index.html           | 249 ++++++++++++++++++++++++++++++++++
 web/convert_table.py |  14 +-
 3 files changed, 574 insertions(+), 1 deletion(-)
 mode change 100644 => 100755 web/convert_table.py

diff --git a/README.md b/README.md
index b01a93f2c..b8bad1215 100644
--- a/README.md
+++ b/README.md
@@ -3063,6 +3063,318 @@ if __name__ == '__main__':
 ```
 
 
+Pandas
+------
+
+```python
+# $ pip3 install pandas
+import pandas as pd
+from pandas import Series, DataFrame
+```
+
+### Series
+**Ordered dictionary with a name.**
+
+```python
+>>> Series([1, 2], index=['x', 'y'], name='a')
+x    1
+y    2
+Name: a, dtype: int64
+```
+
+```python
+ = Series()                         # Assigns RangeIndex starting at 0.
+ = Series()                         # Takes dictionary's keys for index.
+ = Series(, index=)    # Only keeps items with keys specified in index.
+```
+
+```python
+keys = .index                             # Returns a sequence of keys as Index object.
+vals = .values                            # Returns a sequence of values as numpy array.
+```
+
+```python
+ = .loc[key]                          # Or: .iloc[index]
+ = .loc[keys]                         # Or: .iloc[indexes]
+ = .loc[from_key : to_key_inclusive]  # Or: .iloc[from_i : to_i_exclusive]
+```
+
+```python
+ = [key/index]                        # Or: .key
+ = [keys/indexes]                     # Or: []
+ = []                          # Or: .i/loc[]
+```
+
+```python
+ =  ><==                       # Returns Series of bools.
+ =  +-*/                       # Non-matching keys get value NaN.
+```
+
+```python
+ = pd.concat()                # Combines items.
+ = .append()                      # Appends new items.
+ = .combine_first()               # Adds items that are not yet present (extends).
+```
+
+### DataFrame
+**Table with labeled rows and columns.**
+
+```python
+>>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y
+a  1  2
+b  3  4
+```
+
+```python
+     = DataFrame()          # Rows can be either lists, dicts or series.
+     = DataFrame()       # Columns can be either lists, dicts or series.
+```
+
+```python
+row_keys = .index                         # Also: `col_keys = .columns`.
+values   = .values                        # Returns values as 2D numpy array.
+```
+
+```python
+     = .loc[row_key, column_key]      # Or: .iloc[row_index, column_index]
+  = .loc[row_key/s]                # Or: .iloc[row_index/es]
+  = .loc[:, column_key/s]          # Or: .iloc[:, column_index/es]
+     = .loc[row_bools, column_bools]  # Or: .iloc[row_bools, column_bools]
+```
+
+```python
+  = [column_key/s]                 # Or: .column_key
+     = [row_bools]                    # Keeps rows as specified by bools.
+     = []                # Assigns NaN to False values.
+```
+
+```python
+     =  ><==                # Returns DataFrame of bools.
+     =  +-*/                # Non-matching keys get value NaN.
+```
+
+```python
+     = .set_index(column_key)         # Replaces row keys with values from a column.
+     = .reset_index()                 # Moves row keys to their own column.
+     = .transpose()                   # Rotates the table.
+     = .melt(id_vars=column_key/s)    # Melts on columns.
+```
+
+### Merge, Join, Concat
+```python
+>>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y 
+a  1  2 
+b  3  4 
+>>> r = DataFrame([[4, 5], [6, 7]], index=['b', 'c'], columns=['y', 'z'])
+   y  z
+b  4  5
+c  6  7
+```
+```python
+┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
+┃        how/join        │    'outer'    │  'inner'   │   'left'   ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  ┃
+┃                        │ 1  3   4   5  │            │ 3   4   5  ┃
+┃                        │ 2  .   6   7  │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z ┃
+┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . ┃
+┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 ┃
+┃                        │ c  .  .  6  7 │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ pd.concat([l, r],      │    x   y   z  │     y      │            ┃
+┃           axis=0,      │ a  1   2   .  │     2      │            ┃
+┃           join=…)      │ b  3   4   .  │     4      │            ┃
+┃                        │ b  .   4   5  │     4      │            ┃
+┃                        │ c  .   6   7  │     6      │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ pd.concat([l, r],      │    x  y  y  z │            │            ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            ┃
+┃                        │ c  .  .  6  7 │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.combine_first(r)     │    x   y   z  │            │            ┃
+┃                        │ a  1   2   .  │            │            ┃
+┃                        │ b  3   4   5  │            │            ┃
+┃                        │ c  .   6   7  │            │            ┃
+┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
+```
+
+### GroupBy
+```python
+ = .groupby(column_key/s)          # Columns that were used for groupin becme row_k.
+   = list()                       # Returns list of group_key - DataFrame tuples.
+    = .get_group(group_key)
+ = [column_key]                 # Or: .column_key
+   = list()                       # Returns list of group_key - Series tuples.
+```
+
+### Operations
+```python
+ = .sum/max/mean()        # …/idxmax/all()
+ = .diff/cumsum/rank()       # …/pct_change()
+```
+
+```python
+ = .ffill()
+ = .fillna(value)
+ = .interpolate()
+```
+
+```python
+ = .apply()            # Invokes function on every value/column/group.
+    = .applymap()               # Apply a function to a Dataframe elementwise.
+ = .aggregate()        # Invokes function on every column > number.
+ = .transform()
+ = .combine(, )
+```
+
+### Rolling
+```python
+    = .rolling(window_size)     # Also: `min_periods, center=False`.
+    = [column_key/s]                  # Or: .column_key
+ = .sum/max/mean()
+ = .apply()                  # Invokes function on every window.
+ = .aggregate()              # Invokes function on every window.
+```
+
+### Encode
+```python
+ = pd.read_json/html('')
+ = pd.read_csv/pickle/excel('')
+ = pd.read_sql('', )
+ = pd.read_clipboard()
+```
+
+### Decode
+```python
+ = .to_dict(['d/l/s/sp/r/i'])
+  = .to_json/html/csv/markdown/latex([])
+.to_pickle/excel()
+.to_sql('', )
+```
+
+
+Plotly
+------
+
+### Top 10 Countries by Percentage of Population With Confirmed COVID-19 Infection
+```text
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
++----------------------------------------------------------------------------------------------
+```
+
+```python
+import pandas as pd
+import plotly.express
+
+covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+                    usecols=['iso_code', 'date', 'total_deaths', 'population'])
+continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
+                         'list/r/country-and-continent-codes-list-csv.csv',
+                         usecols=['Three_Letter_Country_Code', 'Continent_Name'])
+merged = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
+summed = merged.groupby(['Continent_Name', 'date']).sum().reset_index()
+summed['Total Deaths per Million'] = summed.total_deaths * 1e6 / summed.population
+summed = summed[('2020-03-14' < summed.date) & (summed.date < '2020-05-31')]
+summed = summed.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
+plotly.express.line(summed, x='Date', y='Total Deaths per Million', color='Continent').show()
+```
+
+### Confirmed Cases of COVID-19, Dow Jones Index, Gold, and Bitcoin Price
+```text
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
++----------------------------------------------------------------------------------------------
+```
+
+```python
+import pandas, datetime
+import plotly.graph_objects as go
+
+def main():
+    display_data(mangle_data(*scrape_data()))
+
+def scrape_data():
+    def scrape_yah(id_):
+        BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
+        now  = int(datetime.datetime.now().timestamp())
+        url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+        return pandas.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close 
+    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+                        usecols=['date', 'total_cases'])
+    covid = covid.groupby('date').sum()
+    dow_jones, gold, bitcoin = scrape_yah('^DJI'), scrape_yah('GC=F'), scrape_yah('BTC-USD')
+    dow_jones.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow_jones, gold, bitcoin
+
+def mangle_data(covid, dow_jones, gold, bitcoin):
+    out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
+    out = out.loc['2020-02-23':].iloc[:-2]
+    out = out.interpolate()
+    out.iloc[:, 1:] = out.rolling(10, 1, center=True).mean().iloc[:, 1:]
+    out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
+    return out
+
+def display_data(out):
+    def get_trace(col_name):
+        return go.Scatter(x=out.index, y=out[col_name], name=col_name, yaxis='y2')
+    traces = [get_trace(col_name) for col_name in out.columns[1:]]
+    traces.append(go.Scatter(x=out.index, y=out.total_cases, name='Total Cases', yaxis='y1'))
+    figure = go.Figure()
+    figure.add_traces(traces)
+    figure.update_layout(
+        yaxis1=dict(title='Total Cases', rangemode='tozero'),
+        yaxis2=dict(title='%', rangemode='tozero', overlaying='y', side='right'),
+        legend=dict(x=1.1)
+    ).show()
+
+if __name__ == '__main__':
+    main()
+```
+
+
 Basic Script Template
 ---------------------
 ```python
diff --git a/index.html b/index.html
index 0f148b94b..9f04f3f6a 100644
--- a/index.html
+++ b/index.html
@@ -2608,6 +2608,255 @@
     main()
 
 
+
    #Pandas
    # $ pip3 install pandas
+import pandas as pd
+from pandas import Series, DataFrame
+
    
+
+
    Series
    Ordered dictionary with a name.
    >>> Series([1, 2], index=['x', 'y'], name='a')
+x    1
+y    2
+Name: a, dtype: int64
+
    
+
+
+
    <Sr> = Series(<list>)                         # Assigns RangeIndex starting at 0.
+<Sr> = Series(<dict>)                         # Takes dictionary's keys for index.
+<Sr> = Series(<dict/Series>, index=<list>)    # Only keeps items with keys specified in index.
+
    
+
    keys = <Sr>.index                             # Returns a sequence of keys as Index object.
+vals = <Sr>.values                            # Returns a sequence of values as numpy array.
+
    
+
    <el> = <Sr>.loc[key]                          # Or: <Sr>.iloc[index]
+<Sr> = <Sr>.loc[keys]                         # Or: <Sr>.iloc[indexes]
+<Sr> = <Sr>.loc[from_key : to_key_inclusive]  # Or: <Sr>.iloc[from_i : to_i_exclusive]
+
    
+
    <el> = <Sr>[key/index]                        # Or: <Sr>.key
+<Sr> = <Sr>[keys/indexes]                     # Or: <Sr>[<key_range/range>]
+<Sr> = <Sr>[<bools>]                          # Or: <Sr>.i/loc[<bools>]
+
    
+
    <Sr> = <Sr> ><== <el/Sr>                      # Returns Series of bools.
+<Sr> = <Sr> +-*/ <el/Sr>                      # Non-matching keys get value NaN.
+
    
+
    <Sr> = pd.concat(<coll_of_Sr>)                # Combines items.
+<Sr> = <Sr>.append(<Sr>)                      # Appends new items.
+<Sr> = <Sr>.combine_first(<Sr>)               # Adds items that are not yet present (extends).
+
    
+
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y
+a  1  2
+b  3  4
+
    
+
+
+
    <DF>     = DataFrame(<list_of_rows>)          # Rows can be either lists, dicts or series.
+<DF>     = DataFrame(<dict_of_columns>)       # Columns can be either lists, dicts or series.
+
    
+
    row_keys = <Sr>.index                         # Also: `col_keys = <Sr>.columns`.
+values   = <Sr>.values                        # Returns values as 2D numpy array.
+
    
+
    <el>     = <DF>.loc[row_key, column_key]      # Or: <DF>.iloc[row_index, column_index]
+<Sr/DF>  = <DF>.loc[row_key/s]                # Or: <DF>.iloc[row_index/es]
+<Sr/DF>  = <DF>.loc[:, column_key/s]          # Or: <DF>.iloc[:, column_index/es]
+<DF>     = <DF>.loc[row_bools, column_bools]  # Or: <DF>.iloc[row_bools, column_bools]
+
    
+
    <Sr/DF>  = <DF>[column_key/s]                 # Or: <DF>.column_key
+<DF>     = <DF>[row_bools]                    # Keeps rows as specified by bools.
+<DF>     = <DF>[<DF_of_bools>]                # Assigns NaN to False values.
+
    
+
    <DF>     = <DF> ><== <el/Sr/DF>               # Returns DataFrame of bools.
+<DF>     = <DF> +-*/ <el/Sr/DF>               # Non-matching keys get value NaN.
+
    
+
    <DF>     = <DF>.set_index(column_key)         # Replaces row keys with values from a column.
+<DF>     = <DF>.reset_index()                 # Moves row keys to their own column.
+<DF>     = <DF>.transpose()                   # Rotates the table.
+<DF>     = <DF>.melt(id_vars=column_key/s)    # Melts on columns.
+
    
+
    Merge, Join, Concat
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y 
+a  1  2 
+b  3  4 
+>>> r = DataFrame([[4, 5], [6, 7]], index=['b', 'c'], columns=['y', 'z'])
+   y  z
+b  4  5
+c  6  7
+
    
+
+
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
+┃        how/join        │    'outer'    │  'inner'   │   'left'   ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  ┃
+┃                        │ 1  3   4   5  │            │ 3   4   5  ┃
+┃                        │ 2  .   6   7  │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z ┃
+┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . ┃
+┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 ┃
+┃                        │ c  .  .  6  7 │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ pd.concat([l, r],      │    x   y   z  │     y      │            ┃
+┃           axis=0,      │ a  1   2   .  │     2      │            ┃
+┃           join=…)      │ b  3   4   .  │     4      │            ┃
+┃                        │ b  .   4   5  │     4      │            ┃
+┃                        │ c  .   6   7  │     6      │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ pd.concat([l, r],      │    x  y  y  z │            │            ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            ┃
+┃                        │ c  .  .  6  7 │            │            ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┨
+┃ l.combine_first(r)     │    x   y   z  │            │            ┃
+┃                        │ a  1   2   .  │            │            ┃
+┃                        │ b  3   4   5  │            │            ┃
+┃                        │ c  .   6   7  │            │            ┃
+┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
+
    
+
    GroupBy
    <DF_Gb> = <DF>.groupby(column_key/s)          # Columns that were used for groupin becme row_k.
+<DFs>   = list(<DF_Gb>)                       # Returns list of group_key - DataFrame tuples.
+<DF>    = <DF_Gb>.get_group(group_key)
+<Sr_Gb> = <DF_Gb>[column_key]                 # Or: <DF_Gb>.column_key
+<Srs>   = list(<Sr_Gb>)                       # Returns list of group_key - Series tuples.
+
    
+
+
    Operations
    <el/Sr/DF> = <Sr/DF/GB>.sum/max/mean()        # …/idxmax/all()
+<Sr/DF> = <Sr/DF/GB>.diff/cumsum/rank()       # …/pct_change()
+
    
+
+
    <Sr/DF> = <Sr/DF/GB>.ffill()
+<Sr/DF> = <Sr/DF/GB>.fillna(value)
+<Sr/DF> = <Sr/DF>.interpolate()
+
    
+
    <Sr/DF> = <Sr/DF/GB>.apply(<func>)            # Invokes function on every value/column/group.
+<DF>    = <DF>.applymap(<func>)               # Apply a function to a Dataframe elementwise.
+<Sr/DF> = <Sr/DF/GB>.aggregate(<func>)        # Invokes function on every column > number.
+<Sr/DF> = <Sr/DF/GB>.transform(<func>)
+<Sr/DF> = <Sr/DF>.combine(<Sr/DF>, <func>)
+
    
+
    Rolling
    <Rl>    = <Sr/DF/GB>.rolling(window_size)     # Also: `min_periods, center=False`.
+<Rl>    = <Rl>[column_key/s]                  # Or: <Rl>.column_key
+<Sr/DF> = <Rl>.sum/max/mean()
+<Sr/DF> = <Rl>.apply(<func>)                  # Invokes function on every window.
+<Sr/DF> = <Rl>.aggregate(<func>)              # Invokes function on every window.
+
    
+
+
    Encode
    <DF> = pd.read_json/html('<str/path/url>')
+<DF> = pd.read_csv/pickle/excel('<path/url>')
+<DF> = pd.read_sql('<query>', <connection>)
+<DF> = pd.read_clipboard()
+
    
+
+
    Decode
    <dict> = <DF>.to_dict(['d/l/s/sp/r/i'])
+<str>  = <DF>.to_json/html/csv/markdown/latex([<path>])
+<DF>.to_pickle/excel(<path>)
+<DF>.to_sql('<table_name>', <connection>)
+
    
+
+
    #Plotly
    Top 10 Countries by Percentage of Population With Confirmed COVID-19 Infection
    |
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
++----------------------------------------------------------------------------------------------
+
    
+
+
+
    import pandas as pd
+import plotly.express
+
+covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+                    usecols=['iso_code', 'date', 'total_deaths', 'population'])
+continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
+                         'list/r/country-and-continent-codes-list-csv.csv',
+                         usecols=['Three_Letter_Country_Code', 'Continent_Name'])
+merged = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
+summed = merged.groupby(['Continent_Name', 'date']).sum().reset_index()
+summed['Total Deaths per Million'] = summed.total_deaths * 1e6 / summed.population
+summed = summed[('2020-03-14' < summed.date) & (summed.date < '2020-05-31')]
+summed = summed.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
+plotly.express.line(summed, x='Date', y='Total Deaths per Million', color='Continent').show()
+
    
+
    Confirmed Cases of COVID-19, Dow Jones Index, Gold, and Bitcoin Price
    |
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
+|
++----------------------------------------------------------------------------------------------
+
    
+
+
    import pandas, datetime
+import plotly.graph_objects as go
+
+def main():
+    display_data(mangle_data(*scrape_data()))
+
+def scrape_data():
+    def scrape_yah(id_):
+        BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
+        now  = int(datetime.datetime.now().timestamp())
+        url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+        return pandas.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close 
+    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+                        usecols=['date', 'total_cases'])
+    covid = covid.groupby('date').sum()
+    dow_jones, gold, bitcoin = scrape_yah('^DJI'), scrape_yah('GC=F'), scrape_yah('BTC-USD')
+    dow_jones.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow_jones, gold, bitcoin
+
+def mangle_data(covid, dow_jones, gold, bitcoin):
+    out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
+    out = out.loc['2020-02-23':].iloc[:-2]
+    out = out.interpolate()
+    out.iloc[:, 1:] = out.rolling(10, 1, center=True).mean().iloc[:, 1:]
+    out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
+    return out
+
+def display_data(out):
+    def get_trace(col_name):
+        return go.Scatter(x=out.index, y=out[col_name], name=col_name, yaxis='y2')
+    traces = [get_trace(col_name) for col_name in out.columns[1:]]
+    traces.append(go.Scatter(x=out.index, y=out.total_cases, name='Total Cases', yaxis='y1'))
+    figure = go.Figure()
+    figure.add_traces(traces)
+    figure.update_layout(
+        yaxis1=dict(title='Total Cases', rangemode='tozero'),
+        yaxis2=dict(title='%', rangemode='tozero', overlaying='y', side='right'),
+        legend=dict(x=1.1)
+    ).show()
+
+if __name__ == '__main__':
+    main()
+
    
 
    #Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py
diff --git a/web/convert_table.py b/web/convert_table.py
old mode 100644
new mode 100755
index 01e8c69d9..0f21d789c
--- a/web/convert_table.py
+++ b/web/convert_table.py
@@ -1,3 +1,5 @@
+#!/usr/bin/env python3
+
 def convert_table(lines):
     def from_ascii():
         out = []
@@ -24,4 +26,14 @@ def from_unicode():
         return '\n'.join(out)
     if lines[0][0] == '+':
         return from_ascii()
-    return from_unicode()
\ No newline at end of file
+    return from_unicode()
+
+if __name__ == '__main__':
+    input_lines = []
+    try:
+        while True:
+            input_lines.append(input())
+    except EOFError:
+        pass
+    print(convert_table(input_lines))
+

From db9ba042640ab18c3c09a125a2ced1e9ba53874c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 18 Jun 2020 15:52:20 +0200
Subject: [PATCH 0044/1007] Working on Pandas

---
 README.md  | 206 +++++++++++++++++++++++++++++++--------------------
 index.html | 212 +++++++++++++++++++++++++++++++++--------------------
 2 files changed, 259 insertions(+), 159 deletions(-)

diff --git a/README.md b/README.md
index b8bad1215..fe17a71ec 100644
--- a/README.md
+++ b/README.md
@@ -3088,11 +3088,6 @@ Name: a, dtype: int64
  = Series(, index=)    # Only keeps items with keys specified in index.
 ```
 
-```python
-keys = .index                             # Returns a sequence of keys as Index object.
-vals = .values                            # Returns a sequence of values as numpy array.
-```
-
 ```python
  = .loc[key]                          # Or: .iloc[index]
  = .loc[keys]                         # Or: .iloc[indexes]
@@ -3102,20 +3097,37 @@ vals = .values                            # Returns a sequence of values as
 ```python
  = [key/index]                        # Or: .key
  = [keys/indexes]                     # Or: []
- = []                          # Or: .i/loc[]
+ = [bools]                            # Or: .i/loc[bools]
 ```
 
 ```python
- =  ><==                       # Returns Series of bools.
+ =  ><==                       # Returns a Series of bools.
  =  +-*/                       # Non-matching keys get value NaN.
 ```
 
 ```python
- = pd.concat()                # Combines items.
- = .append()                      # Appends new items.
+ = .append()                      # Or: pd.concat()
  = .combine_first()               # Adds items that are not yet present (extends).
 ```
 
+#### Operations:
+```python
+ = .sum/max/mean/idxmax/all()
+ = .diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
+ = .apply/agg()
+ = .apply/agg/transform()
+```
+
+```python
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'s': 'sum'} | 'rank' |  ['rank']   | {'r': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| sr.apply(…) |            |           |              |        |      rank   |               |
+| sr.agg(…)   |      3     |   sum 3   |     s  3     |  x  1  |   x     1   |    r  x  1    |
+|             |            |           |              |  y  2  |   y     2   |       y  2    |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+```
+
 ### DataFrame
 **Table with labeled rows and columns.**
 
@@ -3127,41 +3139,58 @@ b  3  4
 ```
 
 ```python
-     = DataFrame()          # Rows can be either lists, dicts or series.
-     = DataFrame()       # Columns can be either lists, dicts or series.
+    = DataFrame()           # Rows can be either lists, dicts or series.
+    = DataFrame()        # Columns can be either lists, dicts or series.
+```
+
+```python
+    = .loc[row_key, column_key]       # Or: .iloc[row_index, column_index]
+ = .loc[row_key/s]                 # Or: .iloc[row_index/es]
+ = .loc[:, column_key/s]           # Or: .iloc[:, column_index/es]
+    = .loc[row_bools, column_bools]   # Or: .iloc[row_bools, column_bools]
 ```
 
 ```python
-row_keys = .index                         # Also: `col_keys = .columns`.
-values   = .values                        # Returns values as 2D numpy array.
+ = [column_key/s]                  # Or: .column_key
+    = [row_bools]                     # Keeps rows as specified by bools.
+    = []                 # Assigns NaN to False values.
 ```
 
 ```python
-     = .loc[row_key, column_key]      # Or: .iloc[row_index, column_index]
-  = .loc[row_key/s]                # Or: .iloc[row_index/es]
-  = .loc[:, column_key/s]          # Or: .iloc[:, column_index/es]
-     = .loc[row_bools, column_bools]  # Or: .iloc[row_bools, column_bools]
+    =  ><==                 # Returns DataFrame of bools.
+    =  +-*/                 # Non-matching keys get value NaN.
 ```
 
 ```python
-  = [column_key/s]                 # Or: .column_key
-     = [row_bools]                    # Keeps rows as specified by bools.
-     = []                # Assigns NaN to False values.
+    = .set_index(column_key)          # Replaces row keys with values from a column.
+    = .reset_index()                  # Moves row keys to their own column.
+    = .transpose()                    # Rotates the table.
+    = .melt(id_vars=column_key/s)     # Melts on columns.
 ```
 
+#### Operations:
 ```python
-     =  ><==                # Returns DataFrame of bools.
-     =  +-*/                # Non-matching keys get value NaN.
+    = .sum/max/mean/idxmax/all()
+    = .diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
+    = .apply/agg/transform()
+    = .apply/agg/transform()
+    = .applymap()               # Apply a function to a Dataframe elementwise.
 ```
+* **All operations operate on columns by default. Use `'axis=1'` parameter to process the rows instead.** 
 
 ```python
-     = .set_index(column_key)         # Replaces row keys with values from a column.
-     = .reset_index()                 # Moves row keys to their own column.
-     = .transpose()                   # Rotates the table.
-     = .melt(id_vars=column_key/s)    # Melts on columns.
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| df.apply(…) |            |      x y  |              |    x y |      x    y |        x      |
+| df.agg(…)   |    x  4    |  sum 4 6  |     x  4     | a  1 1 |   rank rank |     a  1      |
+| df.trans(…) |    y  6    |           |              | b  2 2 | a    1    1 |     b  2      |
+|             |            |           |              |        | b    2    2 |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
 ```
+* **Transform doesen't work with `['sum']` and `{'x': 'sum'}`.**
 
-### Merge, Join, Concat
+#### Merge, Join, Concat:
 ```python
 >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 
@@ -3172,74 +3201,95 @@ b  3  4
 b  4  5
 c  6  7
 ```
+
 ```python
-┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
-┃        how/join        │    'outer'    │  'inner'   │   'left'   ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  ┃
-┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  ┃
-┃                        │ 1  3   4   5  │            │ 3   4   5  ┃
-┃                        │ 2  .   6   7  │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z ┃
-┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . ┃
-┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 ┃
-┃                        │ c  .  .  6  7 │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ pd.concat([l, r],      │    x   y   z  │     y      │            ┃
-┃           axis=0,      │ a  1   2   .  │     2      │            ┃
-┃           join=…)      │ b  3   4   .  │     4      │            ┃
-┃                        │ b  .   4   5  │     4      │            ┃
-┃                        │ c  .   6   7  │     6      │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ pd.concat([l, r],      │    x  y  y  z │            │            ┃
-┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            ┃
-┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            ┃
-┃                        │ c  .  .  6  7 │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.combine_first(r)     │    x   y   z  │            │            ┃
-┃                        │ a  1   2   .  │            │            ┃
-┃                        │ b  3   4   5  │            │            ┃
-┃                        │ c  .   6   7  │            │            ┃
-┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
+┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃        how/join        │    'outer'    │  'inner'   │   'left'   │       description        ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
+┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
+┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃
+┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
+┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
+┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
+┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
+┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
+┃                        │ c  .   6   7  │     6      │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
+┃                        │ a  1   2   .  │            │            │ columns.                 ┃
+┃                        │ b  3   4   5  │            │            │                          ┃
+┃                        │ c  .   6   7  │            │            │                          ┃
+┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛
 ```
 
 ### GroupBy
+**Object that groups together rows of a dataframe based on the value of passed column.**
+
 ```python
- = .groupby(column_key/s)          # Columns that were used for groupin becme row_k.
-   = list()                       # Returns list of group_key - DataFrame tuples.
-    = .get_group(group_key)
- = [column_key]                 # Or: .column_key
-   = list()                       # Returns list of group_key - Series tuples.
+>>> df = DataFrame([[1, 2, 3], [4, 5, 6], [7, 8, 6]], index=list('abc'), columns=list('xyz'))
+>>> gb = df.groupby('z')
+      x  y  z
+3: a  1  2  3
+6: b  4  5  6
+   c  7  8  6
 ```
 
-### Operations
 ```python
- = .sum/max/mean()        # …/idxmax/all()
- = .diff/cumsum/rank()       # …/pct_change()
+ = .groupby(column_key/s)             # DF is split into groups based on passed column.
+ = .get_group(group_key)              # Selects a group by value of grouping column.
+ = .()                     # Executes operation on each col of each group.
 ```
+* **Result of an operation is a dataframe with index made up of group keys. Use `'.reset_index()'` to move the index back into it's own column.**
 
+#### Operations:
 ```python
- = .ffill()
- = .fillna(value)
- = .interpolate()
+ = .sum/max/mean/idxmax/all()
+ = .diff/cumsum/rank()                # …/pct_change/fillna/ffill()
+ = .apply/agg/transform()
+ = .agg/transform()
 ```
 
 ```python
- = .apply()            # Invokes function on every value/column/group.
-    = .applymap()               # Apply a function to a Dataframe elementwise.
- = .aggregate()        # Invokes function on every column > number.
- = .transform()
- = .combine(, )
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.apply(…) |    x  y  z |           |              |        |             |               |
+|             | z          |           |              |        |             |               |
+|             | 3  1  2  3 |           |              |        |             |               |
+|             | 6 11 13 12 |           |              |        |             |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.agg(…)   |     x  y   |     x   y |        x     |    x y |      x    y |         x     |
+|             |  z         |   sum sum |     z        | a  1 1 |   rank rank |      a  1     |
+|             |  3  1  2   | z         |     3  1     | b  1 1 | a    1    1 |      b  1     |
+|             |  6 11 13   | 3   1   2 |     6 11     | c  2 2 | b    1    1 |      c  2     |
+|             |            | 6  11  13 |              |        | c    2    2 |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.trans(…) |     x  y   |           |              |    x y |             |               |
+|             |  a  1  2   |           |              | a  1 1 |             |               |
+|             |  b 11 13   |           |              | b  1 1 |             |               |
+|             |  c 11 13   |           |              | c  1 1 |             |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
 ```
 
 ### Rolling
 ```python
-    = .rolling(window_size)     # Also: `min_periods, center=False`.
-    = [column_key/s]                  # Or: .column_key
- = .sum/max/mean()
- = .apply()                  # Invokes function on every window.
- = .aggregate()              # Invokes function on every window.
+ = .rolling(window_size)  # Also: `min_periods=None, center=False`.
+   = [column_key/s]           # Or: .column_key
+ = .sum/max/mean()
+ = .apply()         # Invokes function on every window.
+ = .aggregate() # Invokes function on every window.
 ```
 
 ### Encode
@@ -3353,7 +3403,7 @@ def mangle_data(covid, dow_jones, gold, bitcoin):
     out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
     out = out.loc['2020-02-23':].iloc[:-2]
     out = out.interpolate()
-    out.iloc[:, 1:] = out.rolling(10, 1, center=True).mean().iloc[:, 1:]
+    out.iloc[:, 1:] = out.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
     out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
     return out
 
diff --git a/index.html b/index.html
index 9f04f3f6a..b47a3755f 100644
--- a/index.html
+++ b/index.html
@@ -2624,24 +2624,34 @@
 <Sr> = Series(<dict>)                         # Takes dictionary's keys for index.
 <Sr> = Series(<dict/Series>, index=<list>)    # Only keeps items with keys specified in index.
 
    
-
    keys = <Sr>.index                             # Returns a sequence of keys as Index object.
-vals = <Sr>.values                            # Returns a sequence of values as numpy array.
-
    
 
    <el> = <Sr>.loc[key]                          # Or: <Sr>.iloc[index]
 <Sr> = <Sr>.loc[keys]                         # Or: <Sr>.iloc[indexes]
 <Sr> = <Sr>.loc[from_key : to_key_inclusive]  # Or: <Sr>.iloc[from_i : to_i_exclusive]
 
    
 
    <el> = <Sr>[key/index]                        # Or: <Sr>.key
 <Sr> = <Sr>[keys/indexes]                     # Or: <Sr>[<key_range/range>]
-<Sr> = <Sr>[<bools>]                          # Or: <Sr>.i/loc[<bools>]
+<Sr> = <Sr>[bools]                            # Or: <Sr>.i/loc[bools]
 
    
-
    <Sr> = <Sr> ><== <el/Sr>                      # Returns Series of bools.
+
    <Sr> = <Sr> ><== <el/Sr>                      # Returns a Series of bools.
 <Sr> = <Sr> +-*/ <el/Sr>                      # Non-matching keys get value NaN.
 
    
-
    <Sr> = pd.concat(<coll_of_Sr>)                # Combines items.
-<Sr> = <Sr>.append(<Sr>)                      # Appends new items.
+
    <Sr> = <Sr>.append(<Sr>)                      # Or: pd.concat(<coll_of_Sr>)
 <Sr> = <Sr>.combine_first(<Sr>)               # Adds items that are not yet present (extends).
 
    
+
    Operations:
    <el> = <Sr>.sum/max/mean/idxmax/all()
+<Sr> = <Sr>.diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
+<el> = <Sr>.apply/agg(<agg_func>)
+<Sr> = <Sr>.apply/agg/transform(<trans_func>)
+
    
+
+
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'s': 'sum'} | 'rank' |  ['rank']   | {'r': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| sr.apply(…) |            |           |              |        |      rank   |               |
+| sr.agg(…)   |      3     |   sum 3   |     s  3     |  x  1  |   x     1   |    r  x  1    |
+|             |            |           |              |  y  2  |   y     2   |       y  2    |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
 a  1  2
@@ -2649,30 +2659,49 @@
 
    
 
 
-
    <DF>     = DataFrame(<list_of_rows>)          # Rows can be either lists, dicts or series.
-<DF>     = DataFrame(<dict_of_columns>)       # Columns can be either lists, dicts or series.
+
    <DF>    = DataFrame(<list_of_rows>)           # Rows can be either lists, dicts or series.
+<DF>    = DataFrame(<dict_of_columns>)        # Columns can be either lists, dicts or series.
 
    
-
    row_keys = <Sr>.index                         # Also: `col_keys = <Sr>.columns`.
-values   = <Sr>.values                        # Returns values as 2D numpy array.
+
    <el>    = <DF>.loc[row_key, column_key]       # Or: <DF>.iloc[row_index, column_index]
+<Sr/DF> = <DF>.loc[row_key/s]                 # Or: <DF>.iloc[row_index/es]
+<Sr/DF> = <DF>.loc[:, column_key/s]           # Or: <DF>.iloc[:, column_index/es]
+<DF>    = <DF>.loc[row_bools, column_bools]   # Or: <DF>.iloc[row_bools, column_bools]
 
    
-
    <el>     = <DF>.loc[row_key, column_key]      # Or: <DF>.iloc[row_index, column_index]
-<Sr/DF>  = <DF>.loc[row_key/s]                # Or: <DF>.iloc[row_index/es]
-<Sr/DF>  = <DF>.loc[:, column_key/s]          # Or: <DF>.iloc[:, column_index/es]
-<DF>     = <DF>.loc[row_bools, column_bools]  # Or: <DF>.iloc[row_bools, column_bools]
+
    <Sr/DF> = <DF>[column_key/s]                  # Or: <DF>.column_key
+<DF>    = <DF>[row_bools]                     # Keeps rows as specified by bools.
+<DF>    = <DF>[<DF_of_bools>]                 # Assigns NaN to False values.
 
    
-
    <Sr/DF>  = <DF>[column_key/s]                 # Or: <DF>.column_key
-<DF>     = <DF>[row_bools]                    # Keeps rows as specified by bools.
-<DF>     = <DF>[<DF_of_bools>]                # Assigns NaN to False values.
+
    <DF>    = <DF> ><== <el/Sr/DF>                # Returns DataFrame of bools.
+<DF>    = <DF> +-*/ <el/Sr/DF>                # Non-matching keys get value NaN.
 
    
-
    <DF>     = <DF> ><== <el/Sr/DF>               # Returns DataFrame of bools.
-<DF>     = <DF> +-*/ <el/Sr/DF>               # Non-matching keys get value NaN.
+
    <DF>    = <DF>.set_index(column_key)          # Replaces row keys with values from a column.
+<DF>    = <DF>.reset_index()                  # Moves row keys to their own column.
+<DF>    = <DF>.transpose()                    # Rotates the table.
+<DF>    = <DF>.melt(id_vars=column_key/s)     # Melts on columns.
 
    
-
    <DF>     = <DF>.set_index(column_key)         # Replaces row keys with values from a column.
-<DF>     = <DF>.reset_index()                 # Moves row keys to their own column.
-<DF>     = <DF>.transpose()                   # Rotates the table.
-<DF>     = <DF>.melt(id_vars=column_key/s)    # Melts on columns.
+
    Operations:
    <Sr>    = <DF>.sum/max/mean/idxmax/all()
+<DF>    = <DF>.diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
+<Sr>    = <DF>.apply/agg/transform(<agg_func>)
+<DF>    = <DF>.apply/agg/transform(<trans_func>)
+<DF>    = <DF>.applymap(<func>)               # Apply a function to a Dataframe elementwise.
+
    
+
+
      
+
    • All operations operate on columns by default. Use 'axis=1' parameter to process the rows instead. 
      • 
+
    
+
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| df.apply(…) |            |      x y  |              |    x y |      x    y |        x      |
+| df.agg(…)   |    x  4    |  sum 4 6  |     x  4     | a  1 1 |   rank rank |     a  1      |
+| df.trans(…) |    y  6    |           |              | b  2 2 | a    1    1 |     b  2      |
+|             |            |           |              |        | b    2    2 |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
 
    
-
    Merge, Join, Concat
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+
      
+
    • Transform doesen't work with ['sum'] and {'x': 'sum'}.
      • 
+
    
+
    Merge, Join, Concat:
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 
 a  1  2 
 b  3  4 
@@ -2682,62 +2711,83 @@
 c  6  7
 
    
 
-
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
-┃        how/join        │    'outer'    │  'inner'   │   'left'   ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  ┃
-┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  ┃
-┃                        │ 1  3   4   5  │            │ 3   4   5  ┃
-┃                        │ 2  .   6   7  │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z ┃
-┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . ┃
-┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 ┃
-┃                        │ c  .  .  6  7 │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ pd.concat([l, r],      │    x   y   z  │     y      │            ┃
-┃           axis=0,      │ a  1   2   .  │     2      │            ┃
-┃           join=…)      │ b  3   4   .  │     4      │            ┃
-┃                        │ b  .   4   5  │     4      │            ┃
-┃                        │ c  .   6   7  │     6      │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ pd.concat([l, r],      │    x  y  y  z │            │            ┃
-┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            ┃
-┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            ┃
-┃                        │ c  .  .  6  7 │            │            ┃
-┠────────────────────────┼───────────────┼────────────┼────────────┨
-┃ l.combine_first(r)     │    x   y   z  │            │            ┃
-┃                        │ a  1   2   .  │            │            ┃
-┃                        │ b  3   4   5  │            │            ┃
-┃                        │ c  .   6   7  │            │            ┃
-┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
-
    
-
    GroupBy
    <DF_Gb> = <DF>.groupby(column_key/s)          # Columns that were used for groupin becme row_k.
-<DFs>   = list(<DF_Gb>)                       # Returns list of group_key - DataFrame tuples.
-<DF>    = <DF_Gb>.get_group(group_key)
-<Sr_Gb> = <DF_Gb>[column_key]                 # Or: <DF_Gb>.column_key
-<Srs>   = list(<Sr_Gb>)                       # Returns list of group_key - Series tuples.
-
    
-
-
    Operations
    <el/Sr/DF> = <Sr/DF/GB>.sum/max/mean()        # …/idxmax/all()
-<Sr/DF> = <Sr/DF/GB>.diff/cumsum/rank()       # …/pct_change()
-
    
-
-
    <Sr/DF> = <Sr/DF/GB>.ffill()
-<Sr/DF> = <Sr/DF/GB>.fillna(value)
-<Sr/DF> = <Sr/DF>.interpolate()
-
    
-
    <Sr/DF> = <Sr/DF/GB>.apply(<func>)            # Invokes function on every value/column/group.
-<DF>    = <DF>.applymap(<func>)               # Apply a function to a Dataframe elementwise.
-<Sr/DF> = <Sr/DF/GB>.aggregate(<func>)        # Invokes function on every column > number.
-<Sr/DF> = <Sr/DF/GB>.transform(<func>)
-<Sr/DF> = <Sr/DF>.combine(<Sr/DF>, <func>)
+
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃        how/join        │    'outer'    │  'inner'   │   'left'   │       description        ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
+┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
+┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃
+┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
+┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
+┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
+┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
+┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
+┃                        │ c  .   6   7  │     6      │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
+┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
+┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
+┃                        │ a  1   2   .  │            │            │ columns.                 ┃
+┃                        │ b  3   4   5  │            │            │                          ┃
+┃                        │ c  .   6   7  │            │            │                          ┃
+┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛
+
    
+
    GroupBy
    Object that groups together rows of a dataframe based on the value of passed column.
    >>> df = DataFrame([[1, 2, 3], [4, 5, 6], [7, 8, 6]], index=list('abc'), columns=list('xyz'))
+>>> gb = df.groupby('z')
+      x  y  z
+3: a  1  2  3
+6: b  4  5  6
+   c  7  8  6
+
    
+
+
+
    <GB> = <DF>.groupby(column_key/s)             # DF is split into groups based on passed column.
+<DF> = <GB>.get_group(group_key)              # Selects a group by value of grouping column.
+<DF> = <GB>.<operation>()                     # Executes operation on each col of each group.
 
    
-
    Rolling
    <Rl>    = <Sr/DF/GB>.rolling(window_size)     # Also: `min_periods, center=False`.
-<Rl>    = <Rl>[column_key/s]                  # Or: <Rl>.column_key
-<Sr/DF> = <Rl>.sum/max/mean()
-<Sr/DF> = <Rl>.apply(<func>)                  # Invokes function on every window.
-<Sr/DF> = <Rl>.aggregate(<func>)              # Invokes function on every window.
+
      
+
    • Result of an operation is a dataframe with index made up of group keys. Use '<DF>.reset_index()' to move the index back into it's own column.
      • 
+
    
+
    Operations:
    <DF> = <GB>.sum/max/mean/idxmax/all()
+<DF> = <GB>.diff/cumsum/rank()                # …/pct_change/fillna/ffill()
+<DF> = <GB>.apply/agg/transform(<agg_func>)
+<DF> = <GB>.agg/transform(<trans_func>)
+
    
+
+
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
+|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.apply(…) |    x  y  z |           |              |        |             |               |
+|             | z          |           |              |        |             |               |
+|             | 3  1  2  3 |           |              |        |             |               |
+|             | 6 11 13 12 |           |              |        |             |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.agg(…)   |     x  y   |     x   y |        x     |    x y |      x    y |         x     |
+|             |  z         |   sum sum |     z        | a  1 1 |   rank rank |      a  1     |
+|             |  3  1  2   | z         |     3  1     | b  1 1 | a    1    1 |      b  1     |
+|             |  6 11 13   | 3   1   2 |     6 11     | c  2 2 | b    1    1 |      c  2     |
+|             |            | 6  11  13 |              |        | c    2    2 |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+| gb.trans(…) |     x  y   |           |              |    x y |             |               |
+|             |  a  1  2   |           |              | a  1 1 |             |               |
+|             |  b 11 13   |           |              | b  1 1 |             |               |
+|             |  c 11 13   |           |              | c  1 1 |             |               |
++-------------+------------+-----------+--------------+--------+-------------+---------------+
+
    
+
    Rolling
    <Rl_S/D/G> = <Sr/DF/GB>.rolling(window_size)  # Also: `min_periods=None, center=False`.
+<Rl_S/D>   = <Rl_D/G>[column_key/s]           # Or: <Rl>.column_key
+<Sr/DF/DF> = <Rl_S/D/G>.sum/max/mean()
+<Sr/DF/DF> = <Rl_S/D/G>.apply(<func>)         # Invokes function on every window.
+<Sr/DF/DF> = <Rl_S/D/G>.aggregate(<func/str>) # Invokes function on every window.
 
    
 
 
    Encode
    <DF> = pd.read_json/html('<str/path/url>')
@@ -2837,7 +2887,7 @@
     out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
     out = out.loc['2020-02-23':].iloc[:-2]
     out = out.interpolate()
-    out.iloc[:, 1:] = out.rolling(10, 1, center=True).mean().iloc[:, 1:]
+    out.iloc[:, 1:] = out.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
     out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
     return out
 

From 415e537014d172a45beab98d32353f740c93eb03 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 19 Jun 2020 18:16:10 +0200
Subject: [PATCH 0045/1007] Pandas

---
 README.md  | 139 ++++++++++++++++++++++++++++++++++++-----------------
 index.html | 133 ++++++++++++++++++++++++++++++++------------------
 2 files changed, 183 insertions(+), 89 deletions(-)

diff --git a/README.md b/README.md
index fe17a71ec..3a4e65012 100644
--- a/README.md
+++ b/README.md
@@ -3076,7 +3076,7 @@ from pandas import Series, DataFrame
 **Ordered dictionary with a name.**
 
 ```python
->>> Series([1, 2], index=['x', 'y'], name='a')
+>>> sr = Series([1, 2], index=['x', 'y'], name='a')
 x    1
 y    2
 Name: a, dtype: int64
@@ -3110,22 +3110,37 @@ Name: a, dtype: int64
  = .combine_first()               # Adds items that are not yet present (extends).
 ```
 
-#### Operations:
+#### Aggregations:
 ```python
  = .sum/max/mean/idxmax/all()
+ = ()
+ = .apply/agg()             # Apply can only accept strings.
+```
+
+```python
++-------------+--------+-----------+---------------+
+|             |  'sum' |  ['sum']  |  {'s': 'sum'} |
++-------------+--------+-----------+---------------+
+| sr.apply(…) |        |           |               |
+| sr.agg(…)   |    3   |   sum 3   |      s  3     |
+|             |        |           |               |
++-------------+--------+-----------+---------------+
+```
+
+#### Transformations:
+```python
  = .diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
- = .apply/agg()
  = .apply/agg/transform()
 ```
 
 ```python
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'s': 'sum'} | 'rank' |  ['rank']   | {'r': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| sr.apply(…) |            |           |              |        |      rank   |               |
-| sr.agg(…)   |      3     |   sum 3   |     s  3     |  x  1  |   x     1   |    r  x  1    |
-|             |            |           |              |  y  2  |   y     2   |       y  2    |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
++-------------+--------+-----------+---------------+
+|             | 'rank' | ['rank']  | {'r': 'rank'} |
++-------------+--------+-----------+---------------+
+| sr.apply(…) |        |     rank  |               |
+| sr.agg(…)   |  x  1  |  x     1  |    r  x  1    |
+| sr.trans(…) |  y  2  |  y     2  |       y  2    |
++-------------+--------+-----------+---------------+
 ```
 
 ### DataFrame
@@ -3168,27 +3183,44 @@ b  3  4
     = .melt(id_vars=column_key/s)     # Melts on columns.
 ```
 
-#### Operations:
 ```python
     = .sum/max/mean/idxmax/all()
-    = .diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
     = .apply/agg/transform()
+    = .diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
     = .apply/agg/transform()
     = .applymap()               # Apply a function to a Dataframe elementwise.
 ```
 * **All operations operate on columns by default. Use `'axis=1'` parameter to process the rows instead.** 
 
+#### Apply, Aggregate, Transform:
 ```python
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| df.apply(…) |            |      x y  |              |    x y |      x    y |        x      |
-| df.agg(…)   |    x  4    |  sum 4 6  |     x  4     | a  1 1 |   rank rank |     a  1      |
-| df.trans(…) |    y  6    |           |              | b  2 2 | a    1    1 |     b  2      |
-|             |            |           |              |        | b    2    2 |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
+>>> df = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y
+a  1  2
+b  3  4
 ```
-* **Transform doesen't work with `['sum']` and `{'x': 'sum'}`.**
+
+```python
++-------------+---------------+---------------+---------------+
+|             |     'sum'     |    ['sum']    | {'x': 'sum'}  |
++-------------+---------------+---------------+---------------+
+| df.apply(…) |               |        x y    |               |
+| df.agg(…)   |     x  4      |    sum 4 6    |     x  4      |
+| df.trans(…) |     y  6      |               |               |
++-------------+---------------+---------------+---------------+
+```
+
+```python
++-------------+---------------+---------------+---------------+
+|             |    'rank'     |   ['rank']    | {'x': 'rank'} |
++-------------+---------------+---------------+---------------+
+| df.apply(…) |       x  y    |       x    y  |        x      |
+| df.agg(…)   |    a  1  1    |    rank rank  |     a  1      |
+| df.trans(…) |    b  2  2    |  a    1    1  |     b  2      |
+|             |               |  b    2    2  |               |
++-------------+---------------+---------------+---------------+
+```
+* **Transform() doesen't work with `['sum']` and `{'x': 'sum'}`.**
 
 #### Merge, Join, Concat:
 ```python
@@ -3253,34 +3285,55 @@ c  6  7
 ```
 * **Result of an operation is a dataframe with index made up of group keys. Use `'.reset_index()'` to move the index back into it's own column.**
 
-#### Operations:
+#### Aggregations:
 ```python
  = .sum/max/mean/idxmax/all()
- = .diff/cumsum/rank()                # …/pct_change/fillna/ffill()
  = .apply/agg/transform()
+```
+
+```python
++-------------+------------+-------------+---------------+
+|             |    'sum'   |   ['sum']   | {'x': 'sum'}  |
++-------------+------------+-------------+---------------+
+| gb.apply(…) |    x  y  z |             |               |
+|             | z          |             |               |
+|             | 3  1  2  3 |             |               |
+|             | 6 11 13 12 |             |               |
++-------------+------------+-------------+---------------+
+| gb.agg(…)   |     x   y  |      x   y  |         x     |
+|             | z          |    sum sum  |     z         |
+|             | 3   1   2  |  z          |     3   1     |
+|             | 6  11  13  |  3   1   2  |     6  11     |
+|             |            |  6  11  13  |               |
++-------------+------------+-------------+---------------+
+| gb.trans(…) |     x   y  |             |               |
+|             | a   1   2  |             |               |
+|             | b  11  13  |             |               |
+|             | c  11  13  |             |               |
++-------------+------------+-------------+---------------+
+```
+
+#### Transformations:
+```python
+ = .diff/cumsum/rank()                # …/pct_change/fillna/ffill()
  = .agg/transform()
 ```
 
 ```python
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.apply(…) |    x  y  z |           |              |        |             |               |
-|             | z          |           |              |        |             |               |
-|             | 3  1  2  3 |           |              |        |             |               |
-|             | 6 11 13 12 |           |              |        |             |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.agg(…)   |     x  y   |     x   y |        x     |    x y |      x    y |         x     |
-|             |  z         |   sum sum |     z        | a  1 1 |   rank rank |      a  1     |
-|             |  3  1  2   | z         |     3  1     | b  1 1 | a    1    1 |      b  1     |
-|             |  6 11 13   | 3   1   2 |     6 11     | c  2 2 | b    1    1 |      c  2     |
-|             |            | 6  11  13 |              |        | c    2    2 |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.trans(…) |     x  y   |           |              |    x y |             |               |
-|             |  a  1  2   |           |              | a  1 1 |             |               |
-|             |  b 11 13   |           |              | b  1 1 |             |               |
-|             |  c 11 13   |           |              | c  1 1 |             |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
++-------------+------------+-------------+---------------+
+|             |   'rank'   |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-------------+---------------+
+| gb.agg(…)   |     x  y   |      x    y |        x      |
+|             |  a  1  1   |   rank rank |     a  1      |
+|             |  b  1  1   | a    1    1 |     b  1      |
+|             |  c  2  2   | b    1    1 |     c  2      |
+|             |            | c    2    2 |               |
++-------------+------------+-------------+---------------+
+| gb.trans(…) |     x  y   |             |               |
+|             |  a  1  1   |             |               |
+|             |  b  1  1   |             |               |
+|             |  c  1  1   |             |               |
++-------------+------------+-------------+---------------+
 ```
 
 ### Rolling
@@ -3288,7 +3341,7 @@ c  6  7
  = .rolling(window_size)  # Also: `min_periods=None, center=False`.
    = [column_key/s]           # Or: .column_key
  = .sum/max/mean()
- = .apply()         # Invokes function on every window.
+ = .apply()     # Invokes function on every window.
  = .aggregate() # Invokes function on every window.
 ```
 
diff --git a/index.html b/index.html
index b47a3755f..00c7030fc 100644
--- a/index.html
+++ b/index.html
@@ -2613,7 +2613,7 @@
 from pandas import Series, DataFrame
 
    
 
-
    Series
    Ordered dictionary with a name.
    >>> Series([1, 2], index=['x', 'y'], name='a')
+
    Series
    Ordered dictionary with a name.
    >>> sr = Series([1, 2], index=['x', 'y'], name='a')
 x    1
 y    2
 Name: a, dtype: int64
@@ -2638,19 +2638,30 @@
 
    <Sr> = <Sr>.append(<Sr>)                      # Or: pd.concat(<coll_of_Sr>)
 <Sr> = <Sr>.combine_first(<Sr>)               # Adds items that are not yet present (extends).
 
    
-
    Operations:
    <el> = <Sr>.sum/max/mean/idxmax/all()
-<Sr> = <Sr>.diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
-<el> = <Sr>.apply/agg(<agg_func>)
+
    Aggregations:
    <el> = <Sr>.sum/max/mean/idxmax/all()
+<el> = <agg_func>(<Sr>)
+<el> = <Sr>.apply/agg(<agg_func>)             # Apply can only accept strings.
+
    
+
+
    +-------------+--------+-----------+---------------+
+|             |  'sum' |  ['sum']  |  {'s': 'sum'} |
++-------------+--------+-----------+---------------+
+| sr.apply(…) |        |           |               |
+| sr.agg(…)   |    3   |   sum 3   |      s  3     |
+|             |        |           |               |
++-------------+--------+-----------+---------------+
+
    
+
    Transformations:
    <Sr> = <Sr>.diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
 <Sr> = <Sr>.apply/agg/transform(<trans_func>)
 
    
 
-
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'s': 'sum'} | 'rank' |  ['rank']   | {'r': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| sr.apply(…) |            |           |              |        |      rank   |               |
-| sr.agg(…)   |      3     |   sum 3   |     s  3     |  x  1  |   x     1   |    r  x  1    |
-|             |            |           |              |  y  2  |   y     2   |       y  2    |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
+
    +-------------+--------+-----------+---------------+
+|             | 'rank' | ['rank']  | {'r': 'rank'} |
++-------------+--------+-----------+---------------+
+| sr.apply(…) |        |     rank  |               |
+| sr.agg(…)   |  x  1  |  x     1  |    r  x  1    |
+| sr.trans(…) |  y  2  |  y     2  |       y  2    |
++-------------+--------+-----------+---------------+
 
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
@@ -2679,27 +2690,40 @@
 <DF>    = <DF>.transpose()                    # Rotates the table.
 <DF>    = <DF>.melt(id_vars=column_key/s)     # Melts on columns.
 
    
-
    Operations:
    <Sr>    = <DF>.sum/max/mean/idxmax/all()
-<DF>    = <DF>.diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
+
    <Sr>    = <DF>.sum/max/mean/idxmax/all()
 <Sr>    = <DF>.apply/agg/transform(<agg_func>)
+<DF>    = <DF>.diff/cumsum/rank()             # …/pct_change/fillna/ffill/interpolate()
 <DF>    = <DF>.apply/agg/transform(<trans_func>)
 <DF>    = <DF>.applymap(<func>)               # Apply a function to a Dataframe elementwise.
-
    
-
+
    
 
      
 
    • All operations operate on columns by default. Use 'axis=1' parameter to process the rows instead. 
      • 
 
    
-
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| df.apply(…) |            |      x y  |              |    x y |      x    y |        x      |
-| df.agg(…)   |    x  4    |  sum 4 6  |     x  4     | a  1 1 |   rank rank |     a  1      |
-| df.trans(…) |    y  6    |           |              | b  2 2 | a    1    1 |     b  2      |
-|             |            |           |              |        | b    2    2 |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
+
    Apply, Aggregate, Transform:
    >>> df = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
+   x  y
+a  1  2
+b  3  4
+
    
+
+
    +-------------+---------------+---------------+---------------+
+|             |     'sum'     |    ['sum']    | {'x': 'sum'}  |
++-------------+---------------+---------------+---------------+
+| df.apply(…) |               |        x y    |               |
+| df.agg(…)   |     x  4      |    sum 4 6    |     x  4      |
+| df.trans(…) |     y  6      |               |               |
++-------------+---------------+---------------+---------------+
+
    
+
    +-------------+---------------+---------------+---------------+
+|             |    'rank'     |   ['rank']    | {'x': 'rank'} |
++-------------+---------------+---------------+---------------+
+| df.apply(…) |       x  y    |       x    y  |        x      |
+| df.agg(…)   |    a  1  1    |    rank rank  |     a  1      |
+| df.trans(…) |    b  2  2    |  a    1    1  |     b  2      |
+|             |               |  b    2    2  |               |
++-------------+---------------+---------------+---------------+
 
    
 
      
-
    • Transform doesen't work with ['sum'] and {'x': 'sum'}.
      • 
+
    • Transform() doesen't work with ['sum'] and {'x': 'sum'}.
      • 
 
    
 
    Merge, Join, Concat:
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 
@@ -2757,36 +2781,53 @@
 
      
 
    • Result of an operation is a dataframe with index made up of group keys. Use '<DF>.reset_index()' to move the index back into it's own column.
      • 
 
    
-
    Operations:
    <DF> = <GB>.sum/max/mean/idxmax/all()
-<DF> = <GB>.diff/cumsum/rank()                # …/pct_change/fillna/ffill()
+
    Aggregations:
    <DF> = <GB>.sum/max/mean/idxmax/all()
 <DF> = <GB>.apply/agg/transform(<agg_func>)
+
    
+
+
    +-------------+------------+-------------+---------------+
+|             |    'sum'   |   ['sum']   | {'x': 'sum'}  |
++-------------+------------+-------------+---------------+
+| gb.apply(…) |    x  y  z |             |               |
+|             | z          |             |               |
+|             | 3  1  2  3 |             |               |
+|             | 6 11 13 12 |             |               |
++-------------+------------+-------------+---------------+
+| gb.agg(…)   |     x   y  |      x   y  |         x     |
+|             | z          |    sum sum  |     z         |
+|             | 3   1   2  |  z          |     3   1     |
+|             | 6  11  13  |  3   1   2  |     6  11     |
+|             |            |  6  11  13  |               |
++-------------+------------+-------------+---------------+
+| gb.trans(…) |     x   y  |             |               |
+|             | a   1   2  |             |               |
+|             | b  11  13  |             |               |
+|             | c  11  13  |             |               |
++-------------+------------+-------------+---------------+
+
    
+
    Transformations:
    <DF> = <GB>.diff/cumsum/rank()                # …/pct_change/fillna/ffill()
 <DF> = <GB>.agg/transform(<trans_func>)
 
    
 
-
    +-------------+------------+-----------+--------------+--------+-------------+---------------+
-|             |    'sum'   |  ['sum']  | {'x': 'sum'} | 'rank' |  ['rank']   | {'x': 'rank'} |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.apply(…) |    x  y  z |           |              |        |             |               |
-|             | z          |           |              |        |             |               |
-|             | 3  1  2  3 |           |              |        |             |               |
-|             | 6 11 13 12 |           |              |        |             |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.agg(…)   |     x  y   |     x   y |        x     |    x y |      x    y |         x     |
-|             |  z         |   sum sum |     z        | a  1 1 |   rank rank |      a  1     |
-|             |  3  1  2   | z         |     3  1     | b  1 1 | a    1    1 |      b  1     |
-|             |  6 11 13   | 3   1   2 |     6 11     | c  2 2 | b    1    1 |      c  2     |
-|             |            | 6  11  13 |              |        | c    2    2 |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
-| gb.trans(…) |     x  y   |           |              |    x y |             |               |
-|             |  a  1  2   |           |              | a  1 1 |             |               |
-|             |  b 11 13   |           |              | b  1 1 |             |               |
-|             |  c 11 13   |           |              | c  1 1 |             |               |
-+-------------+------------+-----------+--------------+--------+-------------+---------------+
+
    +-------------+------------+-------------+---------------+
+|             |   'rank'   |  ['rank']   | {'x': 'rank'} |
++-------------+------------+-------------+---------------+
+| gb.agg(…)   |     x  y   |      x    y |        x      |
+|             |  a  1  1   |   rank rank |     a  1      |
+|             |  b  1  1   | a    1    1 |     b  1      |
+|             |  c  2  2   | b    1    1 |     c  2      |
+|             |            | c    2    2 |               |
++-------------+------------+-------------+---------------+
+| gb.trans(…) |     x  y   |             |               |
+|             |  a  1  1   |             |               |
+|             |  b  1  1   |             |               |
+|             |  c  1  1   |             |               |
++-------------+------------+-------------+---------------+
 
    
 
    Rolling
    <Rl_S/D/G> = <Sr/DF/GB>.rolling(window_size)  # Also: `min_periods=None, center=False`.
 <Rl_S/D>   = <Rl_D/G>[column_key/s]           # Or: <Rl>.column_key
 <Sr/DF/DF> = <Rl_S/D/G>.sum/max/mean()
-<Sr/DF/DF> = <Rl_S/D/G>.apply(<func>)         # Invokes function on every window.
+<Sr/DF/DF> = <Rl_S/D/G>.apply(<agg_func>)     # Invokes function on every window.
 <Sr/DF/DF> = <Rl_S/D/G>.aggregate(<func/str>) # Invokes function on every window.
 
    
 

From bdffca74f61e19090954f6d58a1302f93dd16742 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 21 Jun 2020 15:08:01 +0200
Subject: [PATCH 0046/1007] Pandas

---
 README.md  | 2 ++
 index.html | 2 ++
 2 files changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 3a4e65012..940a77bf2 100644
--- a/README.md
+++ b/README.md
@@ -3108,6 +3108,7 @@ Name: a, dtype: int64
 ```python
  = .append()                      # Or: pd.concat()
  = .combine_first()               # Adds items that are not yet present (extends).
+combine, update?
 ```
 
 #### Aggregations:
@@ -3131,6 +3132,7 @@ Name: a, dtype: int64
 ```python
  = .diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
  = .apply/agg/transform()
+map?
 ```
 
 ```python
diff --git a/index.html b/index.html
index 00c7030fc..69e6ccdd4 100644
--- a/index.html
+++ b/index.html
@@ -2637,6 +2637,7 @@
 
    
 
    <Sr> = <Sr>.append(<Sr>)                      # Or: pd.concat(<coll_of_Sr>)
 <Sr> = <Sr>.combine_first(<Sr>)               # Adds items that are not yet present (extends).
+combine, update?
 
    
 
    Aggregations:
    <el> = <Sr>.sum/max/mean/idxmax/all()
 <el> = <agg_func>(<Sr>)
@@ -2653,6 +2654,7 @@
 
    
 
    Transformations:
    <Sr> = <Sr>.diff/cumsum/rank/pct_change()     # …/fillna/ffill/interpolate()
 <Sr> = <Sr>.apply/agg/transform(<trans_func>)
+map?
 
    
 
 
    +-------------+--------+-----------+---------------+

From dfd438294a665f99b6179a215f6ca2d710c4f3c7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 21 Jun 2020 21:23:56 +0200
Subject: [PATCH 0047/1007] Added Menlo font to webpage

---
 index.html                                    |  266 +-
 parse.js                                      |  240 +-
 .../9f94dc20bb2a09c15241d3a880b7ad01.eot      |  Bin 0 -> 475326 bytes
 .../9f94dc20bb2a09c15241d3a880b7ad01.svg      | 7947 +++++++++++++++++
 .../9f94dc20bb2a09c15241d3a880b7ad01.ttf      |  Bin 0 -> 475160 bytes
 .../9f94dc20bb2a09c15241d3a880b7ad01.woff     |  Bin 0 -> 249736 bytes
 .../9f94dc20bb2a09c15241d3a880b7ad01.woff2    |  Bin 0 -> 169984 bytes
 .../@font-face/Demo.html                      |   95 +
 .../License.txt                               |   37 +
 .../Menlo Regular/Menlo Regular.eot           |  Bin 0 -> 475326 bytes
 .../Menlo Regular/Menlo Regular.svg           | 7947 +++++++++++++++++
 .../Menlo Regular/Menlo Regular.ttf           |  Bin 0 -> 475160 bytes
 .../Menlo Regular/Menlo Regular.woff          |  Bin 0 -> 249736 bytes
 .../Menlo Regular/Menlo Regular.woff2         |  Bin 0 -> 169984 bytes
 .../Online_Web_Fonts.url                      |    8 +
 web/script_2.js                               |  227 -
 web/style.css                                 |    2 +-
 web/template.html                             |   10 +
 18 files changed, 16415 insertions(+), 364 deletions(-)
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/9f94dc20bb2a09c15241d3a880b7ad01.eot
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/9f94dc20bb2a09c15241d3a880b7ad01.svg
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/9f94dc20bb2a09c15241d3a880b7ad01.ttf
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/9f94dc20bb2a09c15241d3a880b7ad01.woff
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/9f94dc20bb2a09c15241d3a880b7ad01.woff2
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/@font-face/Demo.html
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/License.txt
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.eot
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.svg
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.ttf
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.woff
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.woff2
 create mode 100644 web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Online_Web_Fonts.url

diff --git a/index.html b/index.html
index 0f148b94b..146c65364 100644
--- a/index.html
+++ b/index.html
@@ -14,11 +14,21 @@
   
   
   
+  
 
 
 
+
+
+
      OnlineWebFonts Font Demo
    
+
    
+Menlo Regular Font More Format Downloads
    
+
    
+  
    Instructions:
    
+  
      
+    
    • 
+      
       1Use font-face declaration Fonts.
      
+        
+        
      +@font-face {font-family: "Menlo Regular";
+  src: url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.eot"); /* IE9*/
+  src: url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.eot?#iefix") format("embedded-opentype"), /* IE6-IE8 */
+  url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff"), /* chrome、firefox */
+  url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/
+  url("https://github.com/9f94dc20bb2a09c15241d3a880b7ad01.svg#Menlo%20Regular") format("svg"); /* iOS 4.1- */
+}
+
      
+       
+    
      • 
+    
    • 
+      
       2Settings font css style 
      
+      
+
      +.demo{
+    font-family:"Menlo Regular" !important;
+    font-size:16px;font-style:normal;
+    -webkit-font-smoothing: antialiased;
+    -webkit-text-stroke-width: 0.2px;
+    -moz-osx-font-smoothing: grayscale;}
+
      
+       
+    
      • 
+    
    • 
+      
       3View DEMO 
      
+      
      +<div class="demo"> www.OnlineWebFonts.Com </div>
+
       
+    
      • 
+    
    • 
+      
       OROr add to the head section of page. 
      
+      
      +<link href="https://db.onlinewebfonts.com/c/9f94dc20bb2a09c15241d3a880b7ad01?family=Menlo+Regular" rel="stylesheet" type="text/css"/>
+
       
+    
      • 
+  
    
+
    
+
    
+
    +
+OnlineWebFonts.Com features an amazing collection of free fonts,
+premium fonts and free dingbats. With over 8,000,000 freeware fonts, 
+you've come to the best place to download fonts! 
+
+OnlineWebFonts.Com Some fonts provided are trial versions of full versions and may not allow embedding 
+unless a commercial license is purchased or may contain a limited character set. 
+Please review any files included with your download, 
+which will usually include information on the usage and licenses of the fonts. 
+If no information is provided, 
+please use at your own discretion or contact the author directly. 
+
+0123456789  /*-+~!@#$%^&*()-=_+{}[]:;"'|\<>.?
+
+
    
+
    
+
+
    
+
    License and attribution:
    
+
    You must credit the author Copy this link ( oNlineWebFonts.Com ) on your web 
    Copy the Attribution License:
    
+
+
    
+
+
+
\ No newline at end of file
diff --git a/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/License.txt b/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/License.txt
new file mode 100644
index 000000000..11c98a1b4
--- /dev/null
+++ b/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/License.txt
@@ -0,0 +1,37 @@
+
+
+�X------------------------------------------------------�[
+��                                                    ��
+��     FREE FONT : http://www.OnlineWebFonts.Com      ��
+��                                                    ��
+�^------------------------------------------------------�a
+
+You must credit the author
+Copy this link on your web
+
+
    Font made from oNline Web Fonts is licensed by CC BY 3.0
    
+
+    OR
+
+oNline Web Fonts
+
+
+=======================================================================================================
+
+OnlineWebFonts.Com features an amazing collection of free fonts,
+premium fonts and free dingbats. With over 8,000,000 freeware fonts, 
+you've come to the best place to download fonts! 
+
+
+=======================================================================================================
+
+
+OnlineWebFonts.Com Some fonts provided are trial versions of full versions and may not allow embedding 
+unless a commercial license is purchased or may contain a limited character set. 
+Please review any files included with your download, 
+which will usually include information on the usage and licenses of the fonts. 
+If no information is provided, 
+please use at your own discretion or contact the author directly. 
+
+
+=======================================================================================================
\ No newline at end of file
diff --git a/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.eot b/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Menlo Regular/Menlo Regular.eot
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HcmV?d00001

diff --git a/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Online_Web_Fonts.url b/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Online_Web_Fonts.url
new file mode 100644
index 000000000..71ff3d5bf
--- /dev/null
+++ b/web/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1/Online_Web_Fonts.url
@@ -0,0 +1,8 @@
+[{000214A0-0000-0000-C000-000000000046}]
+Prop3=19,2
+[InternetShortcut]
+URL=http://www.onlinewebfonts.com/
+IDList=
+IconFile=http://www.fontfree.org/favicon.ico
+IconIndex=1
+HotKey=0
diff --git a/web/script_2.js b/web/script_2.js
index 7a33ab9bc..a35eef106 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -38,233 +38,6 @@ const TOC_MOBILE =
   '                       Image, Audio, Pygame]\n' +
   '}\n';
 
-const DIAGRAM_1_A = 
-  '+-------------+-------------+\n' +
-  '|   Classes   | Metaclasses |\n' +
-  '+-------------+-------------|\n' +
-  '|   MyClass --> MyMetaClass |\n';
-
-const DIAGRAM_1_B =
-  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
-  '┃   Classes   │ Metaclasses ┃\n' +
-  '┠─────────────┼─────────────┨\n' +
-  '┃   MyClass ──→ MyMetaClass ┃\n' +
-  '┃             │     ↓       ┃\n' +
-  '┃    object ─────→ type ←╮  ┃\n' +
-  '┃             │     ↑ ╰──╯  ┃\n' +
-  '┃     str ──────────╯       ┃\n' +
-  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_2_A =
-  '+-------------+-------------+\n' +
-  '|   Classes   | Metaclasses |\n' +
-  '+-------------+-------------|\n' +
-  '|   MyClass   | MyMetaClass |\n';
-
-const DIAGRAM_2_B =
-  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
-  '┃   Classes   │ Metaclasses ┃\n' +
-  '┠─────────────┼─────────────┨\n' +
-  '┃   MyClass   │ MyMetaClass ┃\n' +
-  '┃      ↓      │     ↓       ┃\n' +
-  '┃    object ←───── type     ┃\n' +
-  '┃      ↑      │             ┃\n' +
-  '┃     str     │             ┃\n' +
-  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_3_A =
-  '+------------------+------------+------------+------------+\n' +
-  '|                  |  Sequence  | Collection |  Iterable  |\n' +
-  '+------------------+------------+------------+------------+\n';
-
-const DIAGRAM_3_B =
-  '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  '┃                  │  Sequence  │ Collection │  Iterable  ┃\n' +
-  '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
-  '┃ dict, set        │            │     ✓      │     ✓      ┃\n' +
-  '┃ iter             │            │            │     ✓      ┃\n' +
-  '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_4_A =
-  '+--------------------+----------+----------+----------+----------+----------+\n' +
-  '|                    | Integral | Rational |   Real   | Complex  |  Number  |\n' +
-  '+--------------------+----------+----------+----------+----------+----------+\n';
-
-const DIAGRAM_4_B =
-  '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-  '┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃\n' +
-  '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-  '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ fractions.Fraction │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ float              │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ complex            │          │          │          │    ✓     │    ✓     ┃\n' +
-  '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
-  '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
- 
-const DIAGRAM_5_A = 
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
-  "|               |    {}    |   {:f}   |   {:e}   |   {:%}   |\n" +
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
-
-const DIAGRAM_5_B =
-  "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
-  "┃               │    {<float>}    │   {<float>:f}   │   {<float>:e}   │   {<float>:%}   ┃\n" +
-  "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
-  "┃   0.000056789 │    '5.6789e-05' │     '0.000057'  │  '5.678900e-05' │     '0.005679%' ┃\n" +
-  "┃   0.00056789  │    '0.00056789' │     '0.000568'  │  '5.678900e-04' │     '0.056789%' ┃\n" +
-  "┃   0.0056789   │    '0.0056789'  │     '0.005679'  │  '5.678900e-03' │     '0.567890%' ┃\n" +
-  "┃   0.056789    │    '0.056789'   │     '0.056789'  │  '5.678900e-02' │     '5.678900%' ┃\n" +
-  "┃   0.56789     │    '0.56789'    │     '0.567890'  │  '5.678900e-01' │    '56.789000%' ┃\n" +
-  "┃   5.6789      │    '5.6789'     │     '5.678900'  │  '5.678900e+00' │   '567.890000%' ┃\n" +
-  "┃  56.789       │   '56.789'      │    '56.789000'  │  '5.678900e+01' │  '5678.900000%' ┃\n" +
-  "┃ 567.89        │  '567.89'       │   '567.890000'  │  '5.678900e+02' │ '56789.000000%' ┃\n" +
-  "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
-
-const DIAGRAM_6_A =
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
-  "|               |   {:.2}  |  {:.2f}  |  {:.2e}  |  {:.2%}  |\n" +
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
-
-const DIAGRAM_6_B =
-  "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
-  "┃               │   {<float>:.2}  │  {<float>:.2f}  │  {<float>:.2e}  │  {<float>:.2%}  ┃\n" +
-  "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
-  "┃   0.000056789 │    '5.7e-05'    │       '0.00'    │    '5.68e-05'   │       '0.01%'   ┃\n" +
-  "┃   0.00056789  │    '0.00057'    │       '0.00'    │    '5.68e-04'   │       '0.06%'   ┃\n" +
-  "┃   0.0056789   │    '0.0057'     │       '0.01'    │    '5.68e-03'   │       '0.57%'   ┃\n" +
-  "┃   0.056789    │    '0.057'      │       '0.06'    │    '5.68e-02'   │       '5.68%'   ┃\n" +
-  "┃   0.56789     │    '0.57'       │       '0.57'    │    '5.68e-01'   │      '56.79%'   ┃\n" +
-  "┃   5.6789      │    '5.7'        │       '5.68'    │    '5.68e+00'   │     '567.89%'   ┃\n" +
-  "┃  56.789       │    '5.7e+01'    │      '56.79'    │    '5.68e+01'   │    '5678.90%'   ┃\n" +
-  "┃ 567.89        │    '5.7e+02'    │     '567.89'    │    '5.68e+02'   │   '56789.00%'   ┃\n" +
-  "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
-
-const DIAGRAM_7_A =
-  '+------------+------------+------------+------------+--------------+\n' +
-  '|            |  Iterable  | Collection |  Sequence  | abc.Sequence |\n' +
-  '+------------+------------+------------+------------+--------------+\n';
-
-const DIAGRAM_7_B =
-  '┏━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓\n' +
-  '┃            │  Iterable  │ Collection │  Sequence  │ abc.Sequence ┃\n' +
-  '┠────────────┼────────────┼────────────┼────────────┼──────────────┨\n' +
-  '┃ iter()     │     !      │     !      │     ✓      │      ✓       ┃\n' +
-  '┃ contains() │     ✓      │     ✓      │     ✓      │      ✓       ┃\n' +
-  '┃ len()      │            │     !      │     !      │      !       ┃\n' +
-  '┃ getitem()  │            │            │     !      │      !       ┃\n' +
-  '┃ reversed() │            │            │     ✓      │      ✓       ┃\n' +
-  '┃ index()    │            │            │            │      ✓       ┃\n' +
-  '┃ count()    │            │            │            │      ✓       ┃\n' +
-  '┗━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_8_A =
-  'BaseException\n' +
-  ' +-- SystemExit';
-
-const DIAGRAM_8_B =
-  "BaseException\n" +
-  " ├── SystemExit                   # Raised by the sys.exit() function.\n" +
-  " ├── KeyboardInterrupt            # Raised when the user hits the interrupt key (ctrl-c).\n" +
-  " └── Exception                    # User-defined exceptions should be derived from this class.\n" +
-  "      ├── ArithmeticError         # Base class for arithmetic errors.\n" +
-  "      │    └── ZeroDivisionError  # Raised when dividing by zero.\n" +
-  "      ├── AttributeError          # Raised when an attribute is missing.\n" +
-  "      ├── EOFError                # Raised by input() when it hits end-of-file condition.\n" +
-  "      ├── LookupError             # Raised when a look-up on a collection fails.\n" +
-  "      │    ├── IndexError         # Raised when a sequence index is out of range.\n" +
-  "      │    └── KeyError           # Raised when a dictionary key or set element is not found.\n" +
-  "      ├── NameError               # Raised when a variable name is not found.\n" +
-  "      ├── OSError                 # Failures such as “file not found” or “disk full”.\n" +
-  "      │    └── FileNotFoundError  # When a file or directory is requested but doesn't exist.\n" +
-  "      ├── RuntimeError            # Raised by errors that don't fall in other categories.\n" +
-  "      │    └── RecursionError     # Raised when the maximum recursion depth is exceeded.\n" +
-  "      ├── StopIteration           # Raised by next() when run on an empty iterator.\n" +
-  "      ├── TypeError               # Raised when an argument is of wrong type.\n" +
-  "      └── ValueError              # When an argument is of right type but inappropriate value.\n" +
-  "           └── UnicodeError       # Raised when encoding/decoding strings to/from bytes fails.\n";
-
-const DIAGRAM_9_A =
-  '+------------------+--------------+--------------+--------------+\n' +
-  '|                  |     excel    |   excel-tab  |     unix     |\n' +
-  '+------------------+--------------+--------------+--------------+\n';
-
-const DIAGRAM_9_B =
-  "┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓\n" +
-  "┃                  │     excel    │   excel-tab  │     unix     ┃\n" +
-  "┠──────────────────┼──────────────┼──────────────┼──────────────┨\n" +
-  "┃ delimiter        │       ','    │      '\\t'    │       ','    ┃\n" +
-  "┃ quotechar        │       '\"'    │       '\"'    │       '\"'    ┃\n" +
-  "┃ doublequote      │      True    │      True    │      True    ┃\n" +
-  "┃ skipinitialspace │     False    │     False    │     False    ┃\n" +
-  "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │      '\\n'    ┃\n" +
-  "┃ quoting          │         0    │         0    │         1    ┃\n" +
-  "┃ escapechar       │      None    │      None    │      None    ┃\n" +
-  "┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n";
-
-const DIAGRAM_10_A = 
-  '+-----------+------------+------------+------------+\n' +
-  '|           |    list    |    dict    |    set     |\n' +
-  '+-----------+------------+------------+------------+\n';
-
-const DIAGRAM_10_B = 
-  '┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  '┃           │    list    │    dict    │    set     ┃\n' +
-  '┠───────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ getitem() │ IndexError │  KeyError  │            ┃\n' +
-  '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
-  '┃ remove()  │ ValueError │            │  KeyError  ┃\n' +
-  '┃ index()   │ ValueError │            │            ┃\n' +
-  '┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_11_A =
-  '+-----------+-------------+------+-------------+\n' +
-  '| sampwidth |     min     | zero |     max     |\n' +
-  '+-----------+-------------+------+-------------+\n';
-
-const DIAGRAM_11_B =
-  '┏━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━┯━━━━━━━━━━━━━┓\n' +
-  '┃ sampwidth │     min     │ zero │     max     ┃\n' +
-  '┠───────────┼─────────────┼──────┼─────────────┨\n' +
-  '┃     1     │           0 │  128 │         255 ┃\n' +
-  '┃     2     │      -32768 │    0 │       32767 ┃\n' +
-  '┃     3     │    -8388608 │    0 │     8388607 ┃\n' +
-  '┃     4     │ -2147483648 │    0 │  2147483647 ┃\n' +
-  '┗━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━┷━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_12_A =
-  '+---------------+----------+----------+----------+----------+----------+\n';
-
-const DIAGRAM_12_B =
-  '┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-  '┃               │ [ !#$%…] │ [a-zA-Z] │  [¼½¾]   │  [²³¹]   │  [0-9]   ┃\n' +
-  '┠───────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-  '┃ isprintable() │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isalnum()     │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isnumeric()   │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isdigit()     │          │          │          │    ✓     │    ✓     ┃\n' +
-  '┃ isdecimal()   │          │          │          │          │    ✓     ┃\n' +
-  '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
-
-
-// isFontAvailable:
-(function(d){function c(c){b.style.fontFamily=c;e.appendChild(b);f=b.clientWidth;e.removeChild(b);return f}var f,e=d.body,b=d.createElement("span");b.innerHTML=Array(100).join("wi");b.style.cssText=["position:absolute","width:auto","font-size:128px","left:-99999px"].join(" !important;");var g=c("monospace"),h=c("serif"),k=c("sans-serif");window.isFontAvailable=function(b){return g!==c(b+",monospace")||k!==c(b+",sans-serif")||h!==c(b+",serif")}})(document);
-
-if (isFontAvailable('Menlo')) {
-  $(`code:contains(${DIAGRAM_1_A})`).html(DIAGRAM_1_B);
-  $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
-  $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
-  $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
-  $(`code:contains(${DIAGRAM_5_A})`).html(DIAGRAM_5_B);
-  $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
-  $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
-  $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);
-  $(`code:contains(${DIAGRAM_9_A})`).html(DIAGRAM_9_B);
-  $(`code:contains(${DIAGRAM_10_A})`).html(DIAGRAM_10_B);
-  $(`code:contains(${DIAGRAM_11_A})`).html(DIAGRAM_11_B);
-  $(`code:contains(${DIAGRAM_12_A})`).html(DIAGRAM_12_B);
-}
-
 var isMobile = false;
 // Device detection:
 if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|ipad|iris|kindle|Android|Silk|lge |maemo|midp|mmp|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows (ce|phone)|xda|xiino/i.test(navigator.userAgent) 
diff --git a/web/style.css b/web/style.css
index 672e6f0d4..639b07887 100644
--- a/web/style.css
+++ b/web/style.css
@@ -129,7 +129,7 @@ a:not(:hover) {
 pre,
 code,
 textarea {
-  font-family: "Menlo", monospace;
+  font-family: "Menlo", "Menlo Regular", monospace;
 }
 
 code {
diff --git a/web/template.html b/web/template.html
index 5fedd5cfb..afc132cbd 100644
--- a/web/template.html
+++ b/web/template.html
@@ -14,11 +14,21 @@
   
   
   
+  
 
 
 plotly-logomark"}}},{}],709:[function(t,e,r){"use strict";r.isLeftAnchor=function(t){return"left"===t.xanchor||"auto"===t.xanchor&&t.x<=1/3},r.isCenterAnchor=function(t){return"center"===t.xanchor||"auto"===t.xanchor&&t.x>1/3&&t.x<2/3},r.isRightAnchor=function(t){return"right"===t.xanchor||"auto"===t.xanchor&&t.x>=2/3},r.isTopAnchor=function(t){return"top"===t.yanchor||"auto"===t.yanchor&&t.y>=2/3},r.isMiddleAnchor=function(t){return"middle"===t.yanchor||"auto"===t.yanchor&&t.y>1/3&&t.y<2/3},r.isBottomAnchor=function(t){return"bottom"===t.yanchor||"auto"===t.yanchor&&t.y<=1/3}},{}],710:[function(t,e,r){"use strict";var n=t("./mod"),a=n.mod,i=n.modHalf,o=Math.PI,s=2*o;function l(t){return Math.abs(t[1]-t[0])>s-1e-14}function c(t,e){return i(e-t,s)}function u(t,e){if(l(e))return!0;var r,n;e[0](n=a(n,s))&&(n+=s);var i=a(t,s),o=i+s;return i>=r&&i<=n||o>=r&&o<=n}function h(t,e,r,n,a,i,c){a=a||0,i=i||0;var u,h,f,p,d,g=l([r,n]);function 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p(t,e){h[n+"."+t]=a.nestedProperty(l,t).get(),i.call("_storeDirectGUIEdit",s,c._preGUI,h);var r=a.nestedProperty(u,t);r.get()!==e&&(r.set(e),a.nestedProperty(l,t).set(e),f[n+"."+t]=e)}r(p),p("projection.scale",e.scale()/t.fitScale),p("fitbounds",!1),o.emit("plotly_relayout",f)}function f(t,e){var r=u(0,e);function a(r){var n=e.invert(t.midPt);r("center.lon",n[0]),r("center.lat",n[1])}return r.on("zoomstart",(function(){n.select(this).style(l)})).on("zoom",(function(){e.scale(n.event.scale).translate(n.event.translate),t.render();var r=e.invert(t.midPt);t.graphDiv.emit("plotly_relayouting",{"geo.projection.scale":e.scale()/t.fitScale,"geo.center.lon":r[0],"geo.center.lat":r[1]})})).on("zoomend",(function(){n.select(this).style(c),h(t,e,a)})),r}function p(t,e){var r,a,i,o,s,f,p,d,g,m=u(0,e);function v(t){return e.invert(t)}function y(r){var n=e.rotate(),a=e.invert(t.midPt);r("projection.rotation.lon",-n[0]),r("center.lon",a[0]),r("center.lat",a[1])}return m.on("zoomstart",(function(){n.select(this).style(l),r=n.mouse(this),a=e.rotate(),i=e.translate(),o=a,s=v(r)})).on("zoom",(function(){if(f=n.mouse(this),function(t){var r=v(t);if(!r)return!0;var n=e(r);return Math.abs(n[0]-t[0])>2||Math.abs(n[1]-t[1])>2}(r))return m.scale(e.scale()),void m.translate(e.translate());e.scale(n.event.scale),e.translate([i[0],n.event.translate[1]]),s?v(f)&&(d=v(f),p=[o[0]+(d[0]-s[0]),a[1],a[2]],e.rotate(p),o=p):s=v(r=f),g=!0,t.render();var l=e.rotate(),c=e.invert(t.midPt);t.graphDiv.emit("plotly_relayouting",{"geo.projection.scale":e.scale()/t.fitScale,"geo.center.lon":c[0],"geo.center.lat":c[1],"geo.projection.rotation.lon":-l[0]})})).on("zoomend",(function(){n.select(this).style(c),g&&h(t,e,y)})),m}function d(t,e){var r,a={r:e.rotate(),k:e.scale()},i=u(0,e),o=function(t){var e=0,r=arguments.length,a=[];for(;++ed?(i=(h>0?90:-90)-p,a=0):(i=Math.asin(h/d)*s-p,a=Math.sqrt(d*d-h*h));var g=180-i-2*p,m=(Math.atan2(f,u)-Math.atan2(c,a))*s,v=(Math.atan2(f,u)-Math.atan2(c,-a))*s;return b(r[0],r[1],i,m)<=b(r[0],r[1],g,v)?[i,m,r[2]]:[g,v,r[2]]}function b(t,e,r,n){var a=_(r-t),i=_(n-e);return Math.sqrt(a*a+i*i)}function _(t){return(t%360+540)%360-180}function w(t,e,r){var n=r*o,a=t.slice(),i=0===e?1:0,s=2===e?1:2,l=Math.cos(n),c=Math.sin(n);return a[i]=t[i]*l-t[s]*c,a[s]=t[s]*l+t[i]*c,a}function T(t){return[Math.atan2(2*(t[0]*t[1]+t[2]*t[3]),1-2*(t[1]*t[1]+t[2]*t[2]))*s,Math.asin(Math.max(-1,Math.min(1,2*(t[0]*t[2]-t[3]*t[1]))))*s,Math.atan2(2*(t[0]*t[3]+t[1]*t[2]),1-2*(t[2]*t[2]+t[3]*t[3]))*s]}function k(t,e){for(var r=0,n=0,a=t.length;nMath.abs(s)?(c.boxEnd[1]=c.boxStart[1]+Math.abs(i)*_*(s>=0?1:-1),c.boxEnd[1]l[3]&&(c.boxEnd[1]=l[3],c.boxEnd[0]=c.boxStart[0]+(l[3]-c.boxStart[1])/Math.abs(_))):(c.boxEnd[0]=c.boxStart[0]+Math.abs(s)/_*(i>=0?1:-1),c.boxEnd[0]l[2]&&(c.boxEnd[0]=l[2],c.boxEnd[1]=c.boxStart[1]+(l[2]-c.boxStart[0])*Math.abs(_)))}}else c.boxEnabled?(i=c.boxStart[0]!==c.boxEnd[0],s=c.boxStart[1]!==c.boxEnd[1],i||s?(i&&(m(0,c.boxStart[0],c.boxEnd[0]),t.xaxis.autorange=!1),s&&(m(1,c.boxStart[1],c.boxEnd[1]),t.yaxis.autorange=!1),t.relayoutCallback()):t.glplot.setDirty(),c.boxEnabled=!1,c.boxInited=!1):c.boxInited&&(c.boxInited=!1);break;case"pan":c.boxEnabled=!1,c.boxInited=!1,e?(c.panning||(c.dragStart[0]=n,c.dragStart[1]=a),Math.abs(c.dragStart[0]-n).999&&(g="turntable"):g="turntable")}else g="turntable";r("dragmode",g),r("hovermode",n.getDfltFromLayout("hovermode"))}e.exports=function(t,e,r){var a=e._basePlotModules.length>1;o(t,e,r,{type:"gl3d",attributes:l,handleDefaults:u,fullLayout:e,font:e.font,fullData:r,getDfltFromLayout:function(e){if(!a)return n.validate(t[e],l[e])?t[e]:void 0},paper_bgcolor:e.paper_bgcolor,calendar:e.calendar})}},{"../../../components/color":595,"../../../lib":728,"../../../registry":859,"../../get_data":813,"../../subplot_defaults":853,"./axis_defaults":821,"./layout_attributes":824}],824:[function(t,e,r){"use strict";var n=t("./axis_attributes"),a=t("../../domain").attributes,i=t("../../../lib/extend").extendFlat,o=t("../../../lib").counterRegex;function s(t,e,r){return{x:{valType:"number",dflt:t,editType:"camera"},y:{valType:"number",dflt:e,editType:"camera"},z:{valType:"number",dflt:r,editType:"camera"},editType:"camera"}}e.exports={_arrayAttrRegexps:[o("scene",".annotations",!0)],bgcolor:{valType:"color",dflt:"rgba(0,0,0,0)",editType:"plot"},camera:{up:i(s(0,0,1),{}),center:i(s(0,0,0),{}),eye:i(s(1.25,1.25,1.25),{}),projection:{type:{valType:"enumerated",values:["perspective","orthographic"],dflt:"perspective",editType:"calc"},editType:"calc"},editType:"camera"},domain:a({name:"scene",editType:"plot"}),aspectmode:{valType:"enumerated",values:["auto","cube","data","manual"],dflt:"auto",editType:"plot",impliedEdits:{"aspectratio.x":void 0,"aspectratio.y":void 0,"aspectratio.z":void 0}},aspectratio:{x:{valType:"number",min:0,editType:"plot",impliedEdits:{"^aspectmode":"manual"}},y:{valType:"number",min:0,editType:"plot",impliedEdits:{"^aspectmode":"manual"}},z:{valType:"number",min:0,editType:"plot",impliedEdits:{"^aspectmode":"manual"}},editType:"plot",impliedEdits:{aspectmode:"manual"}},xaxis:n,yaxis:n,zaxis:n,dragmode:{valType:"enumerated",values:["orbit","turntable","zoom","pan",!1],editType:"plot"},hovermode:{valType:"enumerated",values:["closest",!1],dflt:"closest",editType:"modebar"},uirevision:{valType:"any",editType:"none"},editType:"plot",_deprecated:{cameraposition:{valType:"info_array",editType:"camera"}}}},{"../../../lib":728,"../../../lib/extend":719,"../../domain":803,"./axis_attributes":820}],825:[function(t,e,r){"use strict";var n=t("../../../lib/str2rgbarray"),a=["xaxis","yaxis","zaxis"];function i(){this.enabled=[!0,!0,!0],this.colors=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.drawSides=[!0,!0,!0],this.lineWidth=[1,1,1]}i.prototype.merge=function(t){for(var e=0;e<3;++e){var r=t[a[e]];r.visible?(this.enabled[e]=r.showspikes,this.colors[e]=n(r.spikecolor),this.drawSides[e]=r.spikesides,this.lineWidth[e]=r.spikethickness):(this.enabled[e]=!1,this.drawSides[e]=!1)}},e.exports=function(t){var e=new i;return e.merge(t),e}},{"../../../lib/str2rgbarray":751}],826:[function(t,e,r){"use strict";e.exports=function(t){for(var e=t.axesOptions,r=t.glplot.axesPixels,s=t.fullSceneLayout,l=[[],[],[]],c=0;c<3;++c){var u=s[i[c]];if(u._length=(r[c].hi-r[c].lo)*r[c].pixelsPerDataUnit/t.dataScale[c],Math.abs(u._length)===1/0||isNaN(u._length))l[c]=[];else{u._input_range=u.range.slice(),u.range[0]=r[c].lo/t.dataScale[c],u.range[1]=r[c].hi/t.dataScale[c],u._m=1/(t.dataScale[c]*r[c].pixelsPerDataUnit),u.range[0]===u.range[1]&&(u.range[0]-=1,u.range[1]+=1);var h=u.tickmode;if("auto"===u.tickmode){u.tickmode="linear";var f=u.nticks||a.constrain(u._length/40,4,9);n.autoTicks(u,Math.abs(u.range[1]-u.range[0])/f)}for(var p=n.calcTicks(u,{msUTC:!0}),d=0;d/g," "));l[c]=p,u.tickmode=h}}e.ticks=l;for(c=0;c<3;++c){o[c]=.5*(t.glplot.bounds[0][c]+t.glplot.bounds[1][c]);for(d=0;d<2;++d)e.bounds[d][c]=t.glplot.bounds[d][c]}t.contourLevels=function(t){for(var e=new Array(3),r=0;r<3;++r){for(var n=t[r],a=new Array(n.length),i=0;ir.deltaY?1.1:1/1.1,i=t.glplot.getAspectratio();t.glplot.setAspectratio({x:n*i.x,y:n*i.y,z:n*i.z})}a(t)}}),!!c&&{passive:!1}),t.glplot.canvas.addEventListener("mousemove",(function(){if(!1!==t.fullSceneLayout.dragmode&&0!==t.camera.mouseListener.buttons){var e=n();t.graphDiv.emit("plotly_relayouting",e)}})),t.staticMode||t.glplot.canvas.addEventListener("webglcontextlost",(function(r){e&&e.emit&&e.emit("plotly_webglcontextlost",{event:r,layer:t.id})}),!1),t.glplot.oncontextloss=function(){t.recoverContext()},t.glplot.onrender=function(){t.render()},!0},w.render=function(){var t,e=this,r=e.graphDiv,n=e.svgContainer,a=e.container.getBoundingClientRect(),i=a.width,o=a.height;n.setAttributeNS(null,"viewBox","0 0 "+i+" "+o),n.setAttributeNS(null,"width",i),n.setAttributeNS(null,"height",o),x(e),e.glplot.axes.update(e.axesOptions);for(var s,l=Object.keys(e.traces),c=null,u=e.glplot.selection,d=0;d")):"isosurface"===t.type||"volume"===t.type?(w.valueLabel=f.tickText(e._mockAxis,e._mockAxis.d2l(u.traceCoordinate[3]),"hover").text,M.push("value: "+w.valueLabel),u.textLabel&&M.push(u.textLabel),y=M.join("
      ")):y=u.textLabel;var S={x:u.traceCoordinate[0],y:u.traceCoordinate[1],z:u.traceCoordinate[2],data:b._input,fullData:b,curveNumber:b.index,pointNumber:_};p.appendArrayPointValue(S,b,_),t._module.eventData&&(S=b._module.eventData(S,u,b,{},_));var E={points:[S]};e.fullSceneLayout.hovermode&&p.loneHover({trace:b,x:(.5+.5*v[0]/v[3])*i,y:(.5-.5*v[1]/v[3])*o,xLabel:w.xLabel,yLabel:w.yLabel,zLabel:w.zLabel,text:y,name:c.name,color:p.castHoverOption(b,_,"bgcolor")||c.color,borderColor:p.castHoverOption(b,_,"bordercolor"),fontFamily:p.castHoverOption(b,_,"font.family"),fontSize:p.castHoverOption(b,_,"font.size"),fontColor:p.castHoverOption(b,_,"font.color"),nameLength:p.castHoverOption(b,_,"namelength"),textAlign:p.castHoverOption(b,_,"align"),hovertemplate:h.castOption(b,_,"hovertemplate"),hovertemplateLabels:h.extendFlat({},S,w),eventData:[S]},{container:n,gd:r}),u.buttons&&u.distance<5?r.emit("plotly_click",E):r.emit("plotly_hover",E),s=E}else p.loneUnhover(n),r.emit("plotly_unhover",s);e.drawAnnotations(e)},w.recoverContext=function(){var t=this;t.glplot.dispose();var e=function(){t.glplot.gl.isContextLost()?requestAnimationFrame(e):t.initializeGLPlot()?t.plot.apply(t,t.plotArgs):h.error("Catastrophic and unrecoverable WebGL error. Context lost.")};requestAnimationFrame(e)};var T=["xaxis","yaxis","zaxis"];function k(t,e,r){for(var n=t.fullSceneLayout,a=0;a<3;a++){var i=T[a],o=i.charAt(0),s=n[i],l=e[o],c=e[o+"calendar"],u=e["_"+o+"length"];if(h.isArrayOrTypedArray(l))for(var f,p=0;p<(u||l.length);p++)if(h.isArrayOrTypedArray(l[p]))for(var d=0;dm[1][i])m[0][i]=-1,m[1][i]=1;else{var C=m[1][i]-m[0][i];m[0][i]-=C/32,m[1][i]+=C/32}if("reversed"===s.autorange){var L=m[0][i];m[0][i]=m[1][i],m[1][i]=L}}else{var P=s.range;m[0][i]=s.r2l(P[0]),m[1][i]=s.r2l(P[1])}m[0][i]===m[1][i]&&(m[0][i]-=1,m[1][i]+=1),v[i]=m[1][i]-m[0][i],this.glplot.setBounds(i,{min:m[0][i]*f[i],max:m[1][i]*f[i]})}var I=c.aspectmode;if("cube"===I)g=[1,1,1];else if("manual"===I){var z=c.aspectratio;g=[z.x,z.y,z.z]}else{if("auto"!==I&&"data"!==I)throw new Error("scene.js aspectRatio was not one of the enumerated types");var O=[1,1,1];for(i=0;i<3;++i){var D=y[l=(s=c[T[i]]).type];O[i]=Math.pow(D.acc,1/D.count)/f[i]}g="data"===I||Math.max.apply(null,O)/Math.min.apply(null,O)<=4?O:[1,1,1]}c.aspectratio.x=u.aspectratio.x=g[0],c.aspectratio.y=u.aspectratio.y=g[1],c.aspectratio.z=u.aspectratio.z=g[2],this.glplot.setAspectratio(c.aspectratio),this.viewInitial.aspectratio||(this.viewInitial.aspectratio={x:c.aspectratio.x,y:c.aspectratio.y,z:c.aspectratio.z}),this.viewInitial.aspectmode||(this.viewInitial.aspectmode=c.aspectmode);var R=c.domain||null,F=e._size||null;if(R&&F){var B=this.container.style;B.position="absolute",B.left=F.l+R.x[0]*F.w+"px",B.top=F.t+(1-R.y[1])*F.h+"px",B.width=F.w*(R.x[1]-R.x[0])+"px",B.height=F.h*(R.y[1]-R.y[0])+"px"}this.glplot.redraw()}},w.destroy=function(){this.glplot&&(this.camera.mouseListener.enabled=!1,this.container.removeEventListener("wheel",this.camera.wheelListener),this.camera=null,this.glplot.dispose(),this.container.parentNode.removeChild(this.container),this.glplot=null)},w.getCamera=function(){var t;return this.camera.view.recalcMatrix(this.camera.view.lastT()),{up:{x:(t=this.camera).up[0],y:t.up[1],z:t.up[2]},center:{x:t.center[0],y:t.center[1],z:t.center[2]},eye:{x:t.eye[0],y:t.eye[1],z:t.eye[2]},projection:{type:!0===t._ortho?"orthographic":"perspective"}}},w.setViewport=function(t){var e,r=t.camera;this.camera.lookAt.apply(this,[[(e=r).eye.x,e.eye.y,e.eye.z],[e.center.x,e.center.y,e.center.z],[e.up.x,e.up.y,e.up.z]]),this.glplot.setAspectratio(t.aspectratio),"orthographic"===r.projection.type!==this.camera._ortho&&(this.glplot.redraw(),this.glplot.clearRGBA(),this.glplot.dispose(),this.initializeGLPlot())},w.isCameraChanged=function(t){var e=this.getCamera(),r=h.nestedProperty(t,this.id+".camera").get();function n(t,e,r,n){var a=["up","center","eye"],i=["x","y","z"];return e[a[r]]&&t[a[r]][i[n]]===e[a[r]][i[n]]}var a=!1;if(void 0===r)a=!0;else{for(var i=0;i<3;i++)for(var o=0;o<3;o++)if(!n(e,r,i,o)){a=!0;break}(!r.projection||e.projection&&e.projection.type!==r.projection.type)&&(a=!0)}return a},w.isAspectChanged=function(t){var e=this.glplot.getAspectratio(),r=h.nestedProperty(t,this.id+".aspectratio").get();return void 0===r||r.x!==e.x||r.y!==e.y||r.z!==e.z},w.saveLayout=function(t){var e,r,n,a,i,o,s=this.fullLayout,l=this.isCameraChanged(t),c=this.isAspectChanged(t),f=l||c;if(f){var p={};if(l&&(e=this.getCamera(),n=(r=h.nestedProperty(t,this.id+".camera")).get(),p[this.id+".camera"]=n),c&&(a=this.glplot.getAspectratio(),o=(i=h.nestedProperty(t,this.id+".aspectratio")).get(),p[this.id+".aspectratio"]=o),u.call("_storeDirectGUIEdit",t,s._preGUI,p),l)r.set(e),h.nestedProperty(s,this.id+".camera").set(e);if(c)i.set(a),h.nestedProperty(s,this.id+".aspectratio").set(a),this.glplot.redraw()}return f},w.updateFx=function(t,e){var r=this.camera;if(r)if("orbit"===t)r.mode="orbit",r.keyBindingMode="rotate";else if("turntable"===t){r.up=[0,0,1],r.mode="turntable",r.keyBindingMode="rotate";var n=this.graphDiv,a=n._fullLayout,i=this.fullSceneLayout.camera,o=i.up.x,s=i.up.y,l=i.up.z;if(l/Math.sqrt(o*o+s*s+l*l)<.999){var c=this.id+".camera.up",f={x:0,y:0,z:1},p={};p[c]=f;var d=n.layout;u.call("_storeDirectGUIEdit",d,a._preGUI,p),i.up=f,h.nestedProperty(d,c).set(f)}}else r.keyBindingMode=t;this.fullSceneLayout.hovermode=e},w.toImage=function(t){t||(t="png"),this.staticMode&&this.container.appendChild(n),this.glplot.redraw();var e=this.glplot.gl,r=e.drawingBufferWidth,a=e.drawingBufferHeight;e.bindFramebuffer(e.FRAMEBUFFER,null);var i=new Uint8Array(r*a*4);e.readPixels(0,0,r,a,e.RGBA,e.UNSIGNED_BYTE,i),function(t,e,r){for(var n=0,a=r-1;n0)for(var s=255/o,l=0;l<3;++l)t[i+l]=Math.min(s*t[i+l],255)}}(i,r,a);var o=document.createElement("canvas");o.width=r,o.height=a;var s,l=o.getContext("2d"),c=l.createImageData(r,a);switch(c.data.set(i),l.putImageData(c,0,0),t){case"jpeg":s=o.toDataURL("image/jpeg");break;case"webp":s=o.toDataURL("image/webp");break;default:s=o.toDataURL("image/png")}return this.staticMode&&this.container.removeChild(n),s},w.setConvert=function(){for(var t=0;t<3;t++){var e=this.fullSceneLayout[T[t]];f.setConvert(e,this.fullLayout),e.setScale=h.noop}},w.make4thDimension=function(){var t=this.graphDiv._fullLayout;this._mockAxis={type:"linear",showexponent:"all",exponentformat:"B"},f.setConvert(this._mockAxis,t)},e.exports=_},{"../../components/fx":635,"../../lib":728,"../../lib/show_no_webgl_msg":749,"../../lib/str2rgbarray":751,"../../plots/cartesian/axes":776,"../../registry":859,"./layout/convert":822,"./layout/spikes":825,"./layout/tick_marks":826,"./project":827,"gl-plot3d":296,"has-passive-events":410,"is-mobile":420,"webgl-context":558}],829:[function(t,e,r){"use strict";e.exports=function(t,e,r,n){n=n||t.length;for(var a=new 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t&&(-1!==h.styleValuesMapbox.indexOf(t)||0===t.indexOf("mapbox://"))}r.name="mapbox",r.attr="subplot",r.idRoot="mapbox",r.idRegex=r.attrRegex=a.counterRegex("mapbox"),r.attributes={subplot:{valType:"subplotid",dflt:"mapbox",editType:"calc"}},r.layoutAttributes=t("./layout_attributes"),r.supplyLayoutDefaults=t("./layout_defaults"),r.plot=function(t){var e=t._fullLayout,r=t.calcdata,o=e._subplots.mapbox;if(n.version!==h.requiredVersion)throw new Error(h.wrongVersionErrorMsg);var s=function(t,e){var r=t._fullLayout;if(""===t._context.mapboxAccessToken)return"";for(var n=[],i=[],o=!1,s=!1,l=0;l1&&a.warn(h.multipleTokensErrorMsg),n[0]):(i.length&&a.log(["Listed mapbox access token(s)",i.join(","),"but did not use a Mapbox map style, ignoring token(s)."].join(" ")),"")}(t,o);n.accessToken=s;for(var l=0;lx/2){var b=g.split("|").join("
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this.sourceType!==t.sourcetype||this.source!==t.source||this.layerType!==t.type},l.needsNewLayer=function(t){return this.layerType!==t.type||this.below!==this.subplot.belowLookup["layout-"+this.index]},l.updateImage=function(t){this.subplot.map.getSource(this.idSource).updateImage({url:t.source,coordinates:t.coordinates})},l.updateSource=function(t){var e=this.subplot.map;if(e.getSource(this.idSource)&&e.removeSource(this.idSource),this.sourceType=t.sourcetype,this.source=t.source,c(t)){var r=function(t){var e,r=t.sourcetype,n=t.source,i={type:r};"geojson"===r?e="data":"vector"===r?e="string"==typeof n?"url":"tiles":"raster"===r?(e="tiles",i.tileSize=256):"image"===r&&(e="url",i.coordinates=t.coordinates);i[e]=n,t.sourceattribution&&(i.attribution=a(t.sourceattribution));return i}(t);e.addSource(this.idSource,r)}},l.updateLayer=function(t){var e,r=this.subplot,n=u(t),a=this.subplot.belowLookup["layout-"+this.index];if("traces"===a)for(var 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d["stroke-width"](r,a,i)},"stroke-dasharray":function(t,e){return d["stroke-dasharray"](r,a,i)},opacity:function(t,e){return d.opacity(r,a,i)},display:function(t,e){return d.display(r,a,i)}})}};var h=e.angularScale.range(),f=Math.abs(h[1]-h[0])/o[0].length*Math.PI/180,p=n.svg.arc().startAngle((function(t){return-f/2})).endAngle((function(t){return f/2})).innerRadius((function(t){return e.radialScale(l+(t[2]||0))})).outerRadius((function(t){return e.radialScale(l+(t[2]||0))+e.radialScale(t[1])}));c.arc=function(t,r,a){n.select(this).attr({class:"mark arc",d:p,transform:function(t,r){return"rotate("+(e.orientation+s(t[0])+90)+")"}})};var d={fill:function(e,r,n){return t[n].data.color},stroke:function(e,r,n){return t[n].data.strokeColor},"stroke-width":function(e,r,n){return t[n].data.strokeSize+"px"},"stroke-dasharray":function(e,n,a){return r[t[a].data.strokeDash]},opacity:function(e,r,n){return t[n].data.opacity},display:function(e,r,n){return"undefined"==typeof t[n].data.visible||t[n].data.visible?"block":"none"}},g=n.select(this).selectAll("g.layer").data(o);g.enter().append("g").attr({class:"layer"});var m=g.selectAll("path.mark").data((function(t,e){return t}));m.enter().append("path").attr({class:"mark"}),m.style(d).each(c[e.geometryType]),m.exit().remove(),g.exit().remove()}))}return i.config=function(e){return arguments.length?(e.forEach((function(e,r){t[r]||(t[r]={}),a(t[r],o.PolyChart.defaultConfig()),a(t[r],e)})),this):t},i.getColorScale=function(){},n.rebind(i,e,"on"),i},o.PolyChart.defaultConfig=function(){return{data:{name:"geom1",t:[[1,2,3,4]],r:[[1,2,3,4]],dotType:"circle",dotSize:64,dotVisible:!1,barWidth:20,color:"#ffa500",strokeSize:1,strokeColor:"silver",strokeDash:"solid",opacity:1,index:0,visible:!0,visibleInLegend:!0},geometryConfig:{geometry:"LinePlot",geometryType:"arc",direction:"clockwise",orientation:0,container:"body",radialScale:null,angularScale:null,colorScale:n.scale.category20()}}},o.BarChart=function(){return o.PolyChart()},o.BarChart.defaultConfig=function(){return{geometryConfig:{geometryType:"bar"}}},o.AreaChart=function(){return o.PolyChart()},o.AreaChart.defaultConfig=function(){return{geometryConfig:{geometryType:"arc"}}},o.DotPlot=function(){return o.PolyChart()},o.DotPlot.defaultConfig=function(){return{geometryConfig:{geometryType:"dot",dotType:"circle"}}},o.LinePlot=function(){return o.PolyChart()},o.LinePlot.defaultConfig=function(){return{geometryConfig:{geometryType:"line"}}},o.Legend=function(){var t=o.Legend.defaultConfig(),e=n.dispatch("hover");function r(){var e=t.legendConfig,i=t.data.map((function(t,r){return[].concat(t).map((function(t,n){var i=a({},e.elements[r]);return i.name=t,i.color=[].concat(e.elements[r].color)[n],i}))})),o=n.merge(i);o=o.filter((function(t,r){return e.elements[r]&&(e.elements[r].visibleInLegend||"undefined"==typeof e.elements[r].visibleInLegend)})),e.reverseOrder&&(o=o.reverse());var s=e.container;("string"==typeof s||s.nodeName)&&(s=n.select(s));var l=o.map((function(t,e){return t.color})),c=e.fontSize,u=null==e.isContinuous?"number"==typeof o[0]:e.isContinuous,h=u?e.height:c*o.length,f=s.classed("legend-group",!0).selectAll("svg").data([0]),p=f.enter().append("svg").attr({width:300,height:h+c,xmlns:"http://www.w3.org/2000/svg","xmlns:xlink":"http://www.w3.org/1999/xlink",version:"1.1"});p.append("g").classed("legend-axis",!0),p.append("g").classed("legend-marks",!0);var d=n.range(o.length),g=n.scale[u?"linear":"ordinal"]().domain(d).range(l),m=n.scale[u?"linear":"ordinal"]().domain(d)[u?"range":"rangePoints"]([0,h]);if(u){var v=f.select(".legend-marks").append("defs").append("linearGradient").attr({id:"grad1",x1:"0%",y1:"0%",x2:"0%",y2:"100%"}).selectAll("stop").data(l);v.enter().append("stop"),v.attr({offset:function(t,e){return e/(l.length-1)*100+"%"}}).style({"stop-color":function(t,e){return t}}),f.append("rect").classed("legend-mark",!0).attr({height:e.height,width:e.colorBandWidth,fill:"url(#grad1)"})}else{var y=f.select(".legend-marks").selectAll("path.legend-mark").data(o);y.enter().append("path").classed("legend-mark",!0),y.attr({transform:function(t,e){return"translate("+[c/2,m(e)+c/2]+")"},d:function(t,e){var r,a,i,o=t.symbol;return i=3*(a=c),"line"===(r=o)?"M"+[[-a/2,-a/12],[a/2,-a/12],[a/2,a/12],[-a/2,a/12]]+"Z":-1!=n.svg.symbolTypes.indexOf(r)?n.svg.symbol().type(r).size(i)():n.svg.symbol().type("square").size(i)()},fill:function(t,e){return g(e)}}),y.exit().remove()}var x=n.svg.axis().scale(m).orient("right"),b=f.select("g.legend-axis").attr({transform:"translate("+[u?e.colorBandWidth:c,c/2]+")"}).call(x);return b.selectAll(".domain").style({fill:"none",stroke:"none"}),b.selectAll("line").style({fill:"none",stroke:u?e.textColor:"none"}),b.selectAll("text").style({fill:e.textColor,"font-size":e.fontSize}).text((function(t,e){return o[e].name})),r}return r.config=function(e){return arguments.length?(a(t,e),this):t},n.rebind(r,e,"on"),r},o.Legend.defaultConfig=function(t,e){return{data:["a","b","c"],legendConfig:{elements:[{symbol:"line",color:"red"},{symbol:"square",color:"yellow"},{symbol:"diamond",color:"limegreen"}],height:150,colorBandWidth:30,fontSize:12,container:"body",isContinuous:null,textColor:"grey",reverseOrder:!1}}},o.tooltipPanel=function(){var t,e,r,i={container:null,hasTick:!1,fontSize:12,color:"white",padding:5},s="tooltip-"+o.tooltipPanel.uid++,l=10,c=function(){var n=(t=i.container.selectAll("g."+s).data([0])).enter().append("g").classed(s,!0).style({"pointer-events":"none",display:"none"});return r=n.append("path").style({fill:"white","fill-opacity":.9}).attr({d:"M0 0"}),e=n.append("text").attr({dx:i.padding+l,dy:.3*+i.fontSize}),c};return c.text=function(a){var o=n.hsl(i.color).l,s=o>=.5?"#aaa":"white",u=o>=.5?"black":"white",h=a||"";e.style({fill:u,"font-size":i.fontSize+"px"}).text(h);var f=i.padding,p=e.node().getBBox(),d={fill:i.color,stroke:s,"stroke-width":"2px"},g=p.width+2*f+l,m=p.height+2*f;return r.attr({d:"M"+[[l,-m/2],[l,-m/4],[i.hasTick?0:l,0],[l,m/4],[l,m/2],[g,m/2],[g,-m/2]].join("L")+"Z"}).style(d),t.attr({transform:"translate("+[l,-m/2+2*f]+")"}),t.style({display:"block"}),c},c.move=function(e){if(t)return t.attr({transform:"translate("+[e[0],e[1]]+")"}).style({display:"block"}),c},c.hide=function(){if(t)return t.style({display:"none"}),c},c.show=function(){if(t)return t.style({display:"block"}),c},c.config=function(t){return a(i,t),c},c},o.tooltipPanel.uid=1,o.adapter={},o.adapter.plotly=function(){var t={convert:function(t,e){var r={};if(t.data&&(r.data=t.data.map((function(t,r){var n=a({},t);return[[n,["marker","color"],["color"]],[n,["marker","opacity"],["opacity"]],[n,["marker","line","color"],["strokeColor"]],[n,["marker","line","dash"],["strokeDash"]],[n,["marker","line","width"],["strokeSize"]],[n,["marker","symbol"],["dotType"]],[n,["marker","size"],["dotSize"]],[n,["marker","barWidth"],["barWidth"]],[n,["line","interpolation"],["lineInterpolation"]],[n,["showlegend"],["visibleInLegend"]]].forEach((function(t,r){o.util.translator.apply(null,t.concat(e))})),e||delete n.marker,e&&delete n.groupId,e?("LinePlot"===n.geometry?(n.type="scatter",!0===n.dotVisible?(delete n.dotVisible,n.mode="lines+markers"):n.mode="lines"):"DotPlot"===n.geometry?(n.type="scatter",n.mode="markers"):"AreaChart"===n.geometry?n.type="area":"BarChart"===n.geometry&&(n.type="bar"),delete n.geometry):("scatter"===n.type?"lines"===n.mode?n.geometry="LinePlot":"markers"===n.mode?n.geometry="DotPlot":"lines+markers"===n.mode&&(n.geometry="LinePlot",n.dotVisible=!0):"area"===n.type?n.geometry="AreaChart":"bar"===n.type&&(n.geometry="BarChart"),delete n.mode,delete n.type),n})),!e&&t.layout&&"stack"===t.layout.barmode)){var i=o.util.duplicates(r.data.map((function(t,e){return t.geometry})));r.data.forEach((function(t,e){var n=i.indexOf(t.geometry);-1!=n&&(r.data[e].groupId=n)}))}if(t.layout){var s=a({},t.layout);if([[s,["plot_bgcolor"],["backgroundColor"]],[s,["showlegend"],["showLegend"]],[s,["radialaxis"],["radialAxis"]],[s,["angularaxis"],["angularAxis"]],[s.angularaxis,["showline"],["gridLinesVisible"]],[s.angularaxis,["showticklabels"],["labelsVisible"]],[s.angularaxis,["nticks"],["ticksCount"]],[s.angularaxis,["tickorientation"],["tickOrientation"]],[s.angularaxis,["ticksuffix"],["ticksSuffix"]],[s.angularaxis,["range"],["domain"]],[s.angularaxis,["endpadding"],["endPadding"]],[s.radialaxis,["showline"],["gridLinesVisible"]],[s.radialaxis,["tickorientation"],["tickOrientation"]],[s.radialaxis,["ticksuffix"],["ticksSuffix"]],[s.radialaxis,["range"],["domain"]],[s.angularAxis,["showline"],["gridLinesVisible"]],[s.angularAxis,["showticklabels"],["labelsVisible"]],[s.angularAxis,["nticks"],["ticksCount"]],[s.angularAxis,["tickorientation"],["tickOrientation"]],[s.angularAxis,["ticksuffix"],["ticksSuffix"]],[s.angularAxis,["range"],["domain"]],[s.angularAxis,["endpadding"],["endPadding"]],[s.radialAxis,["showline"],["gridLinesVisible"]],[s.radialAxis,["tickorientation"],["tickOrientation"]],[s.radialAxis,["ticksuffix"],["ticksSuffix"]],[s.radialAxis,["range"],["domain"]],[s.font,["outlinecolor"],["outlineColor"]],[s.legend,["traceorder"],["reverseOrder"]],[s,["labeloffset"],["labelOffset"]],[s,["defaultcolorrange"],["defaultColorRange"]]].forEach((function(t,r){o.util.translator.apply(null,t.concat(e))})),e?("undefined"!=typeof s.tickLength&&(s.angularaxis.ticklen=s.tickLength,delete s.tickLength),s.tickColor&&(s.angularaxis.tickcolor=s.tickColor,delete s.tickColor)):(s.angularAxis&&"undefined"!=typeof s.angularAxis.ticklen&&(s.tickLength=s.angularAxis.ticklen),s.angularAxis&&"undefined"!=typeof s.angularAxis.tickcolor&&(s.tickColor=s.angularAxis.tickcolor)),s.legend&&"boolean"!=typeof s.legend.reverseOrder&&(s.legend.reverseOrder="normal"!=s.legend.reverseOrder),s.legend&&"boolean"==typeof s.legend.traceorder&&(s.legend.traceorder=s.legend.traceorder?"reversed":"normal",delete s.legend.reverseOrder),s.margin&&"undefined"!=typeof s.margin.t){var l=["t","r","b","l","pad"],c=["top","right","bottom","left","pad"],u={};n.entries(s.margin).forEach((function(t,e){u[c[l.indexOf(t.key)]]=t.value})),s.margin=u}e&&(delete s.needsEndSpacing,delete s.minorTickColor,delete s.minorTicks,delete s.angularaxis.ticksCount,delete s.angularaxis.ticksCount,delete s.angularaxis.ticksStep,delete s.angularaxis.rewriteTicks,delete s.angularaxis.nticks,delete s.radialaxis.ticksCount,delete s.radialaxis.ticksCount,delete s.radialaxis.ticksStep,delete s.radialaxis.rewriteTicks,delete s.radialaxis.nticks),r.layout=s}return r}};return t}},{"../../../constants/alignment":697,"../../../lib":728,d3:164}],849:[function(t,e,r){"use strict";var n=t("d3"),a=t("../../../lib"),i=t("../../../components/color"),o=t("./micropolar"),s=t("./undo_manager"),l=a.extendDeepAll,c=e.exports={};c.framework=function(t){var e,r,a,i,u,h=new s;function f(r,s){return s&&(u=s),n.select(n.select(u).node().parentNode).selectAll(".svg-container>*:not(.chart-root)").remove(),e=e?l(e,r):r,a||(a=o.Axis()),i=o.adapter.plotly().convert(e),a.config(i).render(u),t.data=e.data,t.layout=e.layout,c.fillLayout(t),e}return f.isPolar=!0,f.svg=function(){return a.svg()},f.getConfig=function(){return e},f.getLiveConfig=function(){return o.adapter.plotly().convert(a.getLiveConfig(),!0)},f.getLiveScales=function(){return{t:a.angularScale(),r:a.radialScale()}},f.setUndoPoint=function(){var t,n,a=this,i=o.util.cloneJson(e);t=i,n=r,h.add({undo:function(){n&&a(n)},redo:function(){a(t)}}),r=o.util.cloneJson(i)},f.undo=function(){h.undo()},f.redo=function(){h.redo()},f},c.fillLayout=function(t){var e=n.select(t).selectAll(".plot-container"),r=e.selectAll(".svg-container"),a=t.framework&&t.framework.svg&&t.framework.svg(),o={width:800,height:600,paper_bgcolor:i.background,_container:e,_paperdiv:r,_paper:a};t._fullLayout=l(o,t.layout)}},{"../../../components/color":595,"../../../lib":728,"./micropolar":848,"./undo_manager":850,d3:164}],850:[function(t,e,r){"use strict";e.exports=function(){var t,e=[],r=-1,n=!1;function a(t,e){return t?(n=!0,t[e](),n=!1,this):this}return{add:function(t){return n||(e.splice(r+1,e.length-r),e.push(t),r=e.length-1),this},setCallback:function(e){t=e},undo:function(){var n=e[r];return n?(a(n,"undo"),r-=1,t&&t(n.undo),this):this},redo:function(){var n=e[r+1];return n?(a(n,"redo"),r+=1,t&&t(n.redo),this):this},clear:function(){e=[],r=-1},hasUndo:function(){return-1!==r},hasRedo:function(){return r=90||s>90&&l>=450?1:u<=0&&f<=0?0:Math.max(u,f);e=s<=180&&l>=180||s>180&&l>=540?-1:c>=0&&h>=0?0:Math.min(c,h);r=s<=270&&l>=270||s>270&&l>=630?-1:u>=0&&f>=0?0:Math.min(u,f);n=l>=360?1:c<=0&&h<=0?0:Math.max(c,h);return[e,r,n,a]}(f),x=y[2]-y[0],b=y[3]-y[1],_=h/u,w=Math.abs(b/x);_>w?(p=u,v=(h-(d=u*w))/n.h/2,g=[o[0],o[1]],m=[c[0]+v,c[1]-v]):(d=h,v=(u-(p=h/w))/n.w/2,g=[o[0]+v,o[1]-v],m=[c[0],c[1]]),this.xLength2=p,this.yLength2=d,this.xDomain2=g,this.yDomain2=m;var T=this.xOffset2=n.l+n.w*g[0],k=this.yOffset2=n.t+n.h*(1-m[1]),A=this.radius=p/x,M=this.innerRadius=e.hole*A,S=this.cx=T-A*y[0],L=this.cy=k+A*y[3],P=this.cxx=S-T,I=this.cyy=L-k;this.radialAxis=this.mockAxis(t,e,a,{_id:"x",side:{counterclockwise:"top",clockwise:"bottom"}[a.side],domain:[M/n.w,A/n.w]}),this.angularAxis=this.mockAxis(t,e,i,{side:"right",domain:[0,Math.PI],autorange:!1}),this.doAutoRange(t,e),this.updateAngularAxis(t,e),this.updateRadialAxis(t,e),this.updateRadialAxisTitle(t,e),this.xaxis=this.mockCartesianAxis(t,e,{_id:"x",domain:g}),this.yaxis=this.mockCartesianAxis(t,e,{_id:"y",domain:m});var z=this.pathSubplot();this.clipPaths.forTraces.select("path").attr("d",z).attr("transform",R(P,I)),r.frontplot.attr("transform",R(T,k)).call(l.setClipUrl,this._hasClipOnAxisFalse?null:this.clipIds.forTraces,this.gd),r.bg.attr("d",z).attr("transform",R(S,L)).call(s.fill,e.bgcolor)},I.mockAxis=function(t,e,r,n){var a=o.extendFlat({},r,n);return f(a,e,t),a},I.mockCartesianAxis=function(t,e,r){var n=this,a=r._id,i=o.extendFlat({type:"linear"},r);h(i,t);var s={x:[0,2],y:[1,3]};return i.setRange=function(){var t=n.sectorBBox,r=s[a],o=n.radialAxis._rl,l=(o[1]-o[0])/(1-e.hole);i.range=[t[r[0]]*l,t[r[1]]*l]},i.isPtWithinRange="x"===a?function(t){return n.isPtInside(t)}:function(){return!0},i.setRange(),i.setScale(),i},I.doAutoRange=function(t,e){var r=this.gd,n=this.radialAxis,a=e.radialaxis;n.setScale(),p(r,n);var i=n.range;a.range=i.slice(),a._input.range=i.slice(),n._rl=[n.r2l(i[0],null,"gregorian"),n.r2l(i[1],null,"gregorian")]},I.updateRadialAxis=function(t,e){var r=this,n=r.gd,a=r.layers,i=r.radius,l=r.innerRadius,c=r.cx,h=r.cy,f=e.radialaxis,p=E(e.sector[0],360),d=r.radialAxis,g=l90&&p<=270&&(d.tickangle=180);var m=function(t){return"translate("+(d.l2p(t.x)+l)+",0)"},v=z(f);if(r.radialTickLayout!==v&&(a["radial-axis"].selectAll(".xtick").remove(),r.radialTickLayout=v),g){d.setScale();var y=u.calcTicks(d),x=u.clipEnds(d,y),b=u.getTickSigns(d)[2];u.drawTicks(n,d,{vals:y,layer:a["radial-axis"],path:u.makeTickPath(d,0,b),transFn:m,crisp:!1}),u.drawGrid(n,d,{vals:x,layer:a["radial-grid"],path:function(t){return r.pathArc(d.r2p(t.x)+l)},transFn:o.noop,crisp:!1}),u.drawLabels(n,d,{vals:y,layer:a["radial-axis"],transFn:m,labelFns:u.makeLabelFns(d,0)})}var _=r.radialAxisAngle=r.vangles?L(O(C(f.angle),r.vangles)):f.angle,w=R(c,h),T=w+F(-_);D(a["radial-axis"],g&&(f.showticklabels||f.ticks),{transform:T}),D(a["radial-grid"],g&&f.showgrid,{transform:w}),D(a["radial-line"].select("line"),g&&f.showline,{x1:l,y1:0,x2:i,y2:0,transform:T}).attr("stroke-width",f.linewidth).call(s.stroke,f.linecolor)},I.updateRadialAxisTitle=function(t,e,r){var n=this.gd,a=this.radius,i=this.cx,o=this.cy,s=e.radialaxis,c=this.id+"title",u=void 0!==r?r:this.radialAxisAngle,h=C(u),f=Math.cos(h),p=Math.sin(h),d=0;if(s.title){var g=l.bBox(this.layers["radial-axis"].node()).height,m=s.title.font.size;d="counterclockwise"===s.side?-g-.4*m:g+.8*m}this.layers["radial-axis-title"]=v.draw(n,c,{propContainer:s,propName:this.id+".radialaxis.title",placeholder:S(n,"Click to enter radial axis title"),attributes:{x:i+a/2*f+d*p,y:o-a/2*p+d*f,"text-anchor":"middle"},transform:{rotate:-u}})},I.updateAngularAxis=function(t,e){var r=this,n=r.gd,a=r.layers,i=r.radius,l=r.innerRadius,c=r.cx,h=r.cy,f=e.angularaxis,p=r.angularAxis;r.fillViewInitialKey("angularaxis.rotation",f.rotation),p.setGeometry(),p.setScale();var d=function(t){return p.t2g(t.x)};"linear"===p.type&&"radians"===p.thetaunit&&(p.tick0=L(p.tick0),p.dtick=L(p.dtick));var g=function(t){return R(c+i*Math.cos(t),h-i*Math.sin(t))},m=u.makeLabelFns(p,0).labelStandoff,v={xFn:function(t){var e=d(t);return Math.cos(e)*m},yFn:function(t){var e=d(t),r=Math.sin(e)>0?.2:1;return-Math.sin(e)*(m+t.fontSize*r)+Math.abs(Math.cos(e))*(t.fontSize*k)},anchorFn:function(t){var 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k=v.h,A=h.gauge.bar.thickness*k,M=_.x[0],S=_.x[0]+(_.x[1]-_.x[0])*(h._hasNumber||h._hasDelta?1-l.bulletNumberDomainSize:1);(a=b(t,h.gauge.axis))._id="xbulletaxis",a.domain=[M,S],a.setScale(),i=u.calcTicks(a),o=u.makeTransFn(a),s=u.getTickSigns(a)[2],c=v.t+v.h,a.visible&&(u.drawTicks(t,a,{vals:"inside"===a.ticks?u.clipEnds(a,i):i,layer:p,path:u.makeTickPath(a,c,s),transFn:o}),u.drawLabels(t,a,{vals:i,layer:p,transFn:o,labelFns:u.makeLabelFns(a,c)}));function E(t){t.attr("width",(function(t){return Math.max(0,a.c2p(t.range[1])-a.c2p(t.range[0]))})).attr("x",(function(t){return a.c2p(t.range[0])})).attr("y",(function(t){return.5*(1-t.thickness)*k})).attr("height",(function(t){return t.thickness*k}))}var C=[g].concat(h.gauge.steps),L=f.selectAll("g.bg-bullet").data(C);L.enter().append("g").classed("bg-bullet",!0).append("rect"),L.select("rect").call(E).call(x),L.exit().remove();var P=f.selectAll("g.value-bullet").data([h.gauge.bar]);P.enter().append("g").classed("value-bullet",!0).append("rect"),P.select("rect").attr("height",A).attr("y",(k-A)/2).call(x),y(w)?P.select("rect").transition().duration(w.duration).ease(w.easing).each("end",(function(){T&&T()})).each("interrupt",(function(){T&&T()})).attr("width",Math.max(0,a.c2p(Math.min(h.gauge.axis.range[1],r[0].y)))):P.select("rect").attr("width","number"==typeof r[0].y?Math.max(0,a.c2p(Math.min(h.gauge.axis.range[1],r[0].y))):0);P.exit().remove();var I=r.filter((function(){return h.gauge.threshold.value})),z=f.selectAll("g.threshold-bullet").data(I);z.enter().append("g").classed("threshold-bullet",!0).append("line"),z.select("line").attr("x1",a.c2p(h.gauge.threshold.value)).attr("x2",a.c2p(h.gauge.threshold.value)).attr("y1",(1-h.gauge.threshold.thickness)/2*k).attr("y2",(1-(1-h.gauge.threshold.thickness)/2)*k).call(d.stroke,h.gauge.threshold.line.color).style("stroke-width",h.gauge.threshold.line.width),z.exit().remove();var O=f.selectAll("g.gauge-outline").data([m]);O.enter().append("g").classed("gauge-outline",!0).append("rect"),O.select("rect").call(E).call(x),O.exit().remove()}(t,0,e,{gauge:G,layer:Y,size:D,gaugeBg:S,gaugeOutline:E,transitionOpts:r,onComplete:f});var W=L.selectAll("text.title").data(e);W.exit().remove(),W.enter().append("text").classed("title",!0),W.attr("text-anchor",(function(){return z?g.right:g[C.title.align]})).text(C.title.text).call(s.font,C.title.font).call(c.convertToTspans,t),W.attr("transform",(function(){var 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n=t("../../lib"),a=t("../../registry"),i=t("./attributes"),o=t("../../components/colorscale/defaults");function s(t,e,r,n,i){var s=i("isomin"),l=i("isomax");null!=l&&null!=s&&s>l&&(e.isomin=null,e.isomax=null);var c=i("x"),u=i("y"),h=i("z"),f=i("value");c&&c.length&&u&&u.length&&h&&h.length&&f&&f.length?(a.getComponentMethod("calendars","handleTraceDefaults")(t,e,["x","y","z"],n),["x","y","z"].forEach((function(t){var e="caps."+t;i(e+".show")&&i(e+".fill");var 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n=t("../../components/colorscale/attributes"),a=t("../../plots/template_attributes").hovertemplateAttrs,i=t("../surface/attributes"),o=t("../../plots/attributes"),s=t("../../lib/extend").extendFlat;e.exports=s({x:{valType:"data_array",editType:"calc+clearAxisTypes"},y:{valType:"data_array",editType:"calc+clearAxisTypes"},z:{valType:"data_array",editType:"calc+clearAxisTypes"},i:{valType:"data_array",editType:"calc"},j:{valType:"data_array",editType:"calc"},k:{valType:"data_array",editType:"calc"},text:{valType:"string",dflt:"",arrayOk:!0,editType:"calc"},hovertext:{valType:"string",dflt:"",arrayOk:!0,editType:"calc"},hovertemplate:a({editType:"calc"}),delaunayaxis:{valType:"enumerated",values:["x","y","z"],dflt:"z",editType:"calc"},alphahull:{valType:"number",dflt:-1,editType:"calc"},intensity:{valType:"data_array",editType:"calc"},intensitymode:{valType:"enumerated",values:["vertex","cell"],dflt:"vertex",editType:"calc"},color:{valType:"color",editType:"calc"},vertexcolor:{valType:"data_array",editType:"calc"},facecolor:{valType:"data_array",editType:"calc"},transforms:void 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n=t("../../components/colorscale/calc");e.exports=function(t,e){e.intensity&&n(t,e,{vals:e.intensity,containerStr:"",cLetter:"c"})}},{"../../components/colorscale/calc":603}],1076:[function(t,e,r){"use strict";var n=t("gl-mesh3d"),a=t("delaunay-triangulate"),i=t("alpha-shape"),o=t("convex-hull"),s=t("../../lib/gl_format_color").parseColorScale,l=t("../../lib/str2rgbarray"),c=t("../../components/colorscale").extractOpts,u=t("../../plots/gl3d/zip3");function h(t,e,r){this.scene=t,this.uid=r,this.mesh=e,this.name="",this.color="#fff",this.data=null,this.showContour=!1}var f=h.prototype;function p(t){for(var e=[],r=t.length,n=0;n=e-.5)return!1;return!0}f.handlePick=function(t){if(t.object===this.mesh){var e=t.index=t.data.index;t.data._cellCenter?t.traceCoordinate=t.data.dataCoordinate:t.traceCoordinate=[this.data.x[e],this.data.y[e],this.data.z[e]];var r=this.data.hovertext||this.data.text;return Array.isArray(r)&&void 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r=i.getFromId(t,e.xaxis),a=i.getFromId(t,e.yaxis),o=function(t,e,r){var a=r._minDiff;if(!a){var i,o=t._fullData,s=[];for(a=1/0,i=0;i"+c.labels[x]+n.hoverLabelText(s,b):((y=a.extendFlat({},f)).y0=y.y1=_,y.yLabelVal=b,y.yLabel=c.labels[x]+n.hoverLabelText(s,b),y.name="",h.push(y),m[b]=y)}return h}function f(t,e,r,a){var i=t.cd,o=t.ya,l=i[0].trace,h=i[0].t,f=u(t,e,r,a);if(!f)return[];var p=i[f.index],d=f.index=p.i,g=p.dir;function m(t){return h.labels[t]+n.hoverLabelText(o,l[t][d])}var v=p.hi||l.hoverinfo,y=v.split("+"),x="all"===v,b=x||-1!==y.indexOf("y"),_=x||-1!==y.indexOf("text"),w=b?[m("open"),m("high"),m("low"),m("close")+"  "+c[g]]:[];return _&&s(p,l,w),f.extraText=w.join("
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o=r("x"),s=r("open"),l=r("high"),c=r("low"),u=r("close");if(r("hoverlabel.split"),n.getComponentMethod("calendars","handleTraceDefaults")(t,e,["x"],i),s&&l&&c&&u){var h=Math.min(s.length,l.length,c.length,u.length);return o&&(h=Math.min(h,a.minRowLength(o))),e._length=h,h}}},{"../../lib":728,"../../registry":859}],1085:[function(t,e,r){"use strict";var n=t("d3"),a=t("../../lib");e.exports=function(t,e,r,i){var o=e.yaxis,s=e.xaxis,l=!!s.rangebreaks;a.makeTraceGroups(i,r,"trace ohlc").each((function(t){var e=n.select(this),r=t[0],i=r.t;if(!0!==r.trace.visible||i.empty)e.remove();else{var c=i.tickLen,u=e.selectAll("path").data(a.identity);u.enter().append("path"),u.exit().remove(),u.attr("d",(function(t){if(t.empty)return"M0,0Z";var e=s.c2p(t.pos-c,!0),r=s.c2p(t.pos+c,!0),n=l?(e+r)/2:s.c2p(t.pos,!0);return"M"+e+","+o.c2p(t.o,!0)+"H"+n+"M"+n+","+o.c2p(t.h,!0)+"V"+o.c2p(t.l,!0)+"M"+r+","+o.c2p(t.c,!0)+"H"+n}))}}))}},{"../../lib":728,d3:164}],1086:[function(t,e,r){"use 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g={family:h.font.family,size:Math.round(h.font.size),color:h.font.color};n.coerceFont(f,"labelfont",g);var m={family:h.font.family,size:Math.round(h.font.size/1.2),color:h.font.color};n.coerceFont(f,"tickfont",m)}},{"../../components/colorscale/defaults":605,"../../components/colorscale/helpers":606,"../../lib":728,"../../plots/array_container_defaults":772,"../../plots/domain":803,"../parcoords/merge_length":1104,"./attributes":1088}],1092:[function(t,e,r){"use strict";e.exports={attributes:t("./attributes"),supplyDefaults:t("./defaults"),calc:t("./calc"),plot:t("./plot"),colorbar:{container:"line",min:"cmin",max:"cmax"},moduleType:"trace",name:"parcats",basePlotModule:t("./base_plot"),categories:["noOpacity"],meta:{}}},{"./attributes":1088,"./base_plot":1089,"./calc":1090,"./defaults":1091,"./plot":1094}],1093:[function(t,e,r){"use strict";var n=t("d3"),a=t("../../plot_api/plot_api"),i=t("../../components/fx"),o=t("../../lib"),s=t("../../components/drawing"),l=t("tinycolor2"),c=t("../../lib/svg_text_utils");function u(t,e,r,a){var i=t.map(D.bind(0,e,r)),l=a.selectAll("g.parcatslayer").data([null]);l.enter().append("g").attr("class","parcatslayer").style("pointer-events","all");var u=l.selectAll("g.trace.parcats").data(i,h),m=u.enter().append("g").attr("class","trace parcats");u.attr("transform",(function(t){return"translate("+t.x+", "+t.y+")"})),m.append("g").attr("class","paths");var v=u.select("g.paths").selectAll("path.path").data((function(t){return t.paths}),h);v.attr("fill",(function(t){return t.model.color}));var b=v.enter().append("path").attr("class","path").attr("stroke-opacity",0).attr("fill",(function(t){return t.model.color})).attr("fill-opacity",0);x(b),v.attr("d",(function(t){return t.svgD})),b.empty()||v.sort(p),v.exit().remove(),v.on("mouseover",d).on("mouseout",g).on("click",y),m.append("g").attr("class","dimensions");var T=u.select("g.dimensions").selectAll("g.dimension").data((function(t){return t.dimensions}),h);T.enter().append("g").attr("class","dimension"),T.attr("transform",(function(t){return"translate("+t.x+", 0)"})),T.exit().remove();var k=T.selectAll("g.category").data((function(t){return t.categories}),h),A=k.enter().append("g").attr("class","category");k.attr("transform",(function(t){return"translate(0, "+t.y+")"})),A.append("rect").attr("class","catrect").attr("pointer-events","none"),k.select("rect.catrect").attr("fill","none").attr("width",(function(t){return t.width})).attr("height",(function(t){return t.height})),_(A);var M=k.selectAll("rect.bandrect").data((function(t){return t.bands}),h);M.each((function(){o.raiseToTop(this)})),M.attr("fill",(function(t){return t.color}));var I=M.enter().append("rect").attr("class","bandrect").attr("stroke-opacity",0).attr("fill",(function(t){return t.color})).attr("fill-opacity",0);M.attr("fill",(function(t){return t.color})).attr("width",(function(t){return t.width})).attr("height",(function(t){return t.height})).attr("y",(function(t){return t.y})).attr("cursor",(function(t){return"fixed"===t.parcatsViewModel.arrangement?"default":"perpendicular"===t.parcatsViewModel.arrangement?"ns-resize":"move"})),w(I),M.exit().remove(),A.append("text").attr("class","catlabel").attr("pointer-events","none");var z=e._fullLayout.paper_bgcolor;k.select("text.catlabel").attr("text-anchor",(function(t){return f(t)?"start":"end"})).attr("alignment-baseline","middle").style("text-shadow",z+" -1px  1px 2px, "+z+" 1px  1px 2px, "+z+"  1px -1px 2px, "+z+" -1px -1px 2px").style("fill","rgb(0, 0, 0)").attr("x",(function(t){return f(t)?t.width+5:-5})).attr("y",(function(t){return t.height/2})).text((function(t){return t.model.categoryLabel})).each((function(t){s.font(n.select(this),t.parcatsViewModel.categorylabelfont),c.convertToTspans(n.select(this),e)})),A.append("text").attr("class","dimlabel"),k.select("text.dimlabel").attr("text-anchor","middle").attr("alignment-baseline","baseline").attr("cursor",(function(t){return"fixed"===t.parcatsViewModel.arrangement?"default":"ew-resize"})).attr("x",(function(t){return t.width/2})).attr("y",-5).text((function(t,e){return 0===e?t.parcatsViewModel.model.dimensions[t.model.dimensionInd].dimensionLabel:null})).each((function(t){s.font(n.select(this),t.parcatsViewModel.labelfont)})),k.selectAll("rect.bandrect").on("mouseover",S).on("mouseout",E),k.exit().remove(),T.call(n.behavior.drag().origin((function(t){return{x:t.x,y:0}})).on("dragstart",C).on("drag",L).on("dragend",P)),u.each((function(t){t.traceSelection=n.select(this),t.pathSelection=n.select(this).selectAll("g.paths").selectAll("path.path"),t.dimensionSelection=n.select(this).selectAll("g.dimensions").selectAll("g.dimension")})),u.exit().remove()}function h(t){return t.key}function f(t){var e=t.parcatsViewModel.dimensions.length,r=t.parcatsViewModel.dimensions[e-1].model.dimensionInd;return t.model.dimensionInd===r}function p(t,e){return t.model.rawColor>e.model.rawColor?1:t.model.rawColor"),C=n.mouse(h)[0];i.loneHover({trace:f,x:_-d.left+g.left,y:w-d.top+g.top,text:E,color:t.model.color,borderColor:"black",fontFamily:'Monaco, "Courier New", 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e=t.parcatsViewModel;if(!e.dragDimension&&(x(e.pathSelection),_(e.dimensionSelection.selectAll("g.category")),w(e.dimensionSelection.selectAll("g.category").selectAll("rect.bandrect")),i.loneUnhover(e.graphDiv._fullLayout._hoverlayer.node()),e.pathSelection.sort(p),-1===e.hoverinfoItems.indexOf("skip"))){"color"===t.parcatsViewModel.hoveron?A(this,"plotly_unhover",n.event):k(this,"plotly_unhover",n.event)}}function C(t){"fixed"!==t.parcatsViewModel.arrangement&&(t.dragDimensionDisplayInd=t.model.displayInd,t.initialDragDimensionDisplayInds=t.parcatsViewModel.model.dimensions.map((function(t){return t.displayInd})),t.dragHasMoved=!1,t.dragCategoryDisplayInd=null,n.select(this).selectAll("g.category").select("rect.catrect").each((function(e){var r=n.mouse(this)[0],a=n.mouse(this)[1];-2<=r&&r<=e.width+2&&-2<=a&&a<=e.height+2&&(t.dragCategoryDisplayInd=e.model.displayInd,t.initialDragCategoryDisplayInds=t.model.categories.map((function(t){return t.displayInd})),e.model.dragY=e.y,o.raiseToTop(this.parentNode),n.select(this.parentNode).selectAll("rect.bandrect").each((function(e){e.yh.y+h.height/2&&(o.model.displayInd=h.model.displayInd,h.model.displayInd=l),t.dragCategoryDisplayInd=o.model.displayInd}if(null===t.dragCategoryDisplayInd||"freeform"===t.parcatsViewModel.arrangement){i.model.dragX=n.event.x;var f=t.parcatsViewModel.dimensions[r],p=t.parcatsViewModel.dimensions[a];void 0!==f&&i.model.dragXp.x&&(i.model.displayInd=p.model.displayInd,p.model.displayInd=t.dragDimensionDisplayInd),t.dragDimensionDisplayInd=i.model.displayInd}B(t.parcatsViewModel),F(t.parcatsViewModel),O(t.parcatsViewModel),z(t.parcatsViewModel)}}function P(t){if("fixed"!==t.parcatsViewModel.arrangement&&null!==t.dragDimensionDisplayInd){n.select(this).selectAll("text").attr("font-weight","normal");var e={},r=I(t.parcatsViewModel),i=t.parcatsViewModel.model.dimensions.map((function(t){return t.displayInd})),o=t.initialDragDimensionDisplayInds.some((function(t,e){return t!==i[e]}));o&&i.forEach((function(r,n){var a=t.parcatsViewModel.model.dimensions[n].containerInd;e["dimensions["+a+"].displayindex"]=r}));var s=!1;if(null!==t.dragCategoryDisplayInd){var l=t.model.categories.map((function(t){return t.displayInd}));if(s=t.initialDragCategoryDisplayInds.some((function(t,e){return t!==l[e]}))){var c=t.model.categories.slice().sort((function(t,e){return t.displayInd-e.displayInd})),u=c.map((function(t){return t.categoryValue})),h=c.map((function(t){return t.categoryLabel}));e["dimensions["+t.model.containerInd+"].categoryarray"]=[u],e["dimensions["+t.model.containerInd+"].ticktext"]=[h],e["dimensions["+t.model.containerInd+"].categoryorder"]="array"}}if(-1===t.parcatsViewModel.hoverinfoItems.indexOf("skip")&&!t.dragHasMoved&&t.potentialClickBand&&("color"===t.parcatsViewModel.hoveron?A(t.potentialClickBand,"plotly_click",n.event.sourceEvent):k(t.potentialClickBand,"plotly_click",n.event.sourceEvent)),t.model.dragX=null,null!==t.dragCategoryDisplayInd)t.parcatsViewModel.dimensions[t.dragDimensionDisplayInd].categories[t.dragCategoryDisplayInd].model.dragY=null,t.dragCategoryDisplayInd=null;t.dragDimensionDisplayInd=null,t.parcatsViewModel.dragDimension=null,t.dragHasMoved=null,t.potentialClickBand=null,B(t.parcatsViewModel),F(t.parcatsViewModel),n.transition().duration(300).ease("cubic-in-out").each((function(){O(t.parcatsViewModel,!0),z(t.parcatsViewModel,!0)})).each("end",(function(){(o||s)&&a.restyle(t.parcatsViewModel.graphDiv,e,[r])}))}}function I(t){for(var e,r=t.graphDiv._fullData,n=0;n=0;s--)u+="C"+c[s]+","+(e[s+1]+a)+" "+l[s]+","+(e[s]+a)+" "+(t[s]+r[s])+","+(e[s]+a),u+="l-"+r[s]+",0 ";return u+="Z"}function F(t){var e=t.dimensions,r=t.model,n=e.map((function(t){return t.categories.map((function(t){return t.y}))})),a=t.model.dimensions.map((function(t){return t.categories.map((function(t){return t.displayInd}))})),i=t.model.dimensions.map((function(t){return t.displayInd})),o=t.dimensions.map((function(t){return t.model.dimensionInd})),s=e.map((function(t){return t.x})),l=e.map((function(t){return t.width})),c=[];for(var u in r.paths)r.paths.hasOwnProperty(u)&&c.push(r.paths[u]);function h(t){var e=t.categoryInds.map((function(t,e){return a[e][t]}));return o.map((function(t){return e[t]}))}c.sort((function(e,r){var n=h(e),a=h(r);return"backward"===t.sortpaths&&(n.reverse(),a.reverse()),n.push(e.valueInds[0]),a.push(r.valueInds[0]),t.bundlecolors&&(n.unshift(e.rawColor),a.unshift(r.rawColor)),na?1:0}));for(var f=new Array(c.length),p=e[0].model.count,d=e[0].categories.map((function(t){return t.height})).reduce((function(t,e){return t+e})),g=0;g0?d*(v.count/p):0;for(var y,x=new Array(n.length),b=0;b1?(t.width-80-16)/(n-1):0)*a;var i,o,s,l,c,u=[],h=t.model.maxCats,f=e.categories.length,p=e.count,d=t.height-8*(h-1),g=8*(h-f)/2,m=e.categories.map((function(t){return{displayInd:t.displayInd,categoryInd:t.categoryInd}}));for(m.sort((function(t,e){return t.displayInd-e.displayInd})),c=0;c0?o.count/p*d:0,s={key:o.valueInds[0],model:o,width:16,height:i,y:null!==o.dragY?o.dragY:g,bands:[],parcatsViewModel:t},g=g+i+8,u.push(s);return{key:e.dimensionInd,x:null!==e.dragX?e.dragX:r,y:0,width:16,model:e,categories:u,parcatsViewModel:t,dragCategoryDisplayInd:null,dragDimensionDisplayInd:null,initialDragDimensionDisplayInds:null,initialDragCategoryDisplayInds:null,dragHasMoved:null,potentialClickBand:null}}e.exports=function(t,e,r,n){u(r,t,n,e)}},{"../../components/drawing":617,"../../components/fx":635,"../../lib":728,"../../lib/svg_text_utils":752,"../../plot_api/plot_api":763,d3:164,tinycolor2:528}],1094:[function(t,e,r){"use strict";var n=t("./parcats");e.exports=function(t,e,r,a){var i=t._fullLayout,o=i._paper,s=i._size;n(t,o,e,{width:s.w,height:s.h,margin:{t:s.t,r:s.r,b:s.b,l:s.l}},r,a)}},{"./parcats":1093}],1095:[function(t,e,r){"use strict";var n=t("../../components/colorscale/attributes"),a=t("../../plots/cartesian/layout_attributes"),i=t("../../plots/font_attributes"),o=t("../../plots/domain").attributes,s=t("../../lib/extend").extendFlat,l=t("../../plot_api/plot_template").templatedArray;e.exports={domain:o({name:"parcoords",trace:!0,editType:"plot"}),labelangle:{valType:"angle",dflt:0,editType:"plot"},labelside:{valType:"enumerated",values:["top","bottom"],dflt:"top",editType:"plot"},labelfont:i({editType:"plot"}),tickfont:i({editType:"plot"}),rangefont:i({editType:"plot"}),dimensions:l("dimension",{label:{valType:"string",editType:"plot"},tickvals:s({},a.tickvals,{editType:"plot"}),ticktext:s({},a.ticktext,{editType:"plot"}),tickformat:s({},a.tickformat,{editType:"plot"}),visible:{valType:"boolean",dflt:!0,editType:"plot"},range:{valType:"info_array",items:[{valType:"number",editType:"plot"},{valType:"number",editType:"plot"}],editType:"plot"},constraintrange:{valType:"info_array",freeLength:!0,dimensions:"1-2",items:[{valType:"number",editType:"plot"},{valType:"number",editType:"plot"}],editType:"plot"},multiselect:{valType:"boolean",dflt:!0,editType:"plot"},values:{valType:"data_array",editType:"calc"},editType:"calc"}),line:s({editType:"calc"},n("line",{colorscaleDflt:"Viridis",autoColorDflt:!1,editTypeOverride:"calc"}))}},{"../../components/colorscale/attributes":602,"../../lib/extend":719,"../../plot_api/plot_template":766,"../../plots/cartesian/layout_attributes":790,"../../plots/domain":803,"../../plots/font_attributes":804}],1096:[function(t,e,r){"use strict";var n=t("./constants"),a=t("d3"),i=t("../../lib/gup").keyFun,o=t("../../lib/gup").repeat,s=t("../../lib").sorterAsc,l=n.bar.snapRatio;function c(t,e){return t*(1-l)+e*l}var u=n.bar.snapClose;function h(t,e){return t*(1-u)+e*u}function f(t,e,r,n){if(function(t,e){for(var r=0;r=e[r][0]&&t<=e[r][1])return!0;return!1}(r,n))return r;var a=t?-1:1,i=0,o=e.length-1;if(a<0){var s=i;i=o,o=s}for(var l=e[i],u=l,f=i;a*fe){f=r;break}}if(i=u,isNaN(i)&&(i=isNaN(h)||isNaN(f)?isNaN(h)?f:h:e-c[h][1]t[1]+r||e=.9*t[1]+.1*t[0]?"n":e<=.9*t[0]+.1*t[1]?"s":"ns"}(d,e);g&&(o.interval=l[i],o.intervalPix=d,o.region=g)}}if(t.ordinal&&!o.region){var v=t.unitTickvals,y=t.unitToPaddedPx.invert(e);for(r=0;r=x[0]&&y<=x[1]){o.clickableOrdinalRange=x;break}}}return o}function _(t,e){a.event.sourceEvent.stopPropagation();var r=e.height-a.mouse(t)[1]-2*n.verticalPadding,i=e.brush.svgBrush;i.wasDragged=!0,i._dragging=!0,i.grabbingBar?i.newExtent=[r-i.grabPoint,r+i.barLength-i.grabPoint].map(e.unitToPaddedPx.invert):i.newExtent=[i.startExtent,e.unitToPaddedPx.invert(r)].sort(s),e.brush.filterSpecified=!0,i.extent=i.stayingIntervals.concat([i.newExtent]),i.brushCallback(e),x(t.parentNode)}function w(t,e){var r=b(e,e.height-a.mouse(t)[1]-2*n.verticalPadding),i="crosshair";r.clickableOrdinalRange?i="pointer":r.region&&(i=r.region+"-resize"),a.select(document.body).style("cursor",i)}function T(t){t.on("mousemove",(function(t){a.event.preventDefault(),t.parent.inBrushDrag||w(this,t)})).on("mouseleave",(function(t){t.parent.inBrushDrag||v()})).call(a.behavior.drag().on("dragstart",(function(t){!function(t,e){a.event.sourceEvent.stopPropagation();var r=e.height-a.mouse(t)[1]-2*n.verticalPadding,i=e.unitToPaddedPx.invert(r),o=e.brush,s=b(e,r),l=s.interval,c=o.svgBrush;if(c.wasDragged=!1,c.grabbingBar="ns"===s.region,c.grabbingBar){var u=l.map(e.unitToPaddedPx);c.grabPoint=r-u[0]-n.verticalPadding,c.barLength=u[1]-u[0]}c.clickableOrdinalRange=s.clickableOrdinalRange,c.stayingIntervals=e.multiselect&&o.filterSpecified?o.filter.getConsolidated():[],l&&(c.stayingIntervals=c.stayingIntervals.filter((function(t){return t[0]!==l[0]&&t[1]!==l[1]}))),c.startExtent=s.region?l["s"===s.region?1:0]:i,e.parent.inBrushDrag=!0,c.brushStartCallback()}(this,t)})).on("drag",(function(t){_(this,t)})).on("dragend",(function(t){!function(t,e){var r=e.brush,n=r.filter,i=r.svgBrush;i._dragging||(w(t,e),_(t,e),e.brush.svgBrush.wasDragged=!1),i._dragging=!1,a.event.sourceEvent.stopPropagation();var o=i.grabbingBar;if(i.grabbingBar=!1,i.grabLocation=void 0,e.parent.inBrushDrag=!1,v(),!i.wasDragged)return i.wasDragged=void 0,i.clickableOrdinalRange?r.filterSpecified&&e.multiselect?i.extent.push(i.clickableOrdinalRange):(i.extent=[i.clickableOrdinalRange],r.filterSpecified=!0):o?(i.extent=i.stayingIntervals,0===i.extent.length&&A(r)):A(r),i.brushCallback(e),x(t.parentNode),void i.brushEndCallback(r.filterSpecified?n.getConsolidated():[]);var s=function(){n.set(n.getConsolidated())};if(e.ordinal){var l=e.unitTickvals;l[l.length-1]i.newExtent[0];i.extent=i.stayingIntervals.concat(c?[i.newExtent]:[]),i.extent.length||A(r),i.brushCallback(e),c?x(t.parentNode,s):(s(),x(t.parentNode))}else s();i.brushEndCallback(r.filterSpecified?n.getConsolidated():[])}(this,t)})))}function k(t,e){return t[0]-e[0]}function A(t){t.filterSpecified=!1,t.svgBrush.extent=[[-1/0,1/0]]}function M(t){for(var e,r=t.slice(),n=[],a=r.shift();a;){for(e=a.slice();(a=r.shift())&&a[0]<=e[1];)e[1]=Math.max(e[1],a[1]);n.push(e)}return 1===n.length&&n[0][0]>n[0][1]&&(n=[]),n}e.exports={makeBrush:function(t,e,r,n,a,i){var o,l=function(){var t,e,r=[];return{set:function(n){1===(r=n.map((function(t){return t.slice().sort(s)})).sort(k)).length&&r[0][0]===-1/0&&r[0][1]===1/0&&(r=[[0,-1]]),t=M(r),e=r.reduce((function(t,e){return[Math.min(t[0],e[0]),Math.max(t[1],e[1])]}),[1/0,-1/0])},get:function(){return r.slice()},getConsolidated:function(){return t},getBounds:function(){return e}}}();return l.set(r),{filter:l,filterSpecified:e,svgBrush:{extent:[],brushStartCallback:n,brushCallback:(o=a,function(t){var e=t.brush,r=function(t){return t.svgBrush.extent.map((function(t){return t.slice()}))}(e).slice();e.filter.set(r),o()}),brushEndCallback:i}}},ensureAxisBrush:function(t){var e=t.selectAll("."+n.cn.axisBrush).data(o,i);e.enter().append("g").classed(n.cn.axisBrush,!0),function(t){var e=t.selectAll(".background").data(o);e.enter().append("rect").classed("background",!0).call(p).call(d).style("pointer-events","auto").attr("transform","translate(0 "+n.verticalPadding+")"),e.call(T).attr("height",(function(t){return t.height-n.verticalPadding}));var r=t.selectAll(".highlight-shadow").data(o);r.enter().append("line").classed("highlight-shadow",!0).attr("x",-n.bar.width/2).attr("stroke-width",n.bar.width+n.bar.strokeWidth).attr("stroke",n.bar.strokeColor).attr("opacity",n.bar.strokeOpacity).attr("stroke-linecap","butt"),r.attr("y1",(function(t){return t.height})).call(y);var a=t.selectAll(".highlight").data(o);a.enter().append("line").classed("highlight",!0).attr("x",-n.bar.width/2).attr("stroke-width",n.bar.width-n.bar.strokeWidth).attr("stroke",n.bar.fillColor).attr("opacity",n.bar.fillOpacity).attr("stroke-linecap","butt"),a.attr("y1",(function(t){return t.height})).call(y)}(e)},cleanRanges:function(t,e){if(Array.isArray(t[0])?(t=t.map((function(t){return t.sort(s)})),t=e.multiselect?M(t.sort(k)):[t[0]]):t=[t.sort(s)],e.tickvals){var r=e.tickvals.slice().sort(s);if(!(t=t.map((function(t){var e=[f(0,r,t[0],[]),f(1,r,t[1],[])];if(e[1]>e[0])return e})).filter((function(t){return t}))).length)return}return t.length>1?t:t[0]}}},{"../../lib":728,"../../lib/gup":726,"./constants":1099,d3:164}],1097:[function(t,e,r){"use strict";var n=t("d3"),a=t("../../plots/get_data").getModuleCalcData,i=t("./plot"),o=t("../../constants/xmlns_namespaces");r.name="parcoords",r.plot=function(t){var e=a(t.calcdata,"parcoords")[0];e.length&&i(t,e)},r.clean=function(t,e,r,n){var a=n._has&&n._has("parcoords"),i=e._has&&e._has("parcoords");a&&!i&&(n._paperdiv.selectAll(".parcoords").remove(),n._glimages.selectAll("*").remove())},r.toSVG=function(t){var e=t._fullLayout._glimages,r=n.select(t).selectAll(".svg-container");r.filter((function(t,e){return e===r.size()-1})).selectAll(".gl-canvas-context, .gl-canvas-focus").each((function(){var t=this.toDataURL("image/png");e.append("svg:image").attr({xmlns:o.svg,"xlink:href":t,preserveAspectRatio:"none",x:0,y:0,width:this.width,height:this.height})})),window.setTimeout((function(){n.selectAll("#filterBarPattern").attr("id","filterBarPattern")}),60)}},{"../../constants/xmlns_namespaces":705,"../../plots/get_data":813,"./plot":1106,d3:164}],1098:[function(t,e,r){"use strict";var n=t("../../lib").isArrayOrTypedArray,a=t("../../components/colorscale"),i=t("../../lib/gup").wrap;e.exports=function(t,e){var r,o;return a.hasColorscale(e,"line")&&n(e.line.color)?(r=e.line.color,o=a.extractOpts(e.line).colorscale,a.calc(t,e,{vals:r,containerStr:"line",cLetter:"c"})):(r=function(t){for(var e=new Array(t),r=0;rh&&(n.log("parcoords traces support up to "+h+" dimensions at the moment"),d.splice(h));var g=s(t,e,{name:"dimensions",layout:l,handleItemDefaults:p}),m=function(t,e,r,o,s){var l=s("line.color",r);if(a(t,"line")&&n.isArrayOrTypedArray(l)){if(l.length)return s("line.colorscale"),i(t,e,o,s,{prefix:"line.",cLetter:"c"}),l.length;e.line.color=r}return 1/0}(t,e,r,l,u);o(e,l,u),Array.isArray(g)&&g.length||(e.visible=!1),f(e,g,"values",m);var v={family:l.font.family,size:Math.round(l.font.size/1.2),color:l.font.color};n.coerceFont(u,"labelfont",v),n.coerceFont(u,"tickfont",v),n.coerceFont(u,"rangefont",v),u("labelangle"),u("labelside")}},{"../../components/colorscale/defaults":605,"../../components/colorscale/helpers":606,"../../lib":728,"../../plots/array_container_defaults":772,"../../plots/cartesian/axes":776,"../../plots/domain":803,"./attributes":1095,"./axisbrush":1096,"./constants":1099,"./merge_length":1104}],1101:[function(t,e,r){"use strict";var n=t("../../lib").isTypedArray;r.convertTypedArray=function(t){return n(t)?Array.prototype.slice.call(t):t},r.isOrdinal=function(t){return!!t.tickvals},r.isVisible=function(t){return t.visible||!("visible"in t)}},{"../../lib":728}],1102:[function(t,e,r){"use strict";e.exports={attributes:t("./attributes"),supplyDefaults:t("./defaults"),calc:t("./calc"),plot:t("./plot"),colorbar:{container:"line",min:"cmin",max:"cmax"},moduleType:"trace",name:"parcoords",basePlotModule:t("./base_plot"),categories:["gl","regl","noOpacity","noHover"],meta:{}}},{"./attributes":1095,"./base_plot":1097,"./calc":1098,"./defaults":1100,"./plot":1106}],1103:[function(t,e,r){"use strict";var n=t("glslify"),a=n(["precision highp float;\n#define GLSLIFY 1\n\nvarying vec4 fragColor;\n\nattribute vec4 p01_04, p05_08, p09_12, p13_16,\n               p17_20, p21_24, p25_28, p29_32,\n               p33_36, p37_40, p41_44, p45_48,\n               p49_52, p53_56, p57_60, colors;\n\nuniform mat4 dim0A, dim1A, dim0B, dim1B, dim0C, dim1C, dim0D, dim1D,\n             loA, hiA, loB, hiB, loC, hiC, loD, hiD;\n\nuniform vec2 resolution, viewBoxPos, viewBoxSize;\nuniform sampler2D mask, palette;\nuniform float maskHeight;\nuniform float drwLayer; // 0: context, 1: focus, 2: pick\nuniform vec4 contextColor;\n\nbool isPick    = (drwLayer > 1.5);\nbool isContext = (drwLayer < 0.5);\n\nconst vec4 ZEROS = vec4(0.0, 0.0, 0.0, 0.0);\nconst vec4 UNITS = vec4(1.0, 1.0, 1.0, 1.0);\n\nfloat val(mat4 p, mat4 v) {\n    return dot(matrixCompMult(p, v) * UNITS, UNITS);\n}\n\nfloat axisY(float ratio, mat4 A, mat4 B, mat4 C, mat4 D) {\n    float y1 = val(A, dim0A) + val(B, dim0B) + val(C, dim0C) + val(D, dim0D);\n    float y2 = val(A, dim1A) + val(B, dim1B) + val(C, dim1C) + val(D, dim1D);\n    return y1 * (1.0 - ratio) + y2 * ratio;\n}\n\nint iMod(int a, int b) {\n    return a - b * (a / b);\n}\n\nbool fOutside(float p, float lo, float hi) {\n    return (lo < hi) && (lo > p || p > hi);\n}\n\nbool vOutside(vec4 p, vec4 lo, vec4 hi) {\n    return (\n        fOutside(p[0], lo[0], hi[0]) ||\n        fOutside(p[1], lo[1], hi[1]) ||\n        fOutside(p[2], lo[2], hi[2]) ||\n        fOutside(p[3], lo[3], hi[3])\n    );\n}\n\nbool mOutside(mat4 p, mat4 lo, mat4 hi) {\n    return (\n        vOutside(p[0], lo[0], hi[0]) ||\n        vOutside(p[1], lo[1], hi[1]) ||\n        vOutside(p[2], lo[2], hi[2]) ||\n        vOutside(p[3], lo[3], hi[3])\n    );\n}\n\nbool outsideBoundingBox(mat4 A, mat4 B, mat4 C, mat4 D) {\n    return mOutside(A, loA, hiA) ||\n           mOutside(B, loB, hiB) ||\n           mOutside(C, loC, hiC) ||\n           mOutside(D, loD, hiD);\n}\n\nbool outsideRasterMask(mat4 A, mat4 B, mat4 C, mat4 D) {\n    mat4 pnts[4];\n    pnts[0] = A;\n    pnts[1] = B;\n    pnts[2] = C;\n    pnts[3] = D;\n\n    for(int i = 0; i < 4; ++i) {\n        for(int j = 0; j < 4; ++j) {\n            for(int k = 0; k < 4; ++k) {\n                if(0 == iMod(\n                    int(255.0 * texture2D(mask,\n                        vec2(\n                            (float(i * 2 + j / 2) + 0.5) / 8.0,\n                            (pnts[i][j][k] * (maskHeight - 1.0) + 1.0) / maskHeight\n                        ))[3]\n                    ) / int(pow(2.0, float(iMod(j * 4 + k, 8)))),\n                    2\n                )) return true;\n            }\n        }\n    }\n    return false;\n}\n\nvec4 position(bool isContext, float v, mat4 A, mat4 B, mat4 C, mat4 D) {\n    float x = 0.5 * sign(v) + 0.5;\n    float y = axisY(x, A, B, C, D);\n    float z = 1.0 - abs(v);\n\n    z += isContext ? 0.0 : 2.0 * float(\n        outsideBoundingBox(A, B, C, D) ||\n        outsideRasterMask(A, B, C, D)\n    );\n\n    return vec4(\n        2.0 * (vec2(x, y) * viewBoxSize + viewBoxPos) / resolution - 1.0,\n        z,\n        1.0\n    );\n}\n\nvoid main() {\n    mat4 A = mat4(p01_04, p05_08, p09_12, p13_16);\n    mat4 B = mat4(p17_20, p21_24, p25_28, p29_32);\n    mat4 C = mat4(p33_36, p37_40, p41_44, p45_48);\n    mat4 D = mat4(p49_52, p53_56, p57_60, ZEROS);\n\n    float v = colors[3];\n\n    gl_Position = position(isContext, v, A, B, C, D);\n\n    fragColor =\n        isContext ? vec4(contextColor) :\n        isPick ? vec4(colors.rgb, 1.0) : texture2D(palette, 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r=[],n=0;n1?(c=r.r,u=c/a.aspectratio):(u=r.r,c=u*a.aspectratio),c*=(1+a.baseratio)/2,l=c*u}o=Math.min(o,l/r.vTotal)}for(n=0;n")}if(i){var x=l.castOption(a,e.i,"texttemplate");if(x){var b=function(t){return{label:t.label,value:t.v,valueLabel:d.formatPieValue(t.v,n.separators),percent:t.v/r.vTotal,percentLabel:d.formatPiePercent(t.v/r.vTotal,n.separators),color:t.color,text:t.text,customdata:l.castOption(a,t.i,"customdata")}}(e),_=d.getFirstFilled(a.text,e.pts);(m(_)||""===_)&&(b.text=_),e.text=l.texttemplateString(x,b,t._fullLayout._d3locale,b,a._meta||{})}else e.text=""}}function O(t,e){var r=t.rotate*Math.PI/180,n=Math.cos(r),a=Math.sin(r),i=(e.left+e.right)/2,o=(e.top+e.bottom)/2;t.textX=i*n-o*a,t.textY=i*a+o*n,t.noCenter=!0}e.exports={plot:function(t,e){var r=t._fullLayout,i=r._size;f("pie",r),x(e,t),P(e,i);var u=l.makeTraceGroups(r._pielayer,e,"trace").each((function(e){var u=n.select(this),f=e[0],p=f.trace;!function(t){var 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e=Math.sqrt(t.titleBox.width*t.titleBox.width+t.titleBox.height*t.titleBox.height);return{x:t.cx,y:t.cy,scale:t.trace.hole*t.r*2/e,tx:0,ty:-t.titleBox.height/2+t.trace.title.font.size}}(f):E(f,i),r.attr("transform","translate("+e.x+","+e.y+")"+(e.scale<1?"scale("+e.scale+")":"")+"translate("+e.tx+","+e.ty+")")})),x&&function(t,e){var r,n,a,i,o,s,l,c,u,h,f,p,g;function m(t,e){return t.pxmid[1]-e.pxmid[1]}function v(t,e){return e.pxmid[1]-t.pxmid[1]}function y(t,r){r||(r={});var a,c,u,f,p=r.labelExtraY+(n?r.yLabelMax:r.yLabelMin),g=n?t.yLabelMin:t.yLabelMax,m=n?t.yLabelMax:t.yLabelMin,v=t.cyFinal+o(t.px0[1],t.px1[1]),y=p-g;if(y*l>0&&(t.labelExtraY=y),Array.isArray(e.pull))for(c=0;c=(d.castOption(e.pull,u.pts)||0)||((t.pxmid[1]-u.pxmid[1])*l>0?(y=u.cyFinal+o(u.px0[1],u.px1[1])-g-t.labelExtraY)*l>0&&(t.labelExtraY+=y):(m+t.labelExtraY-v)*l>0&&(a=3*s*Math.abs(c-h.indexOf(t)),(f=u.cxFinal+i(u.px0[0],u.px1[0])+a-(t.cxFinal+t.pxmid[0])-t.labelExtraX)*s>0&&(t.labelExtraX+=f)))}for(n=0;n<2;n++)for(a=n?m:v,o=n?Math.max:Math.min,l=n?1:-1,r=0;r<2;r++){for(i=r?Math.max:Math.min,s=r?1:-1,(c=t[n][r]).sort(a),u=t[1-n][r],h=u.concat(c),p=[],f=0;fMath.abs(h)?s+="l"+h*t.pxmid[0]/t.pxmid[1]+","+h+"H"+(i+t.labelExtraX+c):s+="l"+t.labelExtraX+","+u+"v"+(h-u)+"h"+c}else s+="V"+(t.yLabelMid+t.labelExtraY)+"h"+c;l.ensureSingle(r,"path","textline").call(o.stroke,e.outsidetextfont.color).attr({"stroke-width":Math.min(2,e.outsidetextfont.size/8),d:s,fill:"none"})}else 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n=t("d3"),a=t("./style_one"),i=t("../bar/uniform_text").resizeText;e.exports=function(t){var e=t._fullLayout._pielayer.selectAll(".trace");i(t,e,"pie"),e.each((function(t){var e=t[0].trace,r=n.select(this);r.style({opacity:e.opacity}),r.selectAll("path.surface").each((function(t){n.select(this).call(a,t,e)}))}))}},{"../bar/uniform_text":885,"./style_one":1118,d3:164}],1118:[function(t,e,r){"use strict";var n=t("../../components/color"),a=t("./helpers").castOption;e.exports=function(t,e,r){var i=r.marker.line,o=a(i.color,e.pts)||n.defaultLine,s=a(i.width,e.pts)||0;t.style("stroke-width",s).call(n.fill,e.color).call(n.stroke,o)}},{"../../components/color":595,"./helpers":1112}],1119:[function(t,e,r){"use strict";var n=t("../scatter/attributes");e.exports={x:n.x,y:n.y,xy:{valType:"data_array",editType:"calc"},indices:{valType:"data_array",editType:"calc"},xbounds:{valType:"data_array",editType:"calc"},ybounds:{valType:"data_array",editType:"calc"},text:n.text,marker:{color:{valType:"color",arrayOk:!1,editType:"calc"},opacity:{valType:"number",min:0,max:1,dflt:1,arrayOk:!1,editType:"calc"},blend:{valType:"boolean",dflt:null,editType:"calc"},sizemin:{valType:"number",min:.1,max:2,dflt:.5,editType:"calc"},sizemax:{valType:"number",min:.1,dflt:20,editType:"calc"},border:{color:{valType:"color",arrayOk:!1,editType:"calc"},arearatio:{valType:"number",min:0,max:1,dflt:0,editType:"calc"},editType:"calc"},editType:"calc"},transforms:void 0}},{"../scatter/attributes":1133}],1120:[function(t,e,r){"use strict";var n=t("gl-pointcloud2d"),a=t("../../lib/str2rgbarray"),i=t("../../plots/cartesian/autorange").findExtremes,o=t("../scatter/get_trace_color");function s(t,e){this.scene=t,this.uid=e,this.type="pointcloud",this.pickXData=[],this.pickYData=[],this.xData=[],this.yData=[],this.textLabels=[],this.color="rgb(0, 0, 0)",this.name="",this.hoverinfo="all",this.idToIndex=new Int32Array(0),this.bounds=[0,0,0,0],this.pointcloudOptions={positions:new Float32Array(0),idToIndex:this.idToIndex,sizemin:.5,sizemax:12,color:[0,0,0,1],areaRatio:1,borderColor:[0,0,0,1]},this.pointcloud=n(t.glplot,this.pointcloudOptions),this.pointcloud._trace=this}var l=s.prototype;l.handlePick=function(t){var e=this.idToIndex[t.pointId];return{trace:this,dataCoord:t.dataCoord,traceCoord:this.pickXYData?[this.pickXYData[2*e],this.pickXYData[2*e+1]]:[this.pickXData[e],this.pickYData[e]],textLabel:Array.isArray(this.textLabels)?this.textLabels[e]:this.textLabels,color:this.color,name:this.name,pointIndex:e,hoverinfo:this.hoverinfo}},l.update=function(t){this.index=t.index,this.textLabels=t.text,this.name=t.name,this.hoverinfo=t.hoverinfo,this.bounds=[1/0,1/0,-1/0,-1/0],this.updateFast(t),this.color=o(t,{})},l.updateFast=function(t){var e,r,n,o,s,l,c=this.xData=this.pickXData=t.x,u=this.yData=this.pickYData=t.y,h=this.pickXYData=t.xy,f=t.xbounds&&t.ybounds,p=t.indices,d=this.bounds;if(h){if(n=h,e=h.length>>>1,f)d[0]=t.xbounds[0],d[2]=t.xbounds[1],d[1]=t.ybounds[0],d[3]=t.ybounds[1];else for(l=0;ld[2]&&(d[2]=o),sd[3]&&(d[3]=s);if(p)r=p;else for(r=new Int32Array(e),l=0;ld[2]&&(d[2]=o),sd[3]&&(d[3]=s);this.idToIndex=r,this.pointcloudOptions.idToIndex=r,this.pointcloudOptions.positions=n;var g=a(t.marker.color),m=a(t.marker.border.color),v=t.opacity*t.marker.opacity;g[3]*=v,this.pointcloudOptions.color=g;var y=t.marker.blend;if(null===y){y=c.length<100||u.length<100}this.pointcloudOptions.blend=y,m[3]*=v,this.pointcloudOptions.borderColor=m;var x=t.marker.sizemin,b=Math.max(t.marker.sizemax,t.marker.sizemin);this.pointcloudOptions.sizeMin=x,this.pointcloudOptions.sizeMax=b,this.pointcloudOptions.areaRatio=t.marker.border.arearatio,this.pointcloud.update(this.pointcloudOptions);var _=this.scene.xaxis,w=this.scene.yaxis,T=b/2||.5;t._extremes[_._id]=i(_,[d[0],d[2]],{ppad:T}),t._extremes[w._id]=i(w,[d[1],d[3]],{ppad:T})},l.dispose=function(){this.pointcloud.dispose()},e.exports=function(t,e){var r=new s(t,e.uid);return r.update(e),r}},{"../../lib/str2rgbarray":751,"../../plots/cartesian/autorange":775,"../scatter/get_trace_color":1143,"gl-pointcloud2d":298}],1121:[function(t,e,r){"use strict";var n=t("../../lib"),a=t("./attributes");e.exports=function(t,e,r){function i(r,i){return n.coerce(t,e,a,r,i)}i("x"),i("y"),i("xbounds"),i("ybounds"),t.xy&&t.xy instanceof Float32Array&&(e.xy=t.xy),t.indices&&t.indices instanceof Int32Array&&(e.indices=t.indices),i("text"),i("marker.color",r),i("marker.opacity"),i("marker.blend"),i("marker.sizemin"),i("marker.sizemax"),i("marker.border.color",r),i("marker.border.arearatio"),e._length=null}},{"../../lib":728,"./attributes":1119}],1122:[function(t,e,r){"use strict";e.exports={attributes:t("./attributes"),supplyDefaults:t("./defaults"),calc:t("../scatter3d/calc"),plot:t("./convert"),moduleType:"trace",name:"pointcloud",basePlotModule:t("../../plots/gl2d"),categories:["gl","gl2d","showLegend"],meta:{}}},{"../../plots/gl2d":816,"../scatter3d/calc":1161,"./attributes":1119,"./convert":1120,"./defaults":1121}],1123:[function(t,e,r){"use strict";var n=t("../../plots/font_attributes"),a=t("../../plots/attributes"),i=t("../../components/color/attributes"),o=t("../../components/fx/attributes"),s=t("../../plots/domain").attributes,l=t("../../plots/template_attributes").hovertemplateAttrs,c=t("../../components/colorscale/attributes"),u=t("../../plot_api/plot_template").templatedArray,h=t("../../lib/extend").extendFlat,f=t("../../plot_api/edit_types").overrideAll;t("../../constants/docs").FORMAT_LINK;(e.exports=f({hoverinfo:h({},a.hoverinfo,{flags:[],arrayOk:!1}),hoverlabel:o.hoverlabel,domain:s({name:"sankey",trace:!0}),orientation:{valType:"enumerated",values:["v","h"],dflt:"h"},valueformat:{valType:"string",dflt:".3s"},valuesuffix:{valType:"string",dflt:""},arrangement:{valType:"enumerated",values:["snap","perpendicular","freeform","fixed"],dflt:"snap"},textfont:n({}),customdata:void 0,node:{label:{valType:"data_array",dflt:[]},groups:{valType:"info_array",impliedEdits:{x:[],y:[]},dimensions:2,freeLength:!0,dflt:[],items:{valType:"number",editType:"calc"}},x:{valType:"data_array",dflt:[]},y:{valType:"data_array",dflt:[]},color:{valType:"color",arrayOk:!0},customdata:{valType:"data_array",editType:"calc"},line:{color:{valType:"color",dflt:i.defaultLine,arrayOk:!0},width:{valType:"number",min:0,dflt:.5,arrayOk:!0}},pad:{valType:"number",arrayOk:!1,min:0,dflt:20},thickness:{valType:"number",arrayOk:!1,min:1,dflt:20},hoverinfo:{valType:"enumerated",values:["all","none","skip"],dflt:"all"},hoverlabel:o.hoverlabel,hovertemplate:l({},{keys:["value","label"]})},link:{label:{valType:"data_array",dflt:[]},color:{valType:"color",arrayOk:!0},customdata:{valType:"data_array",editType:"calc"},line:{color:{valType:"color",dflt:i.defaultLine,arrayOk:!0},width:{valType:"number",min:0,dflt:0,arrayOk:!0}},source:{valType:"data_array",dflt:[]},target:{valType:"data_array",dflt:[]},value:{valType:"data_array",dflt:[]},hoverinfo:{valType:"enumerated",values:["all","none","skip"],dflt:"all"},hoverlabel:o.hoverlabel,hovertemplate:l({},{keys:["value","label"]}),colorscales:u("concentrationscales",{editType:"calc",label:{valType:"string",editType:"calc",dflt:""},cmax:{valType:"number",editType:"calc",dflt:1},cmin:{valType:"number",editType:"calc",dflt:0},colorscale:h(c().colorscale,{dflt:[[0,"white"],[1,"black"]]})})}},"calc","nested")).transforms=void 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n=t("../../lib"),a=t("../../registry"),i=t("./helpers"),o=t("./attributes"),s=t("../scatter/constants"),l=t("../scatter/subtypes"),c=t("../scatter/xy_defaults"),u=t("../scatter/marker_defaults"),h=t("../scatter/line_defaults"),f=t("../scatter/fillcolor_defaults"),p=t("../scatter/text_defaults");e.exports=function(t,e,r,d){function g(r,a){return n.coerce(t,e,o,r,a)}var m=!!t.marker&&i.isOpenSymbol(t.marker.symbol),v=l.isBubble(t),y=c(t,e,d,g);if(y){var x=y100},r.isDotSymbol=function(t){return"string"==typeof t?n.DOT_RE.test(t):t>200}},{"./constants":1186}],1192:[function(t,e,r){"use strict";var n=t("../../registry"),a=t("../../lib"),i=t("../scatter/get_trace_color");function o(t,e,r,o){var 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v=s.c2p(f.x,!0),y=l.c2p(f.y,!0),x=f.mrc||1,b=o.hoverlabel;b&&(f.hbg=Array.isArray(b.bgcolor)?b.bgcolor[h]:b.bgcolor,f.hbc=Array.isArray(b.bordercolor)?b.bordercolor[h]:b.bordercolor,f.hts=a.isArrayOrTypedArray(b.font.size)?b.font.size[h]:b.font.size,f.htc=Array.isArray(b.font.color)?b.font.color[h]:b.font.color,f.htf=Array.isArray(b.font.family)?b.font.family[h]:b.font.family,f.hnl=a.isArrayOrTypedArray(b.namelength)?b.namelength[h]:b.namelength);var _=o.hoverinfo;_&&(f.hi=Array.isArray(_)?_[h]:_);var w=o.hovertemplate;w&&(f.ht=Array.isArray(w)?w[h]:w);var T={};T[t.index]=f;var k=a.extendFlat({},t,{color:i(o,f),x0:v-x,x1:v+x,xLabelVal:f.x,y0:y-x,y1:y+x,yLabelVal:f.y,cd:T,distance:c,spikeDistance:u,hovertemplate:f.ht});return f.htx?k.text=f.htx:f.tx?k.text=f.tx:o.text&&(k.text=o.text),a.fillText(f,o,k),n.getComponentMethod("errorbars","hoverInfo")(f,o,k),k}e.exports={hoverPoints:function(t,e,r,n){var 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_={};_[c.subplot]={_subplot:f};var w=c._module.formatLabels(g,c,_);return t.lonLabel=w.lonLabel,t.latLabel=w.latLabel,t.color=i(c,g),t.extraText=function(t,e,r){if(t.hovertemplate)return;var n=(e.hi||t.hoverinfo).split("+"),a=-1!==n.indexOf("all"),i=-1!==n.indexOf("lon"),s=-1!==n.indexOf("lat"),l=e.lonlat,c=[];function u(t){return t+"\xb0"}a||i&&s?c.push("("+u(l[0])+", "+u(l[1])+")"):i?c.push(r.lon+u(l[0])):s&&c.push(r.lat+u(l[1]));(a||-1!==n.indexOf("text"))&&o(e,t,c);return c.join("
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n=t("./convert"),a=t("../../plots/mapbox/constants").traceLayerPrefix,i=["fill","line","circle","symbol"];function o(t,e){this.type="scattermapbox",this.subplot=t,this.uid=e,this.sourceIds={fill:"source-"+e+"-fill",line:"source-"+e+"-line",circle:"source-"+e+"-circle",symbol:"source-"+e+"-symbol"},this.layerIds={fill:a+e+"-fill",line:a+e+"-line",circle:a+e+"-circle",symbol:a+e+"-symbol"},this.below=null}var s=o.prototype;s.addSource=function(t,e){this.subplot.map.addSource(this.sourceIds[t],{type:"geojson",data:e.geojson})},s.setSourceData=function(t,e){this.subplot.map.getSource(this.sourceIds[t]).setData(e.geojson)},s.addLayer=function(t,e,r){this.subplot.addLayer({type:t,id:this.layerIds[t],source:this.sourceIds[t],layout:e.layout,paint:e.paint},r)},s.update=function(t){var e,r,a,o=this.subplot,s=o.map,l=n(o.gd,t),c=o.belowLookup["trace-"+this.uid];if(c!==this.below){for(e=i.length-1;e>=0;e--)r=i[e],s.removeLayer(this.layerIds[r]);for(e=0;e=0;e--){var r=i[e];t.removeLayer(this.layerIds[r]),t.removeSource(this.sourceIds[r])}},e.exports=function(t,e){for(var r=e[0].trace,a=new o(t,r.uid),s=n(t.gd,e),l=a.below=t.belowLookup["trace-"+r.uid],c=0;c")}}e.exports={hoverPoints:function(t,e,r,i){var o=n(t,e,r,i);if(o&&!1!==o[0].index){var s=o[0];if(void 0===s.index)return o;var l=t.subplot,c=s.cd[s.index],u=s.trace;if(l.isPtInside(c))return s.xLabelVal=void 0,s.yLabelVal=void 0,a(c,u,l,s),s.hovertemplate=u.hovertemplate,o}},makeHoverPointText:a}},{"../scatter/hover":1144}],1211:[function(t,e,r){"use 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g(t,e){if(t0){r=d[n];break}return r}function y(t,e){if(!(t<1||e<1)){for(var r=m(t),n=m(e),a=1,i=0;i_;)r--,r/=v(r),++r1?n:1},p.refineCoords=function(t){for(var e=this.dataScaleX,r=this.dataScaleY,n=t[0].shape[0],i=t[0].shape[1],o=0|Math.floor(t[0].shape[0]*e+1),s=0|Math.floor(t[0].shape[1]*r+1),l=1+n+1,c=1+i+1,u=a(new Float32Array(l*c),[l,c]),h=[1/e,0,0,0,1/r,0,0,0,1],f=0;f0&&null!==this.contourStart[t]&&null!==this.contourEnd[t]&&this.contourEnd[t]>this.contourStart[t]))for(a[t]=!0,e=this.contourStart[t];ei&&(this.minValues[e]=i),this.maxValues[e]",maxDimensionCount:60,overdrag:45,releaseTransitionDuration:120,releaseTransitionEase:"cubic-out",scrollbarCaptureWidth:18,scrollbarHideDelay:1e3,scrollbarHideDuration:1e3,scrollbarOffset:5,scrollbarWidth:8,transitionDuration:100,transitionEase:"cubic-out",uplift:5,wrapSpacer:" ",wrapSplitCharacter:" 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r=l(e.cells.values),p=function(t){return t.slice(e.header.values.length,t.length)},d=l(e.header.values);d.length&&!d[0].length&&(d[0]=[""],d=l(d));var g=d.concat(p(r).map((function(){return c((d[0]||[""]).length)}))),m=e.domain,v=Math.floor(t._fullLayout._size.w*(m.x[1]-m.x[0])),y=Math.floor(t._fullLayout._size.h*(m.y[1]-m.y[0])),x=e.header.values.length?g[0].map((function(){return e.header.height})):[n.emptyHeaderHeight],b=r.length?r[0].map((function(){return e.cells.height})):[],_=x.reduce(s,0),w=f(b,y-_+n.uplift),T=h(f(x,_),[]),k=h(w,T),A={},M=e._fullInput.columnorder.concat(p(r.map((function(t,e){return e})))),S=g.map((function(t,r){var n=Array.isArray(e.columnwidth)?e.columnwidth[Math.min(r,e.columnwidth.length-1)]:e.columnwidth;return i(n)?Number(n):1})),E=S.reduce(s,0);S=S.map((function(t){return t/E*v}));var C=Math.max(o(e.header.line.width),o(e.cells.line.width)),L={key:e.uid+t._context.staticPlot,translateX:m.x[0]*t._fullLayout._size.w,translateY:t._fullLayout._size.h*(1-m.y[1]),size:t._fullLayout._size,width:v,maxLineWidth:C,height:y,columnOrder:M,groupHeight:y,rowBlocks:k,headerRowBlocks:T,scrollY:0,cells:a({},e.cells,{values:r}),headerCells:a({},e.header,{values:g}),gdColumns:g.map((function(t){return t[0]})),gdColumnsOriginalOrder:g.map((function(t){return t[0]})),prevPages:[0,0],scrollbarState:{scrollbarScrollInProgress:!1},columns:g.map((function(t,e){var r=A[t];return A[t]=(r||0)+1,{key:t+"__"+A[t],label:t,specIndex:e,xIndex:M[e],xScale:u,x:void 0,calcdata:void 0,columnWidth:S[e]}}))};return L.columns.forEach((function(t){t.calcdata=L,t.x=u(t)})),L}},{"../../lib/extend":719,"./constants":1264,"fast-isnumeric":236}],1266:[function(t,e,r){"use strict";var n=t("../../lib/extend").extendFlat;r.splitToPanels=function(t){var e=[0,0],r=n({},t,{key:"header",type:"header",page:0,prevPages:e,currentRepaint:[null,null],dragHandle:!0,values:t.calcdata.headerCells.values[t.specIndex],rowBlocks:t.calcdata.headerRowBlocks,calcdata:n({},t.calcdata,{cells:t.calcdata.headerCells})});return[n({},t,{key:"cells1",type:"cells",page:0,prevPages:e,currentRepaint:[null,null],dragHandle:!1,values:t.calcdata.cells.values[t.specIndex],rowBlocks:t.calcdata.rowBlocks}),n({},t,{key:"cells2",type:"cells",page:1,prevPages:e,currentRepaint:[null,null],dragHandle:!1,values:t.calcdata.cells.values[t.specIndex],rowBlocks:t.calcdata.rowBlocks}),r]},r.splitToCells=function(t){var e=function(t){var e=t.rowBlocks[t.page],r=e?e.rows[0].rowIndex:0,n=e?r+e.rows.length:0;return[r,n]}(t);return(t.values||[]).slice(e[0],e[1]).map((function(r,n){return{keyWithinBlock:n+("string"==typeof r&&r.match(/[<$&> 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h,f,p=u?"":_(t.calcdata.cells.prefix,e,r)||"",d=u?"":_(t.calcdata.cells.suffix,e,r)||"",g=u?null:_(t.calcdata.cells.format,e,r)||null,m=p+(g?a.format(g)(t.value):t.value)+d;if(t.wrappingNeeded=!t.wrapped&&!l&&!u&&(h=b(m)),t.cellHeightMayIncrease=s||u||t.mayHaveMarkup||(void 0===h?b(m):h),t.needsConvertToTspans=t.mayHaveMarkup||t.wrappingNeeded||t.latex,t.wrappingNeeded){var v=(" "===n.wrapSplitCharacter?m.replace(/a&&n.push(i),a+=l}return n}(a,l,s);1===c.length&&(c[0]===a.length-1?c.unshift(c[0]-1):c.push(c[0]+1)),c[0]%2&&c.reverse(),e.each((function(t,e){t.page=c[e],t.scrollY=l})),e.attr("transform",(function(t){return"translate(0 "+(z(t.rowBlocks,t.page)-t.scrollY)+")"})),t&&(E(t,r,e,c,n.prevPages,n,0),E(t,r,e,c,n.prevPages,n,1),v(r,t))}}function S(t,e,r,i){return function(o){var s=o.calcdata?o.calcdata:o,l=e.filter((function(t){return s.key===t.key})),c=r||s.scrollbarState.dragMultiplier,u=s.scrollY;s.scrollY=void 0===i?s.scrollY+c*a.event.dy:i;var 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+  
+  
+  
 
 

From 55d9a2bdd0aa2337d7f1c70015b185e947ff9d89 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 18:13:49 +0200
Subject: [PATCH 0063/1007] Added covid PNGs

---
 README.md            |  14 ++++---
 index.html           |  98 ++++++++++++++++++++++---------------------
 parse.js             |   8 +++-
 web/covid_cases.png  | Bin 0 -> 85800 bytes
 web/covid_deaths.png | Bin 0 -> 89027 bytes
 5 files changed, 65 insertions(+), 55 deletions(-)
 create mode 100644 web/covid_cases.png
 create mode 100644 web/covid_deaths.png

diff --git a/README.md b/README.md
index 0f9f9c772..d433ec4aa 100644
--- a/README.md
+++ b/README.md
@@ -3126,7 +3126,7 @@ y    2
 dtype: int64
 ```
 
-```python
+```text
 +-------------+-------------+-------------+---------------+
 |             |    'sum'    |   ['sum']   | {'s': 'sum'}  |
 +-------------+-------------+-------------+---------------+
@@ -3135,7 +3135,7 @@ dtype: int64
 +-------------+-------------+-------------+---------------+
 ```
 
-```python
+```text
 +-------------+-------------+-------------+---------------+
 |             |    'rank'   |   ['rank']  | {'r': 'rank'} |
 +-------------+-------------+-------------+---------------+
@@ -3197,7 +3197,7 @@ b  4  5
 c  6  7
 ```
 
-```python
+```text
 +------------------------+---------------+------------+------------+--------------------------+
 |        how/join        |    'outer'    |   'inner'  |   'left'   |       description        |
 +------------------------+---------------+------------+------------+--------------------------+
@@ -3244,7 +3244,7 @@ a  1  2
 b  3  4
 ```
 
-```python
+```text
 +-------------+-------------+-------------+---------------+
 |             |    'sum'    |   ['sum']   | {'x': 'sum'}  |
 +-------------+-------------+-------------+---------------+
@@ -3254,7 +3254,7 @@ b  3  4
 +-------------+-------------+-------------+---------------+
 ```
 
-```python
+```text
 +-------------+-------------+-------------+---------------+
 |             |    'rank'   |   ['rank']  | {'x': 'rank'} |
 +-------------+-------------+-------------+---------------+
@@ -3314,7 +3314,7 @@ c  7  8
    c  7  8  6
 ```
 
-```python
+```text
 +-------------+-------------+-------------+-------------+---------------+
 |             |    'sum'    |    'rank'   |   ['rank']  | {'x': 'rank'} |
 +-------------+-------------+-------------+-------------+---------------+
@@ -3346,6 +3346,7 @@ Plotly
 
 ### Covid Deaths by Continent
 
+![Covid Deaths](web/covid_deaths.png)
 
    
 
@@ -3368,6 +3369,7 @@ plotly.express.line(summed, x='Date', y='Total Deaths per Million', color='Conti
 
 ### Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
 
+![Covid Cases](web/covid_cases.png)
 
    
 
 ```python
diff --git a/index.html b/index.html
index bea3475bf..1fd481a5c 100644
--- a/index.html
+++ b/index.html
@@ -2652,19 +2652,19 @@
 y    2
 dtype: int64
 
    
-
    +-------------+-------------+-------------+---------------+
-|             |    'sum'    |   ['sum']   | {'s': 'sum'}  |
+
    +-------------+-------------+-------------+---------------+
+|             |    'sum'    |   ['sum']   | {'s': 'sum'}  |
 +-------------+-------------+-------------+---------------+
-| sr.apply(…) |      3      |    sum 3    |      s  3     |
+| sr.apply(…) |      3      |    sum 3    |      s  3     |
 | sr.agg(…)   |             |             |               |
 +-------------+-------------+-------------+---------------+
 
    
-
    +-------------+-------------+-------------+---------------+
-|             |    'rank'   |   ['rank']  | {'r': 'rank'} |
+
    +-------------+-------------+-------------+---------------+
+|             |    'rank'   |   ['rank']  | {'r': 'rank'} |
 +-------------+-------------+-------------+---------------+
 | sr.apply(…) |             |      rank   |               |
-| sr.agg(…)   |    x  1     |   x     1   |    r  x  1    |
-| sr.trans(…) |    y  2     |   y     2   |       y  2    |
+| sr.agg(…)   |    x  1     |   x     1   |    r  x  1    |
+| sr.trans(…) |    y  2     |   y     2   |       y  2    |
 +-------------+-------------+-------------+---------------+
 
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
@@ -2704,34 +2704,34 @@
 c  6  7
 
    
 
-
    +------------------------+---------------+------------+------------+--------------------------+
-|        how/join        |    'outer'    |   'inner'  |   'left'   |       description        |
+
    +------------------------+---------------+------------+------------+--------------------------+
+|        how/join        |    'outer'    |   'inner'  |   'left'   |       description        |
 +------------------------+---------------+------------+------------+--------------------------+
-| l.merge(r, on='y',     |    x   y   z  | x   y   z  | x   y   z  | Joins/merges on column.  |
-|            how=…)      | 0  1   2   .  | 3   4   5  | 1   2   .  | Also accepts left_on and |
-|                        | 1  3   4   5  |            | 3   4   5  | right_on parameters.     |
-|                        | 2  .   6   7  |            |            | Uses 'inner' by default. |
+| l.merge(r, on='y',     |    x   y   z  | x   y   z  | x   y   z  | Joins/merges on column.  |
+|            how=…)      | 0  1   2   .  | 3   4   5  | 1   2   .  | Also accepts left_on and |
+|                        | 1  3   4   5  |            | 3   4   5  | right_on parameters.     |
+|                        | 2  .   6   7  |            |            | Uses 'inner' by default. |
 +------------------------+---------------+------------+------------+--------------------------+
-| l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row_keys.|
-|           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
-|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 |                          |
-|                        | c  .  .  6  7 |            |            |                          |
+| l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row_keys.|
+|           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
+|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 |                          |
+|                        | c  .  .  6  7 |            |            |                          |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x   y   z  |     y      |            | Adds rows at the bottom. |
-|           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
-|           join=…)      | b  3   4   .  |     4      |            | By default works the     |
-|                        | b  .   4   5  |     4      |            | same as `l.append(r)`.   |
-|                        | c  .   6   7  |     6      |            |                          |
+|           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
+|           join=…)      | b  3   4   .  |     4      |            | By default works the     |
+|                        | b  .   4   5  |     4      |            | same as `l.append(r)`.   |
+|                        | c  .   6   7  |     6      |            |                          |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x  y  y  z |            |            | Adds columns at the      |
-|           axis=1,      | a  1  2  .  . | x  y  y  z |            | right end.               |
-|           join=…)      | b  3  4  4  5 | 3  4  4  5 |            | Uses 'outer' by default. |
-|                        | c  .  .  6  7 |            |            |                          |
+|           axis=1,      | a  1  2  .  . | x  y  y  z |            | right end.               |
+|           join=…)      | b  3  4  4  5 | 3  4  4  5 |            | Uses 'outer' by default. |
+|                        | c  .  .  6  7 |            |            |                          |
 +------------------------+---------------+------------+------------+--------------------------+
-| l.combine_first(r)     |    x   y   z  |            |            | Adds missing rows and    |
-|                        | a  1   2   .  |            |            | columns.                 |
-|                        | b  3   4   5  |            |            |                          |
-|                        | c  .   6   7  |            |            |                          |
+| l.combine_first(r)     |    x   y   z  |            |            | Adds missing rows and    |
+|                        | a  1   2   .  |            |            | columns.                 |
+|                        | b  3   4   5  |            |            |                          |
+|                        | c  .   6   7  |            |            |                          |
 +------------------------+---------------+------------+------------+--------------------------+
 
    
 
    Aggregate, Transform, Map:
    <Sr> = <DF>.sum/max/mean/idxmax/all()         # Or: <DF>.apply/agg/transform(<agg_func>)
@@ -2747,21 +2747,21 @@
 a  1  2
 b  3  4
 
    
-
    +-------------+-------------+-------------+---------------+
-|             |    'sum'    |   ['sum']   | {'x': 'sum'}  |
+
    +-------------+-------------+-------------+---------------+
+|             |    'sum'    |   ['sum']   | {'x': 'sum'}  |
 +-------------+-------------+-------------+---------------+
 | df.apply(…) |             |       x y   |               |
-| df.agg(…)   |    x  4     |   sum 4 6   |     x  4      |
-|             |    y  6     |             |               |
+| df.agg(…)   |    x  4     |   sum 4 6   |     x  4      |
+|             |    y  6     |             |               |
 +-------------+-------------+-------------+---------------+
 
    
-
    +-------------+-------------+-------------+---------------+
-|             |    'rank'   |   ['rank']  | {'x': 'rank'} |
+
    +-------------+-------------+-------------+---------------+
+|             |    'rank'   |   ['rank']  | {'x': 'rank'} |
 +-------------+-------------+-------------+---------------+
 | df.apply(…) |      x  y   |      x    y |        x      |
-| df.agg(…)   |   a  1  1   |   rank rank |     a  1      |
-| df.trans(…) |   b  2  2   | a    1    1 |     b  2      |
-|             |             | b    2    2 |               |
+| df.agg(…)   |   a  1  1   |   rank rank |     a  1      |
+| df.trans(…) |   b  2  2   | a    1    1 |     b  2      |
+|             |             | b    2    2 |               |
 +-------------+-------------+-------------+---------------+
 
    
 
    Encode, Decode:
    <DF> = pd.read_json/html('<str/path/url>')
@@ -2800,19 +2800,19 @@
 6: b  4  5  6
    c  7  8  6
 
    
-
    +-------------+-------------+-------------+-------------+---------------+
-|             |    'sum'    |    'rank'   |   ['rank']  | {'x': 'rank'} |
+
    +-------------+-------------+-------------+-------------+---------------+
+|             |    'sum'    |    'rank'   |   ['rank']  | {'x': 'rank'} |
 +-------------+-------------+-------------+-------------+---------------+
 | gb.agg(…)   |      x   y  |      x  y   |      x    y |        x      |
-|             |  z          |   a  1  1   |   rank rank |     a  1      |
-|             |  3   1   2  |   b  1  1   | a    1    1 |     b  1      |
-|             |  6  11  13  |   c  2  2   | b    1    1 |     c  2      |
-|             |             |             | c    2    2 |               |
+|             |  z          |   a  1  1   |   rank rank |     a  1      |
+|             |  3   1   2  |   b  1  1   | a    1    1 |     b  1      |
+|             |  6  11  13  |   c  2  2   | b    1    1 |     c  2      |
+|             |             |             | c    2    2 |               |
 +-------------+-------------+-------------+-------------+---------------+
 | gb.trans(…) |      x   y  |      x  y   |             |               |
-|             |  a   1   2  |   a  1  1   |             |               |
-|             |  b  11  13  |   b  1  1   |             |               |
-|             |  c  11  13  |   c  1  1   |             |               |
+|             |  a   1   2  |   a  1  1   |             |               |
+|             |  b  11  13  |   b  1  1   |             |               |
+|             |  c  11  13  |   c  1  1   |             |               |
 +-------------+-------------+-------------+-------------+---------------+
 
    
 
    Rolling
    Object for rolling window calculations.
    <R_Sr/R_DF/R_GB> = <Sr/DF/GB>.rolling(window_size)  # Also: `min_periods=None, center=False`.
@@ -2821,7 +2821,7 @@
 
    
 
 
-
    #Plotly
    Covid Deaths by Continent
    import pandas as pd
+
    #Plotly
    Covid Deaths by Continent
    import pandas as pd
 import plotly.express
 
 covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
@@ -2840,7 +2840,8 @@
 
 
 
-
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    import pandas, datetime
+
+
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    import pandas, datetime
 import plotly.graph_objects as go
 
 def main():
@@ -2885,6 +2886,7 @@
 
    
 
 
+
 
    #Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py
diff --git a/parse.js b/parse.js
index 5a322cfc9..f6eb05aa9 100755
--- a/parse.js
+++ b/parse.js
@@ -97,7 +97,8 @@ function modifyPage() {
   addToc();
   insertLinks();
   unindentBanner();
-  highlightCode(); 
+  highlightCode();
+  removePlotImages();
 }
 
 function removeOrigToc() {
@@ -202,6 +203,11 @@ function insertPageBreakBefore(an_id) {
   $('
    ').insertBefore($(an_id).parent())
 }
 
+function removePlotImages() {
+  $('img[alt="Covid Deaths"]').remove();
+  $('img[alt="Covid Cases"]').remove();
+}
+
 function readFile(filename) {
   try {  
     return fs.readFileSync(filename, 'utf8');
diff --git a/web/covid_cases.png b/web/covid_cases.png
new file mode 100644
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index da67c2860..c5971221d 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -5,7 +5,7 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
     Plotly.newPlot(
         '2a950764-39fc-416d-97fe-0a6226a3095f',
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t;lc&%i>I<$zsUNBgZ2MDZRgGjE@g7l
Date: Fri, 26 Jun 2020 19:13:42 +0200
Subject: [PATCH 0064/1007] Updated covid images

---
 web/covid_cases.png  | Bin 85800 -> 101241 bytes
 web/covid_deaths.js  |   2 +-
 web/covid_deaths.png | Bin 89027 -> 104287 bytes
 3 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/covid_cases.png b/web/covid_cases.png
index f0a699a80b30135fe0f7081ec36c391dd78c6e69..4da864d450bc9c7a502425a1d9357ca8cd78526e 100644
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t;lc&%i>I<$zsUNBgZ2MDZRgGjE@g7l
Date: Fri, 26 Jun 2020 19:23:32 +0200
Subject: [PATCH 0065/1007] Updated TOC

---
 README.md       | 2 +-
 index.html      | 2 +-
 parse.js        | 2 +-
 web/script_2.js | 5 +++--
 4 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index d433ec4aa..27b26a1f8 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Pygame`](#pygame)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__.__
 
 
 Main
diff --git a/index.html b/index.html
index 1fd481a5c..68c7e3e81 100644
--- a/index.html
+++ b/index.html
@@ -217,7 +217,7 @@
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
-                       NumPy, Image, Audio, Pygame]
+                       NumPy, Image, Audio, Games, Data]
 }
 
    
 
diff --git a/parse.js b/parse.js
index f6eb05aa9..b12ee0ff5 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Pygame]\n' +
+  '                       NumPy, Image, Audio, Games, Data]\n' +
   '}\n' +
   '
    \n';
 
diff --git a/web/script_2.js b/web/script_2.js
index 5d626fbb9..26bbe84eb 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Pygame]\n' +
+  '                       NumPy, Image, Audio, Games, Data]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -35,7 +35,8 @@ const TOC_MOBILE =
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table,\n' +
   '                       Curses, Logging, Scraping,\n' +
   '                       Web, Profile, NumPy,\n' +
-  '                       Image, Audio, Pygame]\n' +
+  '                       Image, Audio, Games,\n' +
+  '                       Data]\n' +
   '}\n';
 
 const DIAGRAM_1_A = 

From 021ea70c3914855c7d8192653457924e79470945 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 19:25:23 +0200
Subject: [PATCH 0066/1007] Plotly

---
 web/covid_deaths.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index c5971221d..da67c2860 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -5,7 +5,7 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
     Plotly.newPlot(
         '2a950764-39fc-416d-97fe-0a6226a3095f',
         [{"hoverlabel": {"namelength": 0}, "hovertemplate": "Continent=Africa
    Date=%{x}
    Total Deaths per Million=%{y}", "legendgroup": "Africa", "line": {"color": "#636efa", "dash": "solid"}, "mode": "lines", "name": "Africa", "showlegend": true, "type": "scatter", "x": ["2020-03-15", "2020-03-16", "2020-03-17", "2020-03-18", "2020-03-19", "2020-03-20", "2020-03-21", "2020-03-22", "2020-03-23", "2020-03-24", "2020-03-25", "2020-03-26", "2020-03-27", "2020-03-28", "2020-03-29", "2020-03-30", "2020-03-31", "2020-04-01", "2020-04-02", "2020-04-03", "2020-04-04", "2020-04-05", "2020-04-06", "2020-04-07", "2020-04-08", "2020-04-09", "2020-04-10", "2020-04-11", "2020-04-12", "2020-04-13", "2020-04-14", "2020-04-15", "2020-04-16", "2020-04-17", "2020-04-18", "2020-04-19", "2020-04-20", "2020-04-21", "2020-04-22", "2020-04-23", "2020-04-24", "2020-04-25", "2020-04-26", "2020-04-27", "2020-04-28", "2020-04-29", "2020-04-30", "2020-05-01", "2020-05-02", "2020-05-03", "2020-05-04", "2020-05-05", "2020-05-06", "2020-05-07", "2020-05-08", "2020-05-09", "2020-05-10", "2020-05-11", "2020-05-12", "2020-05-13", "2020-05-14", "2020-05-15", "2020-05-16", "2020-05-17", "2020-05-18", "2020-05-19", "2020-05-20", "2020-05-21", "2020-05-22", "2020-05-23", "2020-05-24", "2020-05-25", "2020-05-26", "2020-05-27", "2020-05-28", "2020-05-29", "2020-05-30", "2020-05-31", "2020-06-01", "2020-06-02", "2020-06-03", "2020-06-04", "2020-06-05", "2020-06-06", "2020-06-07", "2020-06-08", "2020-06-09", "2020-06-10", "2020-06-11", "2020-06-12", "2020-06-13", "2020-06-14", "2020-06-15", "2020-06-16", "2020-06-17", "2020-06-18", "2020-06-19", "2020-06-20", "2020-06-21", "2020-06-22", "2020-06-23", "2020-06-24"], "xaxis": "x", "y": [0.006447492899800529, 0.00862246114353093, 0.0077388116925601385, 0.011581143564676278, 0.015158131575467804, 0.015839935565229266, 0.02104241937903226, 0.028625010993435472, 0.035088771709563614, 0.041468548384029726, 0.05076006551715866, 0.05620238121527205, 0.06546887167613875, 0.08027730693621776, 0.09664452485525246, 0.11145296011533146, 0.12937896069332183, 0.14479741741532734, 0.1716117539737213, 0.19329480642663008, 0.23029264046922726, 0.286166920451925, 0.3249486637453188, 0.3571440382638642, 0.39083687206234197, 0.4289516960145186, 0.4716222835761723, 0.517287298335135, 0.5562148519001524, 0.5906507646692063, 0.6250866774382601, 0.6557795562106776, 0.6819807941871316, 0.7224055613508036, 0.7605845081164937, 0.7912773868889112, 0.8384396152465285, 0.8646408532229826, 0.8900934844001093, 0.9222835767711813, 0.9627083439348533, 0.9986414703025617, 1.0311190887968587, 1.0588051601215929, 1.0999601310097114, 1.140366829699864, 1.1905010669635718, 1.2234250436740666, 1.263757695313178, 1.3161026886101734, 1.3452663277327852, 1.3796644661850965, 1.4312616738635635, 1.503796878860829, 1.5538985153022389, 1.611478007928934, 1.6623274299888724, 1.7124290664302824, 1.7550528466864075, 1.7969288413240039, 1.861986190135984, 1.913509203334588, 1.9665170665561078, 2.015045392040598, 2.0598407694108967, 2.1135952222552548, 2.1673496750996133, 2.2337961515322227, 2.3144278307987602, 2.37639476949434, 2.4316424015843747, 2.492862750657116, 2.5966387082316413, 2.680256745989532, 2.755662297896201, 2.828828080934356, 2.928871090394689, 3.039366354574759, 3.1521013876233437, 3.2431853216096176, 3.355920354658202, 3.4216202414679735, 3.5410745811221034, 3.661275510399071, 3.757585571745213, 3.8606149396969, 3.991268123693604, 4.118934949198955, 4.233909751116054, 4.363069755867082, 4.55419669931369, 4.701274855012836, 4.870004109774294, 5.046945850386974, 5.224634180622492, 5.3732055155673155, 5.525509798626331, 5.739781020380925, 5.912989812879413, 6.055588430841531, 6.218344968620282, 6.430376421506362], "yaxis": "y"}, {"hoverlabel": {"namelength": 0}, "hovertemplate": "Continent=Asia
    Date=%{x}
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"baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "xaxis": {"anchor": "y", "domain": [0.0, 1.0], "title": {"text": "Date"}}, "yaxis": {"anchor": "x", "domain": [0.0, 1.0], "title": {"text": "Total Deaths per Million"}}},
+        {"legend": {"title": {"text": "Continent"}, "tracegroupgap": 0}, "margin": {"t": 24}, "template": {"data": {"bar": [{"error_x": {"color": "#2a3f5f"}, "error_y": {"color": "#2a3f5f"}, "marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "bar"}], "barpolar": [{"marker": {"line": {"color": "#E5ECF6", "width": 0.5}}, "type": "barpolar"}], "carpet": [{"aaxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "baxis": {"endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f"}, "type": "carpet"}], "choropleth": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "choropleth"}], "contour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "contour"}], "contourcarpet": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "contourcarpet"}], "heatmap": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmap"}], "heatmapgl": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "heatmapgl"}], "histogram": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "histogram"}], "histogram2d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2d"}], "histogram2dcontour": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "histogram2dcontour"}], "mesh3d": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "type": "mesh3d"}], "parcoords": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "parcoords"}], "pie": [{"automargin": true, "type": "pie"}], "scatter": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter"}], "scatter3d": [{"line": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatter3d"}], "scattercarpet": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattercarpet"}], "scattergeo": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergeo"}], "scattergl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattergl"}], "scattermapbox": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scattermapbox"}], "scatterpolar": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolar"}], "scatterpolargl": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterpolargl"}], "scatterternary": [{"marker": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "type": "scatterternary"}], "surface": [{"colorbar": {"outlinewidth": 0, "ticks": ""}, "colorscale": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "type": "surface"}], "table": [{"cells": {"fill": {"color": "#EBF0F8"}, "line": {"color": "white"}}, "header": {"fill": {"color": "#C8D4E3"}, "line": {"color": "white"}}, "type": "table"}]}, "layout": {"margin": {"b": 0}, "annotationdefaults": {"arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1}, "coloraxis": {"colorbar": {"outlinewidth": 0, "ticks": ""}}, "colorscale": {"diverging": [[0, "#8e0152"], [0.1, "#c51b7d"], [0.2, "#de77ae"], [0.3, "#f1b6da"], [0.4, "#fde0ef"], [0.5, "#f7f7f7"], [0.6, "#e6f5d0"], [0.7, "#b8e186"], [0.8, "#7fbc41"], [0.9, "#4d9221"], [1, "#276419"]], "sequential": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]], "sequentialminus": [[0.0, "#0d0887"], [0.1111111111111111, "#46039f"], [0.2222222222222222, "#7201a8"], [0.3333333333333333, "#9c179e"], [0.4444444444444444, "#bd3786"], [0.5555555555555556, "#d8576b"], [0.6666666666666666, "#ed7953"], [0.7777777777777778, "#fb9f3a"], [0.8888888888888888, "#fdca26"], [1.0, "#f0f921"]]}, "colorway": ["#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52"], "font": {"color": "#2a3f5f"}, "geo": {"bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white"}, "hoverlabel": {"align": "left"}, "hovermode": "closest", "mapbox": {"style": "light"}, "paper_bgcolor": "rgba(0, 0, 0, 0)", "plot_bgcolor": "#E5ECF6", "polar": {"angularaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "radialaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "scene": {"xaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "yaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}, "zaxis": {"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white"}}, "shapedefaults": {"line": {"color": "#2a3f5f"}}, "ternary": {"aaxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "baxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}, "bgcolor": "#E5ECF6", "caxis": {"gridcolor": "white", "linecolor": "white", "ticks": ""}}, "title": {"x": 0.05}, "xaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}, "yaxis": {"automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": {"standoff": 15}, "zerolinecolor": "white", "zerolinewidth": 2}}}, "xaxis": {"anchor": "y", "domain": [0.0, 1.0], "title": {"text": "Date"}}, "yaxis": {"anchor": "x", "domain": [0.0, 1.0], "title": {"text": "Total Deaths per Million"}}},
         {"responsive": true}
     )
 };
\ No newline at end of file

From 6acc77ae7c686985b5cb4a88be866e00d7fa4d9f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 20:09:25 +0200
Subject: [PATCH 0067/1007] Added highlights to few diagrams

---
 index.html | 102 ++++++++++----------
 parse.js   | 266 ++++++++++++++++++++++++++---------------------------
 2 files changed, 184 insertions(+), 184 deletions(-)

diff --git a/index.html b/index.html
index e6d8a4282..fb7e47b59 100644
--- a/index.html
+++ b/index.html
@@ -2407,13 +2407,13 @@
 
  • If sample width is one, then the integer should be encoded unsigned.
    • 
 
  • For all other sizes, the integer should be encoded signed with little-endian byte order.
    • 
 
-
    Sample Values
    ┏━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━┯━━━━━━━━━━━━━┓
+
    Sample Values
    ┏━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━┯━━━━━━━━━━━━━┓
 ┃ sampwidth │     min     │ zero │     max     ┃
 ┠───────────┼─────────────┼──────┼─────────────┨
-┃     1     │           0 │  128 │         255 ┃
-┃     2     │      -32768 │    0 │       32767 ┃
-┃     3     │    -8388608 │    0 │     8388607 ┃
-┃     4     │ -2147483648 │    0 │  2147483647 ┃
+┃     1     │           0 │  128 │         255 ┃
+┃     2     │      -32768 │    0 │       32767 ┃
+┃     3     │    -8388608 │    0 │     8388607 ┃
+┃     4     │ -2147483648 │    0 │  2147483647 ┃
 ┗━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━┷━━━━━━━━━━━━━┛
 
    
 
@@ -2662,19 +2662,19 @@
 y    2
 dtype: int64
 
    
-
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
-┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃
+
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
+┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
-┃ sr.apply(…) │      3      │    sum 3    │      s  3     ┃
+┃ sr.apply(…) │      3      │    sum 3    │      s  3     ┃
 ┃ sr.agg(…)   │             │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
-
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
-┃             │    'rank'   │   ['rank']  │ {'r': 'rank'} ┃
+
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
+┃             │    'rank'   │   ['rank']  │ {'r': 'rank'} ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ sr.apply(…) │             │      rank   │               ┃
-┃ sr.agg(…)   │    x  1     │   x     1   │    r  x  1    ┃
-┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃
+┃ sr.agg(…)   │    x  1     │   x     1   │    r  x  1    ┃
+┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
@@ -2714,34 +2714,34 @@
 c  6  7
 
    
 
-
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
-┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃
+
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
-┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
-┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
-┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
-┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
+┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
+┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
+┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
-┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃
-┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
-┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃
-┃                        │ c  .  .  6  7 │            │            │                          ┃
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃
+┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
+┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
-┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
-┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
-┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
-┃                        │ c  .   6   7  │     6      │            │                          ┃
+┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
+┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
+┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
+┃                        │ c  .   6   7  │     6      │            │                          ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
-┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃
-┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
-┃                        │ c  .  .  6  7 │            │            │                          ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
+┃                        │ c  .  .  6  7 │            │            │                          ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
-┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
-┃                        │ a  1   2   .  │            │            │ columns.                 ┃
-┃                        │ b  3   4   5  │            │            │                          ┃
-┃                        │ c  .   6   7  │            │            │                          ┃
+┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
+┃                        │ a  1   2   .  │            │            │ columns.                 ┃
+┃                        │ b  3   4   5  │            │            │                          ┃
+┃                        │ c  .   6   7  │            │            │                          ┃
 ┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛
 
    
 
    Aggregate, Transform, Map:
    <Sr> = <DF>.sum/max/mean/idxmax/all()         # Or: <DF>.apply/agg/transform(<agg_func>)
@@ -2757,21 +2757,21 @@
 a  1  2
 b  3  4
 
    
-
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
-┃             │    'sum'    │   ['sum']   │ {'x': 'sum'}  ┃
+
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
+┃             │    'sum'    │   ['sum']   │ {'x': 'sum'}  ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ df.apply(…) │             │       x y   │               ┃
-┃ df.agg(…)   │    x  4     │   sum 4 6   │     x  4      ┃
-┃             │    y  6     │             │               ┃
+┃ df.agg(…)   │    x  4     │   sum 4 6   │     x  4      ┃
+┃             │    y  6     │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
-
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
-┃             │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃
+
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
+┃             │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ df.apply(…) │      x  y   │      x    y │        x      ┃
-┃ df.agg(…)   │   a  1  1   │   rank rank │     a  1      ┃
-┃ df.trans(…) │   b  2  2   │ a    1    1 │     b  2      ┃
-┃             │             │ b    2    2 │               ┃
+┃ df.agg(…)   │   a  1  1   │   rank rank │     a  1      ┃
+┃ df.trans(…) │   b  2  2   │ a    1    1 │     b  2      ┃
+┃             │             │ b    2    2 │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
    Encode, Decode:
    <DF> = pd.read_json/html('<str/path/url>')
@@ -2810,19 +2810,19 @@
 6: b  4  5  6
    c  7  8  6
 
    
-
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
-┃             │    'sum'    │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃
+
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
+┃             │    'sum'    │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃
 ┠─────────────┼─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ gb.agg(…)   │      x   y  │      x  y   │      x    y │        x      ┃
-┃             │  z          │   a  1  1   │   rank rank │     a  1      ┃
-┃             │  3   1   2  │   b  1  1   │ a    1    1 │     b  1      ┃
-┃             │  6  11  13  │   c  2  2   │ b    1    1 │     c  2      ┃
-┃             │             │             │ c    2    2 │               ┃
+┃             │  z          │   a  1  1   │   rank rank │     a  1      ┃
+┃             │  3   1   2  │   b  1  1   │ a    1    1 │     b  1      ┃
+┃             │  6  11  13  │   c  2  2   │ b    1    1 │     c  2      ┃
+┃             │             │             │ c    2    2 │               ┃
 ┠─────────────┼─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ gb.trans(…) │      x   y  │      x  y   │             │               ┃
-┃             │  a   1   2  │   a  1  1   │             │               ┃
-┃             │  b  11  13  │   b  1  1   │             │               ┃
-┃             │  c  11  13  │   c  1  1   │             │               ┃
+┃             │  a   1   2  │   a  1  1   │             │               ┃
+┃             │  b  11  13  │   b  1  1   │             │               ┃
+┃             │  c  11  13  │   c  1  1   │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
    Rolling
    Object for rolling window calculations.
    <R_Sr/R_DF/R_GB> = <Sr/DF/GB>.rolling(window_size)  # Also: `min_periods=None, center=False`.
diff --git a/parse.js b/parse.js
index 1ae5bfd7c..e0a055068 100755
--- a/parse.js
+++ b/parse.js
@@ -67,45 +67,11 @@ const DATETIME =
   '\'<DT> = resolve_imaginary(<DT>)\'';
 
 const DIAGRAM_1_A =
-  '+-------------+-------------+\n' +
-  '|   Classes   | Metaclasses |\n' +
-  '+-------------+-------------|\n' +
-  '|   MyClass --> MyMetaClass |\n';
-
-const DIAGRAM_1_B =
-  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
-  '┃   Classes   │ Metaclasses ┃\n' +
-  '┠─────────────┼─────────────┨\n' +
-  '┃   MyClass ──→ MyMetaClass ┃\n' +
-  '┃             │     ↓       ┃\n' +
-  '┃    object ─────→ type ←╮  ┃\n' +
-  '┃             │     ↑ ╰──╯  ┃\n' +
-  '┃     str ──────────╯       ┃\n' +
-  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_2_A =
-  '+-------------+-------------+\n' +
-  '|   Classes   | Metaclasses |\n' +
-  '+-------------+-------------|\n' +
-  '|   MyClass   | MyMetaClass |\n';
-
-const DIAGRAM_2_B =
-  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
-  '┃   Classes   │ Metaclasses ┃\n' +
-  '┠─────────────┼─────────────┨\n' +
-  '┃   MyClass   │ MyMetaClass ┃\n' +
-  '┃      ↓      │     ↓       ┃\n' +
-  '┃    object ←───── type     ┃\n' +
-  '┃      ↑      │             ┃\n' +
-  '┃     str     │             ┃\n' +
-  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
-
-const DIAGRAM_3_A =
   '+------------------+------------+------------+------------+\n' +
   '|                  |  Sequence  | Collection |  Iterable  |\n' +
   '+------------------+------------+------------+------------+\n';
 
-const DIAGRAM_3_B =
+const DIAGRAM_1_B =
   '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
   '┃                  │  Sequence  │ Collection │  Iterable  ┃\n' +
   '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
@@ -114,12 +80,12 @@ const DIAGRAM_3_B =
   '┃ iter             │            │            │     ✓      ┃\n' +
   '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 
-const DIAGRAM_4_A =
+const DIAGRAM_2_A =
   '+--------------------+----------+----------+----------+----------+----------+\n' +
   '|                    | Integral | Rational |   Real   | Complex  |  Number  |\n' +
   '+--------------------+----------+----------+----------+----------+----------+\n';
 
-const DIAGRAM_4_B =
+const DIAGRAM_2_B =
   '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
   '┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃\n' +
   '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
@@ -130,12 +96,26 @@ const DIAGRAM_4_B =
   '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
   '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
-const DIAGRAM_5_A =
+const DIAGRAM_3_A =
+  '+---------------+----------+----------+----------+----------+----------+\n';
+
+const DIAGRAM_3_B =
+  '┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
+  '┃               │ [ !#$%…] │ [a-zA-Z] │  [¼½¾]   │  [²³¹]   │  [0-9]   ┃\n' +
+  '┠───────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
+  '┃ isprintable() │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+  '┃ isalnum()     │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+  '┃ isnumeric()   │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
+  '┃ isdigit()     │          │          │          │    ✓     │    ✓     ┃\n' +
+  '┃ isdecimal()   │          │          │          │          │    ✓     ┃\n' +
+  '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
+
+const DIAGRAM_4_A =
   "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
   "|               |    {}    |   {:f}   |   {:e}   |   {:%}   |\n" +
   "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
 
-const DIAGRAM_5_B =
+const DIAGRAM_4_B =
   "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
   "┃               │    {<float>}    │   {<float>:f}   │   {<float>:e}   │   {<float>:%}   ┃\n" +
   "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
@@ -149,12 +129,12 @@ const DIAGRAM_5_B =
   "┃ 567.89        │  '567.89'       │   '567.890000'  │  '5.678900e+02' │ '56789.000000%' ┃\n" +
   "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_6_A =
+const DIAGRAM_5_A =
   "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
   "|               |   {:.2}  |  {:.2f}  |  {:.2e}  |  {:.2%}  |\n" +
   "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
 
-const DIAGRAM_6_B =
+const DIAGRAM_5_B =
   "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
   "┃               │   {<float>:.2}  │  {<float>:.2f}  │  {<float>:.2e}  │  {<float>:.2%}  ┃\n" +
   "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
@@ -168,12 +148,12 @@ const DIAGRAM_6_B =
   "┃ 567.89        │    '5.7e+02'    │     '567.89'    │    '5.68e+02'   │   '56789.00%'   ┃\n" +
   "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_7_A =
+const DIAGRAM_6_A =
   '+------------+------------+------------+------------+--------------+\n' +
   '|            |  Iterable  | Collection |  Sequence  | abc.Sequence |\n' +
   '+------------+------------+------------+------------+--------------+\n';
 
-const DIAGRAM_7_B =
+const DIAGRAM_6_B =
   '┏━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓\n' +
   '┃            │  Iterable  │ Collection │  Sequence  │ abc.Sequence ┃\n' +
   '┠────────────┼────────────┼────────────┼────────────┼──────────────┨\n' +
@@ -186,11 +166,11 @@ const DIAGRAM_7_B =
   '┃ count()    │            │            │            │      ✓       ┃\n' +
   '┗━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n';
 
-const DIAGRAM_8_A =
+const DIAGRAM_7_A =
   'BaseException\n' +
   ' +-- SystemExit';
 
-const DIAGRAM_8_B =
+const DIAGRAM_7_B =
   "BaseException\n" +
   " ├── SystemExit                   # Raised by the sys.exit() function.\n" +
   " ├── KeyboardInterrupt            # Raised when the user hits the interrupt key (ctrl-c).\n" +
@@ -212,6 +192,21 @@ const DIAGRAM_8_B =
   "      └── ValueError              # When an argument is of right type but inappropriate value.\n" +
   "           └── UnicodeError       # Raised when encoding/decoding strings to/from bytes fails.\n";
 
+const DIAGRAM_8_A =
+  '+-----------+------------+------------+------------+\n' +
+  '|           |    list    |    dict    |    set     |\n' +
+  '+-----------+------------+------------+------------+\n';
+
+const DIAGRAM_8_B =
+  '┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+  '┃           │    list    │    dict    │    set     ┃\n' +
+  '┠───────────┼────────────┼────────────┼────────────┨\n' +
+  '┃ getitem() │ IndexError │  KeyError  │            ┃\n' +
+  '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
+  '┃ remove()  │ ValueError │            │  KeyError  ┃\n' +
+  '┃ index()   │ ValueError │            │            ┃\n' +
+  '┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+
 const DIAGRAM_9_A =
   '+------------------+--------------+--------------+--------------+\n' +
   '|                  |     excel    |   excel-tab  |     unix     |\n' +
@@ -231,26 +226,45 @@ const DIAGRAM_9_B =
   "┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_10_A =
-  '+-----------+------------+------------+------------+\n' +
-  '|           |    list    |    dict    |    set     |\n' +
-  '+-----------+------------+------------+------------+\n';
+  '+-------------+-------------+\n' +
+  '|   Classes   | Metaclasses |\n' +
+  '+-------------+-------------|\n' +
+  '|   MyClass --> MyMetaClass |\n';
 
 const DIAGRAM_10_B =
-  '┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  '┃           │    list    │    dict    │    set     ┃\n' +
-  '┠───────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ getitem() │ IndexError │  KeyError  │            ┃\n' +
-  '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
-  '┃ remove()  │ ValueError │            │  KeyError  ┃\n' +
-  '┃ index()   │ ValueError │            │            ┃\n' +
-  '┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
+  '┃   Classes   │ Metaclasses ┃\n' +
+  '┠─────────────┼─────────────┨\n' +
+  '┃   MyClass ──→ MyMetaClass ┃\n' +
+  '┃             │     ↓       ┃\n' +
+  '┃    object ─────→ type ←╮  ┃\n' +
+  '┃             │     ↑ ╰──╯  ┃\n' +
+  '┃     str ──────────╯       ┃\n' +
+  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_11_A =
+  '+-------------+-------------+\n' +
+  '|   Classes   | Metaclasses |\n' +
+  '+-------------+-------------|\n' +
+  '|   MyClass   | MyMetaClass |\n';
+
+const DIAGRAM_11_B =
+  '┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┓\n' +
+  '┃   Classes   │ Metaclasses ┃\n' +
+  '┠─────────────┼─────────────┨\n' +
+  '┃   MyClass   │ MyMetaClass ┃\n' +
+  '┃      ↓      │     ↓       ┃\n' +
+  '┃    object ←───── type     ┃\n' +
+  '┃      ↑      │             ┃\n' +
+  '┃     str     │             ┃\n' +
+  '┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛\n';
+
+const DIAGRAM_12_A =
   '+-----------+-------------+------+-------------+\n' +
   '| sampwidth |     min     | zero |     max     |\n' +
   '+-----------+-------------+------+-------------+\n';
 
-const DIAGRAM_11_B =
+const DIAGRAM_12_B =
   '┏━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━┯━━━━━━━━━━━━━┓\n' +
   '┃ sampwidth │     min     │ zero │     max     ┃\n' +
   '┠───────────┼─────────────┼──────┼─────────────┨\n' +
@@ -260,20 +274,6 @@ const DIAGRAM_11_B =
   '┃     4     │ -2147483648 │    0 │  2147483647 ┃\n' +
   '┗━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━┷━━━━━━━━━━━━━┛\n';
 
-const DIAGRAM_12_A =
-  '+---------------+----------+----------+----------+----------+----------+\n';
-
-const DIAGRAM_12_B =
-  '┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-  '┃               │ [ !#$%…] │ [a-zA-Z] │  [¼½¾]   │  [²³¹]   │  [0-9]   ┃\n' +
-  '┠───────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-  '┃ isprintable() │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isalnum()     │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isnumeric()   │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ isdigit()     │          │          │          │    ✓     │    ✓     ┃\n' +
-  '┃ isdecimal()   │          │          │          │          │    ✓     ┃\n' +
-  '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
-
 const DIAGRAM_13_A =
   '| sr.apply(…) |      3      |    sum 3    |      s  3     |';
 
@@ -297,10 +297,44 @@ const DIAGRAM_14_B =
   "┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_15_A =
-  '| df.apply(…) |             |       x y   |               |';
+const DIAGRAM_15_A = 
+  '+------------------------+---------------+------------+------------+--------------------------+';
 
 const DIAGRAM_15_B =
+  "┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n" +
+  "┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃\n" +
+  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
+  "┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃\n" +
+  "┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃\n" +
+  "┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃\n" +
+  "┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃\n" +
+  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
+  "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃\n" +
+  "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
+  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
+  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
+  "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
+  "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
+  "┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃\n" +
+  "┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃\n" +
+  "┃                        │ c  .   6   7  │     6      │            │                          ┃\n" +
+  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
+  "┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃\n" +
+  "┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃\n" +
+  "┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
+  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
+  "┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃\n" +
+  "┃                        │ a  1   2   .  │            │            │ columns.                 ┃\n" +
+  "┃                        │ b  3   4   5  │            │            │                          ┃\n" +
+  "┃                        │ c  .   6   7  │            │            │                          ┃\n" +
+  "┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n";
+
+const DIAGRAM_16_A =
+  '| df.apply(…) |             |       x y   |               |';
+
+const DIAGRAM_16_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'sum'    │   ['sum']   │ {'x': 'sum'}  ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
@@ -309,10 +343,10 @@ const DIAGRAM_15_B =
   "┃             │    y  6     │             │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_16_A =
+const DIAGRAM_17_A =
   '| df.apply(…) |      x  y   |      x    y |        x      |';
 
-const DIAGRAM_16_B =
+const DIAGRAM_17_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
@@ -322,10 +356,10 @@ const DIAGRAM_16_B =
   "┃             │             │ b    2    2 │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_17_A = 
+const DIAGRAM_18_A = 
   '| gb.agg(…)   |      x   y  |      x  y   |      x    y |        x      |';
 
-const DIAGRAM_17_B =
+const DIAGRAM_18_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'sum'    │    'rank'   │   ['rank']  │ {'x': 'rank'} ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼─────────────┼───────────────┨\n" +
@@ -341,40 +375,6 @@ const DIAGRAM_17_B =
   "┃             │  c  11  13  │   c  1  1   │             │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_18_A = 
-  '+------------------------+---------------+------------+------------+--------------------------+';
-
-const DIAGRAM_18_B =
-  "┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n" +
-  "┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃\n" +
-  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃\n" +
-  "┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃\n" +
-  "┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃\n" +
-  "┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃\n" +
-  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃\n" +
-  "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
-  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
-  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
-  "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
-  "┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃\n" +
-  "┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃\n" +
-  "┃                        │ c  .   6   7  │     6      │            │                          ┃\n" +
-  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃\n" +
-  "┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃\n" +
-  "┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
-  "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃\n" +
-  "┃                        │ a  1   2   .  │            │            │ columns.                 ┃\n" +
-  "┃                        │ b  3   4   5  │            │            │                          ┃\n" +
-  "┃                        │ c  .   6   7  │            │            │                          ┃\n" +
-  "┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n";
-
 
 function main() {
   const html = getMd();
@@ -406,9 +406,9 @@ function modifyPage() {
   addToc();
   insertLinks();
   unindentBanner();
+  updateDiagrams();
   highlightCode();
   removePlotImages();
-  updateDiagrams();
 }
 
 function removeOrigToc() {
@@ -439,6 +439,27 @@ function unindentBanner() {
   downloadPraragrapth.addClass('banner');
 }
 
+function updateDiagrams() {
+  $(`code:contains(${DIAGRAM_1_A})`).html(DIAGRAM_1_B);
+  $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
+  $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
+  $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
+  $(`code:contains(${DIAGRAM_5_A})`).html(DIAGRAM_5_B);
+  $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
+  $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
+  $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);
+  $(`code:contains(${DIAGRAM_9_A})`).html(DIAGRAM_9_B);
+  $(`code:contains(${DIAGRAM_10_A})`).html(DIAGRAM_10_B);
+  $(`code:contains(${DIAGRAM_11_A})`).html(DIAGRAM_11_B);
+  $(`code:contains(${DIAGRAM_12_A})`).html(DIAGRAM_12_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_13_A})`).html(DIAGRAM_13_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_14_A})`).html(DIAGRAM_14_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_15_A})`).html(DIAGRAM_15_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_16_A})`).html(DIAGRAM_16_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_17_A})`).html(DIAGRAM_17_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_18_A})`).html(DIAGRAM_18_B).removeClass("text").removeClass("language-text").addClass("python");
+}
+
 function highlightCode() {
   setApaches(['', '', '
    ', '', '', '']);
   $('code').not('.python').not('.text').not('.bash').not('.apache').addClass('python');
@@ -518,27 +539,6 @@ function removePlotImages() {
   $('img[alt="Covid Cases"]').remove();
 }
 
-function updateDiagrams() {
-  $(`code:contains(${DIAGRAM_1_A})`).html(DIAGRAM_1_B);
-  $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
-  $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
-  $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
-  $(`code:contains(${DIAGRAM_5_A})`).html(DIAGRAM_5_B);
-  $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
-  $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
-  $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);
-  $(`code:contains(${DIAGRAM_9_A})`).html(DIAGRAM_9_B);
-  $(`code:contains(${DIAGRAM_10_A})`).html(DIAGRAM_10_B);
-  $(`code:contains(${DIAGRAM_11_A})`).html(DIAGRAM_11_B);
-  $(`code:contains(${DIAGRAM_12_A})`).html(DIAGRAM_12_B);
-  $(`code:contains(${DIAGRAM_13_A})`).html(DIAGRAM_13_B);
-  $(`code:contains(${DIAGRAM_14_A})`).html(DIAGRAM_14_B);
-  $(`code:contains(${DIAGRAM_15_A})`).html(DIAGRAM_15_B);
-  $(`code:contains(${DIAGRAM_16_A})`).html(DIAGRAM_16_B);
-  $(`code:contains(${DIAGRAM_17_A})`).html(DIAGRAM_17_B);
-  $(`code:contains(${DIAGRAM_18_A})`).html(DIAGRAM_18_B);
-}
-
 function readFile(filename) {
   try {  
     return fs.readFileSync(filename, 'utf8');

From 67b001a5b931d11a0a44404f4c2735c28cd58eef Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 20:31:36 +0200
Subject: [PATCH 0068/1007] Fixed Pandas diagram

---
 index.html | 6 +++---
 parse.js   | 8 ++++++++
 2 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/index.html b/index.html
index fb7e47b59..c4cc36c2d 100644
--- a/index.html
+++ b/index.html
@@ -2718,7 +2718,7 @@
 ┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
-┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
+┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
 ┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
 ┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
@@ -2730,7 +2730,7 @@
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
 ┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
 ┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
-┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
+┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
 ┃                        │ c  .   6   7  │     6      │            │                          ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
@@ -2738,7 +2738,7 @@
 ┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
 ┃                        │ c  .  .  6  7 │            │            │                          ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
-┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
+┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
 ┃                        │ a  1   2   .  │            │            │ columns.                 ┃
 ┃                        │ b  3   4   5  │            │            │                          ┃
 ┃                        │ c  .   6   7  │            │            │                          ┃
diff --git a/parse.js b/parse.js
index e0a055068..6eee29191 100755
--- a/parse.js
+++ b/parse.js
@@ -408,6 +408,7 @@ function modifyPage() {
   unindentBanner();
   updateDiagrams();
   highlightCode();
+  fixPandasDiagram();
   removePlotImages();
 }
 
@@ -534,6 +535,13 @@ function insertPageBreakBefore(an_id) {
   $('
    ').insertBefore($(an_id).parent())
 }
 
+function fixPandasDiagram() {
+  const diagram_15 = '┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓';
+  $(`code:contains(${diagram_15})`).find(".hljs-keyword:contains(and)").after("and");
+  $(`code:contains(${diagram_15})`).find(".hljs-keyword:contains(as)").after("as");
+  $(`code:contains(${diagram_15})`).find(".hljs-keyword").remove();
+}
+
 function removePlotImages() {
   $('img[alt="Covid Deaths"]').remove();
   $('img[alt="Covid Cases"]').remove();

From 8232c350c5ee414ed35f20efb9743a216b648681 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 20:53:29 +0200
Subject: [PATCH 0069/1007] Updated index

---
 pdf/index_for_pdf.html       | 12 ++++++------
 pdf/index_for_pdf_print.html | 12 ++++++------
 web/script_2.js              |  3 +--
 3 files changed, 13 insertions(+), 14 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 2c78c791a..fa899e6e4 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -15,7 +15,7 @@ 
    A
    
 arrays,     29
    
 audio, 40-41  
    
 
    B
    
-
    basic script template, 44
    
+
    basic script template, 49
    
 beautifulsoup library, 35
    
 binary representation, 8
    
 bitwise operators, 8
    
@@ -36,7 +36,7 @@ 
    C
    
 copy function, 15
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
-csv module, 26, 34
    
+csv module, 26, 34, 47
    
 curses module, 34  
    
 
    D
    
 
    dataclasses module, 12, 15
    
@@ -74,7 +74,7 @@ 
    I
    
 iterator, 3, 17
    
 itertools module, 3, 8  
    
 
    J
    
-
    json module, 25  
    
+
    json module, 25, 47  
    
 
    L
    
 
    lambda, 11
    
 list comprehension, 11
    
@@ -88,11 +88,11 @@ 
    M
    
 memoryviews, 29
    
 metaclass attribute, 32
    
 metaprograming, 31-32
    
-mysql library, 26  
    
+mysql library, 26, 47  
    
 
    N
    
 
    namedtuples, 3
    
 nonlocal keyword, 12
    
-numpy module, 37-38  
    
+numpy library, 37-38  
    
 
    O
    
 
    open function, 22-23
    
 operator module, 31
    
@@ -109,7 +109,7 @@ 
    P
    
 profiling, 36-37
    
 progress bar, 34
    
 property decorator, 15
    
-pygame module, 42  
    
+pygame library, 42  
    
 
    Q
    
 
    queues, 30  
    
 
    R
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 9053aca2a..382277ad0 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -15,7 +15,7 @@ 
    A
    
 arrays, 29
    
 audio, 40-41  
    
 
    B
    
-
    basic script template, 44
    
+
    basic script template, 49
    
 beautifulsoup library, 35
    
 binary representation, 8
    
 bitwise operators, 8
    
@@ -36,7 +36,7 @@ 
    C
    
 copy function, 15
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
-csv module, 26, 34
    
+csv module, 26, 34, 47
    
 curses module, 34  
    
 
    D
    
 
    dataclasses module, 12, 15
    
@@ -74,7 +74,7 @@ 
    I
    
 iterator, 3, 17
    
 itertools module, 3, 8  
    
 
    J
    
-
    json module, 25  
    
+
    json module, 25, 47  
    
 
    L
    
 
    lambda, 11
    
 list comprehension, 11
    
@@ -92,7 +92,7 @@ 
    M
    
 
    N
    
 
    namedtuples, 3
    
 nonlocal keyword, 12
    
-numpy module, 37-38  
    
+numpy library, 37-38  
    
 
    O
    
 
    open function, 22-23
    
 operator module, 31
    
@@ -109,7 +109,7 @@ 
    P
    
 profiling, 36-37
    
 progress bar, 34
    
 property decorator, 15
    
-pygame module, 42  
    
+pygame library, 42  
    
 
    Q
    
 
    queues, 30  
    
 
    R
    
@@ -128,7 +128,7 @@ 
    S
    
 slots attribute, 15
    
 sortable, 1, 16
    
 splat operator, 10-11
    
-sqlite module, 27
    
+sqlite module, 27, 47
    
 statistics module, 7
    
 strings, 5
    
 struct module, 28-29
    
diff --git a/web/script_2.js b/web/script_2.js
index 7b7843517..4731a6cab 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -35,8 +35,7 @@ const TOC_MOBILE =
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table,\n' +
   '                       Curses, Logging, Scraping,\n' +
   '                       Web, Profile, NumPy,\n' +
-  '                       Image, Audio, Games,\n' +
-  '                       Data]\n' +
+  '                       Image, Audio, Games, Data]\n' +
   '}\n';
 
 

From 82432bc70d5a443933b91e6e8f24ed33ba1c0200 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 20:56:31 +0200
Subject: [PATCH 0070/1007] Updated index

---
 pdf/index_for_pdf.html       | 6 +++---
 pdf/index_for_pdf_print.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index fa899e6e4..f8685fc31 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -36,7 +36,7 @@ 
    C
    
 copy function, 15
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
-csv module, 26, 34, 47
    
+csv module, 26, 34, 46
    
 curses module, 34  
    
 
    D
    
 
    dataclasses module, 12, 15
    
@@ -74,7 +74,7 @@ 
    I
    
 iterator, 3, 17
    
 itertools module, 3, 8  
    
 
    J
    
-
    json module, 25, 47  
    
+
    json module, 25, 46  
    
 
    L
    
 
    lambda, 11
    
 list comprehension, 11
    
@@ -88,7 +88,7 @@ 
    M
    
 memoryviews, 29
    
 metaclass attribute, 32
    
 metaprograming, 31-32
    
-mysql library, 26, 47  
    
+mysql library, 26, 46  
    
 
    N
    
 
    namedtuples, 3
    
 nonlocal keyword, 12
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 382277ad0..140c4ccf8 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -36,7 +36,7 @@ 
    C
    
 copy function, 15
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
-csv module, 26, 34, 47
    
+csv module, 26, 34, 46
    
 curses module, 34  
    
 
    D
    
 
    dataclasses module, 12, 15
    
@@ -74,7 +74,7 @@ 
    I
    
 iterator, 3, 17
    
 itertools module, 3, 8  
    
 
    J
    
-
    json module, 25, 47  
    
+
    json module, 25, 46  
    
 
    L
    
 
    lambda, 11
    
 list comprehension, 11
    
@@ -128,7 +128,7 @@ 
    S
    
 slots attribute, 15
    
 sortable, 1, 16
    
 splat operator, 10-11
    
-sqlite module, 27, 47
    
+sqlite module, 27, 46
    
 statistics module, 7
    
 strings, 5
    
 struct module, 28-29
    

From 2be2538a33309fa0ebfd02744b6c4abd700b6799 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 20:59:28 +0200
Subject: [PATCH 0071/1007] Updated index

---
 pdf/index_for_pdf.html       | 2 +-
 pdf/index_for_pdf_print.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index f8685fc31..5894a0411 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -104,7 +104,7 @@ 
    P
    
 path, 23-24
    
 pickle module, 25
    
 pillow library, 39
    
-plotting, 34
    
+plotting, 34, 47
    
 print function, 22
    
 profiling, 36-37
    
 progress bar, 34
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 140c4ccf8..7823ea883 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -104,7 +104,7 @@ 
    P
    
 path, 23-24
    
 pickle module, 25
    
 pillow library, 39
    
-plotting, 34
    
+plotting, 34, 47
    
 print function, 22
    
 profiling, 36-37
    
 progress bar, 34
    

From 959083f808ee7ed7c92271af69d4c7567f1d81b3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 21:07:12 +0200
Subject: [PATCH 0072/1007] Updated index

---
 pdf/index_for_pdf.html       | 5 +++--
 pdf/index_for_pdf_print.html | 5 +++--
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 5894a0411..0d03f6b19 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -99,7 +99,8 @@ 
    O
    
 os commands, 24-25
    
 os module, 23, 24-25  
    
 
    P
    
-
    partial function, 12, 20
    
+
    pandas library, 44
    
+partial function, 12, 20
    
 pass keyword, 14, 34, 42
    
 path, 23-24
    
 pickle module, 25
    
@@ -120,7 +121,7 @@ 
    R
    
 regular expressions, 5-6
    
 requests library, 35, 36  
    
 
    S
    
-
    scraping, 35, 43
    
+
    scraping, 35, 43, 47, 48
    
 sequence, 4, 18, 19
    
 sets, 2, 11
    
 shell commands, 25
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 7823ea883..b4169b3af 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -99,7 +99,8 @@ 
    O
    
 os commands, 24-25
    
 os module, 23, 24-25  
    
 
    P
    
-
    partial function, 12, 20
    
+
    pandas library, 44
    
+partial function, 12, 20
    
 pass keyword, 14, 34, 42
    
 path, 23-24
    
 pickle module, 25
    
@@ -120,7 +121,7 @@ 
    R
    
 regular expressions, 5-6
    
 requests library, 35, 36  
    
 
    S
    
-
    scraping, 35, 43
    
+
    scraping, 35, 43, 47, 48
    
 sequence, 4, 18, 19
    
 sets, 2, 11
    
 shell commands, 25
    

From 87edfed52bd94e4ecf21b06dac5c6a5a34e3bb00 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 21:10:41 +0200
Subject: [PATCH 0073/1007] Plotly

---
 README.md  | 1 -
 index.html | 3 +--
 2 files changed, 1 insertion(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 27b26a1f8..2e7f35a2b 100644
--- a/README.md
+++ b/README.md
@@ -3348,7 +3348,6 @@ Plotly
 
 ![Covid Deaths](web/covid_deaths.png)
 
    
-
    
 
 ```python
 import pandas as pd
diff --git a/index.html b/index.html
index c4cc36c2d..ad5edad58 100644
--- a/index.html
+++ b/index.html
@@ -2831,7 +2831,7 @@
 
    
 
 
-
    #Plotly
    Covid Deaths by Continent
    import pandas as pd
+
    #Plotly
    Covid Deaths by Continent
    import pandas as pd
 import plotly.express
 
 covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
@@ -2850,7 +2850,6 @@
 
 
 
-
 
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    import pandas, datetime
 import plotly.graph_objects as go
 

From 3badfd5ad8289ff21f5e718dcd1b169dead1aea0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Jun 2020 21:23:08 +0200
Subject: [PATCH 0074/1007] Numbers

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2e7f35a2b..f40a3c085 100644
--- a/README.md
+++ b/README.md
@@ -520,7 +520,7 @@ shuffle()
 
 ### Bin, Hex
 ```python
-        = 0b                   # Or: 0x
+        = ±0b                  # Or: ±0x
         = int('±', 2)          # Or: int('±', 16)
         = int('±0b', 0)        # Or: int('±0x', 0)
 '[-]0b' = bin()                # Or: hex()
diff --git a/index.html b/index.html
index ad5edad58..7578fc616 100644
--- a/index.html
+++ b/index.html
@@ -607,7 +607,7 @@
 shuffle(<list>)
 
    
 
-
    Bin, Hex
    <int>        = 0b<bin>                   # Or: 0x<hex>
+
    Bin, Hex
    <int>        = ±0b<bin>                  # Or: ±0x<hex>
 <int>        = int('±<bin>', 2)          # Or: int('±<hex>', 16)
 <int>        = int('±0b<bin>', 0)        # Or: int('±0x<hex>', 0)
 '[-]0b<bin>' = bin(<int>)                # Or: hex(<int>)

From 0db0c8a5417724975306770af3f6f7ed8637b19c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 02:22:55 +0200
Subject: [PATCH 0075/1007] Pandas and Plotly

---
 README.md  | 50 +++++++++++++++++++++++++-------------------------
 index.html | 52 +++++++++++++++++++++++++++-------------------------
 parse.js   |  4 ++--
 3 files changed, 54 insertions(+), 52 deletions(-)

diff --git a/README.md b/README.md
index f40a3c085..bab10e54f 100644
--- a/README.md
+++ b/README.md
@@ -3123,14 +3123,13 @@ Name: a, dtype: int64
 >>> sr = Series([1, 2], index=['x', 'y'])
 x    1
 y    2
-dtype: int64
 ```
 
 ```text
 +-------------+-------------+-------------+---------------+
 |             |    'sum'    |   ['sum']   | {'s': 'sum'}  |
 +-------------+-------------+-------------+---------------+
-| sr.apply(…) |      3      |    sum 3    |      s  3     |
+| sr.apply(…) |      3      |    sum 3    |     s  3      |
 | sr.agg(…)   |             |             |               |
 +-------------+-------------+-------------+---------------+
 ```
@@ -3144,6 +3143,7 @@ dtype: int64
 | sr.trans(…) |    y  2     |   y     2   |       y  2    |
 +-------------+-------------+-------------+---------------+
 ```
+* **Last result has a hierarchical index. `'[, ]'` returns the value.**
 
 ### DataFrame
 **Table with labeled rows and columns.**
@@ -3358,12 +3358,12 @@ covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
 continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
                          'list/r/country-and-continent-codes-list-csv.csv',
                          usecols=['Three_Letter_Country_Code', 'Continent_Name'])
-merged = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
-summed = merged.groupby(['Continent_Name', 'date']).sum().reset_index()
-summed['Total Deaths per Million'] = summed.total_deaths * 1e6 / summed.population
-summed = summed[('2020-03-14' < summed.date) & (summed.date < '2020-06-25')]
-summed = summed.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
-plotly.express.line(summed, x='Date', y='Total Deaths per Million', color='Continent').show()
+df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
+df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
+df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
+df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
+df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
+plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
 
 ### Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
@@ -3379,7 +3379,7 @@ def main():
     display_data(wrangle_data(*scrape_data()))
 
 def scrape_data():
-    def scrape_yah(id_):
+    def scrape_yahoo(id_):
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
         now  = int(datetime.datetime.now().timestamp())
         url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
@@ -3387,23 +3387,23 @@ def scrape_data():
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow_jones, gold, bitcoin = scrape_yah('^DJI'), scrape_yah('GC=F'), scrape_yah('BTC-USD')
-    dow_jones.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow_jones, gold, bitcoin
-
-def wrangle_data(covid, dow_jones, gold, bitcoin):
-    out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
-    out = out.loc['2020-02-23':].iloc[:-2]
-    out = out.interpolate()
-    out.iloc[:, 1:] = out.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
-    out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
-    return out
-
-def display_data(out):
+    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, bitcoin
+
+def wrangle_data(covid, dow, gold, bitcoin):
+    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+    df = df.loc['2020-02-23':].iloc[:-2]
+    df = df.interpolate()
+    df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
+    df.iloc[:, 1:] = df.iloc[:, 1:] / df.iloc[0, 1:] * 100
+    return df
+
+def display_data(df):
     def get_trace(col_name):
-        return go.Scatter(x=out.index, y=out[col_name], name=col_name, yaxis='y2')
-    traces = [get_trace(col_name) for col_name in out.columns[1:]]
-    traces.append(go.Scatter(x=out.index, y=out.total_cases, name='Total Cases', yaxis='y1'))
+        return go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis='y2')
+    traces = [get_trace(col_name) for col_name in df.columns[1:]]
+    traces.append(go.Scatter(x=df.index, y=df.total_cases, name='Total Cases', yaxis='y1'))
     figure = go.Figure()
     figure.add_traces(traces)
     figure.update_layout(
diff --git a/index.html b/index.html
index 7578fc616..24775a99b 100644
--- a/index.html
+++ b/index.html
@@ -2660,12 +2660,11 @@
 
    >>> sr = Series([1, 2], index=['x', 'y'])
 x    1
 y    2
-dtype: int64
 
    
 
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
 ┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
-┃ sr.apply(…) │      3      │    sum 3    │      s  3     ┃
+┃ sr.apply(…) │      3      │    sum 3    │     s  3      ┃
 ┃ sr.agg(…)   │             │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
@@ -2677,6 +2676,9 @@
 ┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
+
      
+
    • Last result has a hierarchical index. '<Sr>[<key_1>, <key_2>]' returns the value.
      • 
+
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
 a  1  2
@@ -2839,12 +2841,12 @@
 continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
                          'list/r/country-and-continent-codes-list-csv.csv',
                          usecols=['Three_Letter_Country_Code', 'Continent_Name'])
-merged = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
-summed = merged.groupby(['Continent_Name', 'date']).sum().reset_index()
-summed['Total Deaths per Million'] = summed.total_deaths * 1e6 / summed.population
-summed = summed[('2020-03-14' < summed.date) & (summed.date < '2020-06-25')]
-summed = summed.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
-plotly.express.line(summed, x='Date', y='Total Deaths per Million', color='Continent').show()
+df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
+df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
+df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
+df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
+df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
+plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 
    
 
 
@@ -2857,7 +2859,7 @@
     display_data(wrangle_data(*scrape_data()))
 
 def scrape_data():
-    def scrape_yah(id_):
+    def scrape_yahoo(id_):
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
         now  = int(datetime.datetime.now().timestamp())
         url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
@@ -2865,23 +2867,23 @@
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow_jones, gold, bitcoin = scrape_yah('^DJI'), scrape_yah('GC=F'), scrape_yah('BTC-USD')
-    dow_jones.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow_jones, gold, bitcoin
-
-def wrangle_data(covid, dow_jones, gold, bitcoin):
-    out = pandas.concat([covid, dow_jones, gold, bitcoin], axis=1)
-    out = out.loc['2020-02-23':].iloc[:-2]
-    out = out.interpolate()
-    out.iloc[:, 1:] = out.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
-    out.iloc[:, 1:] = out.iloc[:, 1:] / out.iloc[0, 1:] * 100
-    return out
-
-def display_data(out):
+    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, bitcoin
+
+def wrangle_data(covid, dow, gold, bitcoin):
+    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+    df = df.loc['2020-02-23':].iloc[:-2]
+    df = df.interpolate()
+    df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
+    df.iloc[:, 1:] = df.iloc[:, 1:] / df.iloc[0, 1:] * 100
+    return df
+
+def display_data(df):
     def get_trace(col_name):
-        return go.Scatter(x=out.index, y=out[col_name], name=col_name, yaxis='y2')
-    traces = [get_trace(col_name) for col_name in out.columns[1:]]
-    traces.append(go.Scatter(x=out.index, y=out.total_cases, name='Total Cases', yaxis='y1'))
+        return go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis='y2')
+    traces = [get_trace(col_name) for col_name in df.columns[1:]]
+    traces.append(go.Scatter(x=df.index, y=df.total_cases, name='Total Cases', yaxis='y1'))
     figure = go.Figure()
     figure.add_traces(traces)
     figure.update_layout(
diff --git a/parse.js b/parse.js
index 6eee29191..86eaeddf0 100755
--- a/parse.js
+++ b/parse.js
@@ -275,13 +275,13 @@ const DIAGRAM_12_B =
   '┗━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━┷━━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_13_A =
-  '| sr.apply(…) |      3      |    sum 3    |      s  3     |';
+  '| sr.apply(…) |      3      |    sum 3    |     s  3      |';
 
 const DIAGRAM_13_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
-  "┃ sr.apply(…) │      3      │    sum 3    │      s  3     ┃\n" +
+  "┃ sr.apply(…) │      3      │    sum 3    │     s  3      ┃\n" +
   "┃ sr.agg(…)   │             │             │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 

From 14d29798d8777f979bbf52f18fae16d9c7da1e08 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 02:27:03 +0200
Subject: [PATCH 0076/1007] Removed Plotly's floating toolbar

---
 index.html        | 4 ++++
 web/template.html | 4 ++++
 2 files changed, 8 insertions(+)

diff --git a/index.html b/index.html
index 24775a99b..53425775c 100644
--- a/index.html
+++ b/index.html
@@ -209,6 +209,10 @@
     page-break-inside: avoid;
   }
 }
+
+.modebar{
+  display: none !important;
+}
 
 
 
diff --git a/web/template.html b/web/template.html
index 58cd2c2ba..ee4e66034 100644
--- a/web/template.html
+++ b/web/template.html
@@ -209,6 +209,10 @@
     page-break-inside: avoid;
   }
 }
+
+.modebar{
+  display: none !important;
+}
 
 
 

From ebee0dc8bf04cb442a48cee285eb6ec358494148 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 14:32:52 +0200
Subject: [PATCH 0077/1007] Pandas

---
 README.md                    | 12 ++++++------
 index.html                   | 12 ++++++------
 pdf/index_for_pdf.html       |  2 +-
 pdf/index_for_pdf_print.html |  2 +-
 4 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index bab10e54f..fce8fde42 100644
--- a/README.md
+++ b/README.md
@@ -3143,7 +3143,7 @@ y    2
 | sr.trans(…) |    y  2     |   y     2   |       y  2    |
 +-------------+-------------+-------------+---------------+
 ```
-* **Last result has a hierarchical index. `'[, ]'` returns the value.**
+* **Last result has a hierarchical index. Use `'[, ]'` to get the value.**
 
 ### DataFrame
 **Table with labeled rows and columns.**
@@ -3387,12 +3387,12 @@ def scrape_data():
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
-    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow, gold, bitcoin
+    dow, gold, btc = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, btc.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, btc
 
-def wrangle_data(covid, dow, gold, bitcoin):
-    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+def wrangle_data(covid, dow, gold, btc):
+    df = pandas.concat([covid, dow, gold, btc], axis=1)
     df = df.loc['2020-02-23':].iloc[:-2]
     df = df.interpolate()
     df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
diff --git a/index.html b/index.html
index 53425775c..5f081d838 100644
--- a/index.html
+++ b/index.html
@@ -2681,7 +2681,7 @@
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
      
-
    • Last result has a hierarchical index. '<Sr>[<key_1>, <key_2>]' returns the value.
      • 
+
    • Last result has a hierarchical index. Use '<Sr>[<key_1>, <key_2>]' to get the value.
      • 
 
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
@@ -2871,12 +2871,12 @@
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
-    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow, gold, bitcoin
+    dow, gold, btc = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, btc.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, btc
 
-def wrangle_data(covid, dow, gold, bitcoin):
-    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+def wrangle_data(covid, dow, gold, btc):
+    df = pandas.concat([covid, dow, gold, btc], axis=1)
     df = df.loc['2020-02-23':].iloc[:-2]
     df = df.interpolate()
     df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 0d03f6b19..d5b87c9fd 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -121,7 +121,7 @@ 
    R
    
 regular expressions, 5-6
    
 requests library, 35, 36  
    
 
    S
    
-
    scraping, 35, 43, 47, 48
    
+
    scraping, 35, 43, 46, 47, 48
    
 sequence, 4, 18, 19
    
 sets, 2, 11
    
 shell commands, 25
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index b4169b3af..f6d485c4f 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -121,7 +121,7 @@ 
    R
    
 regular expressions, 5-6
    
 requests library, 35, 36  
    
 
    S
    
-
    scraping, 35, 43, 47, 48
    
+
    scraping, 35, 43, 46, 47, 48
    
 sequence, 4, 18, 19
    
 sets, 2, 11
    
 shell commands, 25
    

From 0fa07e7359fb3cfd8fc968603b8f44c1c6c42428 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 15:31:12 +0200
Subject: [PATCH 0078/1007] Pandas

---
 README.md  | 14 +++++++-------
 index.html | 14 +++++++-------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index fce8fde42..8434cf5d2 100644
--- a/README.md
+++ b/README.md
@@ -3181,8 +3181,8 @@ b  3  4
 ```python
     = .set_index(column_key)          # Replaces row keys with values from a column.
     = .reset_index()                  # Moves row keys to their own column.
-    = .transpose()                    # Rotates the table.
-    = .melt(id_vars=column_key/s)     # Melts on columns.
+    = .filter('', axis=1)      # Only keeps columns whose key matches the regex.
+    = .melt(id_vars=column_key/s)     # Convers DF from wide to long format.
 ```
 
 #### Merge, Join, Concat:
@@ -3387,12 +3387,12 @@ def scrape_data():
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow, gold, btc = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
-    dow.name, gold.name, btc.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow, gold, btc
+    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, bitcoin
 
-def wrangle_data(covid, dow, gold, btc):
-    df = pandas.concat([covid, dow, gold, btc], axis=1)
+def wrangle_data(covid, dow, gold, bitcoin):
+    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
     df = df.loc['2020-02-23':].iloc[:-2]
     df = df.interpolate()
     df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
diff --git a/index.html b/index.html
index 5f081d838..7cf350ebe 100644
--- a/index.html
+++ b/index.html
@@ -2707,8 +2707,8 @@
 
    
 
    <DF>    = <DF>.set_index(column_key)          # Replaces row keys with values from a column.
 <DF>    = <DF>.reset_index()                  # Moves row keys to their own column.
-<DF>    = <DF>.transpose()                    # Rotates the table.
-<DF>    = <DF>.melt(id_vars=column_key/s)     # Melts on columns.
+<DF>    = <DF>.filter('<regex>', axis=1)      # Only keeps columns whose key matches the regex.
+<DF>    = <DF>.melt(id_vars=column_key/s)     # Convers DF from wide to long format.
 
    
 
    Merge, Join, Concat:
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 
@@ -2871,12 +2871,12 @@
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
-    dow, gold, btc = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
-    dow.name, gold.name, btc.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow, gold, btc
+    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+    return covid, dow, gold, bitcoin
 
-def wrangle_data(covid, dow, gold, btc):
-    df = pandas.concat([covid, dow, gold, btc], axis=1)
+def wrangle_data(covid, dow, gold, bitcoin):
+    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
     df = df.loc['2020-02-23':].iloc[:-2]
     df = df.interpolate()
     df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]

From d3fec31d51d44c35191e4a7b4d47d1e7d71ee07d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 15:31:48 +0200
Subject: [PATCH 0079/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 8434cf5d2..1721cb786 100644
--- a/README.md
+++ b/README.md
@@ -3182,7 +3182,7 @@ b  3  4
     = .set_index(column_key)          # Replaces row keys with values from a column.
     = .reset_index()                  # Moves row keys to their own column.
     = .filter('', axis=1)      # Only keeps columns whose key matches the regex.
-    = .melt(id_vars=column_key/s)     # Convers DF from wide to long format.
+    = .melt(id_vars=column_key/s)     # Converts DF from wide to long format.
 ```
 
 #### Merge, Join, Concat:
diff --git a/index.html b/index.html
index 7cf350ebe..198fde619 100644
--- a/index.html
+++ b/index.html
@@ -2708,7 +2708,7 @@
 
    <DF>    = <DF>.set_index(column_key)          # Replaces row keys with values from a column.
 <DF>    = <DF>.reset_index()                  # Moves row keys to their own column.
 <DF>    = <DF>.filter('<regex>', axis=1)      # Only keeps columns whose key matches the regex.
-<DF>    = <DF>.melt(id_vars=column_key/s)     # Convers DF from wide to long format.
+<DF>    = <DF>.melt(id_vars=column_key/s)     # Converts DF from wide to long format.
 
    
 
    Merge, Join, Concat:
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 

From 92486a4196fab00717915f9f007dbbe8efd4f3b4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 18:46:24 +0200
Subject: [PATCH 0080/1007] Pandas

---
 README.md  | 15 ++++++++-------
 index.html | 17 ++++++++++-------
 parse.js   | 16 ++++++++--------
 3 files changed, 26 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index 1721cb786..a55a17b28 100644
--- a/README.md
+++ b/README.md
@@ -3129,7 +3129,7 @@ y    2
 +-------------+-------------+-------------+---------------+
 |             |    'sum'    |   ['sum']   | {'s': 'sum'}  |
 +-------------+-------------+-------------+---------------+
-| sr.apply(…) |      3      |    sum 3    |     s  3      |
+| sr.apply(…) |      3      |    sum  3   |     s  3      |
 | sr.agg(…)   |             |             |               |
 +-------------+-------------+-------------+---------------+
 ```
@@ -3139,11 +3139,11 @@ y    2
 |             |    'rank'   |   ['rank']  | {'r': 'rank'} |
 +-------------+-------------+-------------+---------------+
 | sr.apply(…) |             |      rank   |               |
-| sr.agg(…)   |    x  1     |   x     1   |    r  x  1    |
-| sr.trans(…) |    y  2     |   y     2   |       y  2    |
+| sr.agg(…)   |     x  1    |   x     1   |    r  x  1    |
+| sr.trans(…) |     y  2    |   y     2   |       y  2    |
 +-------------+-------------+-------------+---------------+
 ```
-* **Last result has a hierarchical index. Use `'[, ]'` to get the value.**
+* **Last result has a hierarchical index. Use `'[key_1, key_2]'` to get its values.**
 
 ### DataFrame
 **Table with labeled rows and columns.**
@@ -3248,9 +3248,9 @@ b  3  4
 +-------------+-------------+-------------+---------------+
 |             |    'sum'    |   ['sum']   | {'x': 'sum'}  |
 +-------------+-------------+-------------+---------------+
-| df.apply(…) |             |       x y   |               |
-| df.agg(…)   |    x  4     |   sum 4 6   |     x  4      |
-|             |    y  6     |             |               |
+| df.apply(…) |             |       x  y  |               |
+| df.agg(…)   |     x  4    |  sum  4  6  |     x  4      |
+|             |     y  6    |             |               |
 +-------------+-------------+-------------+---------------+
 ```
 
@@ -3264,6 +3264,7 @@ b  3  4
 |             |             | b    2    2 |               |
 +-------------+-------------+-------------+---------------+
 ```
+* **Use `'[col_key_1, col_key_2][row_key]'` to get the fifth result's values.**
 
 #### Encode, Decode:
 ```python
diff --git a/index.html b/index.html
index 198fde619..808b93b93 100644
--- a/index.html
+++ b/index.html
@@ -2668,7 +2668,7 @@
 
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
 ┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
-┃ sr.apply(…) │      3      │    sum 3    │     s  3      ┃
+┃ sr.apply(…) │      3      │    sum  3   │     s  3      ┃
 ┃ sr.agg(…)   │             │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
@@ -2676,12 +2676,12 @@
 ┃             │    'rank'   │   ['rank']  │ {'r': 'rank'} ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
 ┃ sr.apply(…) │             │      rank   │               ┃
-┃ sr.agg(…)   │    x  1     │   x     1   │    r  x  1    ┃
-┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃
+┃ sr.agg(…)   │     x  1    │   x     1   │    r  x  1    ┃
+┃ sr.trans(…) │     y  2    │   y     2   │       y  2    ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
      
-
    • Last result has a hierarchical index. Use '<Sr>[<key_1>, <key_2>]' to get the value.
      • 
+
    • Last result has a hierarchical index. Use '<Sr>[key_1, key_2]' to get its values.
      • 
 
    
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
@@ -2766,9 +2766,9 @@
 
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
 ┃             │    'sum'    │   ['sum']   │ {'x': 'sum'}  ┃
 ┠─────────────┼─────────────┼─────────────┼───────────────┨
-┃ df.apply(…) │             │       x y   │               ┃
-┃ df.agg(…)   │    x  4     │   sum 4 6   │     x  4      ┃
-┃             │    y  6     │             │               ┃
+┃ df.apply(…) │             │       x  y  │               ┃
+┃ df.agg(…)   │     x  4    │  sum  4  6  │     x  4      ┃
+┃             │     y  6    │             │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
 
    ┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓
@@ -2780,6 +2780,9 @@
 ┃             │             │ b    2    2 │               ┃
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
+
      
+
    • Use '<DF>[col_key_1, col_key_2][row_key]' to get the fifth result's values.
      • 
+
    
 
    Encode, Decode:
    <DF> = pd.read_json/html('<str/path/url>')
 <DF> = pd.read_csv/pickle/excel('<path/url>')
 <DF> = pd.read_sql('<query>', <connection>)
diff --git a/parse.js b/parse.js
index 86eaeddf0..7bbb41d0c 100755
--- a/parse.js
+++ b/parse.js
@@ -275,13 +275,13 @@ const DIAGRAM_12_B =
   '┗━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━┷━━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_13_A =
-  '| sr.apply(…) |      3      |    sum 3    |     s  3      |';
+  '| sr.apply(…) |      3      |    sum  3   |     s  3      |';
 
 const DIAGRAM_13_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'sum'    │   ['sum']   │ {'s': 'sum'}  ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
-  "┃ sr.apply(…) │      3      │    sum 3    │     s  3      ┃\n" +
+  "┃ sr.apply(…) │      3      │    sum  3   │     s  3      ┃\n" +
   "┃ sr.agg(…)   │             │             │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
@@ -293,8 +293,8 @@ const DIAGRAM_14_B =
   "┃             │    'rank'   │   ['rank']  │ {'r': 'rank'} ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
   "┃ sr.apply(…) │             │      rank   │               ┃\n" +
-  "┃ sr.agg(…)   │    x  1     │   x     1   │    r  x  1    ┃\n" +
-  "┃ sr.trans(…) │    y  2     │   y     2   │       y  2    ┃\n" +
+  "┃ sr.agg(…)   │     x  1    │   x     1   │    r  x  1    ┃\n" +
+  "┃ sr.trans(…) │     y  2    │   y     2   │       y  2    ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_15_A = 
@@ -332,15 +332,15 @@ const DIAGRAM_15_B =
   "┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_16_A =
-  '| df.apply(…) |             |       x y   |               |';
+  '| df.apply(…) |             |       x  y  |               |';
 
 const DIAGRAM_16_B =
   "┏━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┓\n" +
   "┃             │    'sum'    │   ['sum']   │ {'x': 'sum'}  ┃\n" +
   "┠─────────────┼─────────────┼─────────────┼───────────────┨\n" +
-  "┃ df.apply(…) │             │       x y   │               ┃\n" +
-  "┃ df.agg(…)   │    x  4     │   sum 4 6   │     x  4      ┃\n" +
-  "┃             │    y  6     │             │               ┃\n" +
+  "┃ df.apply(…) │             │       x  y  │               ┃\n" +
+  "┃ df.agg(…)   │     x  4    │  sum  4  6  │     x  4      ┃\n" +
+  "┃             │     y  6    │             │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_17_A =

From 79f5cd740aa2848f2a5edd89740720b5ff3f5061 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 20:09:16 +0200
Subject: [PATCH 0081/1007] How to create pdf update

---
 pdf/HOW_TO_CREATE_PDF.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/pdf/HOW_TO_CREATE_PDF.md b/pdf/HOW_TO_CREATE_PDF.md
index 2413a4df0..06beb9329 100644
--- a/pdf/HOW_TO_CREATE_PDF.md
+++ b/pdf/HOW_TO_CREATE_PDF.md
@@ -5,7 +5,7 @@ PDF file can also be purchased here: https://transactions.sendowl.com/products/7
 Setup
 -----
 * Install Adobe Acrobat Pro DC.
-* Copy headers and footers from `pdf/adobe/` folder to `/Users//Library/Preferences/Adobe/Acrobat/DC/HeaderFooter/`.
+* Copy headers and footers from `pdf/acrobat/` folder to `/Users//Library/Preferences/Adobe/Acrobat/DC/HeaderFooter/`.
 * Change date in header and footer element of `web/template.html`.
 * Run `./parse.js` and commit changes.
 
@@ -45,6 +45,8 @@ Adding headers and footers to PDF (the same for both files)
 * If presets get lost, the font and the margins are as follow: Borders: left-line: 0.6, left-text: 0.8, top-line: 11.4, bottom-text: 0.27, right-text-odd: 0.57, font-name: menlo, font-size: 8.
 * Set title and author by selecting 'File/Properties...'.
 * Save.
+* Open file in Preview.
+* Select 'Export as PDF...' (This fixes the error message about Menlo font encoding, that would otherwise show every time the file is opened on Windows with Adobe reader).
 
 Printing the PDF
 ----------------

From f9ee767da744ee0145b3cd84f9dfc1f9b08c9773 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 21:49:43 +0200
Subject: [PATCH 0082/1007] Changed date

---
 index.html        | 4 ++--
 web/template.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 808b93b93..61f82f7fd 100644
--- a/index.html
+++ b/index.html
@@ -217,7 +217,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -2936,7 +2936,7 @@
  
 
   
 
diff --git a/web/template.html b/web/template.html
index ee4e66034..2a52223a9 100644
--- a/web/template.html
+++ b/web/template.html
@@ -217,7 +217,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -225,7 +225,7 @@
   
    
 
   
 

From 4cc0a1601122f99600ebc2fa5b6df1d7ec30bd60 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 22:06:06 +0200
Subject: [PATCH 0083/1007] Updated indexes

---
 pdf/index_for_pdf.html       | 3 ---
 pdf/index_for_pdf_print.html | 3 ---
 2 files changed, 6 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index d5b87c9fd..b0f4d99f0 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -1,6 +1,4 @@
 
-
    
-
    
 
    
 
    #Index
    
 
@@ -101,7 +99,6 @@ 
    O
    
 
    P
    
 
    pandas library, 44
    
 partial function, 12, 20
    
-pass keyword, 14, 34, 42
    
 path, 23-24
    
 pickle module, 25
    
 pillow library, 39
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index f6d485c4f..fd037d471 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -1,6 +1,4 @@
 
-
    
-
    
 
    
 
    #Index
    
 
@@ -101,7 +99,6 @@ 
    O
    
 
    P
    
 
    pandas library, 44
    
 partial function, 12, 20
    
-pass keyword, 14, 34, 42
    
 path, 23-24
    
 pickle module, 25
    
 pillow library, 39
    

From f275d73e50597b8f2d43c1cd3599f590d1dba294 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 27 Jun 2020 23:47:55 +0200
Subject: [PATCH 0084/1007] Small fixes

---
 pdf/Acrobat/chapter_7.xml | 2 +-
 pdf/HOW_TO_CREATE_PDF.md  | 6 ++----
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/pdf/Acrobat/chapter_7.xml b/pdf/Acrobat/chapter_7.xml
index b6929b222..f838e37e3 100644
--- a/pdf/Acrobat/chapter_7.xml
+++ b/pdf/Acrobat/chapter_7.xml
@@ -1 +1 @@
-/
    | Chapter 7: Libraries
    
\ No newline at end of file
+/
    | Chapter 7: Libraries
    
\ No newline at end of file
diff --git a/pdf/HOW_TO_CREATE_PDF.md b/pdf/HOW_TO_CREATE_PDF.md
index 06beb9329..dc93c39d1 100644
--- a/pdf/HOW_TO_CREATE_PDF.md
+++ b/pdf/HOW_TO_CREATE_PDF.md
@@ -21,7 +21,7 @@ Printing to PDF
 * Run `./parse.js` again.
 * Open `index.html` in text editor and first remove element `

    ` before the `
    Libraries
    `.
 * Then replace the footer and last three `
    ` elements with contents of `pdf/index_for_pdf_print.html` file.
-* Change all links in text to normal text and optionally add a page number after '(p. )'. Links can be found with this regex: `.*a href.*`.
+* Change all links in text to normal text and optionally add a page number in brackets like that: '(p. )'. Links can be found with this regex: `.*a href.*`.
 * Save and open `index.html` in Chrome.
 * Change brightness of elements by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
 * Change lightness (L) percentage to:
@@ -44,9 +44,7 @@ Adding headers and footers to PDF (the same for both files)
 * Select 'Edit PDF' tab and add headers and footers by clicking 'Header & Footer' button, selecting a preset from 'Saved Settings' dropdown menu and clicking ok. Repeat the process for each preset.
 * If presets get lost, the font and the margins are as follow: Borders: left-line: 0.6, left-text: 0.8, top-line: 11.4, bottom-text: 0.27, right-text-odd: 0.57, font-name: menlo, font-size: 8.
 * Set title and author by selecting 'File/Properties...'.
-* Save.
-* Open file in Preview.
-* Select 'Export as PDF...' (This fixes the error message about Menlo font encoding, that would otherwise show every time the file is opened on Windows with Adobe reader).
+* Save in Adobe, Optimized format.
 
 Printing the PDF
 ----------------

From 7a066ae47398eec92ee90c6db191c8f1bc49cdc9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 28 Jun 2020 01:30:45 +0200
Subject: [PATCH 0085/1007] Updated empty script

---
 web/empty_script.py | 690 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 690 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 6957fdafe..da1de403e 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -7996,4 +7996,694 @@
 ###
 ##
 #
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
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+#############################################################################
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+###########################################################
+######################################################
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+############################################
+#######################################
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+#
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+###
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+################################
+#######################################
+############################################
+#################################################
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+###########################################################
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+###########################################################################
+############################################################################
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+###########################################################
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+############################################
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+##################################
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+#######################################
+############################################
+#################################################
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+###########################################################
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+###################################################################
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+###########################################################################
+############################################################################
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+#############################################################################
+############################################################################
+###########################################################################
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+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
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+##################################
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+###################
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+#####
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+#
+#
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+###
+####
+#######
+##########
+#############
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+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
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+#############################################################################
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+###########################################################################
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+######################################################################
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+###########
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+#####
+###
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+#
 

From 9cae80f37c3a1163271ae8015da1356270cfb08b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 28 Jun 2020 01:31:35 +0200
Subject: [PATCH 0086/1007] Updated empty script

---
 web/empty_script.py | 460 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 460 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index da1de403e..1b49b38e8 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -8686,4 +8686,464 @@
 ###
 ##
 #
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
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+###########################################################
+######################################################
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+############################################
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+#
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+###########################
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+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
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+###########################################################################
+############################################################################
+#############################################################################
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+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
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+###################
+###############
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+#####
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+#
+#
+##
+###
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+##########
+#############
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+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
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+###################
+###############
+###########
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+#
+#
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+###
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+###########################
+################################
+#######################################
+############################################
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+######################################################
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+#########################################################################
+###########################################################################
+############################################################################
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+###########################################################################
+#########################################################################
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+#
+#
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+###
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+##########
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+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
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+##########
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+######################
+###########################
+################################
+#######################################
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+#################################################
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+###########################################################
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+#########################################################################
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+############################################################################
+#############################################################################
+#############################################################################
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+###########################################################################
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+######################################################################
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+######################################################
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+############################################
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+###########
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+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
 

From 197ec371efd413671a6ac500bc9b12de0d3603ed Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 28 Jun 2020 18:46:39 +0200
Subject: [PATCH 0087/1007] Plotly

---
 README.md  | 2 ++
 index.html | 6 ++++--
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a55a17b28..07489d85d 100644
--- a/README.md
+++ b/README.md
@@ -3351,6 +3351,7 @@ Plotly
 
    
 
 ```python
+# $ pip3 install pandas plotly
 import pandas as pd
 import plotly.express
 
@@ -3373,6 +3374,7 @@ plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent
 
    
 
 ```python
+# $ pip3 install pandas plotly
 import pandas, datetime
 import plotly.graph_objects as go
 
diff --git a/index.html b/index.html
index 61f82f7fd..2e0ba4ff3 100644
--- a/index.html
+++ b/index.html
@@ -2840,7 +2840,8 @@
 
    
 
 
-
    #Plotly
    Covid Deaths by Continent
    import pandas as pd
+
    #Plotly
    Covid Deaths by Continent
    # $ pip3 install pandas plotly
+import pandas as pd
 import plotly.express
 
 covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
@@ -2859,7 +2860,8 @@
 
 
 
-
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    import pandas, datetime
+
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    # $ pip3 install pandas plotly
+import pandas, datetime
 import plotly.graph_objects as go
 
 def main():

From e8866bb452775e4cf12a4e8febc5e94f1b3a4495 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 29 Jun 2020 17:00:48 +0200
Subject: [PATCH 0088/1007] Faq update

---
 web/faq.html | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index 144263bd6..1d355952e 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -7,6 +7,10 @@
     I also keep the Python console open at all times to test a little snippets of code, to check out the available functions of a module using code completion and above all, to use help(<module/object/function/type>) command. If something is still unclear, then I search the Python docs by googling 'python docs <module/function>'.
 
    
 
+
    What does the '<type>' signify?
    
+    It is a placeholder for an object. It needs to be replaced by an expression, literal or a variable that returns/is of that type.
+

    
+
 
    Why the '<type>' semantics?
    
     It makes examples much less ambiguous.
 

    
@@ -32,8 +36,8 @@
     Check out The Hitchhiker’s Guide to Python for a nice overview of mentioned topics.
 
    
 
-
    Why are Django and Pandas not covered?
    
-    Maybe they will be in the future. For now here is a nice Django cheatsheet.
+
    Why is Django not covered?
    
+    Maybe it will be in the future. For now here is a nice Django cheatsheet.
 

    
 
 
    Why are there no concrete Regex examples?
    

From 8ed4f4972852b189c7a0d511e40283083958f5fb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 29 Jun 2020 17:23:01 +0200
Subject: [PATCH 0089/1007] Faq update

---
 web/faq.html | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index 1d355952e..0edab4f31 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -4,7 +4,7 @@
 
 
    What is the best way to use it?
    
     I keep the text file open on separate desktop at all times. It is also in a different text editor than the one I usually use, so it's easier to switch to with Ctrl+↹ / ⌘↹. Cheatsheet consists of minimal text and short examples so things are easy to find with Ctrl+F / ⌘F.

    
-    I also keep the Python console open at all times to test a little snippets of code, to check out the available functions of a module using code completion and above all, to use help(<module/object/function/type>) command. If something is still unclear, then I search the Python docs by googling 'python docs <module/function>'.
+    I also keep the Python console open at all times to test little snippets of code, to check out the available functions of a module using code completion and above all, to use help(<module/object/function/type>) command. If something is still unclear, then I search the Python docs by googling 'python docs <module/function>'.
 

    
 
 
    What does the '<type>' signify?
    
@@ -15,8 +15,8 @@
     It makes examples much less ambiguous.
 

    
 
-
    Why are some basics like '<list> = [1, 2, 3]' and '<el> = <list>[<int>]' missing?
    
-    This cheatsheet is not intended for complete beginners. This way it can save some valuable space. Nonetheless it tries to be simple enough to be useful for somebody who completed the introductory course. A nice one page cheatsheet that can help you get started can be found here.

    
+
    Why are some basics like '<list> = [<el_1>, <el_2>, ...]' and '<el> = <list>[<int>]' missing?
    
+    This cheatsheet is not intended for complete beginners. This way it can save some valuable space. Nonetheless, it tries to be simple enough to be useful for somebody who completed the introductory course. A nice one-page cheatsheet that can help you get started can be found here.

    
 
 
    What exactly is <el>?
    
     El is short for element and can be any object, but it usually denotes an object that is an item of a collection.
@@ -32,12 +32,12 @@
     Check out Google Style Guide and use Ctrl+Alt+L / ⌥⌘L shortcut in PyCharm to automatically reformat code.
 

    
 
-
    Why are import statement, virtual environment, tests, packaging and installation not covered?
    
-    Check out The Hitchhiker’s Guide to Python for a nice overview of mentioned topics.
+
    Why are import statements, virtual environment, tests, packaging and installation not covered?
    
+    Check out The Hitchhiker’s Guide to Python for a nice overview of the mentioned topics.
 

    
 
 
    Why is Django not covered?
    
-    Maybe it will be in the future. For now here is a nice Django cheatsheet.
+    Maybe it will be in the future. For now, here is a nice Django cheatsheet.
 

    
 
 
    Why are there no concrete Regex examples?
    
@@ -45,13 +45,13 @@
 

    
 
 
    Why is there no old style string formating?
    
-    Because it's redundant and I don't want to encourage its use.
+    Because it is redundant and I don't want to encourage its use.
 

    
 
-
    Why is staticmethod not covered in Class section?
    
+
    Why is staticmethod decorator not covered in Class section?
    
     Because it's of very limited use and is easy to mix up with classmethod.
 

    
 
 
    Why are descriptors not covered?
    
-    Because property is sufficient for everyday use.
+    Because property decorator is sufficient for everyday use.
 

    
\ No newline at end of file

From 6d6bdba690cabc69f1adfbc45880521083692d42 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 29 Jun 2020 17:24:18 +0200
Subject: [PATCH 0090/1007] Updated empty script

---
 web/empty_script.py | 231 +++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 230 insertions(+), 1 deletion(-)

diff --git a/web/empty_script.py b/web/empty_script.py
index 1b49b38e8..4b0ff78ec 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -9146,4 +9146,233 @@
 ###
 ##
 #
-
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#

From a2e9060e210189b61410e62020d6670c5de80e4b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 30 Jun 2020 03:52:19 +0200
Subject: [PATCH 0091/1007] Exceptions

---
 README.md  | 2 ++
 index.html | 4 ++++
 2 files changed, 6 insertions(+)

diff --git a/README.md b/README.md
index 07489d85d..38662b189 100644
--- a/README.md
+++ b/README.md
@@ -1363,6 +1363,8 @@ else:
 finally:
     
 ```
+* **Code inside the `'else'` block will only be executed if `'try'` block had no exception.**
+* **Code inside the `'finally'` block will always be executed.**
 
 ### Catching Exceptions
 ```python
diff --git a/index.html b/index.html
index 2e0ba4ff3..a26acadf5 100644
--- a/index.html
+++ b/index.html
@@ -1301,6 +1301,10 @@
     <code_3>
 
    
 
+
      
+
    • Code inside the 'else' block will only be executed if 'try' block had no exception.
      • 
+
    • Code inside the 'finally' block will always be executed.
      • 
+
    
 
    Catching Exceptions
    except <exception>:
 except <exception> as <name>:
 except (<exception>, ...):

From 2d4bf88c5c51094707ffb47dec72a0553f94e996 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 30 Jun 2020 18:49:04 +0200
Subject: [PATCH 0092/1007] FAQ

---
 web/faq.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/faq.html b/web/faq.html
index 0edab4f31..151821f2c 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -25,7 +25,7 @@
 
    What exactly is <collection>?
    
     Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. <object>.__iter__() returns an iterator of object's items and <object>.__getitem__(<index>) returns an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
 
-    <iterable> should not be confused with abstract base class collections.abc.Iterable. Expression instanceof(<object>, collections.abc.Iterable) only checks if object has iter() special method. instanceof(<object>, collections.abc.Collection) checks for len(), iter() and contains().
+    <iterable> should not be confused with abstract base class collections.abc.Iterable. Expression instanceof(<object>, collections.abc.Iterable) only checks if object has iter() special method. instanceof(<object>, collections.abc.Collection) checks for len(), iter() and contains().
 

    
 
 
    What about PEP 8?
    

From 39bdcd4b684ece326f6509d266af18414edda81e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 08:52:05 +0200
Subject: [PATCH 0093/1007] Cython added

---
 README.md  | 39 +++++++++++++++++++++++++++++++++++++--
 index.html | 27 ++++++++++++++++++++++++++-
 2 files changed, 63 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 38662b189..018d04cd3 100644
--- a/README.md
+++ b/README.md
@@ -2978,7 +2978,7 @@ pg.draw.ellipse(, color, )
 ```python
  = pg.font.SysFont('', size, bold=False, italic=False)
  = pg.font.Font('', size)
- = .render(text, antialias, color, background=None)
+ = .render(text, antialias, color [, background])
 ```
 
 ### Sound
@@ -3422,6 +3422,42 @@ if __name__ == '__main__':
 ```
 
 
+Cython
+------
+**Library that compiles Python code into C.**
+
+```python
+# $ pip3 install cython
+```
+
+```python
+cdef   = 
+cdef [n_elements]  = [, , ...]
+cdef  ( , ...):
+```
+
+```python
+cdef class :
+    cdef public  
+    def __init__(self,  ):
+        self. = 
+```
+
+```python
+cdef enum : , , ...
+```
+* **All `'cdef'` definitions are optional, but they contribute to the speed-up.**
+* **Script needs to be saved with a `'pyx'` extension.**
+
+#### Running Cython code:
+```python
+#!/usr/bin/env python3
+import pyximport; pyximport.install()
+import 
+.main()
+```
+
+
 Basic Script Template
 ---------------------
 ```python
@@ -3452,5 +3488,4 @@ def read_file(filename):
 
 if __name__ == '__main__':
     main()
-
 ```
diff --git a/index.html b/index.html
index a26acadf5..d28a9b38a 100644
--- a/index.html
+++ b/index.html
@@ -2544,7 +2544,7 @@
 
    
 
    Font
    <Font> = pg.font.SysFont('<name>', size, bold=False, italic=False)
 <Font> = pg.font.Font('<path>', size)
-<Surf> = <Font>.render(text, antialias, color, background=None)
+<Surf> = <Font>.render(text, antialias, color [, background])
 
    
 
 
    Sound
    <Sound> = pg.mixer.Sound('<path>')              # Loads the WAV file.
@@ -2911,6 +2911,31 @@
 
 
 
+
    #Cython
    Library that compiles Python code into C.
    # $ pip3 install cython
+
    
+
+
+
    cdef <type> <var_name> = <el>
+cdef <type>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
+cdef <type/void> <func_name>(<type> <arg_name_1>, ...):
+
    
+
    cdef class <class_name>:
+    cdef public <type> <attr_name>
+    def __init__(self, <type> <arg_name>):
+        self.<attr_name> = <arg_name>
+
    
+
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
+
    
+
      
+
    • All 'cdef' definitions are optional, but they contribute to the speed-up.
      • 
+
    • Script needs to be saved with a 'pyx' extension.
      • 
+
    
+
    Running Cython code:
    #!/usr/bin/env python3
+import pyximport; pyximport.install()
+import <pyx_script_name>
+<pyx_script_name>.main()
+
    
+
 
    #Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py

From 56d36433b4c308d57c834a741ad1b72d3a9ab7a0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 11:11:01 +0200
Subject: [PATCH 0094/1007] Cython

---
 README.md  | 17 +++++++----------
 index.html | 22 ++++++++++------------
 2 files changed, 17 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index 018d04cd3..d1e03268d 100644
--- a/README.md
+++ b/README.md
@@ -3428,8 +3428,15 @@ Cython
 
 ```python
 # $ pip3 install cython
+import pyximport; pyximport.install()
+import 
+.main()
 ```
 
+### Definitions
+* **All `'cdef'` definitions are optional, but they contribute to the speed-up.**
+* **Script needs to be saved with a `'pyx'` extension.**
+
 ```python
 cdef   = 
 cdef [n_elements]  = [, , ...]
@@ -3446,16 +3453,6 @@ cdef class :
 ```python
 cdef enum : , , ...
 ```
-* **All `'cdef'` definitions are optional, but they contribute to the speed-up.**
-* **Script needs to be saved with a `'pyx'` extension.**
-
-#### Running Cython code:
-```python
-#!/usr/bin/env python3
-import pyximport; pyximport.install()
-import 
-.main()
-```
 
 
 Basic Script Template
diff --git a/index.html b/index.html
index d28a9b38a..ac3aac65d 100644
--- a/index.html
+++ b/index.html
@@ -2912,13 +2912,21 @@
 
 
 
    #Cython
    Library that compiles Python code into C.
    # $ pip3 install cython
+import pyximport; pyximport.install()
+import <cython_script>
+<cython_script>.main()
 
    
 
 
-
    cdef <type> <var_name> = <el>
+
    Definitions
      
+
    • All 'cdef' definitions are optional, but they contribute to the speed-up.
      • 
+
    • Script needs to be saved with a 'pyx' extension.
      • 
+
    cdef <type> <var_name> = <el>
 cdef <type>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
 cdef <type/void> <func_name>(<type> <arg_name_1>, ...):
-
    
+
    
+
+
 
    cdef class <class_name>:
     cdef public <type> <attr_name>
     def __init__(self, <type> <arg_name>):
@@ -2926,16 +2934,6 @@
 
    
 
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 
    
-
      
-
    • All 'cdef' definitions are optional, but they contribute to the speed-up.
      • 
-
    • Script needs to be saved with a 'pyx' extension.
      • 
-
    
-
    Running Cython code:
    #!/usr/bin/env python3
-import pyximport; pyximport.install()
-import <pyx_script_name>
-<pyx_script_name>.main()
-
    
-
 
    #Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py

From d73c40e8f345a995ff9959e434971c5ca77c0c3c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 11:46:45 +0200
Subject: [PATCH 0095/1007] Added Cython to ToC

---
 README.md       |  2 +-
 index.html      |  2 +-
 parse.js        |  2 +-
 web/script_2.js | 11 ++++++-----
 4 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index d1e03268d..1946e2b34 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`Cython`](#cython)**__.__
 
 
 Main
diff --git a/index.html b/index.html
index ac3aac65d..288ff4de6 100644
--- a/index.html
+++ b/index.html
@@ -231,7 +231,7 @@
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
-                       NumPy, Image, Audio, Games, Data]
+                       NumPy, Image, Audio, Games, Data, Cython]
 }
 
    
 
diff --git a/parse.js b/parse.js
index 7bbb41d0c..907e9c5bf 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data]\n' +
+  '                       NumPy, Image, Audio, Games, Data, Cython]\n' +
   '}\n' +
   '
    \n';
 
diff --git a/web/script_2.js b/web/script_2.js
index 4731a6cab..f360f0822 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data]\n' +
+  '                       NumPy, Image, Audio, Games, Data, Cython]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -35,7 +35,8 @@ const TOC_MOBILE =
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table,\n' +
   '                       Curses, Logging, Scraping,\n' +
   '                       Web, Profile, NumPy,\n' +
-  '                       Image, Audio, Games, Data]\n' +
+  '                       Image, Audio, Games, Data,\n' +
+  '                       Cython]\n' +
   '}\n';
 
 
@@ -56,14 +57,14 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE);
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.4em");
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE);
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.4em");
   } else {
-      $(`code:contains(ToC)`).html(TOC);
+      $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
   }
 }
 window.addEventListener("orientationchange", updateToc, false);

From c290c268096c6579f1c1e99a9834661ac0b44f65 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 11:57:58 +0200
Subject: [PATCH 0096/1007] Removed a few font formats

---
 index.html        | 7 ++-----
 web/template.html | 7 ++-----
 2 files changed, 4 insertions(+), 10 deletions(-)

diff --git a/index.html b/index.html
index 288ff4de6..bcfa8c100 100644
--- a/index.html
+++ b/index.html
@@ -21,12 +21,9 @@
 @import url(https://github.com/web/style.css);
 
 @font-face {font-family: "Menlo Regular";
-  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.eot"); /* IE9*/
-  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.eot?#iefix") format("embedded-opentype"), /* IE6-IE8 */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
   url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.svg#Menlo%20Regular") format("svg"); /* iOS 4.1- */
+  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/;
 }
 
 .join,
diff --git a/web/template.html b/web/template.html
index 2a52223a9..bf0f4a6a7 100644
--- a/web/template.html
+++ b/web/template.html
@@ -21,12 +21,9 @@
 @import url(https://github.com/web/style.css);
 
 @font-face {font-family: "Menlo Regular";
-  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.eot"); /* IE9*/
-  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.eot?#iefix") format("embedded-opentype"), /* IE6-IE8 */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
   url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.svg#Menlo%20Regular") format("svg"); /* iOS 4.1- */
+  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/;
 }
 
 .join,

From e9e97fa0ae1edbbe5391865236cee9404fbb021c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:08:04 +0200
Subject: [PATCH 0097/1007] Removed a few font formats

---
 index.html        | 3 +--
 web/template.html | 3 +--
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index bcfa8c100..05e52a603 100644
--- a/index.html
+++ b/index.html
@@ -22,8 +22,7 @@
 
 @font-face {font-family: "Menlo Regular";
   src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/;
+  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff");
 }
 
 .join,
diff --git a/web/template.html b/web/template.html
index bf0f4a6a7..73fff46de 100644
--- a/web/template.html
+++ b/web/template.html
@@ -22,8 +22,7 @@
 
 @font-face {font-family: "Menlo Regular";
   src: url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff"), /* chrome、firefox */
-  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.ttf") format("truetype"), /* chrome、firefox、opera、Safari, Android, iOS 4.2+*/;
+  url("https://github.com/web//OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff");
 }
 
 .join,

From 1f22b7e2821e90c78f4d371e3c021d4d200f6dd5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:09:11 +0200
Subject: [PATCH 0098/1007] Widened the gap between TOC lines on mobile

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index f360f0822..e1285ead5 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -57,12 +57,12 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.4em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.4em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
   } else {
       $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
   }

From 3d7c6c21f2e834adb187bca64be8fee9218fef87 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:11:40 +0200
Subject: [PATCH 0099/1007] Updated index

---
 pdf/index_for_pdf.html       | 6 +++---
 pdf/index_for_pdf_print.html | 3 ++-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index b0f4d99f0..29f9d0595 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -13,8 +13,7 @@ 
    A
    
 arrays, 29
    
 audio, 40-41  
    
 
    B
    
-
    basic script template, 49
    
-beautifulsoup library, 35
    
+
    beautifulsoup library, 35
    
 binary representation, 8
    
 bitwise operators, 8
    
 bottle library, 36
    
@@ -35,7 +34,8 @@ 
    C
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
 csv module, 26, 34, 46
    
-curses module, 34  
    
+curses module, 34
    
+cython, 49  
    
 
    D
    
 
    dataclasses module, 12, 15
    
 datetime module, 8-9
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index fd037d471..6d73eec06 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -35,7 +35,8 @@ 
    C
    
 coroutine, 33
    
 counter, 2, 4, 12, 17
    
 csv module, 26, 34, 46
    
-curses module, 34  
    
+curses module, 34
    
+cython, 49  
    
 
    D
    
 
    dataclasses module, 12, 15
    
 datetime module, 8-9
    

From f9129ff8d89e4e15b9a83e6f6e2768a431652c14 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:26:45 +0200
Subject: [PATCH 0100/1007] ToC gaps test

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index e1285ead5..b669a621a 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -57,12 +57,12 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "3em");
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "3em");
   } else {
       $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
   }

From a2baa64e121b9e72af50b7cb5851305656ee434b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:30:48 +0200
Subject: [PATCH 0101/1007] ToC gaps revert

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index b669a621a..e1285ead5 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -57,12 +57,12 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "3em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "3em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
   } else {
       $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
   }

From 620f4834e7130b86c2b5fb89d7c278e44c219bcc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 12:41:11 +0200
Subject: [PATCH 0102/1007] ToC

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index e1285ead5..6b51434ad 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -57,12 +57,12 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "2em");
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.6em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "2em");
   } else {
       $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
   }

From 084eaee9dc02d0c37095f6a655acf9c15cdb736e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 13:34:46 +0200
Subject: [PATCH 0103/1007] ToC

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index 6b51434ad..a29a93c8b 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -62,9 +62,9 @@ if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "2em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.8em");
   } else {
-      $(`code:contains(ToC)`).html(TOC).css("line-height", "1em");
+      $(`code:contains(ToC)`).html(TOC).css("line-height", "1.8em");
   }
 }
 window.addEventListener("orientationchange", updateToc, false);

From a7cbb3dfe06a0377f0216630038705538ac3287d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 13:44:50 +0200
Subject: [PATCH 0104/1007] ToC

---
 web/script_2.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/script_2.js b/web/script_2.js
index a29a93c8b..978de1803 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -57,7 +57,7 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 var TOC_SCREEN_WIDTH_CUTOFF = 667
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "2em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.8em");
 }
 
 function updateToc() {

From 4562485fe1f1d504f709e0c0e35aa7205fa56196 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 13:47:42 +0200
Subject: [PATCH 0105/1007] ToC

---
 web/script_2.js | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index 978de1803..998ae7683 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -55,16 +55,17 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 }
 
 var TOC_SCREEN_WIDTH_CUTOFF = 667
+var TOC_EM = '1.8em'
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.8em");
+    $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", TOC_EM);
 }
 
 function updateToc() {
   if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
-      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", "1.8em");
+      $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", TOC_EM);
   } else {
-      $(`code:contains(ToC)`).html(TOC).css("line-height", "1.8em");
+      $(`code:contains(ToC)`).html(TOC).css("line-height", TOC_EM);
   }
 }
 window.addEventListener("orientationchange", updateToc, false);

From 53a98660e99866a272156366677f7833b462ab24 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 13:58:49 +0200
Subject: [PATCH 0106/1007] ToC

---
 web/script_2.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/script_2.js b/web/script_2.js
index 998ae7683..239c457b1 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -55,7 +55,7 @@ if(/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine
 }
 
 var TOC_SCREEN_WIDTH_CUTOFF = 667
-var TOC_EM = '1.8em'
+var TOC_EM = '2em'
 
 if (isMobile && window.screen.width < TOC_SCREEN_WIDTH_CUTOFF) {
     $(`code:contains(ToC)`).html(TOC_MOBILE).css("line-height", TOC_EM);

From 43ec0a677236898cc09f40e4c7237941d2440338 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 22:39:50 +0200
Subject: [PATCH 0107/1007] Changed height of plot

---
 README.md         | 2 +-
 index.html        | 6 +++---
 web/template.html | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 1946e2b34..91f749202 100644
--- a/README.md
+++ b/README.md
@@ -3350,7 +3350,7 @@ Plotly
 ### Covid Deaths by Continent
 
 ![Covid Deaths](web/covid_deaths.png)
-
    
+
    
 
 ```python
 # $ pip3 install pandas plotly
diff --git a/index.html b/index.html
index 05e52a603..5338656dd 100644
--- a/index.html
+++ b/index.html
@@ -213,7 +213,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -2840,7 +2840,7 @@
 
    
 
 
-
    #Plotly
    Covid Deaths by Continent
    # $ pip3 install pandas plotly
+
    #Plotly
    Covid Deaths by Continent
    # $ pip3 install pandas plotly
 import pandas as pd
 import plotly.express
 
@@ -2961,7 +2961,7 @@
  
 
   
 
diff --git a/web/template.html b/web/template.html
index 73fff46de..10d647171 100644
--- a/web/template.html
+++ b/web/template.html
@@ -213,7 +213,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -221,7 +221,7 @@
   
    
 
   
 

From 7eb426341880350773b164604f260a28f79e451b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jul 2020 22:41:22 +0200
Subject: [PATCH 0108/1007] Changed date

---
 index.html        | 4 ++--
 web/template.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 5338656dd..b6afd4cf6 100644
--- a/index.html
+++ b/index.html
@@ -213,7 +213,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -2961,7 +2961,7 @@
  
 
   
 
diff --git a/web/template.html b/web/template.html
index 10d647171..05a3d32e0 100644
--- a/web/template.html
+++ b/web/template.html
@@ -213,7 +213,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -221,7 +221,7 @@
   
    
 
   
 

From d90f9c7a009f32ae7f94ff3966073b0891285d5d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 3 Jul 2020 03:59:00 +0200
Subject: [PATCH 0109/1007] Changed author link

---
 index.html                   | 2 +-
 pdf/index_for_pdf_print.html | 3 +--
 web/template.html            | 2 +-
 3 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index b6afd4cf6..066a116f8 100644
--- a/index.html
+++ b/index.html
@@ -214,7 +214,7 @@
 
   
    
     
-    
+    
   
    
 
   
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 6d73eec06..6bfb50712 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -13,8 +13,7 @@ 
    A
    
 arrays, 29
    
 audio, 40-41  
    
 
    B
    
-
    basic script template, 49
    
-beautifulsoup library, 35
    
+
    beautifulsoup library, 35
    
 binary representation, 8
    
 bitwise operators, 8
    
 bottle library, 36
    
diff --git a/web/template.html b/web/template.html
index 05a3d32e0..b5b7f062c 100644
--- a/web/template.html
+++ b/web/template.html
@@ -214,7 +214,7 @@
 
   
    
     
-    
+    
   
    
 
   

From ea85d5e7c5214c5f905191cb4fadf5b27170a9f0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 3 Jul 2020 04:02:12 +0200
Subject: [PATCH 0110/1007] Changed author link

---
 index.html        | 2 +-
 web/template.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index 066a116f8..a5806cb64 100644
--- a/index.html
+++ b/index.html
@@ -214,7 +214,7 @@
 
   
    
     
-    
+    
   
    
 
   
diff --git a/web/template.html b/web/template.html
index b5b7f062c..fb4f28f27 100644
--- a/web/template.html
+++ b/web/template.html
@@ -214,7 +214,7 @@
 
   
    
     
-    
+    
   
    
 
   

From db7dabaf04fc839ac954667abc38ec4dada7a459 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 3 Jul 2020 04:12:56 +0200
Subject: [PATCH 0111/1007] Fixed index

---
 pdf/index_for_pdf.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 29f9d0595..b9cc8f816 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -37,7 +37,7 @@ 
    C
    
 curses module, 34
    
 cython, 49  
    
 
    D
    
-
    dataclasses module, 12, 15
    
+
    dataclasses module, 12, 15
    
 datetime module, 8-9
    
 decorator, 13
    
 deques, 29
    

From fea09f5cd36e045aa0fd6564afaf957aff3aa373 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 4 Jul 2020 01:28:41 +0200
Subject: [PATCH 0112/1007] Inline

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 91f749202..13796c8e0 100644
--- a/README.md
+++ b/README.md
@@ -750,7 +750,7 @@ Inline
  = lambda , : 
 ```
 
-### Comprehension
+### Comprehensions
 ```python
  = [i+1 for i in range(10)]                   # [1, 2, ..., 10]
   = {i for i in range(10) if i > 5}            # {6, 7, 8, 9}
diff --git a/index.html b/index.html
index a5806cb64..ded6f7705 100644
--- a/index.html
+++ b/index.html
@@ -781,7 +781,7 @@
 
    
 
 
-
    Comprehension
    <list> = [i+1 for i in range(10)]                   # [1, 2, ..., 10]
+
    Comprehensions
    <list> = [i+1 for i in range(10)]                   # [1, 2, ..., 10]
 <set>  = {i for i in range(10) if i > 5}            # {6, 7, 8, 9}
 <iter> = (i+5 for i in range(10))                   # (5, 6, ..., 14)
 <dict> = {i: i*2 for i in range(10)}                # {0: 0, 1: 2, ..., 9: 18}

From 504544d7cdda554c434cc9095ed82ad8169aad0c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 4 Jul 2020 21:22:08 +0200
Subject: [PATCH 0113/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 parse.js   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 13796c8e0..110447bd4 100644
--- a/README.md
+++ b/README.md
@@ -3208,7 +3208,7 @@ c  6  7
 |                        | 1  3   4   5  |            | 3   4   5  | right_on parameters.     |
 |                        | 2  .   6   7  |            |            | Uses 'inner' by default. |
 +------------------------+---------------+------------+------------+--------------------------+
-| l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row_keys.|
+| l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row keys.|
 |           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
 |           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 |                          |
 |                        | c  .  .  6  7 |            |            |                          |
diff --git a/index.html b/index.html
index ded6f7705..a96bc180f 100644
--- a/index.html
+++ b/index.html
@@ -2728,7 +2728,7 @@
 ┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃
 ┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
-┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃
+┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃
 ┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
 ┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃
 ┃                        │ c  .  .  6  7 │            │            │                          ┃
diff --git a/parse.js b/parse.js
index 907e9c5bf..f52213fdc 100755
--- a/parse.js
+++ b/parse.js
@@ -309,7 +309,7 @@ const DIAGRAM_15_B =
   "┃                        │ 1  3   4   5  │            │ 3   4   5  │ right_on parameters.     ┃\n" +
   "┃                        │ 2  .   6   7  │            │            │ Uses 'inner' by default. ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
-  "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row_keys.┃\n" +
+  "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃\n" +
   "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
   "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃\n" +
   "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +

From 3bef8fb9816c4123befbf4fd241a8d77b4171213 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 5 Jul 2020 00:20:25 +0200
Subject: [PATCH 0114/1007] Fixed links to comprehensions

---
 README.md                    | 2 +-
 index.html                   | 2 +-
 pdf/index_for_pdf.html       | 6 +++---
 pdf/index_for_pdf_print.html | 2 +-
 4 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 110447bd4..5149dbc07 100644
--- a/README.md
+++ b/README.md
@@ -1147,7 +1147,7 @@ class Counter:
 #### Python has many different iterator objects:
 * **Iterators returned by the [iter()](#iterator) function, such as list\_iterator and set\_iterator.**
 * **Objects returned by the [itertools](#itertools) module, such as count, repeat and cycle.**
-* **Generators returned by the [generator functions](#generator) and [generator expressions](#comprehension).**
+* **Generators returned by the [generator functions](#generator) and [generator expressions](#comprehensions).**
 * **File objects returned by the [open()](#open) function, etc.**
 
 ### Callable
diff --git a/index.html b/index.html
index a96bc180f..1134663da 100644
--- a/index.html
+++ b/index.html
@@ -1105,7 +1105,7 @@
 
    Python has many different iterator objects:
    Callable
      
 
    • All functions and classes have a call() method, hence are callable.
      • 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index b9cc8f816..9a6acc8bd 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -28,7 +28,7 @@ 
      C
      
 combinatorics, 8
      
 command line arguments, 22
      
 comparable, 16
      
-comprehension, 11
      
+comprehensions, 11
      
 context manager, 17
      
 copy function, 15
      
 coroutine, 33
      
@@ -56,7 +56,7 @@ 
      F
      
 functools module, 11, 12, 13, 16
      
 futures, 30  
      
 
      G
      
-
      generators, 4, 11
      
+
      generators, 4, 11
      
 global keyword, 12
      
 
      H
      
 
      hashable, 16
      
@@ -75,7 +75,7 @@ 
      J
      
 
      json module, 25, 46  
      
 
      L
      
 
      lambda, 11
      
-list comprehension, 11
      
+list comprehension, 11
      
 lists, 1-2, 11
      
 locks, 29
      
 logging, 35  
      
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 6bfb50712..c7a974962 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -28,7 +28,7 @@ 
      C
      
 combinatorics, 8
      
 command line arguments, 22
      
 comparable, 16
      
-comprehension, 11
      
+comprehensions, 11
      
 context manager, 17
      
 copy function, 15
      
 coroutine, 33
      

From f3dc8b3f6011506bff3c9a3be193e7b395c30610 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 5 Jul 2020 17:48:12 +0200
Subject: [PATCH 0115/1007] Changed Twitter card

---
 index.html        | 4 ++--
 web/template.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 1134663da..80e11124e 100644
--- a/index.html
+++ b/index.html
@@ -9,10 +9,10 @@
   
   
   
-  
+  
   
   
-  
+  
   
   
 
diff --git a/web/template.html b/web/template.html
index fb4f28f27..5130f2b74 100644
--- a/web/template.html
+++ b/web/template.html
@@ -9,10 +9,10 @@
   
   
   
-  
+  
   
   
-  
+  
   
   
 

From be73b378decf4966bc0434aa9e9d048354b39102 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 9 Jul 2020 08:59:11 +0200
Subject: [PATCH 0116/1007] Mario

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 5149dbc07..748c8ab0d 100644
--- a/README.md
+++ b/README.md
@@ -3029,7 +3029,7 @@ def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
     x -= x // abs(x) if x else 0
-    y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
+    y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
diff --git a/index.html b/index.html
index 80e11124e..e99b60d92 100644
--- a/index.html
+++ b/index.html
@@ -2587,7 +2587,7 @@
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
     x -= x // abs(x) if x else 0
-    y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (-10 if D.n in pressed else 0)
+    y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):

From a59e6376f5b4b7f71c9c0826dcbb1b3b2e7ae778 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 14 Jul 2020 18:58:13 +0200
Subject: [PATCH 0117/1007] PyInstaller

---
 README.md  | 12 ++++++++++++
 index.html | 10 ++++++++++
 2 files changed, 22 insertions(+)

diff --git a/README.md b/README.md
index 748c8ab0d..dbfcca777 100644
--- a/README.md
+++ b/README.md
@@ -3455,6 +3455,18 @@ cdef enum : , , ...
 ```
 
 
+PyInstaller
+-----------
+```bash
+$ pip3 install pyinstaller
+$ pyinstaller script.py                        # Compiles into './dist/script' directory.
+$ pyinstaller script.py --onefile              # Compiles into './dist/script' console app.
+$ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
+$ pyinstaller script.py --add-data ':.'  # Adds file to the root of the executable.
+```
+* **Paths of files have to be changed to `'os.path.join(sys._MEIPASS, "")'`.**
+
+
 Basic Script Template
 ---------------------
 ```python
diff --git a/index.html b/index.html
index e99b60d92..e1a7a054c 100644
--- a/index.html
+++ b/index.html
@@ -2930,6 +2930,16 @@
 
    
 
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 
    
+
    #PyInstaller
    $ pip3 install pyinstaller
+$ pyinstaller script.py                        # Compiles into './dist/script' directory.
+$ pyinstaller script.py --onefile              # Compiles into './dist/script' console app.
+$ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
+$ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the executable.
+
    
+
+
      
+
    • Paths of files have to be changed to 'os.path.join(sys._MEIPASS, "<path>")'.
      • 
+
    
 
    #Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py

From 2c468379b1f09a730b0df95681062c55a9bd1677 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 14 Jul 2020 19:18:53 +0200
Subject: [PATCH 0118/1007] Appendix

---
 README.md  | 10 +++++-----
 index.html |  7 ++++---
 2 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index dbfcca777..3547db5eb 100644
--- a/README.md
+++ b/README.md
@@ -3455,8 +3455,10 @@ cdef enum : , , ...
 ```
 
 
-PyInstaller
------------
+Appendix
+--------
+
+### PyInstaller
 ```bash
 $ pip3 install pyinstaller
 $ pyinstaller script.py                        # Compiles into './dist/script' directory.
@@ -3466,9 +3468,7 @@ $ pyinstaller script.py --add-data ':.'  # Adds file to the root of the ex
 ```
 * **Paths of files have to be changed to `'os.path.join(sys._MEIPASS, "")'`.**
 
-
-Basic Script Template
----------------------
+### Basic Script Template
 ```python
 #!/usr/bin/env python3
 #
diff --git a/index.html b/index.html
index e1a7a054c..7eab51877 100644
--- a/index.html
+++ b/index.html
@@ -2930,17 +2930,18 @@
 
    
 
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 
    
-
    #PyInstaller
    $ pip3 install pyinstaller
+
    #Appendix
    PyInstaller
    $ pip3 install pyinstaller
 $ pyinstaller script.py                        # Compiles into './dist/script' directory.
 $ pyinstaller script.py --onefile              # Compiles into './dist/script' console app.
 $ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
 $ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the executable.
-
    
+
    
+
 
 
      
 
    • Paths of files have to be changed to 'os.path.join(sys._MEIPASS, "<path>")'.
      • 
 
    
-
    #Basic Script Template
    #!/usr/bin/env python3
+
    Basic Script Template
    #!/usr/bin/env python3
 #
 # Usage: .py
 #

From 6a37169394b0c0c0ddba2639938de5484b45259b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 14 Jul 2020 22:00:18 +0200
Subject: [PATCH 0119/1007] PyInstaller

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3547db5eb..7a94ea06d 100644
--- a/README.md
+++ b/README.md
@@ -3466,7 +3466,7 @@ $ pyinstaller script.py --onefile              # Compiles into './dist/script' c
 $ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
 $ pyinstaller script.py --add-data ':.'  # Adds file to the root of the executable.
 ```
-* **Paths of files have to be changed to `'os.path.join(sys._MEIPASS, "")'`.**
+* **File paths need to be changed to `'os.path.join(sys._MEIPASS, )'`.**
 
 ### Basic Script Template
 ```python
diff --git a/index.html b/index.html
index 7eab51877..25900d173 100644
--- a/index.html
+++ b/index.html
@@ -2939,7 +2939,7 @@
 
 
 
      
-
    • Paths of files have to be changed to 'os.path.join(sys._MEIPASS, "<path>")'.
      • 
+
    • File paths need to be changed to 'os.path.join(sys._MEIPASS, <path>)'.
      • 
 
    
 
    Basic Script Template
    #!/usr/bin/env python3
 #

From ebaa14024c4bea9c42516b38982caad9cecdbf82 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 14 Jul 2020 22:09:01 +0200
Subject: [PATCH 0120/1007] PyInstaller

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 7a94ea06d..405223ffc 100644
--- a/README.md
+++ b/README.md
@@ -3466,7 +3466,7 @@ $ pyinstaller script.py --onefile              # Compiles into './dist/script' c
 $ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
 $ pyinstaller script.py --add-data ':.'  # Adds file to the root of the executable.
 ```
-* **File paths need to be changed to `'os.path.join(sys._MEIPASS, )'`.**
+* **File paths need to be updated to `'os.path.join(sys._MEIPASS, )'`.**
 
 ### Basic Script Template
 ```python
diff --git a/index.html b/index.html
index 25900d173..7f688f69b 100644
--- a/index.html
+++ b/index.html
@@ -2939,7 +2939,7 @@
 
 
 
      
-
    • File paths need to be changed to 'os.path.join(sys._MEIPASS, <path>)'.
      • 
+
    • File paths need to be updated to 'os.path.join(sys._MEIPASS, <path>)'.
      • 
 
    
 
    Basic Script Template
    #!/usr/bin/env python3
 #

From 66228c31b89dffa80ea88e63e63e440e23202fb9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 2 Sep 2020 18:36:16 +0200
Subject: [PATCH 0121/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 405223ffc..5615cab59 100644
--- a/README.md
+++ b/README.md
@@ -2939,7 +2939,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
- = .collidepoint((x, y))            # Tests if a point is inside a rectangle.
+ = .collidepoint((x, y))            # Tests if a point is inside the rectangle.
  = .colliderect()             # Tests if two rectangles overlap.
   = .collidelist()     # Returns index of first colliding Rect or -1.
  = .collidelistall()  # Returns indexes of all colliding Rects.
diff --git a/index.html b/index.html
index 7f688f69b..013411fed 100644
--- a/index.html
+++ b/index.html
@@ -2512,7 +2512,7 @@
 
    
 
 
-
    <bool> = <Rect>.collidepoint((x, y))            # Tests if a point is inside a rectangle.
+
    <bool> = <Rect>.collidepoint((x, y))            # Tests if a point is inside the rectangle.
 <bool> = <Rect>.colliderect(<Rect>)             # Tests if two rectangles overlap.
 <int>  = <Rect>.collidelist(<list_of_Rect>)     # Returns index of first colliding Rect or -1.
 <list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding Rects.

From d4b5619e8bb213ec7601f0cfc215bb8626814b0e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 3 Sep 2020 13:49:09 +0200
Subject: [PATCH 0122/1007] Profiling

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 5615cab59..d49d9d783 100644
--- a/README.md
+++ b/README.md
@@ -2536,7 +2536,7 @@ duration = perf_counter() - start_time
 ### Timing a Snippet
 ```python
 >>> from timeit import timeit
->>> timeit('"-".join(str(a) for a in range(100))',
+>>> timeit('"-".join(str(i) for i in range(100))',
 ...        number=10000, globals=globals(), setup='pass')
 0.34986
 ```
diff --git a/index.html b/index.html
index 013411fed..7a1897feb 100644
--- a/index.html
+++ b/index.html
@@ -2195,7 +2195,7 @@
 
    
 
 
    Timing a Snippet
    >>> from timeit import timeit
->>> timeit('"-".join(str(a) for a in range(100))',
+>>> timeit('"-".join(str(i) for i in range(100))',
 ...        number=10000, globals=globals(), setup='pass')
 0.34986
 
    

From a473f24d5b28e57f36f857a12d09e13e9adeb6e0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 4 Sep 2020 00:54:22 +0200
Subject: [PATCH 0123/1007] Numbers

---
 README.md  | 16 ++++++++--------
 index.html | 16 ++++++++--------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index d49d9d783..6d66601ec 100644
--- a/README.md
+++ b/README.md
@@ -520,19 +520,19 @@ shuffle()
 
 ### Bin, Hex
 ```python
-        = ±0b                  # Or: ±0x
-        = int('±', 2)          # Or: int('±', 16)
-        = int('±0b', 0)        # Or: int('±0x', 0)
+ = ±0b                         # Or: ±0x
+ = int('±', 2)                 # Or: int('±', 16)
+ = int('±0b', 0)               # Or: int('±0x', 0)
 '[-]0b' = bin()                # Or: hex()
 ```
 
 ### Bitwise Operators
 ```python
-        =  &              # And
-        =  |              # Or
-        =  ^              # Xor (0 if both bits equal)
-        =  << n_bits           # Shift left (>> for right)
-        = ~                    # Not (also: - - 1)
+ =  &                     # And
+ =  |                     # Or
+ =  ^                     # Xor (0 if both bits equal)
+ =  << n_bits                  # Shift left (>> for right)
+ = ~                           # Not (also: - - 1)
 ```
 
 
diff --git a/index.html b/index.html
index 7a1897feb..bf3a5b374 100644
--- a/index.html
+++ b/index.html
@@ -607,17 +607,17 @@
 shuffle(<list>)
 
    
 
-
    Bin, Hex
    <int>        = ±0b<bin>                  # Or: ±0x<hex>
-<int>        = int('±<bin>', 2)          # Or: int('±<hex>', 16)
-<int>        = int('±0b<bin>', 0)        # Or: int('±0x<hex>', 0)
+
    Bin, Hex
    <int> = ±0b<bin>                         # Or: ±0x<hex>
+<int> = int('±<bin>', 2)                 # Or: int('±<hex>', 16)
+<int> = int('±0b<bin>', 0)               # Or: int('±0x<hex>', 0)
 '[-]0b<bin>' = bin(<int>)                # Or: hex(<int>)
 
    
 
-
    Bitwise Operators
    <int>        = <int> & <int>             # And
-<int>        = <int> | <int>             # Or
-<int>        = <int> ^ <int>             # Xor (0 if both bits equal)
-<int>        = <int> << n_bits           # Shift left (>> for right)
-<int>        = ~<int>                    # Not (also: -<int> - 1)
+
    Bitwise Operators
    <int> = <int> & <int>                    # And
+<int> = <int> | <int>                    # Or
+<int> = <int> ^ <int>                    # Xor (0 if both bits equal)
+<int> = <int> << n_bits                  # Shift left (>> for right)
+<int> = ~<int>                           # Not (also: -<int> - 1)
 
    
 
 
    #Combinatorics
      

From 089e5e6783e5a87cf79ee578b6815092243fbdcf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 4 Sep 2020 01:13:42 +0200
Subject: [PATCH 0124/1007] Numbers

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 6d66601ec..296551209 100644
--- a/README.md
+++ b/README.md
@@ -523,7 +523,7 @@ shuffle()
  = ±0b                         # Or: ±0x
  = int('±', 2)                 # Or: int('±', 16)
  = int('±0b', 0)               # Or: int('±0x', 0)
-'[-]0b' = bin()                # Or: hex()
+ = bin()                       # Returns '[-]0b'.
 ```
 
 ### Bitwise Operators
diff --git a/index.html b/index.html
index bf3a5b374..2e664afa4 100644
--- a/index.html
+++ b/index.html
@@ -610,7 +610,7 @@
 
      Bin, Hex
      <int> = ±0b<bin>                         # Or: ±0x<hex>
 <int> = int('±<bin>', 2)                 # Or: int('±<hex>', 16)
 <int> = int('±0b<bin>', 0)               # Or: int('±0x<hex>', 0)
-'[-]0b<bin>' = bin(<int>)                # Or: hex(<int>)
+<str> = bin(<int>)                       # Returns '[-]0b<bin>'.
 
      
 
 
      Bitwise Operators
      <int> = <int> & <int>                    # And

From 9ec19925ff1496381814ba3367428c250ef55b8a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 4 Sep 2020 04:15:13 +0200
Subject: [PATCH 0125/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 296551209..98d904b24 100644
--- a/README.md
+++ b/README.md
@@ -3119,7 +3119,7 @@ Name: a, dtype: int64
  = .rank/diff/cumsum/ffill/interpl()  # Or: .agg/transform()
  = .fillna()                      # Or: .apply/agg/transform/map()
 ```
-* **The way `'aggregate()'` and `'transform()'` find out whether a function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series.**
+* **The way `'aggregate()'` and `'transform()'` find out whether the passed function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series.**
 
 ```python
 >>> sr = Series([1, 2], index=['x', 'y'])
diff --git a/index.html b/index.html
index 2e664afa4..e5484c828 100644
--- a/index.html
+++ b/index.html
@@ -2659,7 +2659,7 @@
 
      
 
 
        
-
      • The way 'aggregate()' and 'transform()' find out whether a function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series.
        • 
+
      • The way 'aggregate()' and 'transform()' find out whether the passed function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series.
        • 
 
      
 
      >>> sr = Series([1, 2], index=['x', 'y'])
 x    1

From dde0e308dcf86f0a89071faaf2154a51600dc259 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 5 Sep 2020 18:16:18 +0200
Subject: [PATCH 0126/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 parse.js   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 98d904b24..cc4d9eef8 100644
--- a/README.md
+++ b/README.md
@@ -3201,7 +3201,7 @@ c  6  7
 
 ```text
 +------------------------+---------------+------------+------------+--------------------------+
-|        how/join        |    'outer'    |   'inner'  |   'left'   |       description        |
+|                        |    'outer'    |   'inner'  |   'left'   |       description        |
 +------------------------+---------------+------------+------------+--------------------------+
 | l.merge(r, on='y',     |    x   y   z  | x   y   z  | x   y   z  | Joins/merges on column.  |
 |            how=…)      | 0  1   2   .  | 3   4   5  | 1   2   .  | Also accepts left_on and |
diff --git a/index.html b/index.html
index e5484c828..38dc6a161 100644
--- a/index.html
+++ b/index.html
@@ -2721,7 +2721,7 @@
 
    
 
 
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
-┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃
+┃                        │    'outer'    │   'inner'  │   'left'   │       description        ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
 ┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
diff --git a/parse.js b/parse.js
index f52213fdc..a2845cbb5 100755
--- a/parse.js
+++ b/parse.js
@@ -302,7 +302,7 @@ const DIAGRAM_15_A =
 
 const DIAGRAM_15_B =
   "┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n" +
-  "┃        how/join        │    'outer'    │   'inner'  │   'left'   │       description        ┃\n" +
+  "┃                        │    'outer'    │   'inner'  │   'left'   │       description        ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃\n" +
   "┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃\n" +

From e246cd40474857890294da3d8a581ae06d1c271d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 23 Sep 2020 23:51:01 +0200
Subject: [PATCH 0127/1007] Pandas

---
 README.md  | 19 ++++++++++---------
 index.html | 19 ++++++++++---------
 2 files changed, 20 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index cc4d9eef8..3f3582594 100644
--- a/README.md
+++ b/README.md
@@ -3377,8 +3377,9 @@ plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent
 
 ```python
 # $ pip3 install pandas plotly
-import pandas, datetime
+import pandas as pd
 import plotly.graph_objects as go
+import datetime
 
 def main():
     display_data(wrangle_data(*scrape_data()))
@@ -3388,8 +3389,8 @@ def scrape_data():
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
         now  = int(datetime.datetime.now().timestamp())
         url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
-        return pandas.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close 
-    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+        return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
+    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
     dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
@@ -3397,12 +3398,12 @@ def scrape_data():
     return covid, dow, gold, bitcoin
 
 def wrangle_data(covid, dow, gold, bitcoin):
-    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+    df = pd.concat([dow, gold, bitcoin], axis=1)
+    df = df.sort_index().interpolate()
     df = df.loc['2020-02-23':].iloc[:-2]
-    df = df.interpolate()
-    df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
-    df.iloc[:, 1:] = df.iloc[:, 1:] / df.iloc[0, 1:] * 100
-    return df
+    df = df.rolling(10, min_periods=1, center=True).mean()
+    df = df / df.iloc[0] * 100
+    return pd.concat([covid, df], axis=1, join='inner')
 
 def display_data(df):
     def get_trace(col_name):
@@ -3478,7 +3479,7 @@ $ pyinstaller script.py --add-data ':.'  # Adds file to the root of the ex
 from collections import namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-from sys import argv
+from sys import argv, exit
 import re
 
 
diff --git a/index.html b/index.html
index 38dc6a161..48629dff6 100644
--- a/index.html
+++ b/index.html
@@ -2861,8 +2861,9 @@
 
 
 
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    # $ pip3 install pandas plotly
-import pandas, datetime
+import pandas as pd
 import plotly.graph_objects as go
+import datetime
 
 def main():
     display_data(wrangle_data(*scrape_data()))
@@ -2872,8 +2873,8 @@
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
         now  = int(datetime.datetime.now().timestamp())
         url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
-        return pandas.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close 
-    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+        return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
+    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
                         usecols=['date', 'total_cases'])
     covid = covid.groupby('date').sum()
     dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
@@ -2881,12 +2882,12 @@
     return covid, dow, gold, bitcoin
 
 def wrangle_data(covid, dow, gold, bitcoin):
-    df = pandas.concat([covid, dow, gold, bitcoin], axis=1)
+    df = pd.concat([dow, gold, bitcoin], axis=1)
+    df = df.sort_index().interpolate()
     df = df.loc['2020-02-23':].iloc[:-2]
-    df = df.interpolate()
-    df.iloc[:, 1:] = df.rolling(10, min_periods=1, center=True).mean().iloc[:, 1:]
-    df.iloc[:, 1:] = df.iloc[:, 1:] / df.iloc[0, 1:] * 100
-    return df
+    df = df.rolling(10, min_periods=1, center=True).mean()
+    df = df / df.iloc[0] * 100
+    return pd.concat([covid, df], axis=1, join='inner')
 
 def display_data(df):
     def get_trace(col_name):
@@ -2949,7 +2950,7 @@
 from collections import namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-from sys import argv
+from sys import argv, exit
 import re
 
 

From c074e81e63d62bb9c3a01fbe57799132b8ad4bf9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 24 Sep 2020 00:18:42 +0200
Subject: [PATCH 0128/1007] Pandas

---
 README.md  | 6 ++++--
 index.html | 6 ++++--
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 3f3582594..bd8229829 100644
--- a/README.md
+++ b/README.md
@@ -3382,7 +3382,9 @@ import plotly.graph_objects as go
 import datetime
 
 def main():
-    display_data(wrangle_data(*scrape_data()))
+    data = scrape_data()
+    df = wrangle_data(*data)
+    display_data(df)
 
 def scrape_data():
     def scrape_yahoo(id_):
@@ -3400,8 +3402,8 @@ def scrape_data():
 def wrangle_data(covid, dow, gold, bitcoin):
     df = pd.concat([dow, gold, bitcoin], axis=1)
     df = df.sort_index().interpolate()
-    df = df.loc['2020-02-23':].iloc[:-2]
     df = df.rolling(10, min_periods=1, center=True).mean()
+    df = df.loc['2020-02-23':].iloc[:-2]
     df = df / df.iloc[0] * 100
     return pd.concat([covid, df], axis=1, join='inner')
 
diff --git a/index.html b/index.html
index 48629dff6..b9aa9f153 100644
--- a/index.html
+++ b/index.html
@@ -2866,7 +2866,9 @@
 import datetime
 
 def main():
-    display_data(wrangle_data(*scrape_data()))
+    data = scrape_data()
+    df = wrangle_data(*data)
+    display_data(df)
 
 def scrape_data():
     def scrape_yahoo(id_):
@@ -2884,8 +2886,8 @@
 def wrangle_data(covid, dow, gold, bitcoin):
     df = pd.concat([dow, gold, bitcoin], axis=1)
     df = df.sort_index().interpolate()
-    df = df.loc['2020-02-23':].iloc[:-2]
     df = df.rolling(10, min_periods=1, center=True).mean()
+    df = df.loc['2020-02-23':].iloc[:-2]
     df = df / df.iloc[0] * 100
     return pd.concat([covid, df], axis=1, join='inner')
 

From 866fc84c125efa9c63be7f3d32816498926d9fad Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 26 Sep 2020 23:33:10 +0200
Subject: [PATCH 0129/1007] Pandas

---
 README.md  | 6 +++---
 index.html | 6 +++---
 parse.js   | 2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index bd8229829..e9829c87f 100644
--- a/README.md
+++ b/README.md
@@ -3201,7 +3201,7 @@ c  6  7
 
 ```text
 +------------------------+---------------+------------+------------+--------------------------+
-|                        |    'outer'    |   'inner'  |   'left'   |       description        |
+|                        |    'outer'    |   'inner'  |   'left'   |       Description        |
 +------------------------+---------------+------------+------------+--------------------------+
 | l.merge(r, on='y',     |    x   y   z  | x   y   z  | x   y   z  | Joins/merges on column.  |
 |            how=…)      | 0  1   2   .  | 3   4   5  | 1   2   .  | Also accepts left_on and |
@@ -3389,8 +3389,8 @@ def main():
 def scrape_data():
     def scrape_yahoo(id_):
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
-        now  = int(datetime.datetime.now().timestamp())
-        url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+        now = int(datetime.datetime.now().timestamp())
+        url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
         return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
                         usecols=['date', 'total_cases'])
diff --git a/index.html b/index.html
index b9aa9f153..a4049f59e 100644
--- a/index.html
+++ b/index.html
@@ -2721,7 +2721,7 @@
 
    
 
 
    ┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓
-┃                        │    'outer'    │   'inner'  │   'left'   │       description        ┃
+┃                        │    'outer'    │   'inner'  │   'left'   │       Description        ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃
 ┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃
@@ -2873,8 +2873,8 @@
 def scrape_data():
     def scrape_yahoo(id_):
         BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
-        now  = int(datetime.datetime.now().timestamp())
-        url  = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+        now = int(datetime.datetime.now().timestamp())
+        url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
         return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
                         usecols=['date', 'total_cases'])
diff --git a/parse.js b/parse.js
index a2845cbb5..e65410488 100755
--- a/parse.js
+++ b/parse.js
@@ -302,7 +302,7 @@ const DIAGRAM_15_A =
 
 const DIAGRAM_15_B =
   "┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n" +
-  "┃                        │    'outer'    │   'inner'  │   'left'   │       description        ┃\n" +
+  "┃                        │    'outer'    │   'inner'  │   'left'   │       Description        ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.merge(r, on='y',     │    x   y   z  │ x   y   z  │ x   y   z  │ Joins/merges on column.  ┃\n" +
   "┃            how=…)      │ 0  1   2   .  │ 3   4   5  │ 1   2   .  │ Also accepts left_on and ┃\n" +

From c1e3e1914720d2b1ef2f5b062370ba4a7c8177fe Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 26 Sep 2020 23:48:23 +0200
Subject: [PATCH 0130/1007] Scraping

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e9829c87f..745fa4aef 100644
--- a/README.md
+++ b/README.md
@@ -2441,7 +2441,7 @@ retention=||
 
 Scraping
 --------
-#### Scrapes Python's URL, version number and logo from Wikipedia page:
+#### Scrapes Python's URL, version number and logo from its Wikipedia page:
 ```python
 # $ pip3 install requests beautifulsoup4
 import requests, sys
diff --git a/index.html b/index.html
index a4049f59e..a4662ace4 100644
--- a/index.html
+++ b/index.html
@@ -2123,7 +2123,7 @@
 
  • '<timedelta>' - Max age of a file.
    • 
 
  • '<str>' - Max age as a string: '1 week, 3 days', '2 months', …
    • 
 
-
    #Scraping
    Scrapes Python's URL, version number and logo from Wikipedia page:
    # $ pip3 install requests beautifulsoup4
+
    #Scraping
    Scrapes Python's URL, version number and logo from its Wikipedia page:
    # $ pip3 install requests beautifulsoup4
 import requests, sys
 from bs4 import BeautifulSoup
 URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'

From b400d44646f015aa0d4ea4e1f63d89a199a4583f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 28 Sep 2020 08:34:07 +0200
Subject: [PATCH 0131/1007] NumPy

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 745fa4aef..c667b50d3 100644
--- a/README.md
+++ b/README.md
@@ -2587,7 +2587,7 @@ with PyCallGraph(drawer):
 
 NumPy
 -----
-**Array manipulation mini-language. It can run up to one hundred times faster than the equivalent Python code.**
+**Array manipulation mini-language. It can run up to one hundred times faster than the equivalent Python code. An even faster alternative that runs on a GPU is called CuPy.**
 
 ```python
 # $ pip3 install numpy
@@ -3404,7 +3404,7 @@ def wrangle_data(covid, dow, gold, bitcoin):
     df = df.sort_index().interpolate()
     df = df.rolling(10, min_periods=1, center=True).mean()
     df = df.loc['2020-02-23':].iloc[:-2]
-    df = df / df.iloc[0] * 100
+    df = (df / df.iloc[0]) * 100
     return pd.concat([covid, df], axis=1, join='inner')
 
 def display_data(df):
diff --git a/index.html b/index.html
index a4662ace4..32e638905 100644
--- a/index.html
+++ b/index.html
@@ -2235,7 +2235,7 @@
 
    
 
 
-
    #NumPy
    Array manipulation mini-language. It can run up to one hundred times faster than the equivalent Python code.
    # $ pip3 install numpy
+
    #NumPy
    Array manipulation mini-language. It can run up to one hundred times faster than the equivalent Python code. An even faster alternative that runs on a GPU is called CuPy.
    # $ pip3 install numpy
 import numpy as np
 
    
 
@@ -2888,7 +2888,7 @@
     df = df.sort_index().interpolate()
     df = df.rolling(10, min_periods=1, center=True).mean()
     df = df.loc['2020-02-23':].iloc[:-2]
-    df = df / df.iloc[0] * 100
+    df = (df / df.iloc[0]) * 100
     return pd.concat([covid, df], axis=1, join='inner')
 
 def display_data(df):

From 976668eca14327c1e204f63758b12e0b03861435 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 30 Sep 2020 07:32:29 +0200
Subject: [PATCH 0132/1007] FAQ

---
 web/faq.html | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index 151821f2c..7b0374a46 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -3,7 +3,7 @@
 
    
 
 
    What is the best way to use it?
    
-    I keep the text file open on separate desktop at all times. It is also in a different text editor than the one I usually use, so it's easier to switch to with Ctrl+↹ / ⌘↹. Cheatsheet consists of minimal text and short examples so things are easy to find with Ctrl+F / ⌘F.

    
+    I keep the text file open on separate desktop at all times. It is also in a different text editor than the one I usually use, so it's easier to switch to with Ctrl+↹ / ⌘↹. Cheatsheet consists of minimal text and short examples so things are easy to find with Ctrl+F / ⌘F. If you're on the webpage, searching for '#<name>' will only search for the titles.

    
     I also keep the Python console open at all times to test little snippets of code, to check out the available functions of a module using code completion and above all, to use help(<module/object/function/type>) command. If something is still unclear, then I search the Python docs by googling 'python docs <module/function>'.
 

    
 
@@ -23,9 +23,9 @@
 
    
 
 
    What exactly is <collection>?
    
-    Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. <object>.__iter__() returns an iterator of object's items and <object>.__getitem__(<index>) returns an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
-
-    <iterable> should not be confused with abstract base class collections.abc.Iterable. Expression instanceof(<object>, collections.abc.Iterable) only checks if object has iter() special method. instanceof(<object>, collections.abc.Collection) checks for len(), iter() and contains().
+    Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. By convention, <object>.__iter__() should return an iterator of object's items and <object>.__getitem__(<index>) an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
+    To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression instanceof(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
+    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression instanceof(<object>, collections.abc.Collection) returns 'True' for any object that has len(), iter() and contains() special methods defined. <object>.__len__() should return the number of elements and <object>.__contains__(<el>) should check if object contains the passed element.
 

    
 
 
    What about PEP 8?
    

From 2a20695fd388b0f7dd334a3f8d8b69a53ac20906 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 30 Sep 2020 07:42:17 +0200
Subject: [PATCH 0133/1007] FAQ

---
 web/faq.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/faq.html b/web/faq.html
index 7b0374a46..c7633d951 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -25,7 +25,7 @@
 
    What exactly is <collection>?
    
     Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. By convention, <object>.__iter__() should return an iterator of object's items and <object>.__getitem__(<index>) an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
     To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression instanceof(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
-    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression instanceof(<object>, collections.abc.Collection) returns 'True' for any object that has len(), iter() and contains() special methods defined. <object>.__len__() should return the number of elements and <object>.__contains__(<el>) should check if object contains the passed element.
+    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression instanceof(<object>, collections.abc.Collection) returns 'True' for any object that has len() and at least one of iter() and getitem() special methods defined. By convention, <object>.__len__() should return the number of object's elements.
 

    
 
 
    What about PEP 8?
    

From 3cc8a252019a5fb23ae8fcfd827da9350c601cae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 30 Sep 2020 07:45:11 +0200
Subject: [PATCH 0134/1007] FAQ

---
 web/faq.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index c7633d951..330bea08e 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -24,8 +24,8 @@
 
 
    What exactly is <collection>?
    
     Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. By convention, <object>.__iter__() should return an iterator of object's items and <object>.__getitem__(<index>) an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
-    To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression instanceof(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
-    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression instanceof(<object>, collections.abc.Collection) returns 'True' for any object that has len() and at least one of iter() and getitem() special methods defined. By convention, <object>.__len__() should return the number of object's elements.
+    To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression isinstance(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
+    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression isinstance(<object>, collections.abc.Collection) returns 'True' for any object that has len() and at least one of iter() and getitem() special methods defined. By convention, <object>.__len__() should return the number of object's elements.
 

    
 
 
    What about PEP 8?
    

From 20274f7b8a9be6cdb03ffc4d0a6a0fa21a4875d3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 30 Sep 2020 07:50:44 +0200
Subject: [PATCH 0135/1007] FAQ

---
 web/faq.html | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index 330bea08e..7b0374a46 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -24,8 +24,8 @@
 
 
    What exactly is <collection>?
    
     Collection is my name for an iterable object. An iterable object in Python is any object that has at least one of iter() and getitem() special methods defined. By convention, <object>.__iter__() should return an iterator of object's items and <object>.__getitem__(<index>) an item at that index. I chose not to use the name iterable because it sounds scarier and more vague than collection, even though it has a precise definition.

    
-    To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression isinstance(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
-    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression isinstance(<object>, collections.abc.Collection) returns 'True' for any object that has len() and at least one of iter() and getitem() special methods defined. By convention, <object>.__len__() should return the number of object's elements.
+    To make matters a bit more confusing, an abstract base class called Iterable doesn't fully follow this definition. An expression instanceof(<object>, collections.abc.Iterable) only checks whether an object has iter() special method, disregarding the getitem().

    
+    Although collection has no definition in Python's glossary, there exists a Collection abstract base class. Expression instanceof(<object>, collections.abc.Collection) returns 'True' for any object that has len(), iter() and contains() special methods defined. <object>.__len__() should return the number of elements and <object>.__contains__(<el>) should check if object contains the passed element.
 

    
 
 
    What about PEP 8?
    

From 7c05e03a64b684e9a9556d1f1b0b1e53a4751c48 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 4 Oct 2020 03:33:05 +0200
Subject: [PATCH 0136/1007] Image

---
 README.md  | 8 ++++----
 index.html | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index c667b50d3..fadd31e50 100644
--- a/README.md
+++ b/README.md
@@ -2703,16 +2703,16 @@ from PIL import Image
 ```
 
 ```python
- = .getpixel((x, y))          # Returns a pixel.
-.putpixel((x, y), )           # Writes a pixel to the image.
+ = .getpixel((x, y))          # Returns a pixel.
+.putpixel((x, y), )           # Writes a pixel to the image.
  = .getdata()               # Returns a sequence of pixels.
 .putdata()             # Writes a sequence of pixels.
 .paste(, (x, y))                  # Writes an image to the image.
 ```
 
 ```bash
-<2d_array> = np.array()                  # Creates NumPy array from greyscale image.
-<3d_array> = np.array()                  # Creates NumPy array from color image.
+<2d_array> = np.array()                # Creates NumPy array from greyscale image.
+<3d_array> = np.array()              # Creates NumPy array from color image.
     = Image.fromarray()           # Creates image from NumPy array of floats.
 ```
 
diff --git a/index.html b/index.html
index 32e638905..1ee9c96cb 100644
--- a/index.html
+++ b/index.html
@@ -2320,14 +2320,14 @@
 <Image>.save('<path>')
 <Image>.show()
 
    
-
    <tuple/int> = <Image>.getpixel((x, y))          # Returns a pixel.
-<Image>.putpixel((x, y), <tuple/int>)           # Writes a pixel to the image.
+
    <int/tuple> = <Image>.getpixel((x, y))          # Returns a pixel.
+<Image>.putpixel((x, y), <int/tuple>)           # Writes a pixel to the image.
 <ImagingCore> = <Image>.getdata()               # Returns a sequence of pixels.
 <Image>.putdata(<list/ImagingCore>)             # Writes a sequence of pixels.
 <Image>.paste(<Image>, (x, y))                  # Writes an image to the image.
 
    
-
    <2d_array> = np.array(<Image>)                  # Creates NumPy array from greyscale image.
-<3d_array> = np.array(<Image>)                  # Creates NumPy array from color image.
+
    <2d_array> = np.array(<Image_L>)                # Creates NumPy array from greyscale image.
+<3d_array> = np.array(<Image_RGB>)              # Creates NumPy array from color image.
 <Image>    = Image.fromarray(<array>)           # Creates image from NumPy array of floats.
 
    
 
    Modes
      

From f0d2caae8bc4825421405f4482cc84b8e66728f7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 07:42:25 +0200
Subject: [PATCH 0137/1007] Pyinstaller

---
 index.html |  6 +++---
 parse.js   | 11 ++++++++++-
 2 files changed, 13 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 1ee9c96cb..4eca68263 100644
--- a/index.html
+++ b/index.html
@@ -2933,12 +2933,12 @@
 
    
 
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 
    
-
    #Appendix
    PyInstaller
    $ pip3 install pyinstaller
+
    #Appendix
    PyInstaller
    $ pip3 install pyinstaller
 $ pyinstaller script.py                        # Compiles into './dist/script' directory.
 $ pyinstaller script.py --onefile              # Compiles into './dist/script' console app.
 $ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
-$ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the executable.
-
    
+$ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the executable.
+
    
 
 
 
      
diff --git a/parse.js b/parse.js
index e65410488..4c155245e 100755
--- a/parse.js
+++ b/parse.js
@@ -66,6 +66,14 @@ const DATACLASS =
 const DATETIME = 
   '\'<DT> = resolve_imaginary(<DT>)\'';
 
+const PYINSTALLER =
+  '$ pip3 install pyinstaller\n' +
+  '$ pyinstaller script.py                        # Compiles into \'./dist/script\' directory.\n' +
+  '$ pyinstaller script.py --onefile              # Compiles into \'./dist/script\' console app.\n' +
+  '$ pyinstaller script.py --windowed             # Compiles into \'./dist/script\' windowed app.\n' +
+  '$ pyinstaller script.py --add-data \'<path>:.\'  # Adds file to the root of the executable.\n' +
+  ''
+
 const DIAGRAM_1_A =
   '+------------------+------------+------------+------------+\n' +
   '|                  |  Sequence  | Collection |  Iterable  |\n' +
@@ -493,7 +501,8 @@ function fixHighlights() {
   $(`code:contains(@lru_cache(maxsize=None))`).html(LRU_CACHE);
   $(`code:contains(\'\', , )`).html(TYPE);
   $(`code:contains(make_dataclass(\'\')`).html(DATACLASS);
-  $(`code:contains((
      ))`).html(DATETIME)
+  $(`code:contains((
      ))`).html(DATETIME);
+  $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
 }
 
 function preventPageBreaks() {

From 09fada74641fc0dd5e6631802a3b84e98aea988d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 09:02:09 +0200
Subject: [PATCH 0138/1007] Audio

---
 README.md  | 8 ++++----
 index.html | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index fadd31e50..849d8b42d 100644
--- a/README.md
+++ b/README.md
@@ -2827,14 +2827,14 @@ nframes      = .getnframes()         # Number of frames.
 ### Read Float Samples from WAV File
 ```python
 def read_wav_file(filename):
-    def get_int(a_bytes):
-        an_int = int.from_bytes(a_bytes, 'little', signed=width!=1)
+    def get_int(bytes_obj):
+        an_int = int.from_bytes(bytes_obj, 'little', signed=width!=1)
         return an_int - 128 * (width == 1)
     with wave.open(filename, 'rb') as file:
         width  = file.getsampwidth()
         frames = file.readframes(-1)
-    byte_samples = (frames[i: i + width] for i in range(0, len(frames), width))
-    return [get_int(b) / pow(2, width * 8 - 1) for b in byte_samples]
+    bytes_samples = (frames[i: i + width] for i in range(0, len(frames), width))
+    return [get_int(b) / pow(2, width * 8 - 1) for b in bytes_samples]
 ```
 
 ### Write Float Samples to WAV File
diff --git a/index.html b/index.html
index 4eca68263..453e5538a 100644
--- a/index.html
+++ b/index.html
@@ -2422,14 +2422,14 @@
 
    
 
 
    Read Float Samples from WAV File
    def read_wav_file(filename):
-    def get_int(a_bytes):
-        an_int = int.from_bytes(a_bytes, 'little', signed=width!=1)
+    def get_int(bytes_obj):
+        an_int = int.from_bytes(bytes_obj, 'little', signed=width!=1)
         return an_int - 128 * (width == 1)
     with wave.open(filename, 'rb') as file:
         width  = file.getsampwidth()
         frames = file.readframes(-1)
-    byte_samples = (frames[i: i + width] for i in range(0, len(frames), width))
-    return [get_int(b) / pow(2, width * 8 - 1) for b in byte_samples]
+    bytes_samples = (frames[i: i + width] for i in range(0, len(frames), width))
+    return [get_int(b) / pow(2, width * 8 - 1) for b in bytes_samples]
 
    
 
 
    Write Float Samples to WAV File
    def write_to_wav_file(filename, float_samples, nchannels=1, sampwidth=2, framerate=44100):

From 21204192a912c76cb3bd099084a1c6d4de2fd03a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 09:17:55 +0200
Subject: [PATCH 0139/1007] Audio

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 849d8b42d..54048a089 100644
--- a/README.md
+++ b/README.md
@@ -2828,13 +2828,13 @@ nframes      = .getnframes()         # Number of frames.
 ```python
 def read_wav_file(filename):
     def get_int(bytes_obj):
-        an_int = int.from_bytes(bytes_obj, 'little', signed=width!=1)
-        return an_int - 128 * (width == 1)
+        an_int = int.from_bytes(bytes_obj, 'little', signed=sampwidth!=1)
+        return an_int - 128 * (sampwidth == 1)
     with wave.open(filename, 'rb') as file:
-        width  = file.getsampwidth()
+        sampwidth = file.getsampwidth()
         frames = file.readframes(-1)
-    bytes_samples = (frames[i: i + width] for i in range(0, len(frames), width))
-    return [get_int(b) / pow(2, width * 8 - 1) for b in bytes_samples]
+    bytes_samples = (frames[i: i + sampwidth] for i in range(0, len(frames), sampwidth))
+    return [get_int(b) / pow(2, sampwidth * 8 - 1) for b in bytes_samples]
 ```
 
 ### Write Float Samples to WAV File
diff --git a/index.html b/index.html
index 453e5538a..3efa69906 100644
--- a/index.html
+++ b/index.html
@@ -2423,13 +2423,13 @@
 
 
    Read Float Samples from WAV File
    def read_wav_file(filename):
     def get_int(bytes_obj):
-        an_int = int.from_bytes(bytes_obj, 'little', signed=width!=1)
-        return an_int - 128 * (width == 1)
+        an_int = int.from_bytes(bytes_obj, 'little', signed=sampwidth!=1)
+        return an_int - 128 * (sampwidth == 1)
     with wave.open(filename, 'rb') as file:
-        width  = file.getsampwidth()
+        sampwidth = file.getsampwidth()
         frames = file.readframes(-1)
-    bytes_samples = (frames[i: i + width] for i in range(0, len(frames), width))
-    return [get_int(b) / pow(2, width * 8 - 1) for b in bytes_samples]
+    bytes_samples = (frames[i: i + sampwidth] for i in range(0, len(frames), sampwidth))
+    return [get_int(b) / pow(2, sampwidth * 8 - 1) for b in bytes_samples]
 
    
 
 
    Write Float Samples to WAV File
    def write_to_wav_file(filename, float_samples, nchannels=1, sampwidth=2, framerate=44100):

From e4ffd2bd2e8aa8bc281e8b8a17079c2d62f0f8e3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 10:37:17 +0200
Subject: [PATCH 0140/1007] Pygame

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 54048a089..56ac27ce8 100644
--- a/README.md
+++ b/README.md
@@ -2922,8 +2922,8 @@ screen = pg.display.set_mode((500, 500))
 rect = pg.Rect(240, 240, 20, 20)
 while all(event.type != pg.QUIT for event in pg.event.get()):
     deltas = {pg.K_UP: (0, -3), pg.K_RIGHT: (3, 0), pg.K_DOWN: (0, 3), pg.K_LEFT: (-3, 0)}
-    for delta in (deltas.get(i) for i, on in enumerate(pg.key.get_pressed()) if on):
-        rect = rect.move(delta) if delta else rect
+    for key_code, is_pressed in enumerate(pg.key.get_pressed()):
+        rect = rect.move(deltas[key_code]) if key_code in deltas and is_pressed else rect
     screen.fill((0, 0, 0))
     pg.draw.rect(screen, (255, 255, 255), rect)
     pg.display.flip()
diff --git a/index.html b/index.html
index 3efa69906..730723e44 100644
--- a/index.html
+++ b/index.html
@@ -2497,8 +2497,8 @@
 rect = pg.Rect(240, 240, 20, 20)
 while all(event.type != pg.QUIT for event in pg.event.get()):
     deltas = {pg.K_UP: (0, -3), pg.K_RIGHT: (3, 0), pg.K_DOWN: (0, 3), pg.K_LEFT: (-3, 0)}
-    for delta in (deltas.get(i) for i, on in enumerate(pg.key.get_pressed()) if on):
-        rect = rect.move(delta) if delta else rect
+    for key_code, is_pressed in enumerate(pg.key.get_pressed()):
+        rect = rect.move(deltas[key_code]) if key_code in deltas and is_pressed else rect
     screen.fill((0, 0, 0))
     pg.draw.rect(screen, (255, 255, 255), rect)
     pg.display.flip()

From bde67238fdd0cd776c38e491ce94003e985a894b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 18:38:27 +0200
Subject: [PATCH 0141/1007] Array

---
 README.md  | 18 +++++++++---------
 index.html | 18 +++++++++---------
 parse.js   |  2 +-
 3 files changed, 19 insertions(+), 19 deletions(-)

diff --git a/README.md b/README.md
index 56ac27ce8..ac256494e 100644
--- a/README.md
+++ b/README.md
@@ -1966,22 +1966,22 @@ b'\x00\x01\x00\x02\x00\x00\x00\x03'
 * **`'<'` - little-endian**
 * **`'>'` - big-endian (also `'!'`)**
 
-#### Integer types. Use a capital letter for unsigned type. Standard sizes are in brackets:
+#### Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
 * **`'x'` - pad byte**
-* **`'b'` - char (1)**
-* **`'h'` - short (2)**
-* **`'i'` - int (4)**
-* **`'l'` - long (4)**
-* **`'q'` - long long (8)**
+* **`'b'` - char (1/1)**
+* **`'h'` - short (2/2)**
+* **`'i'` - int (2/4)**
+* **`'l'` - long (4/4)**
+* **`'q'` - long long (8/8)**
 
 #### Floating point types:
-* **`'f'` - float (4)**
-* **`'d'` - double (8)**
+* **`'f'` - float (4/4)**
+* **`'d'` - double (8/8)**
 
 
 Array
 -----
-**List that can only hold numbers of a predefined type. Available types and their sizes in bytes are listed above.**
+**List that can only hold numbers of a predefined type. Available types and their minimum sizes in bytes are listed above. Sizes and byte order are always determined by the system.**
 
 ```python
 from array import array
diff --git a/index.html b/index.html
index 730723e44..63ea7965b 100644
--- a/index.html
+++ b/index.html
@@ -1754,16 +1754,16 @@
 
  • '=' - native byte order
    • 
 
  • '<' - little-endian
    • 
 
  • '>' - big-endian (also '!')
    • 
-
    Integer types. Use a capital letter for unsigned type. Standard sizes are in brackets:
      
+
    Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
      
 
    • 'x' - pad byte
      • 
-
    • 'b' - char (1)
      • 
-
    • 'h' - short (2)
      • 
-
    • 'i' - int (4)
      • 
-
    • 'l' - long (4)
      • 
-
    • 'q' - long long (8)
      • 
+
    • 'b' - char (1/1)
      • 
+
    • 'h' - short (2/2)
      • 
+
    • 'i' - int (2/4)
      • 
+
    • 'l' - long (4/4)
      • 
+
    • 'q' - long long (8/8)
      • 
 
    Floating point types:
      
-
    • 'f' - float (4)
      • 
-
    • 'd' - double (8)
      • 
+
    • 'f' - float (4/4)
      • 
+
    • 'd' - double (8/8)
      • 
 
    
 
 
@@ -1771,7 +1771,7 @@
 
 
 
-
    #Array
    List that can only hold numbers of a predefined type. Available types and their sizes in bytes are listed above.
    from array import array
+
    #Array
    List that can only hold numbers of a predefined type. Available types and their minimum sizes in bytes are listed above. Sizes and byte order are always determined by the system.
    from array import array
 <array> = array('<typecode>', <collection>)    # Array from collection of numbers.
 <array> = array('<typecode>', <bytes>)         # Array from bytes object.
 <array> = array('<typecode>', <array>)         # Treats array as a sequence of numbers.
diff --git a/parse.js b/parse.js
index 4c155245e..01c016134 100755
--- a/parse.js
+++ b/parse.js
@@ -527,7 +527,7 @@ function fixPageBreaksFile() {
 function fixPageBreaksStruct() {
   const formatDiv = $('#floatingpointtypes').parent().parent().parent().parent()
   move(formatDiv, 'floatingpointtypes')
-  move(formatDiv, 'integertypesuseacapitalletterforunsignedtypestandardsizesareinbrackets')
+  move(formatDiv, 'integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets')
   move(formatDiv, 'forstandardsizesstartformatstringwith')
 }
 

From 95f59d218327327eb9d0e6aa3888493f3517449c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 6 Oct 2020 21:16:01 +0200
Subject: [PATCH 0142/1007] Struct

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ac256494e..3a724c7f3 100644
--- a/README.md
+++ b/README.md
@@ -1962,7 +1962,7 @@ b'\x00\x01\x00\x02\x00\x00\x00\x03'
 
 ### Format
 #### For standard type sizes start format string with:
-* **`'='` - native byte order**
+* **`'='` - native byte order (usually little-endian)**
 * **`'<'` - little-endian**
 * **`'>'` - big-endian (also `'!'`)**
 
diff --git a/index.html b/index.html
index 63ea7965b..d6b19112f 100644
--- a/index.html
+++ b/index.html
@@ -1751,7 +1751,7 @@
 
    
 
 
    Format
    For standard type sizes start format string with:
      
-
    • '=' - native byte order
      • 
+
    • '=' - native byte order (usually little-endian)
      • 
 
    • '<' - little-endian
      • 
 
    • '>' - big-endian (also '!')
      • 
 
    Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
      

From ca83f4e39efdd38c426b643709dd3b4e3a4dd32a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 7 Oct 2020 07:50:55 +0200
Subject: [PATCH 0143/1007] Bytes

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 3a724c7f3..642248f19 100644
--- a/README.md
+++ b/README.md
@@ -1914,7 +1914,7 @@ Bytes
  = bytes()          # Ints must be in range from 0 to 255.
  = bytes(, 'utf-8')          # Or: .encode('utf-8')
  = .to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
- = bytes.fromhex('')         # Hex numbers can be separated by spaces.
+ = bytes.fromhex('')         # Hex pairs can be separated by spaces.
 ```
 
 ### Decode
@@ -1922,7 +1922,7 @@ Bytes
   = list()                  # Returns ints in range from 0 to 255.
    = str(, 'utf-8')          # Or: .decode('utf-8')
    = int.from_bytes(, …)     # `byteorder='big/little', signed=False`.
-'' = .hex()                  # Returns a string of hexadecimal numbers.
+'' = .hex()                  # Returns a string of hexadecimal pairs.
 ```
 
 ### Read Bytes from File
diff --git a/index.html b/index.html
index d6b19112f..f10667cc8 100644
--- a/index.html
+++ b/index.html
@@ -1715,13 +1715,13 @@
 
      Encode
      <bytes> = bytes(<coll_of_ints>)          # Ints must be in range from 0 to 255.
 <bytes> = bytes(<str>, 'utf-8')          # Or: <str>.encode('utf-8')
 <bytes> = <int>.to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
-<bytes> = bytes.fromhex('<hex>')         # Hex numbers can be separated by spaces.
+<bytes> = bytes.fromhex('<hex>')         # Hex pairs can be separated by spaces.
 
      
 
 
      Decode
      <list>  = list(<bytes>)                  # Returns ints in range from 0 to 255.
 <str>   = str(<bytes>, 'utf-8')          # Or: <bytes>.decode('utf-8')
 <int>   = int.from_bytes(<bytes>, …)     # `byteorder='big/little', signed=False`.
-'<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal numbers.
+'<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal pairs.
 
      
 
 
      Read Bytes from File
      def read_bytes(filename):

From 09e41f62cab37611d7dde296d9badc8c26953b3b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 8 Oct 2020 10:18:08 +0200
Subject: [PATCH 0144/1007] Iterator

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 642248f19..681f900bb 100644
--- a/README.md
+++ b/README.md
@@ -215,8 +215,8 @@ from itertools import count, repeat, cycle, chain, islice
 ```
 
 ```python
- = islice(, to_exclusive)
- = islice(, from_inclusive, to_exclusive [, +step_size])
+ = islice(, to_exclusive)       # Only returns first 'to_exclusive' elements.
+ = islice(, from_inclusive, …)  # `to_exclusive [, +step_size]`.
 ```
 
 
diff --git a/index.html b/index.html
index f10667cc8..7d901394a 100644
--- a/index.html
+++ b/index.html
@@ -370,8 +370,8 @@
 
      <iter> = chain(<coll_1>, <coll_2> [, ...])  # Empties collections in order.
 <iter> = chain.from_iterable(<collection>)  # Empties collections inside a collection in order.
 
      
-
      <iter> = islice(<collection>, to_exclusive)
-<iter> = islice(<collection>, from_inclusive, to_exclusive [, +step_size])
+
      <iter> = islice(<coll>, to_exclusive)       # Only returns first 'to_exclusive' elements.
+<iter> = islice(<coll>, from_inclusive, …)  # `to_exclusive [, +step_size]`.
 
      
 
      #Generator
        
 
      • Any function that contains a yield statement returns a generator.
        • 

From d5a242aedb4931fcbdee868fce50805303ed5334 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 8 Oct 2020 10:26:32 +0200
Subject: [PATCH 0145/1007] Iterator

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 681f900bb..b8753f35f 100644
--- a/README.md
+++ b/README.md
@@ -216,7 +216,7 @@ from itertools import count, repeat, cycle, chain, islice
 
 ```python
  = islice(, to_exclusive)       # Only returns first 'to_exclusive' elements.
- = islice(, from_inclusive, …)  # `to_exclusive [, +step_size]`.
+ = islice(, from_inclusive, …)  # `to_exclusive, step_size`.
 ```
 
 
diff --git a/index.html b/index.html
index 7d901394a..f445b969d 100644
--- a/index.html
+++ b/index.html
@@ -371,7 +371,7 @@
 <iter> = chain.from_iterable(<collection>)  # Empties collections inside a collection in order.
 
      
 
      <iter> = islice(<coll>, to_exclusive)       # Only returns first 'to_exclusive' elements.
-<iter> = islice(<coll>, from_inclusive, …)  # `to_exclusive [, +step_size]`.
+<iter> = islice(<coll>, from_inclusive, …)  # `to_exclusive, step_size`.
 
      
 
      #Generator
        
 
      • Any function that contains a yield statement returns a generator.
        • 

From 7ada7a90c2da0177bf22c16d00b8fc35ae503b81 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 13 Oct 2020 11:23:03 +0200
Subject: [PATCH 0146/1007] Combinatorics

---
 README.md  | 25 ++++++++++++-------------
 index.html | 31 +++++++++++++++----------------
 2 files changed, 27 insertions(+), 29 deletions(-)

diff --git a/README.md b/README.md
index b8753f35f..67843be67 100644
--- a/README.md
+++ b/README.md
@@ -553,28 +553,27 @@ from itertools import product, combinations, combinations_with_replacement, perm
 
 ```python
 >>> product('ab', '12')
-[('a', '1'), ('a', '2'),
- ('b', '1'), ('b', '2')]
+[('a', '1'), ('a', '2'), ('b', '1'), ('b', '2')]
 ```
 
 ```python
->>> combinations('abc', 2)
-[('a', 'b'), ('a', 'c'),
- ('b', 'c')]
+>>> combinations('abc', 2)                        #   a  b  c
+[('a', 'b'), ('a', 'c'),                          # a .  x  x
+ ('b', 'c')]                                      # b .  .  x
 ```
 
 ```python
->>> combinations_with_replacement('abc', 2)
-[('a', 'a'), ('a', 'b'), ('a', 'c'),
- ('b', 'b'), ('b', 'c'),
- ('c', 'c')]
+>>> combinations_with_replacement('abc', 2)       #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),              # a x  x  x
+ ('b', 'b'), ('b', 'c'),                          # b .  x  x
+ ('c', 'c')]                                      # c .  .  x
 ```
 
 ```python
->>> permutations('abc', 2)
-[('a', 'b'), ('a', 'c'),
- ('b', 'a'), ('b', 'c'),
- ('c', 'a'), ('c', 'b')]
+>>> permutations('abc', 2)                        #   a  b  c
+[('a', 'b'), ('a', 'c'),                          # a .  x  x
+ ('b', 'a'), ('b', 'c'),                          # b x  .  x
+ ('c', 'a'), ('c', 'b')]                          # c x  x  .
 ```
 
 
diff --git a/index.html b/index.html
index f445b969d..fcc8441b5 100644
--- a/index.html
+++ b/index.html
@@ -632,22 +632,21 @@
  (1, 0, 0), (1, 0, 1), (1, 1, 0), (1, 1, 1)]
 
      
 
      >>> product('ab', '12')
-[('a', '1'), ('a', '2'),
- ('b', '1'), ('b', '2')]
-
      
-
      >>> combinations('abc', 2)
-[('a', 'b'), ('a', 'c'),
- ('b', 'c')]
-
      
-
      >>> combinations_with_replacement('abc', 2)
-[('a', 'a'), ('a', 'b'), ('a', 'c'),
- ('b', 'b'), ('b', 'c'),
- ('c', 'c')]
-
      
-
      >>> permutations('abc', 2)
-[('a', 'b'), ('a', 'c'),
- ('b', 'a'), ('b', 'c'),
- ('c', 'a'), ('c', 'b')]
+[('a', '1'), ('a', '2'), ('b', '1'), ('b', '2')]
+
      
+
      >>> combinations('abc', 2)                        #   a  b  c
+[('a', 'b'), ('a', 'c'),                          # a .  x  x
+ ('b', 'c')]                                      # b .  .  x
+
      
+
      >>> combinations_with_replacement('abc', 2)       #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),              # a x  x  x
+ ('b', 'b'), ('b', 'c'),                          # b .  x  x
+ ('c', 'c')]                                      # c .  .  x
+
      
+
      >>> permutations('abc', 2)                        #   a  b  c
+[('a', 'b'), ('a', 'c'),                          # a .  x  x
+ ('b', 'a'), ('b', 'c'),                          # b x  .  x
+ ('c', 'a'), ('c', 'b')]                          # c x  x  .
 
      
 
      #Datetime
        
 
      • Module 'datetime' provides 'date' <D>, 'time' <T>, 'datetime' <DT> and 'timedelta' <TD> classes. All are immutable and hashable.
        • 

From 9dc3c63f84a66e57965020584f3c3dae91b18c4f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 14 Oct 2020 11:14:45 +0200
Subject: [PATCH 0147/1007] Combinatorics

---
 README.md  | 33 +++++++++++++++++----------------
 index.html | 41 +++++++++++++++++++++--------------------
 2 files changed, 38 insertions(+), 36 deletions(-)

diff --git a/README.md b/README.md
index 67843be67..444ef959f 100644
--- a/README.md
+++ b/README.md
@@ -546,34 +546,35 @@ from itertools import product, combinations, combinations_with_replacement, perm
 ```
 
 ```python
->>> product([0, 1], repeat=3)
-[(0, 0, 0), (0, 0, 1), (0, 1, 0), (0, 1, 1),
- (1, 0, 0), (1, 0, 1), (1, 1, 0), (1, 1, 1)]
+>>> product([0, 1], repeat=2)
+[(0, 0), (0, 1), (1, 0), (1, 1)]
 ```
 
 ```python
->>> product('ab', '12')
-[('a', '1'), ('a', '2'), ('b', '1'), ('b', '2')]
+>>> product('abc', 'abc')                    #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),         # a x  x  x
+ ('b', 'a'), ('b', 'b'), ('b', 'c'),         # b x  x  x
+ ('c', 'a'), ('c', 'b'), ('c', 'c')]         # c x  x  x
 ```
 
 ```python
->>> combinations('abc', 2)                        #   a  b  c
-[('a', 'b'), ('a', 'c'),                          # a .  x  x
- ('b', 'c')]                                      # b .  .  x
+>>> combinations('abc', 2)                   #   a  b  c
+[('a', 'b'), ('a', 'c'),                     # a .  x  x
+ ('b', 'c')]                                 # b .  .  x
 ```
 
 ```python
->>> combinations_with_replacement('abc', 2)       #   a  b  c
-[('a', 'a'), ('a', 'b'), ('a', 'c'),              # a x  x  x
- ('b', 'b'), ('b', 'c'),                          # b .  x  x
- ('c', 'c')]                                      # c .  .  x
+>>> combinations_with_replacement('abc', 2)  #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),         # a x  x  x
+ ('b', 'b'), ('b', 'c'),                     # b .  x  x
+ ('c', 'c')]                                 # c .  .  x
 ```
 
 ```python
->>> permutations('abc', 2)                        #   a  b  c
-[('a', 'b'), ('a', 'c'),                          # a .  x  x
- ('b', 'a'), ('b', 'c'),                          # b x  .  x
- ('c', 'a'), ('c', 'b')]                          # c x  x  .
+>>> permutations('abc', 2)                   #   a  b  c
+[('a', 'b'), ('a', 'c'),                     # a .  x  x
+ ('b', 'a'), ('b', 'c'),                     # b x  .  x
+ ('c', 'a'), ('c', 'b')]                     # c x  x  .
 ```
 
 
diff --git a/index.html b/index.html
index fcc8441b5..077e94c93 100644
--- a/index.html
+++ b/index.html
@@ -627,26 +627,27 @@
 
    
 
 
-
    >>> product([0, 1], repeat=3)
-[(0, 0, 0), (0, 0, 1), (0, 1, 0), (0, 1, 1),
- (1, 0, 0), (1, 0, 1), (1, 1, 0), (1, 1, 1)]
-
    
-
    >>> product('ab', '12')
-[('a', '1'), ('a', '2'), ('b', '1'), ('b', '2')]
-
    
-
    >>> combinations('abc', 2)                        #   a  b  c
-[('a', 'b'), ('a', 'c'),                          # a .  x  x
- ('b', 'c')]                                      # b .  .  x
-
    
-
    >>> combinations_with_replacement('abc', 2)       #   a  b  c
-[('a', 'a'), ('a', 'b'), ('a', 'c'),              # a x  x  x
- ('b', 'b'), ('b', 'c'),                          # b .  x  x
- ('c', 'c')]                                      # c .  .  x
-
    
-
    >>> permutations('abc', 2)                        #   a  b  c
-[('a', 'b'), ('a', 'c'),                          # a .  x  x
- ('b', 'a'), ('b', 'c'),                          # b x  .  x
- ('c', 'a'), ('c', 'b')]                          # c x  x  .
+
    >>> product([0, 1], repeat=2)
+[(0, 0), (0, 1), (1, 0), (1, 1)]
+
    
+
    >>> product('abc', 'abc')                    #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),         # a x  x  x
+ ('b', 'a'), ('b', 'b'), ('b', 'c'),         # b x  x  x
+ ('c', 'a'), ('c', 'b'), ('c', 'c')]         # c x  x  x
+
    
+
    >>> combinations('abc', 2)                   #   a  b  c
+[('a', 'b'), ('a', 'c'),                     # a .  x  x
+ ('b', 'c')]                                 # b .  .  x
+
    
+
    >>> combinations_with_replacement('abc', 2)  #   a  b  c
+[('a', 'a'), ('a', 'b'), ('a', 'c'),         # a x  x  x
+ ('b', 'b'), ('b', 'c'),                     # b .  x  x
+ ('c', 'c')]                                 # c .  .  x
+
    
+
    >>> permutations('abc', 2)                   #   a  b  c
+[('a', 'b'), ('a', 'c'),                     # a .  x  x
+ ('b', 'a'), ('b', 'c'),                     # b x  .  x
+ ('c', 'a'), ('c', 'b')]                     # c x  x  .
 
    
 
    #Datetime
      
 
    • Module 'datetime' provides 'date' <D>, 'time' <T>, 'datetime' <DT> and 'timedelta' <TD> classes. All are immutable and hashable.
      • 

From fefeb725e56e50b02d9ec7ddfef4af46643dcb36 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 14 Oct 2020 12:10:09 +0200
Subject: [PATCH 0148/1007] Combinatorics

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 444ef959f..cb8b501c8 100644
--- a/README.md
+++ b/README.md
@@ -546,8 +546,8 @@ from itertools import product, combinations, combinations_with_replacement, perm
 ```
 
 ```python
->>> product([0, 1], repeat=2)
-[(0, 0), (0, 1), (1, 0), (1, 1)]
+>>> product([0, 1], repeat=3)
+[(0, 0, 0), (0, 0, 1), (0, 1, 0), (0, 1, 1), ..., (1, 1, 1)]
 ```
 
 ```python
diff --git a/index.html b/index.html
index 077e94c93..84b0a01de 100644
--- a/index.html
+++ b/index.html
@@ -627,8 +627,8 @@
 
    
 
 
-
    >>> product([0, 1], repeat=2)
-[(0, 0), (0, 1), (1, 0), (1, 1)]
+
    >>> product([0, 1], repeat=3)
+[(0, 0, 0), (0, 0, 1), (0, 1, 0), (0, 1, 1), ..., (1, 1, 1)]
 
    
 
    >>> product('abc', 'abc')                    #   a  b  c
 [('a', 'a'), ('a', 'b'), ('a', 'c'),         # a x  x  x

From 87395836897d48128952768351399d5d3caa9e1a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 14 Oct 2020 16:29:55 +0200
Subject: [PATCH 0149/1007] SQLite

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index cb8b501c8..c347cefb1 100644
--- a/README.md
+++ b/README.md
@@ -1870,7 +1870,7 @@ with :
 ```python
 .execute('', )          # Replaces '?'s in query with values.
 .execute('', )     # Replaces ':'s with values.
-.executemany('', )   # Runs execute() many times.
+.executemany('', )   # Runs execute() multiple times.
 ```
 
 ### Example
diff --git a/index.html b/index.html
index 84b0a01de..019524f07 100644
--- a/index.html
+++ b/index.html
@@ -1682,7 +1682,7 @@
 
  • Bools will be stored and returned as ints and dates as ISO formatted strings.
    • 
 
    <con>.execute('<query>', <list/tuple>)          # Replaces '?'s in query with values.
 <con>.execute('<query>', <dict/namedtuple>)     # Replaces ':<key>'s with values.
-<con>.executemany('<query>', <coll_of_above>)   # Runs execute() many times.
+<con>.executemany('<query>', <coll_of_above>)   # Runs execute() multiple times.
 
    
 
 

From 0085059f8734e78a8c33debb351a67dad6a29fbf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 15 Oct 2020 19:17:10 +0200
Subject: [PATCH 0150/1007] SQLite and Coroutines

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index c347cefb1..04e7d7774 100644
--- a/README.md
+++ b/README.md
@@ -1841,7 +1841,7 @@ SQLite
 ```python
 import sqlite3
  = sqlite3.connect('')               # Also ':memory:'.
-.close()
+.close()                                   # Closes the connection.
 ```
 
 ### Read
@@ -2308,7 +2308,7 @@ async def model(moves, state, height, width):
         id_, d = await moves.get()
         p      = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
-        new_p  = P(*[sum(a) for a in zip(p, deltas[d])])
+        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
         if 0 <= new_p.x < width-1 and 0 <= new_p.y < height:
             state[id_] = new_p
 
diff --git a/index.html b/index.html
index 019524f07..e139b9bf9 100644
--- a/index.html
+++ b/index.html
@@ -1657,7 +1657,7 @@
 
 
    #SQLite
    Server-less database engine that stores each database into a separate file.
    Connect
    Opens a connection to the database file. Creates a new file if path doesn't exist.
    import sqlite3
 <con> = sqlite3.connect('<path>')               # Also ':memory:'.
-<con>.close()
+<con>.close()                                   # Closes the connection.
 
    
 
 
@@ -2016,7 +2016,7 @@
         id_, d = await moves.get()
         p      = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
-        new_p  = P(*[sum(a) for a in zip(p, deltas[d])])
+        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
         if 0 <= new_p.x < width-1 and 0 <= new_p.y < height:
             state[id_] = new_p
 

From 8f520620dd4b48c2eb72bf7f550cb6c7ec3d6f8d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 15 Oct 2020 23:11:58 +0200
Subject: [PATCH 0151/1007] Coroutines

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 04e7d7774..661d28ea8 100644
--- a/README.md
+++ b/README.md
@@ -2306,9 +2306,9 @@ async def human_controller(screen, moves):
 async def model(moves, state, height, width):
     while state['*'] not in {p for id_, p in state.items() if id_ != '*'}:
         id_, d = await moves.get()
-        p      = state[id_]
+        p = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
-        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
+        new_p = P(p.x + deltas[d].x, p.y + deltas[d].y)
         if 0 <= new_p.x < width-1 and 0 <= new_p.y < height:
             state[id_] = new_p
 
diff --git a/index.html b/index.html
index e139b9bf9..ba387904c 100644
--- a/index.html
+++ b/index.html
@@ -2014,9 +2014,9 @@
 async def model(moves, state, height, width):
     while state['*'] not in {p for id_, p in state.items() if id_ != '*'}:
         id_, d = await moves.get()
-        p      = state[id_]
+        p = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
-        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
+        new_p = P(p.x + deltas[d].x, p.y + deltas[d].y)
         if 0 <= new_p.x < width-1 and 0 <= new_p.y < height:
             state[id_] = new_p
 

From 4ecd54f19585b422d1c96dff70ae46a2114480e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 16 Oct 2020 11:02:55 +0200
Subject: [PATCH 0152/1007] Class

---
 README.md  | 3 ++-
 index.html | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 661d28ea8..f3e6a6bd1 100644
--- a/README.md
+++ b/README.md
@@ -1035,7 +1035,8 @@ class :
     :  = 
     : list/dict/set = field(default_factory=list/dict/set)
 ```
-* **Objects can be made sortable with `'order=True'` and/or immutable and hashable with `'frozen=True'`.**
+* **Objects can be made sortable with `'order=True'` and immutable with `'frozen=True'`.**
+* **For object to be hashable, all attributes must be hashable and frozen must be True.**
 * **Function field() is needed because `': list = []'` would make a list that is shared among all instances.**
 * **Default_factory can be any [callable](#callable).**
 
diff --git a/index.html b/index.html
index ba387904c..b3e85a7e9 100644
--- a/index.html
+++ b/index.html
@@ -1008,7 +1008,8 @@
 
 
 
      
-
    • Objects can be made sortable with 'order=True' and/or immutable and hashable with 'frozen=True'.
      • 
+
    • Objects can be made sortable with 'order=True' and immutable with 'frozen=True'.
      • 
+
    • For object to be hashable, all attributes must be hashable and frozen must be True.
      • 
 
    • Function field() is needed because '<attr_name>: list = []' would make a list that is shared among all instances.
      • 
 
    • Default_factory can be any callable.
      • 
 
    

From d86085875b45b588afe9c15382d305a1586fa337 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 16 Oct 2020 18:05:08 +0200
Subject: [PATCH 0153/1007] Exceptions

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index f3e6a6bd1..072f802ef 100644
--- a/README.md
+++ b/README.md
@@ -1371,8 +1371,8 @@ finally:
 ```python
 except :
 except  as :
-except (, ...):
-except (, ...) as :
+except (, [...]):
+except (, [...]) as :
 ```
 * **Also catches subclasses of the exception.**
 * **Use `'traceback.print_exc()'` to print the error message to stderr.**
diff --git a/index.html b/index.html
index b3e85a7e9..cbdb172b6 100644
--- a/index.html
+++ b/index.html
@@ -1304,8 +1304,8 @@
 
 
    Catching Exceptions
    except <exception>:
 except <exception> as <name>:
-except (<exception>, ...):
-except (<exception>, ...) as <name>:
+except (<exception>, [...]):
+except (<exception>, [...]) as <name>:
 
    
 
 
      

From a52d63512466807a2d5dc0da0b52331ad97f3e42 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 19 Oct 2020 14:18:28 +0200
Subject: [PATCH 0154/1007] GUI

---
 README.md  | 57 +++++++++++++++++++++++++++++++-----------------------
 index.html | 49 +++++++++++++++++++++++++---------------------
 parse.js   |  2 +-
 3 files changed, 61 insertions(+), 47 deletions(-)

diff --git a/README.md b/README.md
index 072f802ef..ab284dfe7 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`Cython`](#cython)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#gui)**__.__
 
 
 Main
@@ -409,7 +409,7 @@ Format
 {:^10}                                     # '      '
 {:>10}                                     # '      '
 {:.<10}                                    # '......'
-{:<0}                                      # ''
+{:0}                                       # ''
 ```
 
 ### Strings
@@ -2508,7 +2508,7 @@ def odds_handler(sport):
 ```python
 # $ pip3 install requests
 >>> import requests
->>> url  = 'http://localhost:8080/odds/football'
+>>> url = 'http://localhost:8080/odds/football'
 >>> data = {'team': 'arsenal f.c.'}
 >>> response = requests.post(url, data=data)
 >>> response.json()
@@ -3348,16 +3348,19 @@ c  7  8
 Plotly
 ------
 
-### Covid Deaths by Continent
+```python
+# $ pip3 install plotly
+from plotly.express import line
+
       = line(, x=, y=)   # Or: line(x=, y=)
+
      .write_html/json/image('')            # Also: 
      .show()
+```
+
+#### Covid deaths by continent:
 
 ![Covid Deaths](web/covid_deaths.png)
-
      
+
      
 
 ```python
-# $ pip3 install pandas plotly
-import pandas as pd
-import plotly.express
-
 covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                     usecols=['iso_code', 'date', 'total_deaths', 'population'])
 continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
@@ -3368,24 +3371,20 @@ df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
 df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
-plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
+line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
 
-### Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
+#### Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
 
 ![Covid Cases](web/covid_cases.png)
-
      
+
      
 
 ```python
-# $ pip3 install pandas plotly
-import pandas as pd
 import plotly.graph_objects as go
 import datetime
 
 def main():
-    data = scrape_data()
-    df = wrangle_data(*data)
-    display_data(df)
+    display_data(wrangle_data(*scrape_data()))
 
 def scrape_data():
     def scrape_yahoo(id_):
@@ -3426,8 +3425,22 @@ if __name__ == '__main__':
 ```
 
 
-Cython
-------
+GUI
+---
+```python
+# $ pip3 install PySimpleGUI
+import PySimpleGUI as sg
+layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
+window = sg.Window('Window Title', layout)
+event, values = window.read()
+print(f'Hello {values[0]}! Thanks for trying PySimpleGUI')
+```
+
+
+Appendix
+--------
+
+### Cython
 **Library that compiles Python code into C.**
 
 ```python
@@ -3437,7 +3450,7 @@ import 
 .main()
 ```
 
-### Definitions
+#### Definitions:
 * **All `'cdef'` definitions are optional, but they contribute to the speed-up.**
 * **Script needs to be saved with a `'pyx'` extension.**
 
@@ -3458,10 +3471,6 @@ cdef class :
 cdef enum : , , ...
 ```
 
-
-Appendix
---------
-
 ### PyInstaller
 ```bash
 $ pip3 install pyinstaller
diff --git a/index.html b/index.html
index cbdb172b6..ba9de1965 100644
--- a/index.html
+++ b/index.html
@@ -227,7 +227,7 @@
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
-                       NumPy, Image, Audio, Games, Data, Cython]
+                       NumPy, Image, Audio, Games, Data, GUI]
 }
 
    
 
@@ -519,7 +519,7 @@
 {<el>:^10}                                     # '   <el>   '
 {<el>:>10}                                     # '      <el>'
 {<el>:.<10}                                    # '<el>......'
-{<el>:<0}                                      # '<el>'
+{<el>:0}                                       # '<el>'
 
    
 
 
    Strings
    '!r' calls object's repr() method, instead of str(), to get a string.
    {'abcde'!r:10}                                 # "'abcde'   "
@@ -2175,7 +2175,7 @@
 
 
    Test:
    # $ pip3 install requests
 >>> import requests
->>> url  = 'http://localhost:8080/odds/football'
+>>> url = 'http://localhost:8080/odds/football'
 >>> data = {'team': 'arsenal f.c.'}
 >>> response = requests.post(url, data=data)
 >>> response.json()
@@ -2841,11 +2841,13 @@
 
    
 
 
-
    #Plotly
    Covid Deaths by Continent
    # $ pip3 install pandas plotly
-import pandas as pd
-import plotly.express
+
    #Plotly
    # $ pip3 install plotly
+from plotly.express import line
+<Figure> = line(<DF>, x=<col_name>, y=<col_name>)   # Or: line(x=<list>, y=<list>)
+<Figure>.write_html/json/image('<path>')            # Also: <Figure>.show()
+
    
 
-covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+
    Covid deaths by continent:
    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                     usecols=['iso_code', 'date', 'total_deaths', 'population'])
 continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
                          'list/r/country-and-continent-codes-list-csv.csv',
@@ -2855,21 +2857,16 @@
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
 df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
-plotly.express.line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
-
    
-
+line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
+
    
 
 
 
-
    Confirmed Covid Cases, Dow Jones, Gold, and Bitcoin Price
    # $ pip3 install pandas plotly
-import pandas as pd
-import plotly.graph_objects as go
+
    Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
    import plotly.graph_objects as go
 import datetime
 
 def main():
-    data = scrape_data()
-    df = wrangle_data(*data)
-    display_data(df)
+    display_data(wrangle_data(*scrape_data()))
 
 def scrape_data():
     def scrape_yahoo(id_):
@@ -2911,14 +2908,23 @@
 
 
 
-
    #Cython
    Library that compiles Python code into C.
    # $ pip3 install cython
+
    #GUI
    # $ pip3 install PySimpleGUI
+import PySimpleGUI as sg
+layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
+window = sg.Window('Window Title', layout)
+event, values = window.read()
+print(f'Hello {values[0]}! Thanks for trying PySimpleGUI')
+
    
+
+
    #Appendix
    Cython
    Library that compiles Python code into C.
    # $ pip3 install cython
 import pyximport; pyximport.install()
 import <cython_script>
 <cython_script>.main()
-
    
+
    
+
 
 
-
    Definitions
      
+
      Definitions:
        
 
      • All 'cdef' definitions are optional, but they contribute to the speed-up.
        • 
 
      • Script needs to be saved with a 'pyx' extension.
        • 
 
      cdef <type> <var_name> = <el>
@@ -2934,13 +2940,12 @@
 
      
 
      cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 
      
-
      #Appendix
      PyInstaller
      $ pip3 install pyinstaller
+
      PyInstaller
      $ pip3 install pyinstaller
 $ pyinstaller script.py                        # Compiles into './dist/script' directory.
 $ pyinstaller script.py --onefile              # Compiles into './dist/script' console app.
 $ pyinstaller script.py --windowed             # Compiles into './dist/script' windowed app.
 $ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the executable.
-
      
-
+
    
 
 
    \n';
 

From af8edbc6d25abd5d1d3e8a6eb05e000d2b1984c7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 19 Oct 2020 15:07:00 +0200
Subject: [PATCH 0155/1007] GUI

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ab284dfe7..bb6375ba7 100644
--- a/README.md
+++ b/README.md
@@ -3433,7 +3433,7 @@ import PySimpleGUI as sg
 layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
 window = sg.Window('Window Title', layout)
 event, values = window.read()
-print(f'Hello {values[0]}! Thanks for trying PySimpleGUI')
+print(f'Hello {values[0]}!')
 ```
 
 
diff --git a/index.html b/index.html
index ba9de1965..d77531591 100644
--- a/index.html
+++ b/index.html
@@ -2913,7 +2913,7 @@
 layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
 window = sg.Window('Window Title', layout)
 event, values = window.read()
-print(f'Hello {values[0]}! Thanks for trying PySimpleGUI')
+print(f'Hello {values[0]}!')
 
    
 
 
    #Appendix
    Cython
    Library that compiles Python code into C.
    # $ pip3 install cython

From a7bf3b548b3ede0598380b33c72f99e7b925e7e4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 19 Oct 2020 17:24:30 +0200
Subject: [PATCH 0156/1007] GUI and md formatting

---
 README.md  | 12 +++---------
 index.html |  4 ++--
 parse.js   |  2 +-
 3 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index bb6375ba7..cfccd233f 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#gui)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__.__
 
 
 Main
@@ -1196,7 +1196,6 @@ Hello World!
 
 Iterable Duck Types
 -------------------
-
 ### Iterable
 * **Only required method is iter(). It should return an iterator of object's items.**
 * **Contains() automatically works on any object that has iter() defined.**
@@ -1342,7 +1341,6 @@ LogicOp = Enum('LogicOp', {'AND': partial(lambda l, r: l and r),
 
 Exceptions
 ----------
-
 ### Basic Example
 ```python
 try:
@@ -2913,7 +2911,6 @@ simpleaudio.play_buffer(samples_b, 1, 2, F)
 
 Pygame
 ------
-
 ### Basic Example
 ```python
 # $ pip3 install pygame
@@ -3068,7 +3065,6 @@ if __name__ == '__main__':
 
 Pandas
 ------
-
 ```python
 # $ pip3 install pandas
 import pandas as pd
@@ -3347,7 +3343,6 @@ c  7  8
 
 Plotly
 ------
-
 ```python
 # $ pip3 install plotly
 from plotly.express import line
@@ -3425,8 +3420,8 @@ if __name__ == '__main__':
 ```
 
 
-GUI
----
+PySimpleGUI
+-----------
 ```python
 # $ pip3 install PySimpleGUI
 import PySimpleGUI as sg
@@ -3439,7 +3434,6 @@ print(f'Hello {values[0]}!')
 
 Appendix
 --------
-
 ### Cython
 **Library that compiles Python code into C.**
 
diff --git a/index.html b/index.html
index d77531591..cfed481af 100644
--- a/index.html
+++ b/index.html
@@ -227,7 +227,7 @@
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
-                       NumPy, Image, Audio, Games, Data, GUI]
+                       NumPy, Image, Audio, Games, Data, GUI]
 }
 
    
 
@@ -2908,7 +2908,7 @@
 
 
 
-
    #GUI
    # $ pip3 install PySimpleGUI
+
    #PySimpleGUI
    # $ pip3 install PySimpleGUI
 import PySimpleGUI as sg
 layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
 window = sg.Window('Window Title', layout)
diff --git a/parse.js b/parse.js
index db16828cb..f4eebcdfa 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data, GUI]\n' +
+  '                       NumPy, Image, Audio, Games, Data, GUI]\n' +
   '}\n' +
   '
    \n';
 

From ff55e6c864c17ef4412e0b7aeb2d89935f8e29d6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 20 Oct 2020 17:22:24 +0200
Subject: [PATCH 0157/1007] Path

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index cfccd233f..00253bffd 100644
--- a/README.md
+++ b/README.md
@@ -1621,7 +1621,7 @@ from os import scandir
 
 ```python
  = scandir(path='.')          # Returns DirEntry objects located at path.
-  = .path            # Returns path as a string.
+  = .path            # Returns whole path as a string.
   = .name            # Returns final component as a string.
  = open()           # Opens the file and returns file object.
 ```
diff --git a/index.html b/index.html
index cfed481af..5a2687095 100644
--- a/index.html
+++ b/index.html
@@ -1505,7 +1505,7 @@
 
 
 
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
-<str>  = <DirEntry>.path            # Returns path as a string.
+<str>  = <DirEntry>.path            # Returns whole path as a string.
 <str>  = <DirEntry>.name            # Returns final component as a string.
 <file> = open(<DirEntry>)           # Opens the file and returns file object.
 
    

From 849ee09b50c15c459666de437eacd19e1d9c154e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 21 Oct 2020 15:21:20 +0200
Subject: [PATCH 0158/1007] GUI

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 00253bffd..1a85c2a8b 100644
--- a/README.md
+++ b/README.md
@@ -3428,7 +3428,7 @@ import PySimpleGUI as sg
 layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
 window = sg.Window('Window Title', layout)
 event, values = window.read()
-print(f'Hello {values[0]}!')
+print(f'Hello {values[0]}!' if event == 'Ok' else '')
 ```
 
 
diff --git a/index.html b/index.html
index 5a2687095..af73af860 100644
--- a/index.html
+++ b/index.html
@@ -2913,7 +2913,7 @@
 layout = [[sg.Text("What's your name?")], [sg.Input()], [sg.Button('Ok')]]
 window = sg.Window('Window Title', layout)
 event, values = window.read()
-print(f'Hello {values[0]}!')
+print(f'Hello {values[0]}!' if event == 'Ok' else '')
 
    
 
 
    #Appendix
    Cython
    Library that compiles Python code into C.
    # $ pip3 install cython

From daaa45b3ab724f7cdc6345c6096edede295bba1b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 21 Oct 2020 18:27:52 +0200
Subject: [PATCH 0159/1007] Exceptions

---
 README.md  | 3 ++-
 index.html | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1a85c2a8b..9fa21f31a 100644
--- a/README.md
+++ b/README.md
@@ -1374,6 +1374,7 @@ except (, [...]) as :
 ```
 * **Also catches subclasses of the exception.**
 * **Use `'traceback.print_exc()'` to print the error message to stderr.**
+* **Use `'print(, file=sys.stderr)'` to print just the cause of the exception.**
 
 ### Raising Exceptions
 ```python
@@ -1396,7 +1397,7 @@ exc_type  = .__class__
 filename  = .__traceback__.tb_frame.f_code.co_filename
 func_name = .__traceback__.tb_frame.f_code.co_name
 line      = linecache.getline(filename, .__traceback__.tb_lineno)
-error_msg = traceback.format_exception(exc_type, , .__traceback__)
+error_msg = ''.join(traceback.format_exception(exc_type, , .__traceback__))
 ```
 
 ### Built-in Exceptions
diff --git a/index.html b/index.html
index af73af860..fe559b4b3 100644
--- a/index.html
+++ b/index.html
@@ -1311,6 +1311,7 @@
 
      
 
    • Also catches subclasses of the exception.
      • 
 
    • Use 'traceback.print_exc()' to print the error message to stderr.
      • 
+
    • Use 'print(<name>, file=sys.stderr)' to print just the cause of the exception.
      • 
 
    
 
    Raising Exceptions
    raise <exception>
 raise <exception>()
@@ -1327,7 +1328,7 @@
 filename  = <name>.__traceback__.tb_frame.f_code.co_filename
 func_name = <name>.__traceback__.tb_frame.f_code.co_name
 line      = linecache.getline(filename, <name>.__traceback__.tb_lineno)
-error_msg = traceback.format_exception(exc_type, <name>, <name>.__traceback__)
+error_msg = ''.join(traceback.format_exception(exc_type, <name>, <name>.__traceback__))
 
    
 
 
    Built-in Exceptions
    BaseException

From 2f715ced5e53774c0d53247d558c5b6abc312214 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 21 Oct 2020 20:45:45 +0200
Subject: [PATCH 0160/1007] Exceptions

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 9fa21f31a..e2e2d3f4b 100644
--- a/README.md
+++ b/README.md
@@ -1374,7 +1374,7 @@ except (, [...]) as :
 ```
 * **Also catches subclasses of the exception.**
 * **Use `'traceback.print_exc()'` to print the error message to stderr.**
-* **Use `'print(, file=sys.stderr)'` to print just the cause of the exception.**
+* **Use `'print()'` to print just the cause of the exception (its arguments).**
 
 ### Raising Exceptions
 ```python
diff --git a/index.html b/index.html
index fe559b4b3..d050fc59a 100644
--- a/index.html
+++ b/index.html
@@ -1311,7 +1311,7 @@
 
      
 
    • Also catches subclasses of the exception.
      • 
 
    • Use 'traceback.print_exc()' to print the error message to stderr.
      • 
-
    • Use 'print(<name>, file=sys.stderr)' to print just the cause of the exception.
      • 
+
    • Use 'print(<name>)' to print just the cause of the exception (its arguments).
      • 
 
    
 
    Raising Exceptions
    raise <exception>
 raise <exception>()

From f88906e12de943392da66f38d5392f8728833a0a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 22 Oct 2020 15:22:54 +0200
Subject: [PATCH 0161/1007] Mobile TOC

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index 239c457b1..84ab187f5 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data, Cython]\n' +
+  '                       NumPy, Image, Audio, Games, Data, GUI]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -36,7 +36,7 @@ const TOC_MOBILE =
   '                       Curses, Logging, Scraping,\n' +
   '                       Web, Profile, NumPy,\n' +
   '                       Image, Audio, Games, Data,\n' +
-  '                       Cython]\n' +
+  '                       GUI]\n' +
   '}\n';
 
 

From c7565ba6a4cebc1e7fff6d5a2ee6350cadec4038 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 22 Oct 2020 15:45:59 +0200
Subject: [PATCH 0162/1007] Plotly

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e2e2d3f4b..40bbafd1c 100644
--- a/README.md
+++ b/README.md
@@ -3345,7 +3345,7 @@ c  7  8
 Plotly
 ------
 ```python
-# $ pip3 install plotly
+# $ pip3 install plotly kaleido
 from plotly.express import line
 
     = line(, x=, y=)   # Or: line(x=, y=)
 
    .write_html/json/image('')            # Also: 
    .show()
diff --git a/index.html b/index.html
index d050fc59a..c7cdd9265 100644
--- a/index.html
+++ b/index.html
@@ -2842,7 +2842,7 @@
 
    
 
 
-
    #Plotly
    # $ pip3 install plotly
+
    #Plotly
    # $ pip3 install plotly kaleido
 from plotly.express import line
 <Figure> = line(<DF>, x=<col_name>, y=<col_name>)   # Or: line(x=<list>, y=<list>)
 <Figure>.write_html/json/image('<path>')            # Also: <Figure>.show()

From 2255874d73d2f98a2c28c27c989a800332786e5f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 23 Oct 2020 19:25:59 +0200
Subject: [PATCH 0163/1007] Path

---
 README.md  | 1 +
 index.html | 1 +
 2 files changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 40bbafd1c..3ce9a119f 100644
--- a/README.md
+++ b/README.md
@@ -1641,6 +1641,7 @@ from pathlib import Path
  = Path()                     # Returns relative cwd. Also Path('.').
  = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
  = .resolve()           # Returns absolute Path without symlinks.
+ = Path.home()                # Returns user's home directory.
 ```
 
 ```python
diff --git a/index.html b/index.html
index c7cdd9265..431a37186 100644
--- a/index.html
+++ b/index.html
@@ -1519,6 +1519,7 @@
 
    <Path> = Path()                     # Returns relative cwd. Also Path('.').
 <Path> = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
 <Path> = <Path>.resolve()           # Returns absolute Path without symlinks.
+<Path> = Path.home()                # Returns user's home directory.
 
    
 
    <Path> = <Path>.parent              # Returns Path without final component.
 <str>  = <Path>.name                # Returns final component as a string.

From 9bf27137c25bcfdc5d3571b3f04ef7a8ebaf611f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 24 Oct 2020 22:09:13 +0200
Subject: [PATCH 0164/1007] Plotly and added update_plots.py

---
 README.md           |  10 ++--
 index.html          |  10 ++--
 web/covid_cases.js  |   4 +-
 web/covid_deaths.js |   6 +--
 web/update_plots.py | 110 ++++++++++++++++++++++++++++++++++++++++++++
 5 files changed, 125 insertions(+), 15 deletions(-)
 create mode 100755 web/update_plots.py

diff --git a/README.md b/README.md
index 3ce9a119f..07feb9e88 100644
--- a/README.md
+++ b/README.md
@@ -3348,14 +3348,15 @@ Plotly
 ```python
 # $ pip3 install plotly kaleido
 from plotly.express import line
-
     = line(, x=, y=)   # Or: line(x=, y=)
-
    .write_html/json/image('')            # Also: 
    .show()
+
     = line(, x=, y=)        # Or: line(x=, y=)
+
    .update_layout(margin=dict(t=0, r=0, b=0, l=0))  # Or: paper_bgcolor='rgba(0, 0, 0, 0)'
+
    .write_html/json/image('')                 # Also: 
    .show()
 ```
 
 #### Covid deaths by continent:
 
 ![Covid Deaths](web/covid_deaths.png)
-
    
+
    
 
 ```python
 covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
@@ -3374,9 +3375,10 @@ line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 #### Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
 
 ![Covid Cases](web/covid_cases.png)
-
    
+
    
 
 ```python
+import pandas as pd
 import plotly.graph_objects as go
 import datetime
 
diff --git a/index.html b/index.html
index 431a37186..42be520f5 100644
--- a/index.html
+++ b/index.html
@@ -2845,11 +2845,12 @@
 
 
    #Plotly
    # $ pip3 install plotly kaleido
 from plotly.express import line
-<Figure> = line(<DF>, x=<col_name>, y=<col_name>)   # Or: line(x=<list>, y=<list>)
-<Figure>.write_html/json/image('<path>')            # Also: <Figure>.show()
+<Figure> = line(<DF>, x=<col_name>, y=<col_name>)        # Or: line(x=<list>, y=<list>)
+<Figure>.update_layout(margin=dict(t=0, r=0, b=0, l=0))  # Or: paper_bgcolor='rgba(0, 0, 0, 0)'
+<Figure>.write_html/json/image('<path>')                 # Also: <Figure>.show()
 
    
 
-
    Covid deaths by continent:
    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+
    Covid deaths by continent:
    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                     usecols=['iso_code', 'date', 'total_deaths', 'population'])
 continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
                          'list/r/country-and-continent-codes-list-csv.csv',
@@ -2864,7 +2865,8 @@
 
 
 
-
    Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
    import plotly.graph_objects as go
+
    Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
    import pandas as pd
+import plotly.graph_objects as go
 import datetime
 
 def main():
diff --git a/web/covid_cases.js b/web/covid_cases.js
index e3b9dcb54..3bc9fc44f 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -4,8 +4,6 @@ window.PLOTLYENV=window.PLOTLYENV || {};
 if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
     Plotly.newPlot(
         'e23ccacc-a456-478b-b467-7282a2165921',
-        [{"name": "Dow Jones", "type": "scatter", "x": ["2020-02-23", "2020-02-24", "2020-02-25", "2020-02-26", "2020-02-27", "2020-02-28", "2020-02-29", "2020-03-01", "2020-03-02", "2020-03-03", "2020-03-04", "2020-03-05", "2020-03-06", "2020-03-07", "2020-03-08", "2020-03-09", "2020-03-10", "2020-03-11", "2020-03-12", "2020-03-13", "2020-03-14", "2020-03-15", "2020-03-16", "2020-03-17", "2020-03-18", "2020-03-19", "2020-03-20", "2020-03-21", "2020-03-22", "2020-03-23", "2020-03-24", "2020-03-25", "2020-03-26", "2020-03-27", "2020-03-28", "2020-03-29", "2020-03-30", "2020-03-31", "2020-04-01", "2020-04-02", "2020-04-03", "2020-04-04", "2020-04-05", "2020-04-06", "2020-04-07", "2020-04-08", "2020-04-09", "2020-04-10", "2020-04-11", "2020-04-12", "2020-04-13", "2020-04-14", "2020-04-15", "2020-04-16", "2020-04-17", "2020-04-18", "2020-04-19", "2020-04-20", "2020-04-21", "2020-04-22", "2020-04-23", "2020-04-24", "2020-04-25", "2020-04-26", "2020-04-27", "2020-04-28", "2020-04-29", "2020-04-30", "2020-05-01", "2020-05-02", "2020-05-03", "2020-05-04", "2020-05-05", "2020-05-06", "2020-05-07", "2020-05-08", "2020-05-09", "2020-05-10", "2020-05-11", "2020-05-12", "2020-05-13", "2020-05-14", "2020-05-15", "2020-05-16", "2020-05-17", "2020-05-18", "2020-05-19", "2020-05-20", "2020-05-21", "2020-05-22", "2020-05-23", "2020-05-24", "2020-05-25", "2020-05-26", "2020-05-27", "2020-05-28", "2020-05-29", "2020-05-30", "2020-05-31", "2020-06-01", "2020-06-02", "2020-06-03", "2020-06-04", "2020-06-05", "2020-06-06", "2020-06-07", "2020-06-08", "2020-06-09", "2020-06-10", "2020-06-11", "2020-06-12", "2020-06-13", "2020-06-14", "2020-06-15", "2020-06-16", "2020-06-17", "2020-06-18", "2020-06-19", "2020-06-20", "2020-06-21", "2020-06-22", "2020-06-23", "2020-06-24"], "y": [100.0, 98.86254831595367, 98.37107145399592, 98.24872306180306, 98.35707996321325, 98.11723664584989, 98.3609149365069, 97.6781337935804, 97.2265718285023, 96.57179855750286, 96.10992251936153, 95.53150847581334, 95.22621123911593, 94.2170731278493, 92.1746177240498, 91.16065001142371, 89.34031496674396, 87.50904771020762, 85.4021720013414, 83.93375678961439, 82.21769194322961, 80.82065895133988, 78.65145586191424, 76.95398519987312, 76.05772338318022, 74.35266880118725, 73.80271040578269, 73.80753493283282, 74.6848586985419, 74.83310470944889, 75.56360819484387, 76.30968766557403, 77.48018246704636, 78.57039124065955, 79.3712209384854, 80.41848984992852, 80.54751677158156, 80.69393180606949, 80.54001863718813, 80.92723061708271, 81.21928692496743, 81.71529446878509, 82.23192629209387, 82.87036618880911, 83.83970720685899, 84.6041310568389, 85.47202325233295, 86.34604101477018, 86.85337779985609, 87.17172917045531, 87.76138642807956, 87.9883847184073, 88.03605099788034, 88.04095798768424, 87.84193917527332, 87.8430159041062, 87.88922334755048, 87.8244572422785, 87.96937187663492, 88.1462716877551, 88.10592109742002, 88.12685927935455, 88.4186272998321, 88.67669709170977, 88.93830317869565, 89.03353110378265, 89.11734569360311, 89.10787715156434, 89.103540756046, 88.973765446828, 88.87804407377122, 88.96332837462509, 88.83750717204025, 88.80510853315955, 88.99006444682061, 89.00209036305617, 88.81906522662658, 88.77288388148605, 88.69951409676797, 88.82005719675176, 88.97502033157652, 89.07377053614661, 89.041100766723, 89.15893594538757, 89.25251944782752, 89.51248207808288, 90.01344596855836, 90.42351627529969, 90.86046220674369, 91.23375349883108, 91.6995326552906, 91.99768553183823, 92.43427805133462, 92.74526395252607, 93.1053998597254, 93.48023263240835, 93.90522707589277, 94.47674324176603, 95.00351164683897, 95.78886636892955, 96.4259965871277, 97.17501644571747, 97.98763717665327, 98.67748293526299, 99.25117104440451, 99.12242975243456, 99.07153769705262, 98.84444975465485, 98.63243540843035, 98.1321605805612, 97.77033361180784, 97.28817571113662, 96.73425910120098, 96.21430484278117, 95.81812840107497, 96.13200152772572, 96.2876797025509, 96.47253146524923, 96.37428920729418, 96.4574374092648, 96.31694566090496, 96.22665225640687, 96.13070266327892], "yaxis": "y2"}, {"name": "Gold", "type": "scatter", "x": ["2020-02-23", "2020-02-24", "2020-02-25", "2020-02-26", "2020-02-27", "2020-02-28", "2020-02-29", "2020-03-01", "2020-03-02", "2020-03-03", "2020-03-04", "2020-03-05", "2020-03-06", "2020-03-07", "2020-03-08", "2020-03-09", "2020-03-10", "2020-03-11", "2020-03-12", "2020-03-13", "2020-03-14", "2020-03-15", "2020-03-16", "2020-03-17", "2020-03-18", "2020-03-19", "2020-03-20", "2020-03-21", "2020-03-22", "2020-03-23", "2020-03-24", "2020-03-25", "2020-03-26", "2020-03-27", "2020-03-28", "2020-03-29", "2020-03-30", "2020-03-31", "2020-04-01", "2020-04-02", "2020-04-03", "2020-04-04", "2020-04-05", "2020-04-06", "2020-04-07", "2020-04-08", "2020-04-09", "2020-04-10", "2020-04-11", "2020-04-12", "2020-04-13", "2020-04-14", "2020-04-15", "2020-04-16", "2020-04-17", "2020-04-18", "2020-04-19", "2020-04-20", "2020-04-21", "2020-04-22", "2020-04-23", "2020-04-24", "2020-04-25", "2020-04-26", "2020-04-27", "2020-04-28", "2020-04-29", "2020-04-30", "2020-05-01", "2020-05-02", "2020-05-03", "2020-05-04", "2020-05-05", "2020-05-06", "2020-05-07", "2020-05-08", "2020-05-09", "2020-05-10", "2020-05-11", "2020-05-12", "2020-05-13", "2020-05-14", "2020-05-15", "2020-05-16", "2020-05-17", "2020-05-18", "2020-05-19", "2020-05-20", "2020-05-21", "2020-05-22", "2020-05-23", "2020-05-24", "2020-05-25", "2020-05-26", "2020-05-27", "2020-05-28", "2020-05-29", "2020-05-30", "2020-05-31", "2020-06-01", "2020-06-02", "2020-06-03", "2020-06-04", "2020-06-05", "2020-06-06", "2020-06-07", "2020-06-08", "2020-06-09", "2020-06-10", "2020-06-11", "2020-06-12", "2020-06-13", "2020-06-14", "2020-06-15", "2020-06-16", "2020-06-17", "2020-06-18", "2020-06-19", "2020-06-20", "2020-06-21", "2020-06-22", "2020-06-23", "2020-06-24"], "y": [100.0, 99.88431939154158, 99.58345762982069, 99.16685764731078, 98.67309885094151, 98.44798563310901, 98.30832266298263, 98.13056946212969, 98.2581403876473, 98.43629655991754, 98.60457775589668, 98.78535396790184, 99.13884454112716, 99.55198989235083, 100.00906977107127, 99.98186267070162, 99.50644373714864, 98.89116010188904, 97.97639663098302, 96.87017603499226, 95.99269686407035, 94.81674552587072, 93.62930733780296, 92.58425216181307, 91.69730024840261, 91.60902773024866, 92.39702572672842, 92.98268370759206, 93.70760193303637, 94.57883360199132, 95.3140293972676, 96.44040291121179, 97.39506924056136, 98.02959935093408, 98.6922432443423, 99.06709662721313, 98.78112021357616, 99.01086930499837, 99.41474364128302, 100.01995032279972, 100.30109072573718, 100.40085009375926, 101.0260089511815, 101.9171922982528, 102.72615013296083, 103.33377537454984, 104.0629255133061, 104.51758658809797, 104.75882327304909, 104.75519581081703, 104.75882327909511, 104.82925958706856, 104.52453991177784, 104.33046249504056, 104.130944004868, 103.82622507323802, 103.69442149679375, 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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index da67c2860..3a99766ae 100644
--- a/web/covid_deaths.js
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Million=%{y}","legendgroup":"Africa","line":{"color":"#636efa","dash":"solid"},"mode":"lines","name":"Africa","showlegend":true,"type":"scattergl","x":["2020-03-15","2020-03-16","2020-03-17","2020-03-18","2020-03-19","2020-03-20","2020-03-21","2020-03-22","2020-03-23","2020-03-24","2020-03-25","2020-03-26","2020-03-27","2020-03-28","2020-03-29","2020-03-30","2020-03-31","2020-04-01","2020-04-02","2020-04-03","2020-04-04","2020-04-05","2020-04-06","2020-04-07","2020-04-08","2020-04-09","2020-04-10","2020-04-11","2020-04-12","2020-04-13","2020-04-14","2020-04-15","2020-04-16","2020-04-17","2020-04-18","2020-04-19","2020-04-20","2020-04-21","2020-04-22","2020-04-23","2020-04-24","2020-04-25","2020-04-26","2020-04-27","2020-04-28","2020-04-29","2020-04-30","2020-05-01","2020-05-02","2020-05-03","2020-05-04","2020-05-05","2020-05-06","2020-05-07","2020-05-08","2020-05-09","2020-05-10","2020-05-11","2020-05-12","2020-05-13","2020-05-14","2020-05-15","2020-05-16","2020-05-17","2020-05-18","2020-05-19","2020-05-20","2020-05-21","2020-05-22","2020-05-23","2020-05-24","2020-05-25","2020-05-26","2020-05-27","2020-05-28","2020-05-29","2020-05-30","2020-05-31","2020-06-01","2020-06-02","2020-06-03","2020-06-04","2020-06-05","2020-06-06","2020-06-07","2020-06-08","2020-06-09","2020-06-10","2020-06-11","2020-06-12","2020-06-13","2020-06-14","2020-06-15","2020-06-16","2020-06-17","2020-06-18","2020-06-19","2020-06-20","2020-06-21","2020-06-22","2020-06-23","2020-06-24","2020-06-25","2020-06-26","2020-06-27","2020-06-28","2020-06-29","2020-06-30","2020-07-01","2020-07-02","2020-07-03","2020-07-04","2020-07-05","2020-07-06","2020-07-07","2020-07-08","2020-07-09","2020-07-10","2020-07-11","2020-07-12","2020-07-13","2020-07-14","2020-07-15","2020-07-16","2020-07-17","2020-07-18","2020-07-19","2020-07-20","2020-07-21","2020-07-22","2020-07-23","2020-07-24","2020-07-25","2020-07-26","2020-07-27","2020-07-28","2020-07-29","2020-07-30","2020-07-31","2020-08-01","2020-08-02","2020-08-03","2020-08-04","2020-08-05","2020-08-06","2020-08-07","2020-08-08","2020-08-09","2020-08-10","2020-08-11","2020-08-12","2020-08-13","2020-08-14","2020-08-15","2020-08-16","2020-08-17","2020-08-18","2020-08-19","2020-08-20","2020-08-21","2020-08-22","2020-08-23","2020-08-24","2020-08-25","2020-08-26","2020-08-27","2020-08-28","2020-08-29","2020-08-30","2020-08-31","2020-09-01","2020-09-02","2020-09-03","2020-09-04","2020-09-05","2020-09-06","2020-09-07","2020-09-08","2020-09-09","2020-09-10","2020-09-11","2020-09-12","2020-09-13","2020-09-14","2020-09-15","2020-09-16","2020-09-17","2020-09-18","2020-09-19","2020-09-20","2020-09-21","2020-09-22","2020-09-23","2020-09-24","2020-09-25","2020-09-26","2020-09-27","2020-09-28","2020-09-29","2020-09-30","2020-10-01","2020-10-02","2020-10-03","2020-10-04","2020-10-05","2020-10-06","2020-10-07","2020-10-08","2020-10-09","2020-10-10","2020-10-11","2020-10-12","2020-10-13","2020-10-14","2020-10-15","2020-10-16","2020-10-17","2020-10-18","2020-10-19","2020-10-20","2020-10-21"],"xaxis":"x","y":[0.006400235084901492,0.008559073283201636,0.007687711859885362,0.011504849765875156,0.015060094247011054,0.015739167173782632,0.020916408040655598,0.028465045031648376,0.03489754504304658,0.041242553232691416,0.05076006551715866,0.05620238121527205,0.06546887167613875,0.08027730693621776,0.09522475038891688,0.10981563956141221,0.1274782948754855,0.1427059313071605,0.16913295562330133,0.19329480642663008,0.23029264046922726,0.286166920451925,0.3249486637453188,0.3571440382638642,0.39083687206234197,0.4289516960145186,0.4716222835761723,0.517287298335135,0.5562148519001524,0.5906507646692063,0.6250866774382601,0.6557795562106776,0.6819807941871316,0.7224055613508036,0.7605845081164937,0.7912773868889112,0.8384396152465285,0.8646408532229826,0.8900934844001093,0.9222835767711813,0.9627083439348533,0.9986414703025617,1.0311190887968587,1.0588051601215929,1.0999601310097114,1.140366829699864,1.1905010669635718,1.2234250436740666,1.263757695313178,1.3161026886101734,1.3452663277327852,1.3796644661850965,1.4312616738635635,1.503796878860829,1.5538985153022389,1.611478007928934,1.6623274299888724,1.7124290664302824,1.7550528466864075,1.7969288413240039,1.861986190135984,1.913509203334588,1.9665170665561078,2.015045392040598,2.0598407694108967,2.1135952222552548,2.1673496750996133,2.2337961515322227,2.3144278307987602,2.37639476949434,2.4316424015843747,2.492862750657116,2.5966387082316413,2.680256745989532,2.755662297896201,2.828828080934356,2.928871090394689,3.039366354574759,3.1521013876233437,3.2431853216096176,3.355920354658202,3.4216202414679735,3.5410745811221034,3.661275510399071,3.757585571745213,3.8606149396969,3.991268123693604,4.118934949198955,4.233909751116054,4.363069755867082,4.55419669931369,4.701274855012836,4.870004109774294,5.046945850386974,5.224634180622492,5.3732055155673155,5.525509798626331,5.739781020380925,5.912989812879413,6.055588430841531,6.218344968620282,6.430376421506362,6.605824982873365,6.770821289520631,6.9253653414481615,7.077669624507177,7.2120557566180725,7.374812294396824,7.575644902940329,7.764532077518421,7.946699945490969,8.121401917235133,8.271466431425633,8.490217190917258,8.682837313609543,8.950116398585658,9.13452403542672,9.303253290188177,9.532456304399538,9.697452611046806,9.887832964870574,10.049842913026488,10.302936795168675,10.485104663141222,10.742678083020438,10.951723177415166,11.157035323695702,11.309339606754715,11.51091880492106,11.74534794649229,12.266467503233429,12.471779649513964,12.75623029581536,13.063078630801906,13.262418060099735,13.567773215840603,13.799215998920479,14.078440517862006,14.4173922066306,14.666006551035757,14.898942513361309,15.134118244555378,15.394678022925946,15.744828556037115,16.14948013161548,16.48469887226988,16.799013103484807,17.10660802809419,17.365674627219086,17.612049202755728,17.812135221676392,18.130182401005513,18.42881825014084,18.743879070978604,18.919327632345606,19.137331802214394,19.316513311695587,19.605443495734015,19.883174835429866,20.13626871757205,20.39682849594262,20.59616792524045,20.700690472437813,20.904509439472672,21.119527250850105,21.359182519781204,21.548069694359295,21.720531897234945,21.967653062394426,22.087853991671395,22.255836656810015,22.437257935159725,22.61569285501808,22.84116292111525,22.984508128700202,23.17264871365546,23.354816581628004,23.514586760915403,23.673610350579963,23.819195327033434,23.978965506320833,24.153667478064996,24.264909331867905,24.353753496985664,24.479927143245337,24.679266572543167,24.821118600882446,24.958491091484696,25.10258288869249,25.257873530242858,25.346717695360617,25.4497470633123,25.62743539354782,25.778993086984,25.908899681357862,26.022381304029288,26.160500384254373,26.249344549372132,26.472574846600786,26.633091615511024,26.773450464604625,26.941433129743245,27.044462497694933,27.127333945829985,27.255747360958175,27.348324474190125,27.49166968177508,27.693248879941425,27.87914969602816,28.08819479042289,28.257670634807187,28.40176243201498,28.531669026388844,28.79596175287361,28.990075054811566,29.189414484109395,29.334252870940027,29.530605941746504,29.670218201217267,29.812070229556547,30.024848272065466],"yaxis":"y"},{"hovertemplate":"Continent=Asia
    Date=%{x}
    Total Deaths per Million=%{y}","legendgroup":"Asia","line":{"color":"#EF553B","dash":"solid"},"mode":"lines","name":"Asia","showlegend":true,"type":"scattergl","x":["2020-03-15","2020-03-16","2020-03-17","2020-03-18","2020-03-19","2020-03-20","2020-03-21","2020-03-22","2020-03-23","2020-03-24","2020-03-25","2020-03-26","2020-03-27","2020-03-28","2020-03-29","2020-03-30","2020-03-31","2020-04-01","2020-04-02","2020-04-03","2020-04-04","2020-04-05","2020-04-06","2020-04-07","2020-04-08","2020-04-09","2020-04-10","2020-04-11","2020-04-12","2020-04-13","2020-04-14","2020-04-15","2020-04-16","2020-04-17","2020-04-18","2020-04-19","2020-04-20","2020-04-21","2020-04-22","2020-04-23","2020-04-24","2020-04-25","2020-04-26","2020-04-27","2020-04-28","2020-04-29","2020-04-30","2020-05-01","2020-05-02","2020-05-03","2020-05-04","2020-05-05","2020-05-06","2020-05-07","2020-05-08","2020-05-09","2020-05-10","2020-05-11","2020-05-12","2020-05-13","2020-05-14","2020-05-15","2020-05-16","2020-05-17","2020-05-18","2020-05-19","2020-05-20","2020-05-21","2020-05-22","2020-05-23","2020-05-24","2020-05-25","2020-05-26","2020-05-27","2020-05-28","2020-05-29","2020-05-30","2020-05-31","2020-06-01","2020-06-02","2020-06-03","2020-06-04","2020-06-05","2020-06-06","2020-06-07","2020-06-08","2020-06-09","2020-06-10","2020-06-11","2020-06-12","2020-06-13","2020-06-14","2020-06-15","2020-06-16","2020-06-17","2020-06-18","2020-06-19","2020-06-20","2020-06-21","2020-06-22","2020-06-23","2020-06-24","2020-06-25","2020-06-26","2020-06-27","2020-06-28","2020-06-29","2020-06-30","2020-07-01","2020-07-02","2020-07-03","2020-07-04","2020-07-05","2020-07-06","2020-07-07","2020-07-08","2020-07-09","2020-07-10","2020-07-11","2020-07-12","2020-07-13","2020-07-14","2020-07-15","2020-07-16","2020-07-17","2020-07-18","2020-07-19","2020-07-20","2020-07-21","2020-07-22","2020-07-23","2020-07-24","2020-07-25","2020-07-26","2020-07-27","2020-07-28","2020-07-29","2020-07-30","2020-07-31","2020-08-01","2020-08-02","2020-08-03","2020-08-04","2020-08-05","2020-08-06","2020-08-07","2020-08-08","2020-08-09","2020-08-10","2020-08-11","2020-08-12","2020-08-13","2020-08-14","2020-08-15","2020-08-16","2020-08-17","2020-08-18","2020-08-19","2020-08-20","2020-08-21","2020-08-22","2020-08-23","2020-08-24","2020-08-25","2020-08-26","2020-08-27","2020-08-28","2020-08-29","2020-08-30","2020-08-31","2020-09-01","2020-09-02","2020-09-03","2020-09-04","2020-09-05","2020-09-06","2020-09-07","2020-09-08","2020-09-09","2020-09-10","2020-09-11","2020-09-12","2020-09-13","2020-09-14","2020-09-15","2020-09-16","2020-09-17","2020-09-18","2020-09-19","2020-09-20","2020-09-21","2020-09-22","2020-09-23","2020-09-24","2020-09-25","2020-09-26","2020-09-27","2020-09-28","2020-09-29","2020-09-30","2020-10-01","2020-10-02","2020-10-03","2020-10-04","2020-10-05","2020-10-06","2020-10-07","2020-10-08","2020-10-09","2020-10-10","2020-10-11","2020-10-12","2020-10-13","2020-10-14","2020-10-15","2020-10-16","2020-10-17","2020-10-18","2020-10-19","2020-10-20","2020-10-21"],"xaxis":"x","y":[0.8790670021528675,0.8858714473542717,0.9076481396273428,0.9533993954545729,0.9881488291575491,1.0285652401489012,1.0668203457396461,1.1041124367087667,1.1270063411240503,1.1636016008320618,1.196217520178574,1.2372173392860975,1.2888388731883162,1.3328127724383543,1.3806104890144828,1.4245843882645208,1.4691925061561488,1.5231539015592923,1.5845474130726307,1.648490136136696,1.6807801491125693,1.77658801656072,1.847116202797496,1.9065978056477892,1.9764886889968838,2.0393692405814794,2.103368259920908,2.1774632277282384,2.2597909697363834,2.3471850343296445,2.423602066655153,2.5099406473765153,2.5876242603483033,2.939522583239527,3.0250167768633696,3.0982673575731803,3.18798348668462,3.271366712564664,3.3549610352190884,3.4573429707933196,3.5424149708684025,3.6355086483699197,3.7241692936094606,3.7974198743192713,3.884391745363773,3.970097035761995,4.061828826230035,4.15593864486424,4.245895850793019,4.336695747175464,4.4106418344846015,4.5206129386879335,4.618575703926534,4.715274433484637,4.8119731630427385,4.902983732038599,4.9969437176222895,5.082898143896158,5.170537951077358,5.2708181150635385,5.374258368250963,5.471799788262731,5.575450714063574,5.672992134075341,5.77853911339693,5.880504658290441,5.985630292385197,6.086963819438459,6.201780393750367,6.317861003742774,6.430992197147351,6.545387426232426,6.637240685681952,6.759220128850016,6.8925758931425625,7.0261423300485255,7.1946804207816015,7.332887013441534,7.488779389110819,7.634986182821763,7.787723827548613,7.9577366265756035,8.117426467545194,8.286175230891686,8.464193589228497,8.61966997792976,8.793685556611662,8.971914587561889,9.180691147457487,9.390731743033584,9.59950830292918,9.777948006492826,9.972188156062696,10.19213036446936,10.765791890802067,10.990368896703892,11.247600157685248,11.486292228685969,11.678004306894842,11.900474586662503,12.091343974417711,12.324979902696438,12.570624169939896,12.792041086640475,13.00334571789707,13.262262359785757,13.469564211387441,13.685587764401353,13.976863864494,14.234095125475356,14.469627107274832,14.716114064971954,15.002418146604768,15.252065193503137,15.531838424120043,15.81793183313944,16.070317624012223,16.343349330999803,16.611956913105644,16.888148709294473,17.217008658837386,17.481402788674902,17.76791754292113,18.06243785647718,18.375286687400454,18.840451817823745,19.13855356580787,19.451402396731144,19.775206203552067,20.080681493005766,20.504554791199453,20.838681556077777,21.163960071192612,21.462061819176743,21.758688858866954,22.033616619375287,22.388599972981826,22.69849938731727,22.982843770400127,23.32293301348332,23.626933594643102,23.973911388939825,24.274751880898364,24.60866797316327,24.956488457913657,25.229941510128075,25.589559661229774,25.90114445647255,26.309638653886843,26.62564757401136,26.93112286346506,27.282524782643524,27.626553160352415,27.970581538061307,28.322194129853187,28.645787264060694,28.981810082459763,29.34753773935054,29.689038045698435,30.07435825563693,30.398583407684683,30.723019232345855,30.918944762823056,31.22378803443651,31.58277416769796,31.944288372320408,32.3411955759968,32.69954969141801,33.037257890724405,33.324650201180916,33.616392335529014,33.998160160937665,34.354687138385415,34.73624462339439,35.08919581404768,35.46002593867327,35.80750827893503,36.17350057436811,36.55863384617155,36.96269775394567,37.373282214109686,37.754208677919635,38.15280373530222,38.53288883751348,38.94410431887652,39.383926094595246,39.79514157595828,40.20951216331643,40.62914126066644,41.042039465226864,41.43243124702216,41.80115796765101,42.207325279421866,42.62695437677187,43.03669747533719,43.43213742672466,43.84629767368314,44.225751754695374,44.54063133300763,44.98024276832668,45.39966152527701,45.824759473018545,46.23050610399005,46.59797078222086,46.96501477965232,47.33163809628443,47.73422962126082,48.13997625223233,48.55708126478625,48.9436869193874,49.32797882959215,49.69207806142816,50.023153850515335,50.468099252179385,50.840357760086064,51.250326665794276,51.62995871517053,52.07089649505094,52.38838012346937,52.73240850117826,53.11878207418384],"yaxis":"y"},{"hovertemplate":"Continent=Europe
    Date=%{x}
    Total Deaths per 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    Date=%{x}
    Total Deaths per Million=%{y}","legendgroup":"North America","line":{"color":"#ab63fa","dash":"solid"},"mode":"lines","name":"North 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    Date=%{x}
    Total Deaths per 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Deaths per Million"}}}}
     )
-};
\ No newline at end of file
+};
diff --git a/web/update_plots.py b/web/update_plots.py
new file mode 100755
index 000000000..259e2e7c4
--- /dev/null
+++ b/web/update_plots.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+#
+# Usage: ./update_plots.py
+# Updates plots from the Plotly section so they show the latest data.
+
+from pathlib import Path
+from datetime import date, time, datetime, timedelta
+import pandas as pd
+from plotly.express import line
+import plotly.graph_objects as go
+
+
+def main():
+    print('Updating covid deaths...')
+    update_covid_deaths()
+    print('Updating covid cases...')
+    update_confirmed_cases()
+
+
+def update_covid_deaths():
+    def update_readme(date_treshold):
+        lines = read_file('../README.md')
+        out = [re.sub("df.date < '\d{4}-\d{2}-\d{2}'", f"df.date < '{date_treshold}'", line) 
+                   for line in lines]
+        write_to_file('../README.md', out)
+    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
+                        usecols=['iso_code', 'date', 'total_deaths', 'population'])
+    continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
+                             'list/r/country-and-continent-codes-list-csv.csv',
+                             usecols=['Three_Letter_Country_Code', 'Continent_Name'])
+    df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
+    df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
+    df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
+    date_treshold = str(date.today() - timedelta(days=2))
+    df = df[('2020-03-14' < df.date) & (df.date < date_treshold)]
+    df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
+    f = line(df, x='Date', y='Total Deaths per Million', color='Continent')
+    f.update_layout(margin=dict(t=24, b=0), paper_bgcolor='rgba(0, 0, 0, 0)')
+    update_file('covid_deaths.js', f)
+    update_readme(date_treshold)
+
+
+def update_confirmed_cases():
+    def main():
+        df = wrangle_data(*scrape_data())
+        f = get_figure(df)
+        update_file('covid_cases.js', f)
+
+    def scrape_data():
+        def scrape_yahoo(id_):
+            BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
+            now = int(datetime.now().timestamp())
+            url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+            return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
+        covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
+                            usecols=['date', 'total_cases'])
+        covid = covid.groupby('date').sum()
+        dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
+        dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
+        return covid, dow, gold, bitcoin
+
+    def wrangle_data(covid, dow, gold, bitcoin):
+        df = pd.concat([dow, gold, bitcoin], axis=1)
+        df = df.sort_index().interpolate()
+        df = df.rolling(10, min_periods=1, center=True).mean()
+        df = df.loc['2020-02-23':].iloc[:-2]
+        df = (df / df.iloc[0]) * 100
+        return pd.concat([covid, df], axis=1, join='inner')
+
+    def get_figure(df):
+        def get_trace(col_name):
+            return go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis='y2')
+        traces = [get_trace(col_name) for col_name in df.columns[1:]]
+        traces.append(go.Scatter(x=df.index, y=df.total_cases, name='Total Cases', yaxis='y1'))
+        figure = go.Figure()
+        figure.add_traces(traces)
+        figure.update_layout(
+            yaxis1=dict(title='Total Cases', rangemode='tozero'),
+            yaxis2=dict(title='%', rangemode='tozero', overlaying='y', side='right'),
+            legend=dict(x=1.1),
+            margin=dict(t=24, b=0),
+            paper_bgcolor='rgba(0, 0, 0, 0)'
+        )
+        return figure
+
+    main()
+
+
+def update_file(filename, figure):
+    lines = read_file(filename)
+    out = lines[:6] + [f'        {figure.to_json()}\n', '    )\n', '};\n']
+    write_to_file(filename, out)
+
+
+###
+##  UTIL
+#
+
+def read_file(filename):
+    with open(filename, encoding='utf-8') as file:
+        return file.readlines()
+
+
+def write_to_file(filename, lines):
+    with open(filename, 'w', encoding='utf-8') as file:
+        file.writelines(lines)
+
+
+if __name__ == '__main__':
+    main()

From ddb303f2ae94961f1e0e0c9cddaf0916e285a79b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 24 Oct 2020 22:29:36 +0200
Subject: [PATCH 0165/1007] Plotly

---
 README.md           |    2 +-
 index.html          |    2 +-
 web/covid_cases.js  | 2814 ++++++++++++++++++++++++++++++++-
 web/covid_deaths.js | 3603 ++++++++++++++++++++++++++++++++++++++++++-
 web/update_plots.py |    8 +-
 5 files changed, 6422 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 07feb9e88..db78068b1 100644
--- a/README.md
+++ b/README.md
@@ -3367,7 +3367,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-%20df%20=%20pd.merge(covid,%20continents,%20left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-22')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
diff --git a/index.html b/index.html
index 42be520f5..af96c1cbf 100644
--- a/index.html
+++ b/index.html
@@ -2858,7 +2858,7 @@
 df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-06-25')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-22')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 
    
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 3bc9fc44f..279db6883 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -4,6 +4,2818 @@ window.PLOTLYENV=window.PLOTLYENV || {};
 if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
     Plotly.newPlot(
         'e23ccacc-a456-478b-b467-7282a2165921',
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+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                },
+                "yaxis": {
+                  "automargin": true,
+                  "gridcolor": "white",
+                  "linecolor": "white",
+                  "ticks": "",
+                  "title": {
+                    "standoff": 15
+                  },
+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                }
+              }
+            },
+            "yaxis": {
+              "rangemode": "tozero",
+              "title": {
+                "text": "Total Cases"
+              }
+            },
+            "yaxis2": {
+              "overlaying": "y",
+              "rangemode": "tozero",
+              "side": "right",
+              "title": {
+                "text": "%"
+              }
+            }
+          }
+        }
     )
 };
diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index 3a99766ae..dbd01e0b9 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -4,6 +4,3607 @@ window.PLOTLYENV=window.PLOTLYENV || {};
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    Date=%{x}
    Total Deaths per Million=%{y}","legendgroup":"North America","line":{"color":"#ab63fa","dash":"solid"},"mode":"lines","name":"North 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    Date=%{x}
    Total Deaths per 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+                "surface": [
+                  {
+                    "colorbar": {
+                      "outlinewidth": 0,
+                      "ticks": ""
+                    },
+                    "colorscale": [
+                      [
+                        0.0,
+                        "#0d0887"
+                      ],
+                      [
+                        0.1111111111111111,
+                        "#46039f"
+                      ],
+                      [
+                        0.2222222222222222,
+                        "#7201a8"
+                      ],
+                      [
+                        0.3333333333333333,
+                        "#9c179e"
+                      ],
+                      [
+                        0.4444444444444444,
+                        "#bd3786"
+                      ],
+                      [
+                        0.5555555555555556,
+                        "#d8576b"
+                      ],
+                      [
+                        0.6666666666666666,
+                        "#ed7953"
+                      ],
+                      [
+                        0.7777777777777778,
+                        "#fb9f3a"
+                      ],
+                      [
+                        0.8888888888888888,
+                        "#fdca26"
+                      ],
+                      [
+                        1.0,
+                        "#f0f921"
+                      ]
+                    ],
+                    "type": "surface"
+                  }
+                ],
+                "table": [
+                  {
+                    "cells": {
+                      "fill": {
+                        "color": "#EBF0F8"
+                      },
+                      "line": {
+                        "color": "white"
+                      }
+                    },
+                    "header": {
+                      "fill": {
+                        "color": "#C8D4E3"
+                      },
+                      "line": {
+                        "color": "white"
+                      }
+                    },
+                    "type": "table"
+                  }
+                ]
+              },
+              "layout": {
+                "annotationdefaults": {
+                  "arrowcolor": "#2a3f5f",
+                  "arrowhead": 0,
+                  "arrowwidth": 1
+                },
+                "coloraxis": {
+                  "colorbar": {
+                    "outlinewidth": 0,
+                    "ticks": ""
+                  }
+                },
+                "colorscale": {
+                  "diverging": [
+                    [
+                      0,
+                      "#8e0152"
+                    ],
+                    [
+                      0.1,
+                      "#c51b7d"
+                    ],
+                    [
+                      0.2,
+                      "#de77ae"
+                    ],
+                    [
+                      0.3,
+                      "#f1b6da"
+                    ],
+                    [
+                      0.4,
+                      "#fde0ef"
+                    ],
+                    [
+                      0.5,
+                      "#f7f7f7"
+                    ],
+                    [
+                      0.6,
+                      "#e6f5d0"
+                    ],
+                    [
+                      0.7,
+                      "#b8e186"
+                    ],
+                    [
+                      0.8,
+                      "#7fbc41"
+                    ],
+                    [
+                      0.9,
+                      "#4d9221"
+                    ],
+                    [
+                      1,
+                      "#276419"
+                    ]
+                  ],
+                  "sequential": [
+                    [
+                      0.0,
+                      "#0d0887"
+                    ],
+                    [
+                      0.1111111111111111,
+                      "#46039f"
+                    ],
+                    [
+                      0.2222222222222222,
+                      "#7201a8"
+                    ],
+                    [
+                      0.3333333333333333,
+                      "#9c179e"
+                    ],
+                    [
+                      0.4444444444444444,
+                      "#bd3786"
+                    ],
+                    [
+                      0.5555555555555556,
+                      "#d8576b"
+                    ],
+                    [
+                      0.6666666666666666,
+                      "#ed7953"
+                    ],
+                    [
+                      0.7777777777777778,
+                      "#fb9f3a"
+                    ],
+                    [
+                      0.8888888888888888,
+                      "#fdca26"
+                    ],
+                    [
+                      1.0,
+                      "#f0f921"
+                    ]
+                  ],
+                  "sequentialminus": [
+                    [
+                      0.0,
+                      "#0d0887"
+                    ],
+                    [
+                      0.1111111111111111,
+                      "#46039f"
+                    ],
+                    [
+                      0.2222222222222222,
+                      "#7201a8"
+                    ],
+                    [
+                      0.3333333333333333,
+                      "#9c179e"
+                    ],
+                    [
+                      0.4444444444444444,
+                      "#bd3786"
+                    ],
+                    [
+                      0.5555555555555556,
+                      "#d8576b"
+                    ],
+                    [
+                      0.6666666666666666,
+                      "#ed7953"
+                    ],
+                    [
+                      0.7777777777777778,
+                      "#fb9f3a"
+                    ],
+                    [
+                      0.8888888888888888,
+                      "#fdca26"
+                    ],
+                    [
+                      1.0,
+                      "#f0f921"
+                    ]
+                  ]
+                },
+                "colorway": [
+                  "#636efa",
+                  "#EF553B",
+                  "#00cc96",
+                  "#ab63fa",
+                  "#FFA15A",
+                  "#19d3f3",
+                  "#FF6692",
+                  "#B6E880",
+                  "#FF97FF",
+                  "#FECB52"
+                ],
+                "font": {
+                  "color": "#2a3f5f"
+                },
+                "geo": {
+                  "bgcolor": "white",
+                  "lakecolor": "white",
+                  "landcolor": "#E5ECF6",
+                  "showlakes": true,
+                  "showland": true,
+                  "subunitcolor": "white"
+                },
+                "hoverlabel": {
+                  "align": "left"
+                },
+                "hovermode": "closest",
+                "mapbox": {
+                  "style": "light"
+                },
+                "paper_bgcolor": "white",
+                "plot_bgcolor": "#E5ECF6",
+                "polar": {
+                  "angularaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "bgcolor": "#E5ECF6",
+                  "radialaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  }
+                },
+                "scene": {
+                  "xaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  },
+                  "yaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  },
+                  "zaxis": {
+                    "backgroundcolor": "#E5ECF6",
+                    "gridcolor": "white",
+                    "gridwidth": 2,
+                    "linecolor": "white",
+                    "showbackground": true,
+                    "ticks": "",
+                    "zerolinecolor": "white"
+                  }
+                },
+                "shapedefaults": {
+                  "line": {
+                    "color": "#2a3f5f"
+                  }
+                },
+                "ternary": {
+                  "aaxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "baxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  },
+                  "bgcolor": "#E5ECF6",
+                  "caxis": {
+                    "gridcolor": "white",
+                    "linecolor": "white",
+                    "ticks": ""
+                  }
+                },
+                "title": {
+                  "x": 0.05
+                },
+                "xaxis": {
+                  "automargin": true,
+                  "gridcolor": "white",
+                  "linecolor": "white",
+                  "ticks": "",
+                  "title": {
+                    "standoff": 15
+                  },
+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                },
+                "yaxis": {
+                  "automargin": true,
+                  "gridcolor": "white",
+                  "linecolor": "white",
+                  "ticks": "",
+                  "title": {
+                    "standoff": 15
+                  },
+                  "zerolinecolor": "white",
+                  "zerolinewidth": 2
+                }
+              }
+            },
+            "xaxis": {
+              "anchor": "y",
+              "domain": [
+                0.0,
+                1.0
+              ],
+              "title": {
+                "text": "Date"
+              }
+            },
+            "yaxis": {
+              "anchor": "x",
+              "domain": [
+                0.0,
+                1.0
+              ],
+              "title": {
+                "text": "Total Deaths per Million"
+              }
+            }
+          }
+        }
     )
 };
diff --git a/web/update_plots.py b/web/update_plots.py
index 259e2e7c4..f56065c18 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -8,11 +8,12 @@
 import pandas as pd
 from plotly.express import line
 import plotly.graph_objects as go
+import re
 
 
 def main():
-    print('Updating covid deaths...')
-    update_covid_deaths()
+    # print('Updating covid deaths...')
+    # update_covid_deaths()
     print('Updating covid cases...')
     update_confirmed_cases()
 
@@ -88,7 +89,8 @@ def get_trace(col_name):
 
 def update_file(filename, figure):
     lines = read_file(filename)
-    out = lines[:6] + [f'        {figure.to_json()}\n', '    )\n', '};\n']
+    f_json = figure.to_json(pretty=True).replace('\n', '\n        ')
+    out = lines[:6] + [f'        {f_json}\n', '    )\n', '};\n']
     write_to_file(filename, out)
 
 

From 933e70dd936846566a315fba9ee5597824bb1164 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 24 Oct 2020 22:39:11 +0200
Subject: [PATCH 0166/1007] Updated empty_script.py

---
 web/empty_script.py | 2714 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 2714 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 4b0ff78ec..10e86a6ba 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -9376,3 +9376,2717 @@
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From c94ee4cc68778579c9d5342a97b86268c28d6a38 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 24 Oct 2020 22:40:45 +0200
Subject: [PATCH 0167/1007] Updated empty_script.py

---
 web/empty_script.py | 1932 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1932 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 10e86a6ba..0cccd8059 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -12090,3 +12090,1935 @@
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From b0d1b5ca082d5d58c4f24336b216922c0603387d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 24 Oct 2020 22:41:37 +0200
Subject: [PATCH 0168/1007] Updated empty_script.py

---
 web/empty_script.py | 506 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 506 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 0cccd8059..4b1d62d57 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -14022,3 +14022,509 @@
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From de13783e2e3ce70296c7e480996df93d7b4da4f3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 25 Oct 2020 15:06:21 +0100
Subject: [PATCH 0169/1007] Path

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index db78068b1..aea9d8d9a 100644
--- a/README.md
+++ b/README.md
@@ -1640,8 +1640,8 @@ from pathlib import Path
 ```python
  = Path()                     # Returns relative cwd. Also Path('.').
  = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
- = .resolve()           # Returns absolute Path without symlinks.
  = Path.home()                # Returns user's home directory.
+ = Path(__file__).resolve()   # Returns script's path if cwd wasn't changed.
 ```
 
 ```python
diff --git a/index.html b/index.html
index af96c1cbf..8da2457c2 100644
--- a/index.html
+++ b/index.html
@@ -1518,8 +1518,8 @@
 
    
 
    <Path> = Path()                     # Returns relative cwd. Also Path('.').
 <Path> = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
-<Path> = <Path>.resolve()           # Returns absolute Path without symlinks.
 <Path> = Path.home()                # Returns user's home directory.
+<Path> = Path(__file__).resolve()   # Returns script's path if cwd wasn't changed.
 
    
 
    <Path> = <Path>.parent              # Returns Path without final component.
 <str>  = <Path>.name                # Returns final component as a string.

From b632adda35d4c49d631b5a9e71ae4ca4db3d76ad Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 25 Oct 2020 21:18:38 +0100
Subject: [PATCH 0170/1007] Updated plot images

---
 README.md            |   2 +-
 index.html           |   2 +-
 web/covid_cases.js   |  48 +++++++++++++++++++++++++------------------
 web/covid_cases.png  | Bin 101241 -> 56424 bytes
 web/covid_deaths.js  |  44 ++++++++++++++++++++++++---------------
 web/covid_deaths.png | Bin 104287 -> 45817 bytes
 web/update_plots.py  |  21 +++++++++++++------
 7 files changed, 73 insertions(+), 44 deletions(-)

diff --git a/README.md b/README.md
index aea9d8d9a..3172193c4 100644
--- a/README.md
+++ b/README.md
@@ -3367,7 +3367,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-%20df%20=%20pd.merge(covid,%20continents,%20left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-10-22')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-23')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
diff --git a/index.html b/index.html
index 8da2457c2..7aecab9f1 100644
--- a/index.html
+++ b/index.html
@@ -2858,7 +2858,7 @@
 df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-10-22')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-23')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 
    
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 279db6883..8a867eb47 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -252,7 +252,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -496,8 +497,9 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 100.94579531386498,
                 100.82351279089583,
                 100.76013021633324,
-                100.70921780571318,
-                100.59579644650836
+                100.70378136188316,
+                100.60235832660891,
+                100.53639551861964
               ],
               "yaxis": "y2"
             },
@@ -747,7 +749,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -991,8 +994,9 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.18301671207496,
                 116.2653792355378,
                 116.26964958595707,
-                116.28707150548874,
-                116.32715094053142
+                116.26232877170584,
+                116.29520574354568,
+                116.32206652401433
               ],
               "yaxis": "y2"
             },
@@ -1242,7 +1246,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 100.0,
@@ -1485,9 +1490,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 122.35777113065551,
                 123.83856468187685,
                 125.41920751584826,
-                127.18969254820887,
-                127.91300448754124,
-                129.04446417913965
+                127.18138014691964,
+                128.81272370627855,
+                129.91843445644795,
+                131.25335941953276
               ],
               "yaxis": "y2"
             },
@@ -1737,7 +1743,8 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-19",
                 "2020-10-20",
                 "2020-10-21",
-                "2020-10-22"
+                "2020-10-22",
+                "2020-10-23"
               ],
               "y": [
                 157636.0,
@@ -1974,15 +1981,16 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 74653792.0,
                 75262828.0,
                 75840302.0,
-                76501660.0,
-                77278332.0,
-                78083060.0,
-                78876772.0,
-                79615010.0,
-                80339418.0,
-                81035986.0,
-                81818264.0,
-                82707230.0
+                76501664.0,
+                77278342.0,
+                78083082.0,
+                78876896.0,
+                79615168.0,
+                80339580.0,
+                81037390.0,
+                81823820.0,
+                82722006.0,
+                83651126.0
               ],
               "yaxis": "y"
             }
diff --git a/web/covid_cases.png b/web/covid_cases.png
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index dbd01e0b9..a40489eb3 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
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-                "2020-10-21"
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@@ -462,7 +463,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
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@@ -698,7 +700,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
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-                "2020-10-21"
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@@ -1158,7 +1162,8 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
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-                "2020-10-21"
+                "2020-10-21",
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diff --git a/web/update_plots.py b/web/update_plots.py
index f56065c18..f28cb634d 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -12,18 +12,18 @@
 
 
 def main():
-    # print('Updating covid deaths...')
-    # update_covid_deaths()
+    print('Updating covid deaths...')
+    update_covid_deaths()
     print('Updating covid cases...')
     update_confirmed_cases()
 
 
 def update_covid_deaths():
     def update_readme(date_treshold):
-        lines = read_file('../README.md')
+        lines = read_file(Path('..') / 'README.md')
         out = [re.sub("df.date < '\d{4}-\d{2}-\d{2}'", f"df.date < '{date_treshold}'", line) 
                    for line in lines]
-        write_to_file('../README.md', out)
+        write_to_file(Path('..') / 'README.md', out)
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv', 
                         usecols=['iso_code', 'date', 'total_deaths', 'population'])
     continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-codes-' + \
@@ -39,6 +39,7 @@ def update_readme(date_treshold):
     f.update_layout(margin=dict(t=24, b=0), paper_bgcolor='rgba(0, 0, 0, 0)')
     update_file('covid_deaths.js', f)
     update_readme(date_treshold)
+    write_to_png_file('covid_deaths.png', f, width=960, height=340)
 
 
 def update_confirmed_cases():
@@ -46,6 +47,7 @@ def main():
         df = wrangle_data(*scrape_data())
         f = get_figure(df)
         update_file('covid_cases.js', f)
+        write_to_png_file('covid_cases.png', f, width=960, height=315)
 
     def scrape_data():
         def scrape_yahoo(id_):
@@ -99,14 +101,21 @@ def update_file(filename, figure):
 #
 
 def read_file(filename):
-    with open(filename, encoding='utf-8') as file:
+    p = Path(__file__).resolve().parent / filename
+    with open(p, encoding='utf-8') as file:
         return file.readlines()
 
 
 def write_to_file(filename, lines):
-    with open(filename, 'w', encoding='utf-8') as file:
+    p = Path(__file__).resolve().parent / filename
+    with open(p, 'w', encoding='utf-8') as file:
         file.writelines(lines)
 
 
+def write_to_png_file(filename, figure, width, height):
+    p = Path(__file__).resolve().parent / filename
+    figure.write_image(str(p), width=width, height=height)
+
+
 if __name__ == '__main__':
     main()

From 872a36d67eaac108cefb7a44db76351df20fb8e8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 26 Oct 2020 19:58:27 +0100
Subject: [PATCH 0171/1007] Index

---
 README.md         | 7 +++++++
 index.html        | 9 ++++++---
 web/style.css     | 2 +-
 web/template.html | 3 ---
 4 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 3172193c4..dc92bae41 100644
--- a/README.md
+++ b/README.md
@@ -3509,3 +3509,10 @@ def read_file(filename):
 if __name__ == '__main__':
     main()
 ```
+
+
+Index
+-----
+* **Only available in [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
+* **Ctrl+F / ⌘F is usually sufficient.**
+* **Searching `'#'` will limit the search to the titles.**
diff --git a/index.html b/index.html
index 7aecab9f1..98c0795e7 100644
--- a/index.html
+++ b/index.html
@@ -2982,6 +2982,12 @@
 <span class="hljs-keyword">if</span> __name__ == <span class="hljs-string">'__main__'</span>:
     main()
 </code></pre></div>
+
+<div><h2 id="index"><a href="#index" name="index">#</a>Index</h2><ul>
+<li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>
+<li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>
+<li><strong>Searching <code class="python hljs"><span class="hljs-string">'#<title>'</span></code> will limit the search to the titles.</strong></li>
+</ul></div>
  
 
   <footer>
@@ -2989,9 +2995,6 @@
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 
-  <br>
-  <br>
-  <br>
   <script src="https://github.com/web/jquery-3.4.0.min.js"></script>
   <script src="https://github.com/web/script_2.js"></script>
   <script type="text/javascript" src="https://transactions.sendowl.com/assets/sendowl.js" ></script>
diff --git a/web/style.css b/web/style.css
index 887b82c1e..041494ca2 100644
--- a/web/style.css
+++ b/web/style.css
@@ -74,7 +74,7 @@ footer {
 }
 
 footer {
-  margin-top: 8em;
+  margin-top: 6em;
 }
 
 h1 ~ aside {
diff --git a/web/template.html b/web/template.html
index 5130f2b74..0d23e7551 100644
--- a/web/template.html
+++ b/web/template.html
@@ -225,9 +225,6 @@
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 
-  <br>
-  <br>
-  <br>
   <script src="https://github.com/web/jquery-3.4.0.min.js"></script>
   <script src="https://github.com/web/script_2.js"></script>
   <script type="text/javascript" src="https://transactions.sendowl.com/assets/sendowl.js" ></script>

From 5bc7d2c6232b312679c74da874533f574ee843f1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 27 Oct 2020 06:18:26 +0100
Subject: [PATCH 0172/1007] Index

---
 README.md  |  1 -
 index.html | 13 ++++++-------
 parse.js   | 21 +++++++++++----------
 3 files changed, 17 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index dc92bae41..d30dfbe15 100644
--- a/README.md
+++ b/README.md
@@ -3515,4 +3515,3 @@ Index
 -----
 * **Only available in [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
 * **Ctrl+F / ⌘F is usually sufficient.**
-* **Searching `'#<title>'` will limit the search to the titles.**
diff --git a/index.html b/index.html
index 98c0795e7..41ac3de08 100644
--- a/index.html
+++ b/index.html
@@ -1013,10 +1013,10 @@
 <li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances.</strong></li>
 <li><strong>Default_factory can be any <a href="#callable">callable</a>.</strong></li>
 </ul>
-<div><h4 id="inline-1">Inline:</h4><pre><code class="python language-python hljs"><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
+<div><h4 id="inline-1">Inline:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
 <class> = make_dataclass(<span class="hljs-string">'<class_name>'</span>, <coll_of_attribute_names>)
 <class> = make_dataclass(<span class="hljs-string">'<class_name>'</span>, <coll_of_tuples>)
-<tuple> = (<span class="hljs-string">'<attr_name>'</span>, <type> [, <default_value>])</code></code></pre></div>
+<tuple> = (<span class="hljs-string">'<attr_name>'</span>, <type> [, <default_value>])</code></pre></div>
 
 <div><h3 id="slots">Slots</h3><p><strong>Mechanism that restricts objects to attributes listed in 'slots' and significantly reduces their memory footprint.</strong></p><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MyClassWithSlots</span>:</span>
     __slots__ = [<span class="hljs-string">'a'</span>]
@@ -1905,7 +1905,7 @@
 param_kinds  = [a.kind <span class="hljs-keyword">for</span> a <span class="hljs-keyword">in</span> <sig>.parameters.values()]
 </code></pre></div>
 
-<div><h2 id="metaprograming"><a href="#metaprograming" name="metaprograming">#</a>Metaprograming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <parents_tuple>, <attributes_dict>)</code></code></pre></div></div>
+<div><h2 id="metaprograming"><a href="#metaprograming" name="metaprograming">#</a>Metaprograming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <parents_tuple>, <attributes_dict>)</code></pre></div></div>
 
 
 
@@ -2944,12 +2944,12 @@
 </code></pre>
 <pre><code class="python language-python hljs">cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
 </code></pre>
-<div><h3 id="pyinstaller">PyInstaller</h3><pre><code class="bash language-bash hljs"><code class="bash language-bash hljs">$ pip3 install pyinstaller
+<div><h3 id="pyinstaller">PyInstaller</h3><pre><code class="bash language-bash hljs">$ pip3 install pyinstaller
 $ pyinstaller script.py                        <span class="hljs-comment"># Compiles into './dist/script' directory.</span>
 $ pyinstaller script.py --onefile              <span class="hljs-comment"># Compiles into './dist/script' console app.</span>
 $ pyinstaller script.py --windowed             <span class="hljs-comment"># Compiles into './dist/script' windowed app.</span>
 $ pyinstaller script.py --add-data '<path>:.'  <span class="hljs-comment"># Adds file to the root of the executable.</span>
-</code></code></pre></div>
+</code></pre></div>
 
 <ul>
 <li><strong>File paths need to be updated to <code class="python hljs"><span class="hljs-string">'os.path.join(sys._MEIPASS, <path>)'</span></code>.</strong></li>
@@ -2983,8 +2983,7 @@
     main()
 </code></pre></div>
 
-<div><h2 id="index"><a href="#index" name="index">#</a>Index</h2><ul>
-<li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>
+<div><h2 id="index"><a href="#index" name="index">#</a>Index</h2><ul><li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>
 <li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>
 <li><strong>Searching <code class="python hljs"><span class="hljs-string">'#<title>'</span></code> will limit the search to the titles.</strong></li>
 </ul></div>
diff --git a/parse.js b/parse.js
index f4eebcdfa..bac2ceec9 100755
--- a/parse.js
+++ b/parse.js
@@ -55,24 +55,25 @@ const LRU_CACHE =
   '    <span class="hljs-keyword">return</span> n <span class="hljs-keyword">if</span> n < <span class="hljs-number">2</span> <span class="hljs-keyword">else</span> fib(n-<span class="hljs-number">2</span>) + fib(n-<span class="hljs-number">1</span>)\n';
 
 const TYPE =
-  '<code class="python language-python hljs"><class> = type(<span class="hljs-string">\'<class_name>\'</span>, <parents_tuple>, <attributes_dict>)</code>';
+  '<class> = type(<span class="hljs-string">\'<class_name>\'</span>, <parents_tuple>, <attributes_dict>)';
 
 const DATACLASS = 
-  '<code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass\n' +
+  '<span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass\n' +
   '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_attribute_names>)\n' +
   '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_tuples>)\n' +
-  '<tuple> = (<span class="hljs-string">\'<attr_name>\'</span>, <type> [, <default_value>])</code>';
-
-const DATETIME = 
-  '<code class="python language-python hljs"><span class="hljs-string">\'<DT> = resolve_imaginary(<DT>)\'</span></code>';
+  '<tuple> = (<span class="hljs-string">\'<attr_name>\'</span>, <type> [, <default_value>])';
 
 const PYINSTALLER =
-  '<code class="bash language-bash hljs">$ pip3 install pyinstaller\n' +
+  '$ pip3 install pyinstaller\n' +
   '$ pyinstaller script.py                        <span class="hljs-comment"># Compiles into \'./dist/script\' directory.</span>\n' +
   '$ pyinstaller script.py --onefile              <span class="hljs-comment"># Compiles into \'./dist/script\' console app.</span>\n' +
   '$ pyinstaller script.py --windowed             <span class="hljs-comment"># Compiles into \'./dist/script\' windowed app.</span>\n' +
-  '$ pyinstaller script.py --add-data \'<path>:.\'  <span class="hljs-comment"># Adds file to the root of the executable.</span>\n' +
-  '</code>'
+  '$ pyinstaller script.py --add-data \'<path>:.\'  <span class="hljs-comment"># Adds file to the root of the executable.</span>\n';
+
+const INDEX =
+  '<li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>\n' +
+  '<li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>\n' +
+  '<li><strong>Searching <code class="python hljs"><span class="hljs-string">\'#<title>\'</span></code> will limit the search to the titles.</strong></li>\n';
 
 const DIAGRAM_1_A =
   '+------------------+------------+------------+------------+\n' +
@@ -501,8 +502,8 @@ function fixHighlights() {
   $(`code:contains(@lru_cache(maxsize=None))`).html(LRU_CACHE);
   $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
   $(`code:contains(make_dataclass(\'<class_name>\')`).html(DATACLASS);
-  $(`code:contains((<DT>))`).html(DATETIME);
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
+  $(`ul:contains(Only available in)`).html(INDEX);
 }
 
 function preventPageBreaks() {

From 22b9d3c10420d554a115501a79a69c85054fad7e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 27 Oct 2020 06:21:09 +0100
Subject: [PATCH 0173/1007] Index

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index d30dfbe15..9ab295597 100644
--- a/README.md
+++ b/README.md
@@ -3515,3 +3515,4 @@ Index
 -----
 * **Only available in [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
 * **Ctrl+F / ⌘F is usually sufficient.**
+* **Searching `'#<title>'` on a [webpage](https://gto76.github.io/python-cheatsheet/) will limit the search to the titles.**

From 3ea47faa63ff5695d3e0637c0587b4e2ddf78c63 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 28 Oct 2020 03:45:19 +0100
Subject: [PATCH 0174/1007] Fixed confirmed covid cases plot

---
 README.md            |   6 +-
 index.html           |   6 +-
 web/covid_cases.js   | 542 ++++++++++++++++++++++---------------------
 web/covid_cases.png  | Bin 56424 -> 56651 bytes
 web/covid_deaths.js  |  88 ++++---
 web/covid_deaths.png | Bin 45817 -> 46093 bytes
 web/update_plots.py  |   4 +-
 7 files changed, 353 insertions(+), 293 deletions(-)

diff --git a/README.md b/README.md
index 9ab295597..26e46fc2f 100644
--- a/README.md
+++ b/README.md
@@ -3367,7 +3367,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-%20df%20=%20pd.merge(covid,%20continents,%20left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-10-23')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-10-26')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
@@ -3392,8 +3392,8 @@ def scrape_data():
         url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
         return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
     covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
-                        usecols=['date', 'total_cases'])
-    covid = covid.groupby('date').sum()
+                        usecols=['location', 'date', 'total_cases'])
+    covid = covid[covid.location == 'World'].set_index('date').total_cases
     dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
     dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
     return covid, dow, gold, bitcoin
diff --git a/index.html b/index.html
index 41ac3de08..fe355f025 100644
--- a/index.html
+++ b/index.html
@@ -2858,7 +2858,7 @@
 df = pd.merge(covid, continents, left_on=<span class="hljs-string">'iso_code'</span>, right_on=<span class="hljs-string">'Three_Letter_Country_Code'</span>)
 df = df.groupby([<span class="hljs-string">'Continent_Name'</span>, <span class="hljs-string">'date'</span>]).sum().reset_index()
 df[<span class="hljs-string">'Total Deaths per Million'</span>] = df.total_deaths * <span class="hljs-number">1e6</span> / df.population
-df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-10-23'</span>)]
+df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-10-26'</span>)]
 df = df.rename({<span class="hljs-string">'date'</span>: <span class="hljs-string">'Date'</span>, <span class="hljs-string">'Continent_Name'</span>: <span class="hljs-string">'Continent'</span>}, axis=<span class="hljs-string">'columns'</span>)
 line(df, x=<span class="hljs-string">'Date'</span>, y=<span class="hljs-string">'Total Deaths per Million'</span>, color=<span class="hljs-string">'Continent'</span>).show()
 </code></pre></div>
@@ -2879,8 +2879,8 @@
         url = <span class="hljs-string">f'<span class="hljs-subst">{BASE_URL}</span><span class="hljs-subst">{id_}</span>?period1=1579651200&period2=<span class="hljs-subst">{now}</span>&interval=1d&events=history'</span>
         <span class="hljs-keyword">return</span> pd.read_csv(url, usecols=[<span class="hljs-string">'Date'</span>, <span class="hljs-string">'Close'</span>]).set_index(<span class="hljs-string">'Date'</span>).Close
     covid = pd.read_csv(<span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>,
-                        usecols=[<span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
-    covid = covid.groupby(<span class="hljs-string">'date'</span>).sum()
+                        usecols=[<span class="hljs-string">'location'</span>, <span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
+    covid = covid[covid.location == <span class="hljs-string">'World'</span>].set_index(<span class="hljs-string">'date'</span>).total_cases
     dow, gold, bitcoin = [scrape_yahoo(id_) <span class="hljs-keyword">for</span> id_ <span class="hljs-keyword">in</span> (<span class="hljs-string">'^DJI'</span>, <span class="hljs-string">'GC=F'</span>, <span class="hljs-string">'BTC-USD'</span>)]
     dow.name, gold.name, bitcoin.name = <span class="hljs-string">'Dow Jones'</span>, <span class="hljs-string">'Gold'</span>, <span class="hljs-string">'Bitcoin'</span>
     <span class="hljs-keyword">return</span> covid, dow, gold, bitcoin
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 8a867eb47..6d74a14d6 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -253,7 +253,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -496,10 +499,13 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 101.11412171555918,
                 100.94579531386498,
                 100.82351279089583,
-                100.76013021633324,
-                100.70378136188316,
-                100.60235832660891,
-                100.53639551861964
+                100.68314250156283,
+                100.47281821757198,
+                100.14568154206695,
+                99.78826985147477,
+                99.47951094976546,
+                99.40423383164321,
+                99.25979808076009
               ],
               "yaxis": "y2"
             },
@@ -750,7 +756,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -993,10 +1002,13 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.31357671050499,
                 116.18301671207496,
                 116.2653792355378,
-                116.26964958595707,
-                116.26232877170584,
-                116.29520574354568,
-                116.32206652401433
+                116.27107303609682,
+                116.26659912212511,
+                116.27819028679562,
+                116.31560936064204,
+                116.34164008702355,
+                116.34536826901567,
+                116.31952385818623
               ],
               "yaxis": "y2"
             },
@@ -1247,7 +1259,10 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
                 100.0,
@@ -1491,9 +1506,12 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 123.83856468187685,
                 125.41920751584826,
                 127.18138014691964,
-                128.81272370627855,
-                129.91843445644795,
-                131.25335941953276
+                128.79371119015062,
+                130.63416781610792,
+                133.04466569320664,
+                135.4426980448538,
+                136.79525926584338,
+                138.25723520448423
               ],
               "yaxis": "y2"
             },
@@ -1744,253 +1762,259 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-20",
                 "2020-10-21",
                 "2020-10-22",
-                "2020-10-23"
+                "2020-10-23",
+                "2020-10-24",
+                "2020-10-25",
+                "2020-10-26"
               ],
               "y": [
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index a40489eb3..1f974c2f5 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
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diff --git a/web/covid_deaths.png b/web/covid_deaths.png
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zD9OJ*%Vt0(u!(I9*7OFXU)j0y?A*2DYkoE^nodQQUtRKaIDJ_wp2qaioFLrToZ)wa
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z(CGAWAU4QW{q-+RqW;qx^3!MLD&WnL+YEnZnym%sTL+V@FD0R!MViC~Am4*ev5bXs
zK&7d?;)jPQ@Zkw?sAt2BjcY804#+w7WD%<;u%X-CtJ&P#U9+XUpQD<_G8kzGts$PF
z;HFH`2`v>Spaxda{1;$+$a7B{(UwhXiaCmm5-tFM71QK5xx>FFz>%Pt7JY$c=3jFi
zb-oK^vTJ1-k5tIG?(Db1ATAz9KuVEJ7tqd#t@xCLFEmvvu;cu4@68d~2z7jF0**s%
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z-p;Q~+1&-Qg!6NCDxd8$R>Q+p>Nc19d|CqxUXI3zH<>XyXt+^8@YR7cPGp`(C0XRA
zVJ9}Qbh(YjJ|FoCr;M7GX8W(qdo8c9C2`s(`y&mVtJnWtLLq5}fMO6TNA=^cNvtha
zk_JsDt+s{Ho+*f$N#(ytXf6abp!{pWfrh^XPlt;aGG|I74`vG1A^3QM>a(Uv1G?7G
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z{uXinEFVzajmgq=?QYA%Yydt~yDI%m5yU%kQGj;zrVavvMB2ak_C+@Q`_tNj3##zn
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z5E;${_M%xidm95CItPSmC$fmGGbFO@23TI3S~Mp*ilwT1l@8*WHhJL@Y)D-1{ny(W
z<?&zzMP$puJXJ60mtXr5SePTV1dBtdD07+6?Z2|mZxVdE?o+LOxuBLfi)=2123y~g
z1^nzvg^8@KcW);JV({u=JK8vMd>?{oPn!hu2N?{-(pM?=B);0|@~l4VR%OYSX7BFW
zk0^41vh(7uWt`3T4B)SI6f(-a_+ttafC6X)(Z9B4(L>^2xy99kJm0{L7bjgZO{*;u
zD9RX*%|7R6x!q!#pU<$LG&*jlKG_{u?9XK4aWuQ(N%=eN%R<N}J!8v_`n}J7PbrXm
i3cmFJ7~075XRIaXQlnUvrX@kZ4@6Z*rCj-b=>Gr@T^j8G

diff --git a/web/update_plots.py b/web/update_plots.py
index f28cb634d..3be524f01 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -56,8 +56,8 @@ def scrape_yahoo(id_):
             url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
             return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
         covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
-                            usecols=['date', 'total_cases'])
-        covid = covid.groupby('date').sum()
+                        usecols=['location', 'date', 'total_cases'])
+        covid = covid[covid.location == 'World'].set_index('date').total_cases
         dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
         dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
         return covid, dow, gold, bitcoin

From 412bcc080f3e8d58ee52f0aa0c0f1181ba0a1402 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 28 Oct 2020 11:33:45 +0100
Subject: [PATCH 0175/1007] Pandas

---
 README.md  | 4 ++--
 index.html | 4 ++--
 parse.js   | 5 +++--
 3 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 26e46fc2f..3cd379e84 100644
--- a/README.md
+++ b/README.md
@@ -3209,8 +3209,8 @@ c  6  7
 +------------------------+---------------+------------+------------+--------------------------+
 | l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row keys.|
 |           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
-|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 |                          |
-|                        | c  .  .  6  7 |            |            |                          |
+|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 | If 'r' is a series, it   |
+|                        | c  .  .  6  7 |            |            | is first converted to DF.|
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x   y   z  |     y      |            | Adds rows at the bottom. |
 |           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
diff --git a/index.html b/index.html
index fe355f025..24e77a135 100644
--- a/index.html
+++ b/index.html
@@ -2733,8 +2733,8 @@
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.join(r, lsuffix=<span class="hljs-string">'l'</span>, │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃
 ┃           rsuffix=<span class="hljs-string">'r'</span>, │ a  <span class="hljs-number">1</span>  <span class="hljs-number">2</span>  .  . │ x yl yr  z │ <span class="hljs-number">1</span>  <span class="hljs-number">2</span>  .  . │ Uses <span class="hljs-string">'left'</span> by default.  ┃
-┃           how=…)       │ b  <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │                          ┃
-┃                        │ c  .  .  <span class="hljs-number">6</span>  <span class="hljs-number">7</span> │            │            │                          ┃
+┃           how=…)       │ b  <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ If <span class="hljs-string">'r'</span> is a series, it   ┃
+┃                        │ c  .  .  <span class="hljs-number">6</span>  <span class="hljs-number">7</span> │            │            │ is first converted to DF.┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
 ┃           axis=<span class="hljs-number">0</span>,      │ a  <span class="hljs-number">1</span>   <span class="hljs-number">2</span>   .  │     <span class="hljs-number">2</span>      │            │ Uses <span class="hljs-string">'outer'</span> by default. ┃
diff --git a/parse.js b/parse.js
index bac2ceec9..4fc160e3d 100755
--- a/parse.js
+++ b/parse.js
@@ -320,8 +320,8 @@ const DIAGRAM_15_B =
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃\n" +
   "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
-  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │                          ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
+  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │ If 'r' is a series, it   ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │ is first converted to DF.┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
   "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
@@ -549,6 +549,7 @@ function fixPandasDiagram() {
   const diagram_15 = '┏━━━━━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━━━━━━━━━━┓';
   $(`code:contains(${diagram_15})`).find(".hljs-keyword:contains(and)").after("and");
   $(`code:contains(${diagram_15})`).find(".hljs-keyword:contains(as)").after("as");
+  $(`code:contains(${diagram_15})`).find(".hljs-keyword:contains(is)").after("is");
   $(`code:contains(${diagram_15})`).find(".hljs-keyword").remove();
 }
 

From afe1fb57e33ecb632cce7d84acde4859c75195ae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Oct 2020 11:38:22 +0100
Subject: [PATCH 0176/1007] Pygame and paths

---
 README.md  | 20 ++++++++++----------
 index.html | 20 ++++++++++----------
 2 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index 3cd379e84..d3f17f2a4 100644
--- a/README.md
+++ b/README.md
@@ -1523,7 +1523,7 @@ Open
 **Opens the file and returns a corresponding file object.**
 
 ```python
-<file> = open('<path>', mode='r', encoding=None, newline=None)
+<file> = open(<path>, mode='r', encoding=None, newline=None)
 ```
 * **`'encoding=None'` means that the default encoding is used, which is platform dependent. Best practice is to use `'encoding="utf-8"'` whenever possible.**
 * **`'newline=None'` means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.**
@@ -1841,7 +1841,7 @@ SQLite
 **Opens a connection to the database file. Creates a new file if path doesn't exist.**
 ```python
 import sqlite3
-<con> = sqlite3.connect('<path>')               # Also ':memory:'.
+<con> = sqlite3.connect(<path>)                 # Also ':memory:'.
 <con>.close()                                   # Closes the connection.
 ```
 
@@ -2347,7 +2347,7 @@ from matplotlib import pyplot
 pyplot.plot(<y_data> [, label=<str>])
 pyplot.plot(<x_data>, <y_data>)
 pyplot.legend()                                # Adds a legend.
-pyplot.savefig('<path>')                       # Saves the figure.
+pyplot.savefig(<path>)                         # Saves the figure.
 pyplot.show()                                  # Displays the figure.
 pyplot.clf()                                   # Clears the figure.
 ```
@@ -2697,9 +2697,9 @@ from PIL import Image
 
 ```python
 <Image> = Image.new('<mode>', (width, height))
-<Image> = Image.open('<path>')
+<Image> = Image.open(<path>)
 <Image> = <Image>.convert('<mode>')
-<Image>.save('<path>')
+<Image>.save(<path>)
 <Image>.show()
 ```
 
@@ -2961,9 +2961,9 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
-<Surf> = pg.transform.flip(<Surf>, xbool, ybool)
-<Surf> = pg.transform.rotate(<Surf>, degrees)
 <Surf> = pg.transform.scale(<Surf>, (width, height))
+<Surf> = pg.transform.rotate(<Surf>, degrees)
+<Surf> = pg.transform.flip(<Surf>, xbool, ybool)
 ```
 
 ```python
@@ -2976,9 +2976,9 @@ pg.draw.ellipse(<Surf>, color, <Rect>)
 
 ### Font
 ```python
-<Font> = pg.font.SysFont('<name>', size, bold=False, italic=False)
-<Font> = pg.font.Font('<path>', size)
-<Surf> = <Font>.render(text, antialias, color [, background])
+<Font> = pg.font.SysFont('<name>', size)        # Loads the system font or default if missing.
+<Font> = pg.font.Font('<path>', size)           # Loads the TTF file. Pass None for default.
+<Surf> = <Font>.render(text, antialias, color)  # Background color can be specified at the end.
 ```
 
 ### Sound
diff --git a/index.html b/index.html
index 24e77a135..a933b4827 100644
--- a/index.html
+++ b/index.html
@@ -1426,7 +1426,7 @@
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'default=<el>'</span></code> to set the default value.</strong></li>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'type=FileType(<mode>)'</span></code> for files.</strong></li>
 </ul>
-<div><h2 id="open"><a href="#open" name="open">#</a>Open</h2><p><strong>Opens the file and returns a corresponding file object.</strong></p><pre><code class="python language-python hljs"><file> = open(<span class="hljs-string">'<path>'</span>, mode=<span class="hljs-string">'r'</span>, encoding=<span class="hljs-keyword">None</span>, newline=<span class="hljs-keyword">None</span>)
+<div><h2 id="open"><a href="#open" name="open">#</a>Open</h2><p><strong>Opens the file and returns a corresponding file object.</strong></p><pre><code class="python language-python hljs"><file> = open(<path>, mode=<span class="hljs-string">'r'</span>, encoding=<span class="hljs-keyword">None</span>, newline=<span class="hljs-keyword">None</span>)
 </code></pre></div>
 
 
@@ -1659,7 +1659,7 @@
 </code></pre></div>
 
 <div><h2 id="sqlite"><a href="#sqlite" name="sqlite">#</a>SQLite</h2><p><strong>Server-less database engine that stores each database into a separate file.</strong></p><div><h3 id="connect">Connect</h3><p><strong>Opens a connection to the database file. Creates a new file if path doesn't exist.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> sqlite3
-<con> = sqlite3.connect(<span class="hljs-string">'<path>'</span>)               <span class="hljs-comment"># Also ':memory:'.</span>
+<con> = sqlite3.connect(<path>)                 <span class="hljs-comment"># Also ':memory:'.</span>
 <con>.close()                                   <span class="hljs-comment"># Closes the connection.</span>
 </code></pre></div></div>
 
@@ -2049,7 +2049,7 @@
 pyplot.plot(<y_data> [, label=<str>])
 pyplot.plot(<x_data>, <y_data>)
 pyplot.legend()                                <span class="hljs-comment"># Adds a legend.</span>
-pyplot.savefig(<span class="hljs-string">'<path>'</span>)                       <span class="hljs-comment"># Saves the figure.</span>
+pyplot.savefig(<path>)                         <span class="hljs-comment"># Saves the figure.</span>
 pyplot.show()                                  <span class="hljs-comment"># Displays the figure.</span>
 pyplot.clf()                                   <span class="hljs-comment"># Clears the figure.</span>
 </code></pre></div>
@@ -2318,9 +2318,9 @@
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><Image> = Image.new(<span class="hljs-string">'<mode>'</span>, (width, height))
-<Image> = Image.open(<span class="hljs-string">'<path>'</span>)
+<Image> = Image.open(<path>)
 <Image> = <Image>.convert(<span class="hljs-string">'<mode>'</span>)
-<Image>.save(<span class="hljs-string">'<path>'</span>)
+<Image>.save(<path>)
 <Image>.show()
 </code></pre>
 <pre><code class="python language-python hljs"><int/tuple> = <Image>.getpixel((x, y))          <span class="hljs-comment"># Returns a pixel.</span>
@@ -2531,9 +2531,9 @@
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
 <Surf>.blit(<Surface>, (x, y))                  <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><Surf> = pg.transform.flip(<Surf>, xbool, ybool)
+<pre><code class="python language-python hljs"><Surf> = pg.transform.scale(<Surf>, (width, height))
 <Surf> = pg.transform.rotate(<Surf>, degrees)
-<Surf> = pg.transform.scale(<Surf>, (width, height))
+<Surf> = pg.transform.flip(<Surf>, xbool, ybool)
 </code></pre>
 <pre><code class="python language-python hljs">pg.draw.line(<Surf>, color, (x1, y1), (x2, y2), width)
 pg.draw.arc(<Surf>, color, <Rect>, from_radians, to_radians)
@@ -2541,9 +2541,9 @@
 pg.draw.polygon(<Surf>, color, points)
 pg.draw.ellipse(<Surf>, color, <Rect>)
 </code></pre>
-<div><h3 id="font">Font</h3><pre><code class="python language-python hljs"><Font> = pg.font.SysFont(<span class="hljs-string">'<name>'</span>, size, bold=<span class="hljs-keyword">False</span>, italic=<span class="hljs-keyword">False</span>)
-<Font> = pg.font.Font(<span class="hljs-string">'<path>'</span>, size)
-<Surf> = <Font>.render(text, antialias, color [, background])
+<div><h3 id="font">Font</h3><pre><code class="python language-python hljs"><Font> = pg.font.SysFont(<span class="hljs-string">'<name>'</span>, size)        <span class="hljs-comment"># Loads the system font or default if missing.</span>
+<Font> = pg.font.Font(<span class="hljs-string">'<path>'</span>, size)           <span class="hljs-comment"># Loads the TTF file. Pass None for default.</span>
+<Surf> = <Font>.render(text, antialias, color)  <span class="hljs-comment"># Background color can be specified at the end.</span>
 </code></pre></div>
 
 <div><h3 id="sound">Sound</h3><pre><code class="python language-python hljs"><Sound> = pg.mixer.Sound(<span class="hljs-string">'<path>'</span>)              <span class="hljs-comment"># Loads the WAV file.</span>

From 52f59e69e2d75c5690fdbbe5560c5569c79e8dcf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 30 Oct 2020 02:19:37 +0100
Subject: [PATCH 0177/1007] Pygame

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index d3f17f2a4..a1b2ae570 100644
--- a/README.md
+++ b/README.md
@@ -2957,7 +2957,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```python
 <Surf>.fill(color)                              # Fills the whole surface.
 <Surf>.set_at((x, y), color)                    # Updates pixel.
-<Surf>.blit(<Surface>, (x, y))                  # Draws passed surface to the surface.
+<Surf>.blit(<Surf>, (x, y))                     # Draws passed surface to the surface.
 ```
 
 ```python
diff --git a/index.html b/index.html
index a933b4827..e12b94791 100644
--- a/index.html
+++ b/index.html
@@ -2529,7 +2529,7 @@
 
 <pre><code class="python language-python hljs"><Surf>.fill(color)                              <span class="hljs-comment"># Fills the whole surface.</span>
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
-<Surf>.blit(<Surface>, (x, y))                  <span class="hljs-comment"># Draws passed surface to the surface.</span>
+<Surf>.blit(<Surf>, (x, y))                     <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><Surf> = pg.transform.scale(<Surf>, (width, height))
 <Surf> = pg.transform.rotate(<Surf>, degrees)

From 97c94e009c097a4e27c86f909c3a5916f3d41103 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sun, 1 Nov 2020 16:12:29 +0100
Subject: [PATCH 0178/1007] Pygame

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index a1b2ae570..c53adca9c 100644
--- a/README.md
+++ b/README.md
@@ -2949,8 +2949,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 **Object for representing images.**
 ```python
 <Surf> = pg.display.set_mode((width, height))   # Returns the display surface.
-<Surf> = pg.Surface((width, height))            # Creates a new surface.
-<Surf> = pg.image.load('<path>')                # Loads the image.
+<Surf> = pg.Surface((width, height) [, ...])    # New RGB surface. Add `pg.SRCALPHA` for RGBA.
+<Surf> = pg.image.load('<path>')                # Loads the image. Format depends on source.
 <Surf> = <Surf>.subsurface(<Rect>)              # Returns a subsurface.
 ```
 
diff --git a/index.html b/index.html
index e12b94791..ade0d0bad 100644
--- a/index.html
+++ b/index.html
@@ -2521,8 +2521,8 @@
 <list> = <Rect>.collidelistall(<list_of_Rect>)  <span class="hljs-comment"># Returns indexes of all colliding Rects.</span>
 </code></pre>
 <div><h3 id="surface">Surface</h3><p><strong>Object for representing images.</strong></p><pre><code class="python language-python hljs"><Surf> = pg.display.set_mode((width, height))   <span class="hljs-comment"># Returns the display surface.</span>
-<Surf> = pg.Surface((width, height))            <span class="hljs-comment"># Creates a new surface.</span>
-<Surf> = pg.image.load(<span class="hljs-string">'<path>'</span>)                <span class="hljs-comment"># Loads the image.</span>
+<Surf> = pg.Surface((width, height) [, ...])    <span class="hljs-comment"># New RGB surface. Add `pg.SRCALPHA` for RGBA.</span>
+<Surf> = pg.image.load(<span class="hljs-string">'<path>'</span>)                <span class="hljs-comment"># Loads the image. Format depends on source.</span>
 <Surf> = <Surf>.subsurface(<Rect>)              <span class="hljs-comment"># Returns a subsurface.</span>
 </code></pre></div>
 

From 1809c3e656830b5884b68ce8788cf0c27e55a3ff Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 4 Nov 2020 05:30:12 +0100
Subject: [PATCH 0179/1007] Appendix

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c53adca9c..fe462ac5a 100644
--- a/README.md
+++ b/README.md
@@ -3486,10 +3486,10 @@ $ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the ex
 # Usage: .py
 #
 
+from sys import argv, exit
 from collections import namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-from sys import argv, exit
 import re
 
 
diff --git a/index.html b/index.html
index ade0d0bad..f525b5e32 100644
--- a/index.html
+++ b/index.html
@@ -2959,10 +2959,10 @@
 <span class="hljs-comment"># Usage: .py</span>
 <span class="hljs-comment">#</span>
 
+<span class="hljs-keyword">from</span> sys <span class="hljs-keyword">import</span> argv, exit
 <span class="hljs-keyword">from</span> collections <span class="hljs-keyword">import</span> namedtuple
 <span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
 <span class="hljs-keyword">from</span> enum <span class="hljs-keyword">import</span> Enum
-<span class="hljs-keyword">from</span> sys <span class="hljs-keyword">import</span> argv, exit
 <span class="hljs-keyword">import</span> re
 
 

From 7164d0521800801b3b046008cc2606866daf9ad7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 4 Nov 2020 10:35:11 +0100
Subject: [PATCH 0180/1007] Coroutines

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index fe462ac5a..8c9259c31 100644
--- a/README.md
+++ b/README.md
@@ -2307,9 +2307,9 @@ async def human_controller(screen, moves):
 async def model(moves, state, height, width):
     while state['*'] not in {p for id_, p in state.items() if id_ != '*'}:
         id_, d = await moves.get()
-        p = state[id_]
+        p      = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
-        new_p = P(p.x + deltas[d].x, p.y + deltas[d].y)
+        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
         if 0 <= new_p.x < width-1 and 0 <= new_p.y < height:
             state[id_] = new_p
 
diff --git a/index.html b/index.html
index f525b5e32..9edea5168 100644
--- a/index.html
+++ b/index.html
@@ -2017,9 +2017,9 @@
 <span class="hljs-keyword">async</span> <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">model</span><span class="hljs-params">(moves, state, height, width)</span>:</span>
     <span class="hljs-keyword">while</span> state[<span class="hljs-string">'*'</span>] <span class="hljs-keyword">not</span> <span class="hljs-keyword">in</span> {p <span class="hljs-keyword">for</span> id_, p <span class="hljs-keyword">in</span> state.items() <span class="hljs-keyword">if</span> id_ != <span class="hljs-string">'*'</span>}:
         id_, d = <span class="hljs-keyword">await</span> moves.get()
-        p = state[id_]
+        p      = state[id_]
         deltas = {D.n: P(<span class="hljs-number">0</span>, <span class="hljs-number">-1</span>), D.e: P(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>), D.s: P(<span class="hljs-number">0</span>, <span class="hljs-number">1</span>), D.w: P(<span class="hljs-number">-1</span>, <span class="hljs-number">0</span>)}
-        new_p = P(p.x + deltas[d].x, p.y + deltas[d].y)
+        new_p  = P(p.x + deltas[d].x, p.y + deltas[d].y)
         <span class="hljs-keyword">if</span> <span class="hljs-number">0</span> <= new_p.x < width<span class="hljs-number">-1</span> <span class="hljs-keyword">and</span> <span class="hljs-number">0</span> <= new_p.y < height:
             state[id_] = new_p
 

From 7df46ab44343762d6c9f54fe74ae4c76433f7dc2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 6 Nov 2020 09:10:19 +0100
Subject: [PATCH 0181/1007] Progress bar and Pygame

---
 README.md  | 28 ++++++++++++++--------------
 index.html | 28 ++++++++++++++--------------
 parse.js   |  9 +++++++++
 3 files changed, 37 insertions(+), 28 deletions(-)

diff --git a/README.md b/README.md
index 8c9259c31..328598ae3 100644
--- a/README.md
+++ b/README.md
@@ -2332,10 +2332,10 @@ Progress Bar
 ------------
 ```python
 # $ pip3 install tqdm
-from tqdm import tqdm
-from time import sleep
-for el in tqdm([1, 2, 3]):
-    sleep(0.2)
+>>> from tqdm import tqdm
+>>> for el in tqdm([1, 2, 3], desc='Processing'):
+...     pass
+Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]
 ```
 
 
@@ -2989,7 +2989,7 @@ pg.draw.ellipse(<Surf>, color, <Rect>)
 
 ### Basic Mario Brothers Example
 ```python
-import collections, dataclasses, enum, io, pygame, urllib.request, itertools as it
+import collections, dataclasses, enum, io, itertools as it, pygame as pg, urllib.request
 from random import randint
 
 P = collections.namedtuple('P', 'x y')          # Position
@@ -2998,11 +2998,11 @@ SIZE, MAX_SPEED = 50, P(5, 10)                  # Screen size, Speed limit
 
 def main():
     def get_screen():
-        pygame.init()
-        return pygame.display.set_mode(2 * [SIZE*16])
+        pg.init()
+        return pg.display.set_mode(2 * [SIZE*16])
     def get_images():
         url = 'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'
-        img = pygame.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
+        img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
         return [img.subsurface(get_rect(x, 0)) for x in range(img.get_width() // 16)]
     def get_mario():
         Mario = dataclasses.make_dataclass('Mario', 'rect spd facing_left frame_cycle'.split())
@@ -3012,14 +3012,14 @@ def main():
             [(randint(1, SIZE-2), randint(2, SIZE-2)) for _ in range(SIZE**2 // 10)]
         return [get_rect(*p) for p in positions]
     def get_rect(x, y):
-        return pygame.Rect(x*16, y*16, 16, 16)
+        return pg.Rect(x*16, y*16, 16, 16)
     run(get_screen(), get_images(), get_mario(), get_tiles())
 
 def run(screen, images, mario, tiles):
-    clock = pygame.time.Clock()
-    while all(event.type != pygame.QUIT for event in pygame.event.get()):
-        keys = {pygame.K_UP: D.n, pygame.K_RIGHT: D.e, pygame.K_DOWN: D.s, pygame.K_LEFT: D.w}
-        pressed = {keys.get(i) for i, on in enumerate(pygame.key.get_pressed()) if on}
+    clock = pg.time.Clock()
+    while all(event.type != pg.QUIT for event in pg.event.get()):
+        keys = {pg.K_UP: D.n, pg.K_RIGHT: D.e, pg.K_DOWN: D.s, pg.K_LEFT: D.w}
+        pressed = {keys.get(i) for i, on in enumerate(pg.key.get_pressed()) if on}
         update_speed(mario, tiles, pressed)
         update_position(mario, tiles)
         draw(screen, images, mario, tiles, pressed)
@@ -3058,7 +3058,7 @@ def draw(screen, images, mario, tiles, pressed):
     screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
-    pygame.display.flip()
+    pg.display.flip()
 
 if __name__ == '__main__':
     main()
diff --git a/index.html b/index.html
index 9edea5168..ad31f2ccf 100644
--- a/index.html
+++ b/index.html
@@ -2037,10 +2037,10 @@
 
 <p><br></p>
 <div><h1 id="libraries">Libraries</h1><div><h2 id="progressbar"><a href="#progressbar" name="progressbar">#</a>Progress Bar</h2><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install tqdm</span>
-<span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm
-<span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep
-<span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>]):
-    sleep(<span class="hljs-number">0.2</span>)
+<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm
+<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">'Processing'</span>):
+<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>
+Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]
 </code></pre></div></div>
 
 
@@ -2550,7 +2550,7 @@
 <Sound>.play()                                  <span class="hljs-comment"># Starts playing the sound.</span>
 </code></pre></div>
 
-<div><h3 id="basicmariobrothersexample">Basic Mario Brothers Example</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> collections, dataclasses, enum, io, pygame, urllib.request, itertools <span class="hljs-keyword">as</span> it
+<div><h3 id="basicmariobrothersexample">Basic Mario Brothers Example</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> collections, dataclasses, enum, io, itertools <span class="hljs-keyword">as</span> it, pygame <span class="hljs-keyword">as</span> pg, urllib.request
 <span class="hljs-keyword">from</span> random <span class="hljs-keyword">import</span> randint
 
 P = collections.namedtuple(<span class="hljs-string">'P'</span>, <span class="hljs-string">'x y'</span>)          <span class="hljs-comment"># Position</span>
@@ -2559,11 +2559,11 @@
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">()</span>:</span>
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_screen</span><span class="hljs-params">()</span>:</span>
-        pygame.init()
-        <span class="hljs-keyword">return</span> pygame.display.set_mode(<span class="hljs-number">2</span> * [SIZE*<span class="hljs-number">16</span>])
+        pg.init()
+        <span class="hljs-keyword">return</span> pg.display.set_mode(<span class="hljs-number">2</span> * [SIZE*<span class="hljs-number">16</span>])
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_images</span><span class="hljs-params">()</span>:</span>
         url = <span class="hljs-string">'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'</span>
-        img = pygame.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
+        img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
         <span class="hljs-keyword">return</span> [img.subsurface(get_rect(x, <span class="hljs-number">0</span>)) <span class="hljs-keyword">for</span> x <span class="hljs-keyword">in</span> range(img.get_width() // <span class="hljs-number">16</span>)]
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_mario</span><span class="hljs-params">()</span>:</span>
         Mario = dataclasses.make_dataclass(<span class="hljs-string">'Mario'</span>, <span class="hljs-string">'rect spd facing_left frame_cycle'</span>.split())
@@ -2573,14 +2573,14 @@
             [(randint(<span class="hljs-number">1</span>, SIZE<span class="hljs-number">-2</span>), randint(<span class="hljs-number">2</span>, SIZE<span class="hljs-number">-2</span>)) <span class="hljs-keyword">for</span> _ <span class="hljs-keyword">in</span> range(SIZE**<span class="hljs-number">2</span> // <span class="hljs-number">10</span>)]
         <span class="hljs-keyword">return</span> [get_rect(*p) <span class="hljs-keyword">for</span> p <span class="hljs-keyword">in</span> positions]
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_rect</span><span class="hljs-params">(x, y)</span>:</span>
-        <span class="hljs-keyword">return</span> pygame.Rect(x*<span class="hljs-number">16</span>, y*<span class="hljs-number">16</span>, <span class="hljs-number">16</span>, <span class="hljs-number">16</span>)
+        <span class="hljs-keyword">return</span> pg.Rect(x*<span class="hljs-number">16</span>, y*<span class="hljs-number">16</span>, <span class="hljs-number">16</span>, <span class="hljs-number">16</span>)
     run(get_screen(), get_images(), get_mario(), get_tiles())
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">run</span><span class="hljs-params">(screen, images, mario, tiles)</span>:</span>
-    clock = pygame.time.Clock()
-    <span class="hljs-keyword">while</span> all(event.type != pygame.QUIT <span class="hljs-keyword">for</span> event <span class="hljs-keyword">in</span> pygame.event.get()):
-        keys = {pygame.K_UP: D.n, pygame.K_RIGHT: D.e, pygame.K_DOWN: D.s, pygame.K_LEFT: D.w}
-        pressed = {keys.get(i) <span class="hljs-keyword">for</span> i, on <span class="hljs-keyword">in</span> enumerate(pygame.key.get_pressed()) <span class="hljs-keyword">if</span> on}
+    clock = pg.time.Clock()
+    <span class="hljs-keyword">while</span> all(event.type != pg.QUIT <span class="hljs-keyword">for</span> event <span class="hljs-keyword">in</span> pg.event.get()):
+        keys = {pg.K_UP: D.n, pg.K_RIGHT: D.e, pg.K_DOWN: D.s, pg.K_LEFT: D.w}
+        pressed = {keys.get(i) <span class="hljs-keyword">for</span> i, on <span class="hljs-keyword">in</span> enumerate(pg.key.get_pressed()) <span class="hljs-keyword">if</span> on}
         update_speed(mario, tiles, pressed)
         update_position(mario, tiles)
         draw(screen, images, mario, tiles, pressed)
@@ -2619,7 +2619,7 @@
     screen.blit(images[get_frame_index() + mario.facing_left * <span class="hljs-number">9</span>], mario.rect)
     <span class="hljs-keyword">for</span> rect <span class="hljs-keyword">in</span> tiles:
         screen.blit(images[<span class="hljs-number">18</span> <span class="hljs-keyword">if</span> {*rect.topleft} & {<span class="hljs-number">0</span>, (SIZE<span class="hljs-number">-1</span>)*<span class="hljs-number">16</span>} <span class="hljs-keyword">else</span> <span class="hljs-number">19</span>], rect)
-    pygame.display.flip()
+    pg.display.flip()
 
 <span class="hljs-keyword">if</span> __name__ == <span class="hljs-string">'__main__'</span>:
     main()
diff --git a/parse.js b/parse.js
index 4fc160e3d..8387b24e8 100755
--- a/parse.js
+++ b/parse.js
@@ -75,6 +75,14 @@ const INDEX =
   '<li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>\n' +
   '<li><strong>Searching <code class="python hljs"><span class="hljs-string">\'#<title>\'</span></code> will limit the search to the titles.</strong></li>\n';
 
+const PROGRESS_BAR =
+  '<span class="hljs-comment"># $ pip3 install tqdm</span>\n' +
+  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm\n' +
+  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
+  '<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>\n' +
+  'Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]\n';
+
+
 const DIAGRAM_1_A =
   '+------------------+------------+------------+------------+\n' +
   '|                  |  Sequence  | Collection |  Iterable  |\n' +
@@ -504,6 +512,7 @@ function fixHighlights() {
   $(`code:contains(make_dataclass(\'<class_name>\')`).html(DATACLASS);
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
   $(`ul:contains(Only available in)`).html(INDEX);
+  $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
 }
 
 function preventPageBreaks() {

From 0f6f88e3b468475f66d82fbc4cb03a9ea65d6d7c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 6 Nov 2020 09:23:15 +0100
Subject: [PATCH 0182/1007] Parse.js cleanup

---
 parse.js | 64 ++++++++++++++++++++++++++++----------------------------
 1 file changed, 32 insertions(+), 32 deletions(-)

diff --git a/parse.js b/parse.js
index 8387b24e8..027356fb7 100755
--- a/parse.js
+++ b/parse.js
@@ -30,13 +30,29 @@ const TOC =
   '}\n' +
   '</code></pre>\n';
 
+const LRU_CACHE =
+  '<span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> lru_cache\n' +
+  '\n' +
+  '<span class="hljs-meta">@lru_cache(maxsize=None)</span>\n' +
+  '<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">fib</span><span class="hljs-params">(n)</span>:</span>\n' +
+  '    <span class="hljs-keyword">return</span> n <span class="hljs-keyword">if</span> n < <span class="hljs-number">2</span> <span class="hljs-keyword">else</span> fib(n-<span class="hljs-number">2</span>) + fib(n-<span class="hljs-number">1</span>)\n';
+
+const DATACLASS =
+  '<span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass\n' +
+  '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_attribute_names>)\n' +
+  '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_tuples>)\n' +
+  '<tuple> = (<span class="hljs-string">\'<attr_name>\'</span>, <type> [, <default_value>])';
+
+const SHUTIL_COPY =
+  'shutil.copy(from, to)               <span class="hljs-comment"># Copies the file. \'to\' can exist or be a dir.</span>\n' +
+  'shutil.copytree(from, to)           <span class="hljs-comment"># Copies the directory. \'to\' must not exist.</span>\n';
+
 const OS_RENAME =
   'os.rename(from, to)                 <span class="hljs-comment"># Renames/moves the file or directory.</span>\n' +
   'os.replace(from, to)                <span class="hljs-comment"># Same, but overwrites \'to\' if it exists.</span>\n';
 
-const SHUTIL_COPY = 
-  'shutil.copy(from, to)               <span class="hljs-comment"># Copies the file. \'to\' can exist or be a dir.</span>\n' +
-  'shutil.copytree(from, to)           <span class="hljs-comment"># Copies the directory. \'to\' must not exist.</span>\n';
+const TYPE =
+  '<class> = type(<span class="hljs-string">\'<class_name>\'</span>, <parents_tuple>, <attributes_dict>)';
 
 const EVAL =
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> ast <span class="hljs-keyword">import</span> literal_eval\n' +
@@ -47,21 +63,12 @@ const EVAL =
   '<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">\'abs(1)\'</span>)\n' +
   'ValueError: malformed node or string\n';
 
-const LRU_CACHE = 
-  '<span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> lru_cache\n' +
-  '\n' +
-  '<span class="hljs-meta">@lru_cache(maxsize=None)</span>\n' +
-  '<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">fib</span><span class="hljs-params">(n)</span>:</span>\n' +
-  '    <span class="hljs-keyword">return</span> n <span class="hljs-keyword">if</span> n < <span class="hljs-number">2</span> <span class="hljs-keyword">else</span> fib(n-<span class="hljs-number">2</span>) + fib(n-<span class="hljs-number">1</span>)\n';
-
-const TYPE =
-  '<class> = type(<span class="hljs-string">\'<class_name>\'</span>, <parents_tuple>, <attributes_dict>)';
-
-const DATACLASS = 
-  '<span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass\n' +
-  '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_attribute_names>)\n' +
-  '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_tuples>)\n' +
-  '<tuple> = (<span class="hljs-string">\'<attr_name>\'</span>, <type> [, <default_value>])';
+const PROGRESS_BAR =
+  '<span class="hljs-comment"># $ pip3 install tqdm</span>\n' +
+  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm\n' +
+  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
+  '<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>\n' +
+  'Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]\n';
 
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +
@@ -75,13 +82,6 @@ const INDEX =
   '<li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>\n' +
   '<li><strong>Searching <code class="python hljs"><span class="hljs-string">\'#<title>\'</span></code> will limit the search to the titles.</strong></li>\n';
 
-const PROGRESS_BAR =
-  '<span class="hljs-comment"># $ pip3 install tqdm</span>\n' +
-  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm\n' +
-  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
-  '<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>\n' +
-  'Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]\n';
-
 
 const DIAGRAM_1_A =
   '+------------------+------------+------------+------------+\n' +
@@ -314,7 +314,7 @@ const DIAGRAM_14_B =
   "┃ sr.trans(…) │     y  2    │   y     2   │       y  2    ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_15_A = 
+const DIAGRAM_15_A =
   '+------------------------+---------------+------------+------------+--------------------------+';
 
 const DIAGRAM_15_B =
@@ -373,7 +373,7 @@ const DIAGRAM_17_B =
   "┃             │             │ b    2    2 │               ┃\n" +
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
-const DIAGRAM_18_A = 
+const DIAGRAM_18_A =
   '| gb.agg(…)   |      x   y  |      x  y   |      x    y |        x      |';
 
 const DIAGRAM_18_B =
@@ -504,15 +504,15 @@ function fixClasses() {
 }
 
 function fixHighlights() {
-  $(`code:contains(os.rename)`).html(OS_RENAME);
-  $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
-  $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(@lru_cache(maxsize=None))`).html(LRU_CACHE);
-  $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
   $(`code:contains(make_dataclass(\'<class_name>\')`).html(DATACLASS);
+  $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
+  $(`code:contains(os.rename)`).html(OS_RENAME);
+  $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
+  $(`code:contains(ValueError: malformed node)`).html(EVAL);
+  $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
   $(`ul:contains(Only available in)`).html(INDEX);
-  $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
 }
 
 function preventPageBreaks() {

From 800497bae52f40ab951e71e5f2d62d17c6ff3a75 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 7 Nov 2020 09:25:55 +0100
Subject: [PATCH 0183/1007] Pygame

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 328598ae3..6e44d89ff 100644
--- a/README.md
+++ b/README.md
@@ -3033,12 +3033,12 @@ def update_speed(mario, tiles, pressed):
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
-    new_p = mario.rect.topleft
+    p = mario.rect.topleft
     larger_speed = max(abs(s) for s in mario.spd)
     for _ in range(larger_speed):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        new_p = P(*[a + s/larger_speed for a, s in zip(new_p, mario.spd)])
-        mario.rect.topleft = new_p
+        p = P(*[a + s/larger_speed for a, s in zip(p, mario.spd)])
+        mario.rect.topleft = p
 
 def get_boundaries(rect, tiles):
     deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
diff --git a/index.html b/index.html
index ad31f2ccf..db8679d5f 100644
--- a/index.html
+++ b/index.html
@@ -2594,12 +2594,12 @@
     mario.spd = P(*[max(-limit, min(limit, s)) <span class="hljs-keyword">for</span> limit, s <span class="hljs-keyword">in</span> zip(MAX_SPEED, P(x, y))])
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">update_position</span><span class="hljs-params">(mario, tiles)</span>:</span>
-    new_p = mario.rect.topleft
+    p = mario.rect.topleft
     larger_speed = max(abs(s) <span class="hljs-keyword">for</span> s <span class="hljs-keyword">in</span> mario.spd)
     <span class="hljs-keyword">for</span> _ <span class="hljs-keyword">in</span> range(larger_speed):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        new_p = P(*[a + s/larger_speed <span class="hljs-keyword">for</span> a, s <span class="hljs-keyword">in</span> zip(new_p, mario.spd)])
-        mario.rect.topleft = new_p
+        p = P(*[a + s/larger_speed <span class="hljs-keyword">for</span> a, s <span class="hljs-keyword">in</span> zip(p, mario.spd)])
+        mario.rect.topleft = p
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_boundaries</span><span class="hljs-params">(rect, tiles)</span>:</span>
     deltas = {D.n: P(<span class="hljs-number">0</span>, <span class="hljs-number">-1</span>), D.e: P(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>), D.s: P(<span class="hljs-number">0</span>, <span class="hljs-number">1</span>), D.w: P(<span class="hljs-number">-1</span>, <span class="hljs-number">0</span>)}

From 61ddf84371b3ed4c9006b4e556602ff04b1a51f9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 10 Nov 2020 11:38:39 +0100
Subject: [PATCH 0184/1007] Updated plots

---
 README.md            |   2 +-
 index.html           |   6 +-
 web/covid_cases.js   | 486 ++++++++++++++++++++-------------
 web/covid_cases.png  | Bin 56651 -> 51969 bytes
 web/covid_deaths.js  | 628 +++++++++++++++++++++++++++----------------
 web/covid_deaths.png | Bin 46093 -> 47446 bytes
 web/template.html    |   4 +-
 7 files changed, 693 insertions(+), 433 deletions(-)

diff --git a/README.md b/README.md
index 6e44d89ff..3671cad2f 100644
--- a/README.md
+++ b/README.md
@@ -3367,7 +3367,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-%20df%20=%20pd.merge(covid,%20continents,%20left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-10-26')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-11-08')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
diff --git a/index.html b/index.html
index db8679d5f..7835492c5 100644
--- a/index.html
+++ b/index.html
@@ -213,7 +213,7 @@
 
 <body>
   <header>
-    <aside>July 2, 2020</aside>
+    <aside>November 10, 2020</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -2858,7 +2858,7 @@
 df = pd.merge(covid, continents, left_on=<span class="hljs-string">'iso_code'</span>, right_on=<span class="hljs-string">'Three_Letter_Country_Code'</span>)
 df = df.groupby([<span class="hljs-string">'Continent_Name'</span>, <span class="hljs-string">'date'</span>]).sum().reset_index()
 df[<span class="hljs-string">'Total Deaths per Million'</span>] = df.total_deaths * <span class="hljs-number">1e6</span> / df.population
-df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-10-26'</span>)]
+df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-11-08'</span>)]
 df = df.rename({<span class="hljs-string">'date'</span>: <span class="hljs-string">'Date'</span>, <span class="hljs-string">'Continent_Name'</span>: <span class="hljs-string">'Continent'</span>}, axis=<span class="hljs-string">'columns'</span>)
 line(df, x=<span class="hljs-string">'Date'</span>, y=<span class="hljs-string">'Total Deaths per Million'</span>, color=<span class="hljs-string">'Continent'</span>).show()
 </code></pre></div>
@@ -2990,7 +2990,7 @@
  
 
   <footer>
-    <aside>July 2, 2020</aside>
+    <aside>November 10, 2020</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 6d74a14d6..5522242a2 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -256,7 +256,20 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-23",
                 "2020-10-24",
                 "2020-10-25",
-                "2020-10-26"
+                "2020-10-26",
+                "2020-10-27",
+                "2020-10-28",
+                "2020-10-29",
+                "2020-10-30",
+                "2020-10-31",
+                "2020-11-01",
+                "2020-11-02",
+                "2020-11-03",
+                "2020-11-04",
+                "2020-11-05",
+                "2020-11-06",
+                "2020-11-07",
+                "2020-11-08"
               ],
               "y": [
                 100.0,
@@ -503,9 +516,22 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 100.47281821757198,
                 100.14568154206695,
                 99.78826985147477,
-                99.47951094976546,
-                99.40423383164321,
-                99.25979808076009
+                99.14444902443708,
+                98.59871406612515,
+                97.95675631658925,
+                97.39973951503946,
+                96.83857033505663,
+                96.3375194117929,
+                96.11059810139085,
+                96.09125594894256,
+                96.34161767451536,
+                96.64718556982507,
+                97.38663529709316,
+                98.17547185114833,
+                99.11907962047327,
+                100.012547330084,
+                100.55361441813406,
+                101.16727320355385
               ],
               "yaxis": "y2"
             },
@@ -759,7 +785,20 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-23",
                 "2020-10-24",
                 "2020-10-25",
-                "2020-10-26"
+                "2020-10-26",
+                "2020-10-27",
+                "2020-10-28",
+                "2020-10-29",
+                "2020-10-30",
+                "2020-10-31",
+                "2020-11-01",
+                "2020-11-02",
+                "2020-11-03",
+                "2020-11-04",
+                "2020-11-05",
+                "2020-11-06",
+                "2020-11-07",
+                "2020-11-08"
               ],
               "y": [
                 100.0,
@@ -1006,9 +1045,22 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.26659912212511,
                 116.27819028679562,
                 116.31560936064204,
-                116.34164008702355,
-                116.34536826901567,
-                116.31952385818623
+                116.142749247289,
+                115.89383110575677,
+                115.69250049284759,
+                115.43097435316562,
+                115.33925736679595,
+                115.2684867523168,
+                115.3067193319925,
+                115.25872542057776,
+                115.51862553695145,
+                115.7718140350039,
+                116.02642648143858,
+                116.14824171723517,
+                116.0005988224007,
+                115.94975775853476,
+                116.04777923273136,
+                116.13725938396422
               ],
               "yaxis": "y2"
             },
@@ -1262,7 +1314,20 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-23",
                 "2020-10-24",
                 "2020-10-25",
-                "2020-10-26"
+                "2020-10-26",
+                "2020-10-27",
+                "2020-10-28",
+                "2020-10-29",
+                "2020-10-30",
+                "2020-10-31",
+                "2020-11-01",
+                "2020-11-02",
+                "2020-11-03",
+                "2020-11-04",
+                "2020-11-05",
+                "2020-11-06",
+                "2020-11-07",
+                "2020-11-08"
               ],
               "y": [
                 100.0,
@@ -1424,16 +1489,16 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 111.17400761541197,
                 112.71990403818661,
                 114.51451635801983,
-                116.42473030931704,
-                118.35833749761039,
-                119.18653682842609,
-                119.90949119674434,
-                120.5956272057209,
-                121.18827433378483,
-                121.77054838847572,
-                121.404092273762,
-                121.96188021742039,
-                122.52645915076812,
+                116.1194515376505,
+                118.05305872594387,
+                118.88125805675958,
+                119.60421242507782,
+                120.29034843405438,
+                120.88299556211832,
+                121.4652696168092,
+                121.09881350209548,
+                121.65660144575388,
+                122.22118037910161,
                 122.81220357484854,
                 122.93679116984725,
                 123.05545202681787,
@@ -1509,9 +1574,22 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 128.79371119015062,
                 130.63416781610792,
                 133.04466569320664,
-                135.4426980448538,
-                136.79525926584338,
-                138.25723520448423
+                134.92165669519528,
+                136.7019806666908,
+                138.4133756818368,
+                139.41836936590116,
+                140.22800522208593,
+                140.87778831657454,
+                141.76198255537744,
+                142.91943826378346,
+                145.54880510521252,
+                147.5556963394945,
+                149.1959992065398,
+                151.33938994876942,
+                153.21414189308825,
+                154.91851114530473,
+                156.10787776170685,
+                157.83948174049442
               ],
               "yaxis": "y2"
             },
@@ -1765,7 +1843,20 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-10-23",
                 "2020-10-24",
                 "2020-10-25",
-                "2020-10-26"
+                "2020-10-26",
+                "2020-10-27",
+                "2020-10-28",
+                "2020-10-29",
+                "2020-10-30",
+                "2020-10-31",
+                "2020-11-01",
+                "2020-11-02",
+                "2020-11-03",
+                "2020-11-04",
+                "2020-11-05",
+                "2020-11-06",
+                "2020-11-07",
+                "2020-11-08"
               ],
               "y": [
                 78818.0,
@@ -1775,7 +1866,7 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 82117.0,
                 83388.0,
                 85248.0,
-                87073.0,
+                87091.0,
                 89159.0,
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@@ -1841,34 +1932,34 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 3403382.0,
                 3480405.0,
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index 1f974c2f5..7cf60fe25 100644
--- a/web/covid_deaths.js
+++ b/web/covid_deaths.js
@@ -242,7 +242,20 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
                 "2020-10-22",
                 "2020-10-23",
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+                "2020-10-25",
+                "2020-10-26",
+                "2020-10-27",
+                "2020-10-28",
+                "2020-10-29",
+                "2020-10-30",
+                "2020-10-31",
+                "2020-11-01",
+                "2020-11-02",
+                "2020-11-03",
+                "2020-11-04",
+                "2020-11-05",
+                "2020-11-06",
+                "2020-11-07"
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diff --git a/web/template.html b/web/template.html
index 0d23e7551..f32d63007 100644
--- a/web/template.html
+++ b/web/template.html
@@ -213,7 +213,7 @@
 
 <body>
   <header>
-    <aside>July 2, 2020</aside>
+    <aside>November 10, 2020</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -221,7 +221,7 @@
   <div id=main_container></div>
 
   <footer>
-    <aside>July 2, 2020</aside>
+    <aside>November 10, 2020</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 

From e88b16711e4fb5ff8bbe3dccb5c73cefcf56bc93 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 10 Nov 2020 11:45:46 +0100
Subject: [PATCH 0185/1007] Updated empty_script.py

---
 web/empty_script.py | 415 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 415 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 4b1d62d57..7ed16c768 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -14528,3 +14528,418 @@
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+

From 1e989947e1b068cd5f7d7fd3f7dbdad729126bc5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 10 Nov 2020 12:56:36 +0100
Subject: [PATCH 0186/1007] Plotly

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3671cad2f..ee9287493 100644
--- a/README.md
+++ b/README.md
@@ -3350,7 +3350,7 @@ Plotly
 from plotly.express import line
 <Figure> = line(<DF>, x=<col_name>, y=<col_name>)        # Or: line(x=<list>, y=<list>)
 <Figure>.update_layout(margin=dict(t=0, r=0, b=0, l=0))  # Or: paper_bgcolor='rgba(0, 0, 0, 0)'
-<Figure>.write_html/json/image('<path>')                 # Also: <Figure>.show()
+<Figure>.write_html/json/image('<path>')                 # Or: <Figure>.show()
 ```
 
 #### Covid deaths by continent:
diff --git a/index.html b/index.html
index 7835492c5..d15d53b9a 100644
--- a/index.html
+++ b/index.html
@@ -2847,7 +2847,7 @@
 <span class="hljs-keyword">from</span> plotly.express <span class="hljs-keyword">import</span> line
 <Figure> = line(<DF>, x=<col_name>, y=<col_name>)        <span class="hljs-comment"># Or: line(x=<list>, y=<list>)</span>
 <Figure>.update_layout(margin=dict(t=<span class="hljs-number">0</span>, r=<span class="hljs-number">0</span>, b=<span class="hljs-number">0</span>, l=<span class="hljs-number">0</span>))  <span class="hljs-comment"># Or: paper_bgcolor='rgba(0, 0, 0, 0)'</span>
-<Figure>.write_html/json/image(<span class="hljs-string">'<path>'</span>)                 <span class="hljs-comment"># Also: <Figure>.show()</span>
+<Figure>.write_html/json/image(<span class="hljs-string">'<path>'</span>)                 <span class="hljs-comment"># Or: <Figure>.show()</span>
 </code></pre></div>
 
 <div><h4 id="coviddeathsbycontinent">Covid deaths by continent:</h4><p></p><div id="2a950764-39fc-416d-97fe-0a6226a3095f" class="plotly-graph-div" style="height:340px; width:100%;"></div><pre><code class="python language-python hljs">covid = pd.read_csv(<span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>, 

From ea519172c0afdf7b3484a7e5237e6def470f3979 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 10 Nov 2020 14:04:53 +0100
Subject: [PATCH 0187/1007] Plotly

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ee9287493..3671cad2f 100644
--- a/README.md
+++ b/README.md
@@ -3350,7 +3350,7 @@ Plotly
 from plotly.express import line
 <Figure> = line(<DF>, x=<col_name>, y=<col_name>)        # Or: line(x=<list>, y=<list>)
 <Figure>.update_layout(margin=dict(t=0, r=0, b=0, l=0))  # Or: paper_bgcolor='rgba(0, 0, 0, 0)'
-<Figure>.write_html/json/image('<path>')                 # Or: <Figure>.show()
+<Figure>.write_html/json/image('<path>')                 # Also: <Figure>.show()
 ```
 
 #### Covid deaths by continent:
diff --git a/index.html b/index.html
index d15d53b9a..7835492c5 100644
--- a/index.html
+++ b/index.html
@@ -2847,7 +2847,7 @@
 <span class="hljs-keyword">from</span> plotly.express <span class="hljs-keyword">import</span> line
 <Figure> = line(<DF>, x=<col_name>, y=<col_name>)        <span class="hljs-comment"># Or: line(x=<list>, y=<list>)</span>
 <Figure>.update_layout(margin=dict(t=<span class="hljs-number">0</span>, r=<span class="hljs-number">0</span>, b=<span class="hljs-number">0</span>, l=<span class="hljs-number">0</span>))  <span class="hljs-comment"># Or: paper_bgcolor='rgba(0, 0, 0, 0)'</span>
-<Figure>.write_html/json/image(<span class="hljs-string">'<path>'</span>)                 <span class="hljs-comment"># Or: <Figure>.show()</span>
+<Figure>.write_html/json/image(<span class="hljs-string">'<path>'</span>)                 <span class="hljs-comment"># Also: <Figure>.show()</span>
 </code></pre></div>
 
 <div><h4 id="coviddeathsbycontinent">Covid deaths by continent:</h4><p></p><div id="2a950764-39fc-416d-97fe-0a6226a3095f" class="plotly-graph-div" style="height:340px; width:100%;"></div><pre><code class="python language-python hljs">covid = pd.read_csv(<span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>, 

From 679430de09d145b45396bd73ca0be58402ef80ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 10 Nov 2020 17:38:14 +0100
Subject: [PATCH 0188/1007] ABC

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3671cad2f..3fb771399 100644
--- a/README.md
+++ b/README.md
@@ -261,7 +261,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass.**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
diff --git a/index.html b/index.html
index 7835492c5..32d2e81de 100644
--- a/index.html
+++ b/index.html
@@ -402,7 +402,7 @@
 <div><h4 id="sometypesdonothavebuiltinnamessotheymustbeimported">Some types do not have built-in names, so they must be imported:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> types <span class="hljs-keyword">import</span> FunctionType, MethodType, LambdaType, GeneratorType
 </code></pre></div>
 
-<div><h3 id="abstractbaseclasses">Abstract Base Classes</h3><p><strong>Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> collections.abc <span class="hljs-keyword">import</span> Sequence, Collection, Iterable
+<div><h3 id="abstractbaseclasses">Abstract Base Classes</h3><p><strong>Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> collections.abc <span class="hljs-keyword">import</span> Sequence, Collection, Iterable
 <span class="hljs-meta">>>> </span>isinstance([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], Iterable)
 <span class="hljs-keyword">True</span>
 </code></pre></div>

From 263873f244f5b9d370a5d028f5cb0bead6b1ac4b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 16 Nov 2020 22:40:35 +0100
Subject: [PATCH 0189/1007] Pandas

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 3fb771399..701d0dadb 100644
--- a/README.md
+++ b/README.md
@@ -3103,7 +3103,7 @@ Name: a, dtype: int64
 
 ```python
 <Sr> = <Sr> ><== <el/Sr>                      # Returns a Series of bools.
-<Sr> = <Sr> +-*/ <el/Sr>                      # Non-matching keys get value NaN.
+<Sr> = <Sr> +-*/ <el/Sr>                      # Items with non-matching keys get value NaN.
 ```
 
 ```python
@@ -3176,7 +3176,7 @@ b  3  4
 
 ```python
 <DF>    = <DF> ><== <el/Sr/DF>                # Returns DataFrame of bools.
-<DF>    = <DF> +-*/ <el/Sr/DF>                # Non-matching keys get value NaN.
+<DF>    = <DF> +-*/ <el/Sr/DF>                # Items with non-matching keys get value NaN.
 ```
 
 ```python
@@ -3298,7 +3298,7 @@ c  7  8
 
 ```python
 <GB> = <DF>.groupby(column_key/s)             # DF is split into groups based on passed column.
-<DF> = <GB>.get_group(group_key)              # Selects a group by value of grouping column.
+<DF> = <GB>.get_group(group_key/s)            # Selects a group by value of grouping column.
 ```
 
 #### Aggregate, Transform, Map:
diff --git a/index.html b/index.html
index 32d2e81de..c7ed4f229 100644
--- a/index.html
+++ b/index.html
@@ -2650,7 +2650,7 @@
 <Sr> = <Sr>[bools]                            <span class="hljs-comment"># Or: <Sr>.i/loc[bools]</span>
 </code></pre>
 <pre><code class="python language-python hljs"><Sr> = <Sr> ><== <el/Sr>                      <span class="hljs-comment"># Returns a Series of bools.</span>
-<Sr> = <Sr> +-*/ <el/Sr>                      <span class="hljs-comment"># Non-matching keys get value NaN.</span>
+<Sr> = <Sr> +-*/ <el/Sr>                      <span class="hljs-comment"># Items with non-matching keys get value NaN.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><Sr> = <Sr>.append(<Sr>)                      <span class="hljs-comment"># Or: pd.concat(<coll_of_Sr>)</span>
 <Sr> = <Sr>.combine_first(<Sr>)               <span class="hljs-comment"># Adds items that are not yet present.</span>
@@ -2706,7 +2706,7 @@
 <DF>    = <DF>[<DF_of_bools>]                 <span class="hljs-comment"># Assigns NaN to False values.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><DF>    = <DF> ><== <el/Sr/DF>                <span class="hljs-comment"># Returns DataFrame of bools.</span>
-<DF>    = <DF> +-*/ <el/Sr/DF>                <span class="hljs-comment"># Non-matching keys get value NaN.</span>
+<DF>    = <DF> +-*/ <el/Sr/DF>                <span class="hljs-comment"># Items with non-matching keys get value NaN.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><DF>    = <DF>.set_index(column_key)          <span class="hljs-comment"># Replaces row keys with values from a column.</span>
 <DF>    = <DF>.reset_index()                  <span class="hljs-comment"># Moves row keys to their own column.</span>
@@ -2809,7 +2809,7 @@
 
 
 <pre><code class="python language-python hljs"><GB> = <DF>.groupby(column_key/s)             <span class="hljs-comment"># DF is split into groups based on passed column.</span>
-<DF> = <GB>.get_group(group_key)              <span class="hljs-comment"># Selects a group by value of grouping column.</span>
+<DF> = <GB>.get_group(group_key/s)            <span class="hljs-comment"># Selects a group by value of grouping column.</span>
 </code></pre>
 <div><h4 id="aggregatetransformmap-2">Aggregate, Transform, Map:</h4><pre><code class="python language-python hljs"><DF> = <GB>.sum/max/mean/idxmax/all()         <span class="hljs-comment"># Or: <GB>.apply/agg(<agg_func>)</span>
 <DF> = <GB>.rank/diff/cumsum/ffill()          <span class="hljs-comment"># Or: <GB>.aggregate(<trans_func>)  </span>

From aa13ea52283c7433d498c751229ecfd6da1fe86d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 18 Nov 2020 01:04:07 +0100
Subject: [PATCH 0190/1007] Fixing index

---
 pdf/HOW_TO_CREATE_PDF.md     |  4 ++--
 pdf/index_for_pdf.html       | 20 ++++++++++----------
 pdf/index_for_pdf_print.html |  2 +-
 3 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/pdf/HOW_TO_CREATE_PDF.md b/pdf/HOW_TO_CREATE_PDF.md
index dc93c39d1..5d32f83a3 100644
--- a/pdf/HOW_TO_CREATE_PDF.md
+++ b/pdf/HOW_TO_CREATE_PDF.md
@@ -13,14 +13,14 @@ Printing to PDF
 ---------------
 ### Normal PDF
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
-* Then replace the footer and last three `<br>` elements with contents of `pdf/index_for_pdf.html` file and save.
+* Then replace the index and footer with contents of `pdf/index_for_pdf.html` file and save.
 * Open `index.html` in Chrome and select 'Print...'.
 * Select destination 'Save as PDF', paper size 'A4', margins and scale 'Default' and no headers and footers and save.
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
-* Then replace the footer and last three `<br>` elements with contents of `pdf/index_for_pdf_print.html` file.
+* Then replace the index and footer with contents of `pdf/index_for_pdf_print.html` file.
 * Change all links in text to normal text and optionally add a page number in brackets like that: '(p. <num>)'. Links can be found with this regex: `<strong>.*a href.*</strong>`.
 * Save and open `index.html` in Chrome.
 * Change brightness of elements by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 9a6acc8bd..41df90ddc 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -23,7 +23,7 @@ <h3 id="c">C</h3>
 <strong>callable, <a href="#callable">17</a></strong><br>
 <strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#abcsequence">19</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
 <strong>closure, <a href="#closure">12</a></strong><br>
-<strong>collection, <a href="#type">4</a>, <a href="#collection">18</a></strong><br>
+<strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a></strong><br>
 <strong>collections module, <a href="#counter">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
 <strong>combinatorics, <a href="#combinatorics">8</a></strong><br>
 <strong>command line arguments, <a href="#commandlinearguments">22</a></strong><br>
@@ -34,7 +34,7 @@ <h3 id="c">C</h3>
 <strong>coroutine, <a href="#coroutines">33</a></strong><br>
 <strong>counter, <a href="#counter">2</a>, <a href="#generator">4</a>, <a href="#nonlocal">12</a>, <a href="#iterator-1">17</a></strong><br>
 <strong>csv module, <a href="#csv">26</a>, <a href="#printsacsvfileasanasciitable">34</a>, <a href="#encodedecode">46</a></strong><br>
-<strong>curses module, <a href="#curses">34</a></strong><br>
+<strong>curses module, <a href="#runsaterminalgamewhereyoucontrolanasteriskthatmustavoidnumbers">33</a>, <a href="#curses">34</a></strong><br>
 <strong>cython, <a href="#cython">49</a></strong>  </p>
 <h3 id="d">D</h3>
 <p><strong>dataclasses module, <a href="#namedtupleenumdataclass">12</a>, <a href="#dataclass">15</a></strong><br>
@@ -47,14 +47,14 @@ <h3 id="e">E</h3>
 <p><strong>enum module, <a href="#enum">19</a>-<a href="#inline-2">20</a></strong><br>
 <strong>enumerate function, <a href="#enumerate">3</a></strong><br>
 <strong>eval function, <a href="#eval">33</a></strong><br>
-<strong>exceptions, <a href="#exceptions">20</a>-<a href="#reraisingcaughtexception">21</a>, <a href="#exceptions-1">23</a></strong>  </p>
+<strong>exceptions, <a href="#exceptions">20</a>-<a href="#exceptionobject">21</a>, <a href="#exceptions-1">23</a></strong>  </p>
 <h3 id="f">F</h3>
-<p><strong>files, <a href="#file">23</a></strong><br>
+<p><strong>files, <a href="#fileobject">23</a></strong><br>
 <strong>filter function, <a href="#mapfilterreduce">11</a></strong><br>
 <strong>floats, <a href="#abstractbaseclasses">4</a>, <a href="#floats">6</a>, <a href="#types">7</a></strong><br>
-<strong>format, <a href="#format">6</a>-<a href="#comparisonoffloatpresentationtypes">7</a></strong><br>
-<strong>functools module, <a href="#mapfilterreduce">11</a>, <a href="#partial">12</a>, <a href="#decorator">13</a>, <a href="#sortable">16</a></strong><br>
-<strong>futures, <a href="#threadpool">30</a></strong>  </p>
+<strong>format, <a href="#format">6</a>-<a href="#comparisonofpresentationtypes">7</a></strong><br>
+<strong>functools module, <a href="#mapfilterreduce">11</a>, <a href="#partial">12</a>, <a href="#debuggerexample">13</a>, <a href="#sortable">16</a></strong><br>
+<strong>futures, <a href="#threadpoolexecutor">30</a></strong>  </p>
 <h3 id="g">G</h3>
 <p><strong>generators, <a href="#generator">4</a>, <a href="#comprehensions">11</a></strong><br>
 <strong>global keyword, <a href="#nonlocal">12</a></strong></p>
@@ -92,14 +92,14 @@ <h3 id="n">N</h3>
 <strong>nonlocal keyword, <a href="#nonlocal">12</a></strong><br>
 <strong>numpy library, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong>  </p>
 <h3 id="o">O</h3>
-<p><strong>open function, <a href="#open">22</a>-<a href="#file">23</a></strong><br>
+<p><strong>open function, <a href="#open">22</a>-<a href="#modes">23</a></strong><br>
 <strong>operator module, <a href="#operator">31</a></strong><br>
 <strong>os commands, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong><br>
 <strong>os module, <a href="#path">23</a>, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong>  </p>
 <h3 id="p">P</h3>
 <p><strong>pandas library, <a href="#pandas">44</a></strong><br>
-<strong>partial function, <a href="#partial">12</a>, <a href="#functionscannotbevaluessotheymustbewrapped">20</a></strong><br>
-<strong>path, <a href="#path">23</a>-<a href="#pathlib">24</a></strong><br>
+<strong>partial function, <a href="#partial">12</a>, <a href="#userdefinedfunctionscannotbevaluessotheymustbewrapped">20</a></strong><br>
+<strong>path, <a href="#path">23</a>-<a href="#direntry">24</a></strong><br>
 <strong>pickle module, <a href="#pickle">25</a></strong><br>
 <strong>pillow library, <a href="#image">39</a></strong><br>
 <strong>plotting, <a href="#plot">34</a>, <a href="#plotly">47</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index c7a974962..27063db15 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -34,7 +34,7 @@ <h3 id="c">C</h3>
 <strong>coroutine, 33</strong><br>
 <strong>counter, 2, 4, 12, 17</strong><br>
 <strong>csv module, 26, 34, 46</strong><br>
-<strong>curses module, 34</strong><br>
+<strong>curses module, 33, 34</strong><br>
 <strong>cython, 49</strong>  </p>
 <h3 id="d">D</h3>
 <p><strong>dataclasses module, 12, 15</strong><br>

From e2b3bb2b9e05013a5f0ba1d5429ef26426a9c084 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 21 Nov 2020 00:27:15 +0100
Subject: [PATCH 0191/1007] Exceptions, progress bar and index

---
 README.md                    |  8 +++++---
 index.html                   |  7 ++++---
 parse.js                     |  7 ++++---
 pdf/index_for_pdf.html       | 23 +++++++++++------------
 pdf/index_for_pdf_print.html | 17 ++++++++---------
 5 files changed, 32 insertions(+), 30 deletions(-)

diff --git a/README.md b/README.md
index 701d0dadb..5504567d3 100644
--- a/README.md
+++ b/README.md
@@ -1414,7 +1414,8 @@ BaseException
       |    +-- IndexError         # Raised when a sequence index is out of range.
       |    +-- KeyError           # Raised when a dictionary key or set element is not found.
       +-- NameError               # Raised when a variable name is not found.
-      +-- OSError                 # Failures such as “file not found” or “disk full”.
+      +-- OSError                 # Errors such as “file not found” or “disk full” (see Open).
+
       |    +-- FileNotFoundError  # When a file or directory is requested but doesn't exist.
       +-- RuntimeError            # Raised by errors that don't fall into other categories.
       |    +-- RecursionError     # Raised when the maximum recursion depth is exceeded.
@@ -2333,9 +2334,10 @@ Progress Bar
 ```python
 # $ pip3 install tqdm
 >>> from tqdm import tqdm
+>>> from time import sleep
 >>> for el in tqdm([1, 2, 3], desc='Processing'):
-...     pass
-Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]
+...     sleep(1)
+Processing: 100%|██████████████████| 3/3 [00:03<00:00,  1.00s/it]
 ```
 
 
diff --git a/index.html b/index.html
index c7ed4f229..c6f827672 100644
--- a/index.html
+++ b/index.html
@@ -1343,7 +1343,7 @@
       │    ├── IndexError         <span class="hljs-comment"># Raised when a sequence index is out of range.</span>
       │    └── KeyError           <span class="hljs-comment"># Raised when a dictionary key or set element is not found.</span>
       ├── NameError               <span class="hljs-comment"># Raised when a variable name is not found.</span>
-      ├── OSError                 <span class="hljs-comment"># Failures such as “file not found” or “disk full”.</span>
+      ├── OSError                 <span class="hljs-comment"># Errors such as “file not found” or “disk full” (see Open).</span>
       │    └── FileNotFoundError  <span class="hljs-comment"># When a file or directory is requested but doesn't exist.</span>
       ├── RuntimeError            <span class="hljs-comment"># Raised by errors that don't fall in other categories.</span>
       │    └── RecursionError     <span class="hljs-comment"># Raised when the maximum recursion depth is exceeded.</span>
@@ -2038,9 +2038,10 @@
 <p><br></p>
 <div><h1 id="libraries">Libraries</h1><div><h2 id="progressbar"><a href="#progressbar" name="progressbar">#</a>Progress Bar</h2><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install tqdm</span>
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm
+<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">'Processing'</span>):
-<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>
-Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]
+<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)
+Processing: 100%|███████████████████| 3/3 [00:03<00:00,  1.00s/it]
 </code></pre></div></div>
 
 
diff --git a/parse.js b/parse.js
index 027356fb7..b212172a6 100755
--- a/parse.js
+++ b/parse.js
@@ -66,9 +66,10 @@ const EVAL =
 const PROGRESS_BAR =
   '<span class="hljs-comment"># $ pip3 install tqdm</span>\n' +
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> tqdm <span class="hljs-keyword">import</span> tqdm\n' +
+  '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep\n' +
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
-  '<span class="hljs-meta">... </span>    <span class="hljs-keyword">pass</span>\n' +
-  'Processing: 100%|██████████████████| 3/3 [00:00<00:00, 11516.49it/s]\n';
+  '<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)\n' +
+  'Processing: 100%|███████████████████| 3/3 [00:03<00:00,  1.00s/it]\n';
 
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +
@@ -200,7 +201,7 @@ const DIAGRAM_7_B =
   "      │    ├── IndexError         <span class='hljs-comment'># Raised when a sequence index is out of range.</span>\n" +
   "      │    └── KeyError           <span class='hljs-comment'># Raised when a dictionary key or set element is not found.</span>\n" +
   "      ├── NameError               <span class='hljs-comment'># Raised when a variable name is not found.</span>\n" +
-  "      ├── OSError                 <span class='hljs-comment'># Failures such as “file not found” or “disk full”.</span>\n" +
+  "      ├── OSError                 <span class='hljs-comment'># Errors such as “file not found” or “disk full” (see Open).</span>\n" +
   "      │    └── FileNotFoundError  <span class='hljs-comment'># When a file or directory is requested but doesn't exist.</span>\n" +
   "      ├── RuntimeError            <span class='hljs-comment'># Raised by errors that don't fall in other categories.</span>\n" +
   "      │    └── RecursionError     <span class='hljs-comment'># Raised when the maximum recursion depth is exceeded.</span>\n" +
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 41df90ddc..0956c5056 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -5,16 +5,15 @@ <h2 id="index"><a href="#index" name="index">#</a>Index</h2>
 <div style="column-count: 3; width: 960px; page-break-inside: avoid">
 <h3 id="a">A</h3>
 <p><strong>abstract base classes, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a></strong><br>
-<strong>all function, <a href="#anyall">11</a></strong><br>
-<strong>animation, <a href="#animation">40</a></strong><br>
-<strong>any function, <a href="#anyall">11</a></strong><br>
+<strong>animation, <a href="#animation">40</a>, <a href="#pygame">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
 <strong>argparse module, <a href="#argumentparser">22</a></strong><br>
-<strong>arguments, <a href="#arguments">10</a></strong><br>
-<strong>arrays, <a href="#array">29</a></strong><br>
-<strong>audio, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a></strong>  </p>
+<strong>arguments, <a href="#arguments">10</a>, <a href="#partial">12</a></strong><br>
+<strong>arrays, <a href="#array">29</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong><br>
+<strong>asyncio module, <a href="#coroutines">33</a></strong><br>
+<strong>audio, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a>, <a href="#sound">42</a></strong>  </p>
 <h3 id="b">B</h3>
 <p><strong>beautifulsoup library, <a href="#scraping">35</a></strong><br>
-<strong>binary representation, <a href="#binhex">8</a></strong><br>
+<strong>binary representation, <a href="#ints">7</a>, <a href="#binhex">8</a></strong><br>
 <strong>bitwise operators, <a href="#bitwiseoperators">8</a></strong><br>
 <strong>bottle library, <a href="#web">36</a></strong><br>
 <strong>bytes, <a href="#bytes">28</a></strong>  </p>
@@ -23,8 +22,8 @@ <h3 id="c">C</h3>
 <strong>callable, <a href="#callable">17</a></strong><br>
 <strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#abcsequence">19</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
 <strong>closure, <a href="#closure">12</a></strong><br>
-<strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a></strong><br>
-<strong>collections module, <a href="#counter">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
+<strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
+<strong>collections module, <a href="#dictionary">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
 <strong>combinatorics, <a href="#combinatorics">8</a></strong><br>
 <strong>command line arguments, <a href="#commandlinearguments">22</a></strong><br>
 <strong>comparable, <a href="#comparable">16</a></strong><br>
@@ -107,7 +106,7 @@ <h3 id="p">P</h3>
 <strong>profiling, <a href="#profiling">36</a>-<a href="#timingasnippet">37</a></strong><br>
 <strong>progress bar, <a href="#progressbar">34</a></strong><br>
 <strong>property decorator, <a href="#property">15</a></strong><br>
-<strong>pygame library, <a href="#pygame">42</a></strong>  </p>
+<strong>pygame library, <a href="#pygame">42</a>-<a href="#basicmariobrothersexample">43</a></strong>  </p>
 <h3 id="q">Q</h3>
 <p><strong>queues, <a href="#queue">30</a></strong>  </p>
 <h3 id="r">R</h3>
@@ -129,8 +128,8 @@ <h3 id="s">S</h3>
 <strong>sqlite module, <a href="#sqlite">27</a></strong><br>
 <strong>statistics module, <a href="#statistics">7</a></strong><br>
 <strong>strings, <a href="#string">5</a></strong><br>
-<strong>struct module, <a href="#struct">28</a>-<a href="#integertypesusecapitalletterforunsignedtypestandardsizesareinbrackets">29</a></strong><br>
-<strong>subprocess module, <a href="#usingsubprocess">25</a></strong><br>
+<strong>struct module, <a href="#struct">28</a>-<a href="#integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">29</a></strong><br>
+<strong>subprocess module, <a href="#sends11tothebasiccalculatorandcapturesitsoutput">25</a></strong><br>
 <strong>super function, <a href="#inheritance">14</a></strong><br>
 <strong>synthesizer, <a href="#synthesizer">41</a></strong><br>
 <strong>sys module, <a href="#lrucache">15</a>, <a href="#commonbuiltinexceptions">21</a>, <a href="#print">22</a></strong> </p>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 27063db15..8808ba7ad 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -5,16 +5,15 @@ <h2 id="index"><a href="#index" name="index">#</a>Index</h2>
 <div style="column-count: 3; width: 960px; page-break-inside: avoid">
 <h3 id="a">A</h3>
 <p><strong>abstract base classes, 4, 19</strong><br>
-<strong>all function, 11</strong><br>
-<strong>animation, 40</strong><br>
-<strong>any function, 11</strong><br>
+<strong>animation, 40, 42-43</strong><br>
 <strong>argparse module, 22</strong><br>
-<strong>arguments, 10</strong><br>
-<strong>arrays, 29</strong><br>
-<strong>audio, 40-41</strong>  </p>
+<strong>arguments, 10, 12</strong><br>
+<strong>arrays, 29, 37-38</strong><br>
+<strong>asyncio module, 33</strong><br>
+<strong>audio, 40-41, 42</strong>  </p>
 <h3 id="b">B</h3>
 <p><strong>beautifulsoup library, 35</strong><br>
-<strong>binary representation, 8</strong><br>
+<strong>binary representation, 7, 8</strong><br>
 <strong>bitwise operators, 8</strong><br>
 <strong>bottle library, 36</strong><br>
 <strong>bytes, 28</strong>  </p>
@@ -23,7 +22,7 @@ <h3 id="c">C</h3>
 <strong>callable, 17</strong><br>
 <strong>class, 4, 14-19, 31-32</strong><br>
 <strong>closure, 12</strong><br>
-<strong>collection, 4, 18</strong><br>
+<strong>collection, 4, 18, 19</strong><br>
 <strong>collections module, 2, 3, 4, 19, 29</strong><br>
 <strong>combinatorics, 8</strong><br>
 <strong>command line arguments, 22</strong><br>
@@ -107,7 +106,7 @@ <h3 id="p">P</h3>
 <strong>profiling, 36-37</strong><br>
 <strong>progress bar, 34</strong><br>
 <strong>property decorator, 15</strong><br>
-<strong>pygame library, 42</strong>  </p>
+<strong>pygame library, 42-43</strong>  </p>
 <h3 id="q">Q</h3>
 <p><strong>queues, 30</strong>  </p>
 <h3 id="r">R</h3>

From 06bcd0321e59ba1a94fae2b8b2c0efd0f1a02262 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 21 Nov 2020 05:29:07 +0100
Subject: [PATCH 0192/1007] ABC, progress bar

---
 README.md  | 4 ++--
 index.html | 4 ++--
 parse.js   | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 5504567d3..81209589d 100644
--- a/README.md
+++ b/README.md
@@ -261,7 +261,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass.**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented (Collection, Iterable).**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
@@ -2337,7 +2337,7 @@ Progress Bar
 >>> from time import sleep
 >>> for el in tqdm([1, 2, 3], desc='Processing'):
 ...     sleep(1)
-Processing: 100%|██████████████████| 3/3 [00:03<00:00,  1.00s/it]
+Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]
 ```
 
 
diff --git a/index.html b/index.html
index c6f827672..6d09b8ce0 100644
--- a/index.html
+++ b/index.html
@@ -402,7 +402,7 @@
 <div><h4 id="sometypesdonothavebuiltinnamessotheymustbeimported">Some types do not have built-in names, so they must be imported:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> types <span class="hljs-keyword">import</span> FunctionType, MethodType, LambdaType, GeneratorType
 </code></pre></div>
 
-<div><h3 id="abstractbaseclasses">Abstract Base Classes</h3><p><strong>Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> collections.abc <span class="hljs-keyword">import</span> Sequence, Collection, Iterable
+<div><h3 id="abstractbaseclasses">Abstract Base Classes</h3><p><strong>Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented (Collection, Iterable).</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> collections.abc <span class="hljs-keyword">import</span> Sequence, Collection, Iterable
 <span class="hljs-meta">>>> </span>isinstance([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], Iterable)
 <span class="hljs-keyword">True</span>
 </code></pre></div>
@@ -2041,7 +2041,7 @@
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">'Processing'</span>):
 <span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)
-Processing: 100%|███████████████████| 3/3 [00:03<00:00,  1.00s/it]
+Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]
 </code></pre></div></div>
 
 
diff --git a/parse.js b/parse.js
index b212172a6..5a85cb4ae 100755
--- a/parse.js
+++ b/parse.js
@@ -69,7 +69,7 @@ const PROGRESS_BAR =
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep\n' +
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
   '<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)\n' +
-  'Processing: 100%|███████████████████| 3/3 [00:03<00:00,  1.00s/it]\n';
+  'Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]\n';
 
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +

From c93c7002f34ac95c8c97c578b798856803c82cef Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sun, 22 Nov 2020 02:21:11 +0100
Subject: [PATCH 0193/1007] Progress bar, index

---
 README.md                    |  2 +-
 index.html                   |  2 +-
 parse.js                     |  2 +-
 pdf/index_for_pdf.html       | 23 ++++++++++++-----------
 pdf/index_for_pdf_print.html | 23 ++++++++++++-----------
 5 files changed, 27 insertions(+), 25 deletions(-)

diff --git a/README.md b/README.md
index 81209589d..1b159de6d 100644
--- a/README.md
+++ b/README.md
@@ -2337,7 +2337,7 @@ Progress Bar
 >>> from time import sleep
 >>> for el in tqdm([1, 2, 3], desc='Processing'):
 ...     sleep(1)
-Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]
+Processing: 100%|████████████████████| 3/3 [00:03<00:00,  1.00s/it]
 ```
 
 
diff --git a/index.html b/index.html
index 6d09b8ce0..09451097b 100644
--- a/index.html
+++ b/index.html
@@ -2041,7 +2041,7 @@
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">'Processing'</span>):
 <span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)
-Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]
+Processing: 100%|████████████████████| 3/3 [00:03<00:00,  1.00s/it]
 </code></pre></div></div>
 
 
diff --git a/parse.js b/parse.js
index 5a85cb4ae..2dc5b2028 100755
--- a/parse.js
+++ b/parse.js
@@ -69,7 +69,7 @@ const PROGRESS_BAR =
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> time <span class="hljs-keyword">import</span> sleep\n' +
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> tqdm([<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>], desc=<span class="hljs-string">\'Processing\'</span>):\n' +
   '<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)\n' +
-  'Processing: 100%|████████████████████| 3/3 [00:03<00:00, 1.00s/it]\n';
+  'Processing: 100%|████████████████████| 3/3 [00:03<00:00,  1.00s/it]\n';
 
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 0956c5056..5806048ed 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -7,7 +7,7 @@ <h3 id="a">A</h3>
 <p><strong>abstract base classes, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a></strong><br>
 <strong>animation, <a href="#animation">40</a>, <a href="#pygame">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
 <strong>argparse module, <a href="#argumentparser">22</a></strong><br>
-<strong>arguments, <a href="#arguments">10</a>, <a href="#partial">12</a></strong><br>
+<strong>arguments, <a href="#arguments">10</a>, <a href="#partial">12</a>, <a href="#commandlinearguments">22</a></strong><br>
 <strong>arrays, <a href="#array">29</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong><br>
 <strong>asyncio module, <a href="#coroutines">33</a></strong><br>
 <strong>audio, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a>, <a href="#sound">42</a></strong>  </p>
@@ -21,18 +21,18 @@ <h3 id="c">C</h3>
 <p><strong>cache, <a href="#lrucache">13</a></strong><br>
 <strong>callable, <a href="#callable">17</a></strong><br>
 <strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#abcsequence">19</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
-<strong>closure, <a href="#closure">12</a></strong><br>
+<strong>closure, <a href="#closure">12</a>-<a href="#decorator">13</a></strong><br>
 <strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
 <strong>collections module, <a href="#dictionary">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
 <strong>combinatorics, <a href="#combinatorics">8</a></strong><br>
 <strong>command line arguments, <a href="#commandlinearguments">22</a></strong><br>
 <strong>comparable, <a href="#comparable">16</a></strong><br>
 <strong>comprehensions, <a href="#comprehensions">11</a></strong><br>
-<strong>context manager, <a href="#contextmanager">17</a></strong><br>
+<strong>context manager, <a href="#contextmanager">17</a>, <a href="#readtextfromfile">23</a>, <a href="#or">27</a>, <a href="#or-1">30</a></strong><br>
 <strong>copy function, <a href="#copy">15</a></strong><br>
 <strong>coroutine, <a href="#coroutines">33</a></strong><br>
 <strong>counter, <a href="#counter">2</a>, <a href="#generator">4</a>, <a href="#nonlocal">12</a>, <a href="#iterator-1">17</a></strong><br>
-<strong>csv module, <a href="#csv">26</a>, <a href="#printsacsvfileasanasciitable">34</a>, <a href="#encodedecode">46</a></strong><br>
+<strong>csv, <a href="#csv">26</a>, <a href="#printsacsvfileasanasciitable">34</a>, <a href="#encodedecode">46</a></strong><br>
 <strong>curses module, <a href="#runsaterminalgamewhereyoucontrolanasteriskthatmustavoidnumbers">33</a>, <a href="#curses">34</a></strong><br>
 <strong>cython, <a href="#cython">49</a></strong>  </p>
 <h3 id="d">D</h3>
@@ -40,13 +40,13 @@ <h3 id="d">D</h3>
 <strong>datetime module, <a href="#datetime">8</a>-<a href="#constructors">9</a></strong><br>
 <strong>decorator, <a href="#decorator">13</a></strong><br>
 <strong>deques, <a href="#deque">29</a></strong><br>
-<strong>dictionaries, <a href="#dictionary">2</a>, <a href="#otheruses">11</a></strong><br>
+<strong>dictionaries, <a href="#dictionary">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
 <strong>duck types, <a href="#ducktypes">16</a>-<a href="#abcsequence">19</a></strong>  </p>
 <h3 id="e">E</h3>
 <p><strong>enum module, <a href="#enum">19</a>-<a href="#inline-2">20</a></strong><br>
 <strong>enumerate function, <a href="#enumerate">3</a></strong><br>
 <strong>eval function, <a href="#eval">33</a></strong><br>
-<strong>exceptions, <a href="#exceptions">20</a>-<a href="#exceptionobject">21</a>, <a href="#exceptions-1">23</a></strong>  </p>
+<strong>exceptions, <a href="#exceptions">20</a>-<a href="#exceptionobject">21</a>, <a href="#exceptions-1">23</a>, <a href="#exceptions-2">35</a></strong>  </p>
 <h3 id="f">F</h3>
 <p><strong>files, <a href="#fileobject">23</a></strong><br>
 <strong>filter function, <a href="#mapfilterreduce">11</a></strong><br>
@@ -56,16 +56,17 @@ <h3 id="f">F</h3>
 <strong>futures, <a href="#threadpoolexecutor">30</a></strong>  </p>
 <h3 id="g">G</h3>
 <p><strong>generators, <a href="#generator">4</a>, <a href="#comprehensions">11</a></strong><br>
-<strong>global keyword, <a href="#nonlocal">12</a></strong></p>
+<strong>global keyword, <a href="#nonlocal">12</a></strong><br>
+<strong>gui, <a href="#pysimplegui">48</a></strong>  </p>
 <h3 id="h">H</h3>
-<p><strong>hashable, <a href="#hashable">16</a></strong><br>
-<strong>hexadecimal representation, <a href="#binhex">8</a></strong>  </p>
+<p><strong>hashable, <a href="#dataclass">15</a>, <a href="#hashable">16</a></strong><br>
+<strong>hexadecimal representation, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong>  </p>
 <h3 id="i">I</h3>
 <p><strong>image, <a href="#image">39</a></strong><br>
-<strong>inline, <a href="#inline">11</a>-<a href="#namedtupleenumdataclass">12</a></strong><br>
+<strong>inline, <a href="#otheruses">11</a>-<a href="#namedtupleenumdataclass">12</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
 <strong>input function, <a href="#input">22</a></strong><br>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
-<strong>ints, <a href="#abstractbaseclasses">4</a>, <a href="#types">7</a>, <a href="#binhex">8</a></strong><br>
+<strong>ints, <a href="#abstractbaseclasses">4</a>, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong><br>
 <strong>is operator, <a href="#comparable">16</a></strong><br>
 <strong>iterable, <a href="#abstractbaseclasses">4</a>, <a href="#iterable">18</a></strong><br>
 <strong>iterator, <a href="#iterator">3</a>, <a href="#iterator-1">17</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 8808ba7ad..5d2a66d89 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -7,7 +7,7 @@ <h3 id="a">A</h3>
 <p><strong>abstract base classes, 4, 19</strong><br>
 <strong>animation, 40, 42-43</strong><br>
 <strong>argparse module, 22</strong><br>
-<strong>arguments, 10, 12</strong><br>
+<strong>arguments, 10, 12, 22</strong><br>
 <strong>arrays, 29, 37-38</strong><br>
 <strong>asyncio module, 33</strong><br>
 <strong>audio, 40-41, 42</strong>  </p>
@@ -21,18 +21,18 @@ <h3 id="c">C</h3>
 <p><strong>cache, 13</strong><br>
 <strong>callable, 17</strong><br>
 <strong>class, 4, 14-19, 31-32</strong><br>
-<strong>closure, 12</strong><br>
+<strong>closure, 12-13</strong><br>
 <strong>collection, 4, 18, 19</strong><br>
 <strong>collections module, 2, 3, 4, 19, 29</strong><br>
 <strong>combinatorics, 8</strong><br>
 <strong>command line arguments, 22</strong><br>
 <strong>comparable, 16</strong><br>
 <strong>comprehensions, 11</strong><br>
-<strong>context manager, 17</strong><br>
+<strong>context manager, 17, 23, 27, 30</strong><br>
 <strong>copy function, 15</strong><br>
 <strong>coroutine, 33</strong><br>
 <strong>counter, 2, 4, 12, 17</strong><br>
-<strong>csv module, 26, 34, 46</strong><br>
+<strong>csv, 26, 34, 46</strong><br>
 <strong>curses module, 33, 34</strong><br>
 <strong>cython, 49</strong>  </p>
 <h3 id="d">D</h3>
@@ -40,13 +40,13 @@ <h3 id="d">D</h3>
 <strong>datetime module, 8-9</strong><br>
 <strong>decorator, 13</strong><br>
 <strong>deques, 29</strong><br>
-<strong>dictionaries, 2, 11</strong><br>
+<strong>dictionaries, 2, 4, 11, 19, 21</strong><br>
 <strong>duck types, 16-19</strong>  </p>
 <h3 id="e">E</h3>
 <p><strong>enum module, 19-20</strong><br>
 <strong>enumerate function, 3</strong><br>
 <strong>eval function, 33</strong><br>
-<strong>exceptions, 20-21, 23</strong>  </p>
+<strong>exceptions, 20-21, 23, 35</strong>  </p>
 <h3 id="f">F</h3>
 <p><strong>files, 23</strong><br>
 <strong>filter function, 11</strong><br>
@@ -56,16 +56,17 @@ <h3 id="f">F</h3>
 <strong>futures, 30</strong>  </p>
 <h3 id="g">G</h3>
 <p><strong>generators, 4, 11</strong><br>
-<strong>global keyword, 12</strong></p>
+<strong>global keyword, 12</strong><br>
+<strong>gui, 48</strong>  </p>
 <h3 id="h">H</h3>
-<p><strong>hashable, 16</strong><br>
-<strong>hexadecimal representation, 8</strong>  </p>
+<p><strong>hashable, 15, 16</strong><br>
+<strong>hexadecimal representation, 7, 8, 28</strong>  </p>
 <h3 id="i">I</h3>
 <p><strong>image, 39</strong><br>
-<strong>inline, 11-12</strong><br>
+<strong>inline, 11-12, 15, 20</strong><br>
 <strong>input function, 22</strong><br>
 <strong>introspection, 31</strong><br>
-<strong>ints, 4, 7, 8</strong><br>
+<strong>ints, 4, 7, 8, 28</strong><br>
 <strong>is operator, 16</strong><br>
 <strong>iterable, 4, 18</strong><br>
 <strong>iterator, 3, 17</strong><br>

From 4cfb34a96e0b49626f96cc652d2bb49fa686f9c0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sun, 22 Nov 2020 03:50:26 +0100
Subject: [PATCH 0194/1007] Index

---
 pdf/index_for_pdf.html       | 24 ++++++++++++------------
 pdf/index_for_pdf_print.html | 24 ++++++++++++------------
 2 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 5806048ed..404221c6a 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -68,7 +68,7 @@ <h3 id="i">I</h3>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
 <strong>ints, <a href="#abstractbaseclasses">4</a>, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong><br>
 <strong>is operator, <a href="#comparable">16</a></strong><br>
-<strong>iterable, <a href="#abstractbaseclasses">4</a>, <a href="#iterable">18</a></strong><br>
+<strong>iterable, <a href="#abstractbaseclasses">4</a>, <a href="#iterable">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
 <strong>iterator, <a href="#iterator">3</a>, <a href="#iterator-1">17</a></strong><br>
 <strong>itertools module, <a href="#itertools">3</a>, <a href="#combinatorics">8</a></strong>  </p>
 <h3 id="j">J</h3>
@@ -76,8 +76,8 @@ <h3 id="j">J</h3>
 <h3 id="l">L</h3>
 <p><strong>lambda, <a href="#lambda">11</a></strong><br>
 <strong>list comprehension, <a href="#comprehensions">11</a></strong><br>
-<strong>lists, <a href="#list">1</a>-<a href="#list">2</a>, <a href="#otheruses">11</a></strong><br>
-<strong>locks, <a href="#lock">29</a></strong><br>
+<strong>lists, <a href="#list">1</a>-<a href="#list">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
+<strong>locks, <a href="#lock">29</a>, <a href="#coroutines">33</a></strong><br>
 <strong>logging, <a href="#logging">35</a></strong>  </p>
 <h3 id="m">M</h3>
 <p><strong>main function, <a href="#main">1</a>, <a href="#basicscripttemplate">41</a></strong><br>
@@ -97,7 +97,7 @@ <h3 id="o">O</h3>
 <strong>os commands, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong><br>
 <strong>os module, <a href="#path">23</a>, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong>  </p>
 <h3 id="p">P</h3>
-<p><strong>pandas library, <a href="#pandas">44</a></strong><br>
+<p><strong>pandas library, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>partial function, <a href="#partial">12</a>, <a href="#userdefinedfunctionscannotbevaluessotheymustbewrapped">20</a></strong><br>
 <strong>path, <a href="#path">23</a>-<a href="#direntry">24</a></strong><br>
 <strong>pickle module, <a href="#pickle">25</a></strong><br>
@@ -109,37 +109,37 @@ <h3 id="p">P</h3>
 <strong>property decorator, <a href="#property">15</a></strong><br>
 <strong>pygame library, <a href="#pygame">42</a>-<a href="#basicmariobrothersexample">43</a></strong>  </p>
 <h3 id="q">Q</h3>
-<p><strong>queues, <a href="#queue">30</a></strong>  </p>
+<p><strong>queues, <a href="#deque">29</a>, <a href="#queue">30</a>, <a href="#coroutines">33</a></strong>  </p>
 <h3 id="r">R</h3>
 <p><strong>random module, <a href="#random">8</a></strong><br>
-<strong>ranges, <a href="#range">3</a></strong><br>
+<strong>ranges, <a href="#range">3</a>, <a href="#abstractbaseclasses">4</a></strong><br>
 <strong>recursion, <a href="#lrucache">13</a></strong><br>
 <strong>reduce function, <a href="#mapfilterreduce">11</a>, <a href="#operator">31</a></strong><br>
 <strong>regular expressions, <a href="#regex">5</a>-<a href="#specialsequences">6</a></strong><br>
 <strong>requests library, <a href="#scraping">35</a>, <a href="#test">36</a></strong>  </p>
 <h3 id="s">S</h3>
-<p><strong>scraping, <a href="#scraping">35</a>, <a href="#basicmariobrothersexample">43</a>, <a href="#encodedecode">46</a>, <a href="#plotly">47</a>, <a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
-<strong>sequence, <a href="#type">4</a>, <a href="#sequence">18</a>, <a href="#abcsequence">19</a></strong><br>
-<strong>sets, <a href="#set">2</a>, <a href="#otheruses">11</a></strong><br>
+<p><strong>scraping, <a href="#scraping">35</a>, <a href="#basicmariobrothersexample">43</a>, <a href="#encodedecode">46</a>, <a href="#coviddeathsbycontinent">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
+<strong>sequence, <a href="#abstractbaseclasses">4</a>, <a href="#sequence">18</a>-<a href="#abcsequence">19</a></strong><br>
+<strong>sets, <a href="#set">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
 <strong>shell commands, <a href="#shellcommands">25</a></strong><br>
 <strong>sleep function, <a href="#progressbar">34</a></strong><br>
 <strong>slots attribute, <a href="#slots">15</a></strong><br>
 <strong>sortable, <a href="#list">1</a>, <a href="#sortable">16</a></strong><br>
 <strong>splat operator, <a href="#splatoperator">10</a>-<a href="#otheruses">11</a></strong><br>
 <strong>sqlite module, <a href="#sqlite">27</a></strong><br>
-<strong>statistics module, <a href="#statistics">7</a></strong><br>
+<strong>statistics, <a href="#statistics">7</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong>, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a><br>
 <strong>strings, <a href="#string">5</a></strong><br>
 <strong>struct module, <a href="#struct">28</a>-<a href="#integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">29</a></strong><br>
 <strong>subprocess module, <a href="#sends11tothebasiccalculatorandcapturesitsoutput">25</a></strong><br>
 <strong>super function, <a href="#inheritance">14</a></strong><br>
 <strong>synthesizer, <a href="#synthesizer">41</a></strong><br>
-<strong>sys module, <a href="#lrucache">15</a>, <a href="#commonbuiltinexceptions">21</a>, <a href="#print">22</a></strong> </p>
+<strong>sys module, <a href="#lrucache">15</a>, <a href="#exit">21</a>-<a href="#print">22</a></strong> </p>
 <h3 id="t">T</h3>
 <p><strong>table, <a href="#table">34</a></strong><br>
 <strong>template function, <a href="#dynamicrequest">36</a></strong><br>
 <strong>threading module, <a href="#threading">30</a></strong><br>
 <strong>time module, <a href="#progressbar">34</a>, <a href="#stopwatch">36</a></strong><br>
-<strong>tuples, <a href="#tuple">3</a>, <a href="#otheruses">11</a></strong><br>
+<strong>tuples, <a href="#tuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a></strong><br>
 <strong>type, <a href="#type">4</a>, <a href="#type-1">31</a></strong>  </p>
 <h3 id="w">W</h3>
 <p><strong>wave module, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 5d2a66d89..2fb7dcc96 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -68,7 +68,7 @@ <h3 id="i">I</h3>
 <strong>introspection, 31</strong><br>
 <strong>ints, 4, 7, 8, 28</strong><br>
 <strong>is operator, 16</strong><br>
-<strong>iterable, 4, 18</strong><br>
+<strong>iterable, 4, 18, 19</strong><br>
 <strong>iterator, 3, 17</strong><br>
 <strong>itertools module, 3, 8</strong>  </p>
 <h3 id="j">J</h3>
@@ -76,8 +76,8 @@ <h3 id="j">J</h3>
 <h3 id="l">L</h3>
 <p><strong>lambda, 11</strong><br>
 <strong>list comprehension, 11</strong><br>
-<strong>lists, 1-2, 11</strong><br>
-<strong>locks, 29</strong><br>
+<strong>lists, 1-2, 4, 11, 19, 21</strong><br>
+<strong>locks, 29, 33</strong><br>
 <strong>logging, 35</strong>  </p>
 <h3 id="m">M</h3>
 <p><strong>main function, 1, 41</strong><br>
@@ -97,7 +97,7 @@ <h3 id="o">O</h3>
 <strong>os commands, 24-25</strong><br>
 <strong>os module, 23, 24-25</strong>  </p>
 <h3 id="p">P</h3>
-<p><strong>pandas library, 44</strong><br>
+<p><strong>pandas library, 44-48</strong><br>
 <strong>partial function, 12, 20</strong><br>
 <strong>path, 23-24</strong><br>
 <strong>pickle module, 25</strong><br>
@@ -109,37 +109,37 @@ <h3 id="p">P</h3>
 <strong>property decorator, 15</strong><br>
 <strong>pygame library, 42-43</strong>  </p>
 <h3 id="q">Q</h3>
-<p><strong>queues, 30</strong>  </p>
+<p><strong>queues, 29, 30, 33</strong>  </p>
 <h3 id="r">R</h3>
 <p><strong>random module, 8</strong><br>
-<strong>ranges, 3</strong><br>
+<strong>ranges, 3, 4</strong><br>
 <strong>recursion, 13</strong><br>
 <strong>reduce function, 11, 31</strong><br>
 <strong>regular expressions, 5-6</strong><br>
 <strong>requests library, 35, 36</strong>  </p>
 <h3 id="s">S</h3>
-<p><strong>scraping, 35, 43, 46, 47, 48</strong><br>
-<strong>sequence, 4, 18, 19</strong><br>
-<strong>sets, 2, 11</strong><br>
+<p><strong>scraping, 35, 43, 46, 47-48</strong><br>
+<strong>sequence, 4, 18-19</strong><br>
+<strong>sets, 2, 4, 11, 19, 21</strong><br>
 <strong>shell commands, 25</strong><br>
 <strong>sleep function, 34</strong><br>
 <strong>slots attribute, 15</strong><br>
 <strong>sortable, 1, 16</strong><br>
 <strong>splat operator, 10-11</strong><br>
 <strong>sqlite module, 27, 46</strong><br>
-<strong>statistics module, 7</strong><br>
+<strong>statistics, 7, 37-38, 44-48</strong><br>
 <strong>strings, 5</strong><br>
 <strong>struct module, 28-29</strong><br>
 <strong>subprocess module, 25</strong><br>
 <strong>super function, 14</strong><br>
 <strong>synthesizer, 41</strong><br>
-<strong>sys module, 15, 21, 22</strong> </p>
+<strong>sys module, 15, 21-22</strong> </p>
 <h3 id="t">T</h3>
 <p><strong>table, 34</strong><br>
 <strong>template function, 36</strong><br>
 <strong>threading module, 30</strong><br>
 <strong>time module, 34, 36</strong><br>
-<strong>tuples, 3, 11</strong><br>
+<strong>tuples, 3, 4, 11</strong><br>
 <strong>type, 4, 31</strong>  </p>
 <h3 id="w">W</h3>
 <p><strong>wave module, 40-41</strong><br>

From fa0d587b0198bc34952083e967070b08ac65cdb6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 23 Nov 2020 07:43:43 +0100
Subject: [PATCH 0195/1007] Index

---
 pdf/index_for_pdf.html       | 18 +++++++++---------
 pdf/index_for_pdf_print.html | 16 ++++++++--------
 2 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 404221c6a..7a947d5b7 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -32,13 +32,13 @@ <h3 id="c">C</h3>
 <strong>copy function, <a href="#copy">15</a></strong><br>
 <strong>coroutine, <a href="#coroutines">33</a></strong><br>
 <strong>counter, <a href="#counter">2</a>, <a href="#generator">4</a>, <a href="#nonlocal">12</a>, <a href="#iterator-1">17</a></strong><br>
-<strong>csv, <a href="#csv">26</a>, <a href="#printsacsvfileasanasciitable">34</a>, <a href="#encodedecode">46</a></strong><br>
+<strong>csv, <a href="#csv">26</a>, <a href="#printsacsvfileasanasciitable">34</a>, <a href="#encodedecode">46</a>, <a href="#coviddeathsbycontinent">47</a></strong><br>
 <strong>curses module, <a href="#runsaterminalgamewhereyoucontrolanasteriskthatmustavoidnumbers">33</a>, <a href="#curses">34</a></strong><br>
 <strong>cython, <a href="#cython">49</a></strong>  </p>
 <h3 id="d">D</h3>
 <p><strong>dataclasses module, <a href="#namedtupleenumdataclass">12</a>, <a href="#dataclass">15</a></strong><br>
 <strong>datetime module, <a href="#datetime">8</a>-<a href="#constructors">9</a></strong><br>
-<strong>decorator, <a href="#decorator">13</a></strong><br>
+<strong>decorator, <a href="#decorator">13</a>, <a href="#class">14</a>, <a href="#property">15</a>, <a href="#sortable">16</a></strong><br>
 <strong>deques, <a href="#deque">29</a></strong><br>
 <strong>dictionaries, <a href="#dictionary">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
 <strong>duck types, <a href="#ducktypes">16</a>-<a href="#abcsequence">19</a></strong>  </p>
@@ -62,17 +62,17 @@ <h3 id="h">H</h3>
 <p><strong>hashable, <a href="#dataclass">15</a>, <a href="#hashable">16</a></strong><br>
 <strong>hexadecimal representation, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong>  </p>
 <h3 id="i">I</h3>
-<p><strong>image, <a href="#image">39</a></strong><br>
+<p><strong>image, <a href="#scraping">35</a>, <a href="#image">39</a>-<a href="#animation">40</a>, <a href="#surface">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
 <strong>inline, <a href="#otheruses">11</a>-<a href="#namedtupleenumdataclass">12</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
 <strong>input function, <a href="#input">22</a></strong><br>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
 <strong>ints, <a href="#abstractbaseclasses">4</a>, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong><br>
 <strong>is operator, <a href="#comparable">16</a></strong><br>
 <strong>iterable, <a href="#abstractbaseclasses">4</a>, <a href="#iterable">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
-<strong>iterator, <a href="#iterator">3</a>, <a href="#iterator-1">17</a></strong><br>
+<strong>iterator, <a href="#enumerate">3</a>-<a href="#generator">4</a>, <a href="#comprehensions">11</a>, <a href="#iterator-1">17</a></strong><br>
 <strong>itertools module, <a href="#itertools">3</a>, <a href="#combinatorics">8</a></strong>  </p>
 <h3 id="j">J</h3>
-<p><strong>json module, <a href="#json">25</a>, <a href="#encodedecode">46</a></strong>  </p>
+<p><strong>json, <a href="#json">25</a>, <a href="#restrequest">36</a>, <a href="#encodedecode">46</a></strong>  </p>
 <h3 id="l">L</h3>
 <p><strong>lambda, <a href="#lambda">11</a></strong><br>
 <strong>list comprehension, <a href="#comprehensions">11</a></strong><br>
@@ -126,9 +126,9 @@ <h3 id="s">S</h3>
 <strong>slots attribute, <a href="#slots">15</a></strong><br>
 <strong>sortable, <a href="#list">1</a>, <a href="#sortable">16</a></strong><br>
 <strong>splat operator, <a href="#splatoperator">10</a>-<a href="#otheruses">11</a></strong><br>
-<strong>sqlite module, <a href="#sqlite">27</a></strong><br>
-<strong>statistics, <a href="#statistics">7</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong>, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a><br>
-<strong>strings, <a href="#string">5</a></strong><br>
+<strong>sql, <a href="#sqlite">27</a>, <a href="#encodedecode">46</a></strong><br>
+<strong>statistics, <a href="#statistics">7</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a>, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
+<strong>strings, <a href="#abstractbaseclasses">4</a>-<a href="#comparisonofpresentationtypes">7</a>, <a href="#class">14</a></strong><br>
 <strong>struct module, <a href="#struct">28</a>-<a href="#integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">29</a></strong><br>
 <strong>subprocess module, <a href="#sends11tothebasiccalculatorandcapturesitsoutput">25</a></strong><br>
 <strong>super function, <a href="#inheritance">14</a></strong><br>
@@ -140,7 +140,7 @@ <h3 id="t">T</h3>
 <strong>threading module, <a href="#threading">30</a></strong><br>
 <strong>time module, <a href="#progressbar">34</a>, <a href="#stopwatch">36</a></strong><br>
 <strong>tuples, <a href="#tuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a></strong><br>
-<strong>type, <a href="#type">4</a>, <a href="#type-1">31</a></strong>  </p>
+<strong>type, <a href="#type">4</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong>  </p>
 <h3 id="w">W</h3>
 <p><strong>wave module, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a></strong><br>
 <strong>web, <a href="#web">36</a></strong>  </p> 
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 2fb7dcc96..21c4553d5 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -32,13 +32,13 @@ <h3 id="c">C</h3>
 <strong>copy function, 15</strong><br>
 <strong>coroutine, 33</strong><br>
 <strong>counter, 2, 4, 12, 17</strong><br>
-<strong>csv, 26, 34, 46</strong><br>
+<strong>csv, 26, 34, 46, 47</strong><br>
 <strong>curses module, 33, 34</strong><br>
 <strong>cython, 49</strong>  </p>
 <h3 id="d">D</h3>
 <p><strong>dataclasses module, 12, 15</strong><br>
 <strong>datetime module, 8-9</strong><br>
-<strong>decorator, 13</strong><br>
+<strong>decorator, 13, 14, 15, 16</strong><br>
 <strong>deques, 29</strong><br>
 <strong>dictionaries, 2, 4, 11, 19, 21</strong><br>
 <strong>duck types, 16-19</strong>  </p>
@@ -62,17 +62,17 @@ <h3 id="h">H</h3>
 <p><strong>hashable, 15, 16</strong><br>
 <strong>hexadecimal representation, 7, 8, 28</strong>  </p>
 <h3 id="i">I</h3>
-<p><strong>image, 39</strong><br>
+<p><strong>image, 25, 39-40, 42-43</strong><br>
 <strong>inline, 11-12, 15, 20</strong><br>
 <strong>input function, 22</strong><br>
 <strong>introspection, 31</strong><br>
 <strong>ints, 4, 7, 8, 28</strong><br>
 <strong>is operator, 16</strong><br>
 <strong>iterable, 4, 18, 19</strong><br>
-<strong>iterator, 3, 17</strong><br>
+<strong>iterator, 3-4, 11, 17</strong><br>
 <strong>itertools module, 3, 8</strong>  </p>
 <h3 id="j">J</h3>
-<p><strong>json module, 25, 46</strong>  </p>
+<p><strong>json, 25, 36, 46</strong>  </p>
 <h3 id="l">L</h3>
 <p><strong>lambda, 11</strong><br>
 <strong>list comprehension, 11</strong><br>
@@ -86,7 +86,7 @@ <h3 id="m">M</h3>
 <strong>memoryviews, 29</strong><br>
 <strong>metaclass attribute, 32</strong><br>
 <strong>metaprograming, 31-32</strong><br>
-<strong>mysql library, 26</strong>  </p>
+<strong>mysql library, 27</strong>  </p>
 <h3 id="n">N</h3>
 <p><strong>namedtuples, 3</strong><br>
 <strong>nonlocal keyword, 12</strong><br>
@@ -126,9 +126,9 @@ <h3 id="s">S</h3>
 <strong>slots attribute, 15</strong><br>
 <strong>sortable, 1, 16</strong><br>
 <strong>splat operator, 10-11</strong><br>
-<strong>sqlite module, 27, 46</strong><br>
+<strong>sql, 27, 46</strong><br>
 <strong>statistics, 7, 37-38, 44-48</strong><br>
-<strong>strings, 5</strong><br>
+<strong>strings, 4-7, 14</strong><br>
 <strong>struct module, 28-29</strong><br>
 <strong>subprocess module, 25</strong><br>
 <strong>super function, 14</strong><br>

From 58b48d0c6225f551b4c6bf27fbc91aec375c0794 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 24 Nov 2020 00:01:52 +0100
Subject: [PATCH 0196/1007] Index and pandas

---
 README.md                    |  2 +-
 index.html                   |  2 +-
 pdf/index_for_pdf.html       | 13 ++++++-------
 pdf/index_for_pdf_print.html | 15 +++++++--------
 4 files changed, 15 insertions(+), 17 deletions(-)

diff --git a/README.md b/README.md
index 1b159de6d..19899fe64 100644
--- a/README.md
+++ b/README.md
@@ -3273,7 +3273,7 @@ b  3  4
 ```python
 <DF> = pd.read_json/html('<str/path/url>')
 <DF> = pd.read_csv/pickle/excel('<path/url>')
-<DF> = pd.read_sql('<query>', <connection>)
+<DF> = pd.read_sql('<table_name/query>', <connection>)
 <DF> = pd.read_clipboard()
 ```
 
diff --git a/index.html b/index.html
index 09451097b..0a71ee190 100644
--- a/index.html
+++ b/index.html
@@ -2789,7 +2789,7 @@
 </ul>
 <div><h4 id="encodedecode">Encode, Decode:</h4><pre><code class="python language-python hljs"><DF> = pd.read_json/html(<span class="hljs-string">'<str/path/url>'</span>)
 <DF> = pd.read_csv/pickle/excel(<span class="hljs-string">'<path/url>'</span>)
-<DF> = pd.read_sql(<span class="hljs-string">'<query>'</span>, <connection>)
+<DF> = pd.read_sql(<span class="hljs-string">'<table_name/query>'</span>, <connection>)
 <DF> = pd.read_clipboard()
 </code></pre></div>
 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 7a947d5b7..a0adbc0b1 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -48,7 +48,7 @@ <h3 id="e">E</h3>
 <strong>eval function, <a href="#eval">33</a></strong><br>
 <strong>exceptions, <a href="#exceptions">20</a>-<a href="#exceptionobject">21</a>, <a href="#exceptions-1">23</a>, <a href="#exceptions-2">35</a></strong>  </p>
 <h3 id="f">F</h3>
-<p><strong>files, <a href="#fileobject">23</a></strong><br>
+<p><strong>files, <a href="#print">22</a>-<a href="#csv">26</a>, <a href="#readbytesfromfile">28</a>, <a href="#encodedecode">46</a></strong><br>
 <strong>filter function, <a href="#mapfilterreduce">11</a></strong><br>
 <strong>floats, <a href="#abstractbaseclasses">4</a>, <a href="#floats">6</a>, <a href="#types">7</a></strong><br>
 <strong>format, <a href="#format">6</a>-<a href="#comparisonofpresentationtypes">7</a></strong><br>
@@ -86,16 +86,15 @@ <h3 id="m">M</h3>
 <strong>memoryviews, <a href="#memoryview">29</a></strong><br>
 <strong>metaclass attribute, <a href="#metaclassattribute">32</a></strong><br>
 <strong>metaprograming, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
-<strong>mysql library, <a href="#mysql">26</a>, <a href="#encodedecode">46</a></strong>  </p>
+<strong>mysql library, <a href="#mysql">27</a></strong>  </p>
 <h3 id="n">N</h3>
 <p><strong>namedtuples, <a href="#namedtuple">3</a></strong><br>
 <strong>nonlocal keyword, <a href="#nonlocal">12</a></strong><br>
 <strong>numpy library, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong>  </p>
 <h3 id="o">O</h3>
-<p><strong>open function, <a href="#open">22</a>-<a href="#modes">23</a></strong><br>
+<p><strong>open function, <a href="#contextmanager">17</a>, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#readobjectfromjsonfile">25</a>, <a href="#readrowsfromcsvfile">26</a>, <a href="#readbytesfromfile">28</a></strong><br>
 <strong>operator module, <a href="#operator">31</a></strong><br>
-<strong>os commands, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong><br>
-<strong>os module, <a href="#path">23</a>, <a href="#oscommands">24</a>-<a href="#shellcommands">25</a></strong>  </p>
+<strong>os commands, <a href="#path">23</a>-<a href="#shellcommands">25</a></strong>  </p>
 <h3 id="p">P</h3>
 <p><strong>pandas library, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>partial function, <a href="#partial">12</a>, <a href="#userdefinedfunctionscannotbevaluessotheymustbewrapped">20</a></strong><br>
@@ -135,8 +134,8 @@ <h3 id="s">S</h3>
 <strong>synthesizer, <a href="#synthesizer">41</a></strong><br>
 <strong>sys module, <a href="#lrucache">15</a>, <a href="#exit">21</a>-<a href="#print">22</a></strong> </p>
 <h3 id="t">T</h3>
-<p><strong>table, <a href="#table">34</a></strong><br>
-<strong>template function, <a href="#dynamicrequest">36</a></strong><br>
+<p><strong>table, <a href="#example">27</a>, <a href="#table">34</a>, <a href="#dataframe">45</a>-<a href="#encodedecode">46</a></strong><br>
+<strong>template, <a href="#format">6</a>, <a href="#dynamicrequest">36</a></strong><br>
 <strong>threading module, <a href="#threading">30</a></strong><br>
 <strong>time module, <a href="#progressbar">34</a>, <a href="#stopwatch">36</a></strong><br>
 <strong>tuples, <a href="#tuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 21c4553d5..61fa07c2e 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -48,7 +48,7 @@ <h3 id="e">E</h3>
 <strong>eval function, 33</strong><br>
 <strong>exceptions, 20-21, 23, 35</strong>  </p>
 <h3 id="f">F</h3>
-<p><strong>files, 23</strong><br>
+<p><strong>files, 22-26, 28, 46</strong><br>
 <strong>filter function, 11</strong><br>
 <strong>floats, 4, 6, 7</strong><br>
 <strong>format, 6-7</strong><br>
@@ -62,7 +62,7 @@ <h3 id="h">H</h3>
 <p><strong>hashable, 15, 16</strong><br>
 <strong>hexadecimal representation, 7, 8, 28</strong>  </p>
 <h3 id="i">I</h3>
-<p><strong>image, 25, 39-40, 42-43</strong><br>
+<p><strong>image, 35, 39-40, 42-43</strong><br>
 <strong>inline, 11-12, 15, 20</strong><br>
 <strong>input function, 22</strong><br>
 <strong>introspection, 31</strong><br>
@@ -92,10 +92,9 @@ <h3 id="n">N</h3>
 <strong>nonlocal keyword, 12</strong><br>
 <strong>numpy library, 37-38</strong>  </p>
 <h3 id="o">O</h3>
-<p><strong>open function, 22-23</strong><br>
+<p><strong>open function, 17, 22-23, 25, 26, 28</strong><br>
 <strong>operator module, 31</strong><br>
-<strong>os commands, 24-25</strong><br>
-<strong>os module, 23, 24-25</strong>  </p>
+<strong>os commands, 23-25</strong>  </p>
 <h3 id="p">P</h3>
 <p><strong>pandas library, 44-48</strong><br>
 <strong>partial function, 12, 20</strong><br>
@@ -135,12 +134,12 @@ <h3 id="s">S</h3>
 <strong>synthesizer, 41</strong><br>
 <strong>sys module, 15, 21-22</strong> </p>
 <h3 id="t">T</h3>
-<p><strong>table, 34</strong><br>
-<strong>template function, 36</strong><br>
+<p><strong>table, 27, 34, 45-46</strong><br>
+<strong>template, 6, 36</strong><br>
 <strong>threading module, 30</strong><br>
 <strong>time module, 34, 36</strong><br>
 <strong>tuples, 3, 4, 11</strong><br>
-<strong>type, 4, 31</strong>  </p>
+<strong>type, 4, 31-32</strong>  </p>
 <h3 id="w">W</h3>
 <p><strong>wave module, 40-41</strong><br>
 <strong>web, 36</strong>  </p> 

From 46aecb1e9776f6204dbd5cdf0c8d04fe556f4f81 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 24 Nov 2020 07:51:01 +0100
Subject: [PATCH 0197/1007] Index

---
 pdf/index_for_pdf.html       | 20 ++++++++++----------
 pdf/index_for_pdf_print.html | 12 ++++++------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index a0adbc0b1..6589c0ae1 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -12,15 +12,15 @@ <h3 id="a">A</h3>
 <strong>asyncio module, <a href="#coroutines">33</a></strong><br>
 <strong>audio, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a>, <a href="#sound">42</a></strong>  </p>
 <h3 id="b">B</h3>
-<p><strong>beautifulsoup library, <a href="#scraping">35</a></strong><br>
+<p><strong>beautifulsoup library, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a></strong><br>
 <strong>binary representation, <a href="#ints">7</a>, <a href="#binhex">8</a></strong><br>
 <strong>bitwise operators, <a href="#bitwiseoperators">8</a></strong><br>
 <strong>bottle library, <a href="#web">36</a></strong><br>
-<strong>bytes, <a href="#bytes">28</a></strong>  </p>
+<strong>bytes, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#pickle">25</a>, <a href="#bytes">28</a>-<a href="#integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">29</a></strong>  </p>
 <h3 id="c">C</h3>
 <p><strong>cache, <a href="#lrucache">13</a></strong><br>
 <strong>callable, <a href="#callable">17</a></strong><br>
-<strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#abcsequence">19</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
+<strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#inline-2">20</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
 <strong>closure, <a href="#closure">12</a>-<a href="#decorator">13</a></strong><br>
 <strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
 <strong>collections module, <a href="#dictionary">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
@@ -55,14 +55,14 @@ <h3 id="f">F</h3>
 <strong>functools module, <a href="#mapfilterreduce">11</a>, <a href="#partial">12</a>, <a href="#debuggerexample">13</a>, <a href="#sortable">16</a></strong><br>
 <strong>futures, <a href="#threadpoolexecutor">30</a></strong>  </p>
 <h3 id="g">G</h3>
-<p><strong>generators, <a href="#generator">4</a>, <a href="#comprehensions">11</a></strong><br>
+<p><strong>generators, <a href="#generator">4</a>, <a href="#comprehensions">11</a>, <a href="#iterator-1">17</a></strong><br>
 <strong>global keyword, <a href="#nonlocal">12</a></strong><br>
 <strong>gui, <a href="#pysimplegui">48</a></strong>  </p>
 <h3 id="h">H</h3>
 <p><strong>hashable, <a href="#dataclass">15</a>, <a href="#hashable">16</a></strong><br>
 <strong>hexadecimal representation, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong>  </p>
 <h3 id="i">I</h3>
-<p><strong>image, <a href="#scraping">35</a>, <a href="#image">39</a>-<a href="#animation">40</a>, <a href="#surface">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
+<p><strong>image, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a>, <a href="#image">39</a>-<a href="#animation">40</a>, <a href="#surface">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
 <strong>inline, <a href="#otheruses">11</a>-<a href="#namedtupleenumdataclass">12</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
 <strong>input function, <a href="#input">22</a></strong><br>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
@@ -77,10 +77,10 @@ <h3 id="l">L</h3>
 <p><strong>lambda, <a href="#lambda">11</a></strong><br>
 <strong>list comprehension, <a href="#comprehensions">11</a></strong><br>
 <strong>lists, <a href="#list">1</a>-<a href="#list">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
-<strong>locks, <a href="#lock">29</a>, <a href="#coroutines">33</a></strong><br>
+<strong>locks, <a href="#lock">30</a>, <a href="#coroutines">33</a></strong><br>
 <strong>logging, <a href="#logging">35</a></strong>  </p>
 <h3 id="m">M</h3>
-<p><strong>main function, <a href="#main">1</a>, <a href="#basicscripttemplate">41</a></strong><br>
+<p><strong>main function, <a href="#main">1</a>, <a href="#basicscripttemplate">49</a></strong><br>
 <strong>map function, <a href="#mapfilterreduce">11</a>, <a href="#operator">31</a></strong><br>
 <strong>math module, <a href="#math">7</a></strong><br>
 <strong>memoryviews, <a href="#memoryview">29</a></strong><br>
@@ -101,7 +101,7 @@ <h3 id="p">P</h3>
 <strong>path, <a href="#path">23</a>-<a href="#direntry">24</a></strong><br>
 <strong>pickle module, <a href="#pickle">25</a></strong><br>
 <strong>pillow library, <a href="#image">39</a></strong><br>
-<strong>plotting, <a href="#plot">34</a>, <a href="#plotly">47</a></strong><br>
+<strong>plotting, <a href="#plot">34</a>, <a href="#plotly">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>print function, <a href="#print">22</a></strong><br>
 <strong>profiling, <a href="#profiling">36</a>-<a href="#timingasnippet">37</a></strong><br>
 <strong>progress bar, <a href="#progressbar">34</a></strong><br>
@@ -115,7 +115,7 @@ <h3 id="r">R</h3>
 <strong>recursion, <a href="#lrucache">13</a></strong><br>
 <strong>reduce function, <a href="#mapfilterreduce">11</a>, <a href="#operator">31</a></strong><br>
 <strong>regular expressions, <a href="#regex">5</a>-<a href="#specialsequences">6</a></strong><br>
-<strong>requests library, <a href="#scraping">35</a>, <a href="#test">36</a></strong>  </p>
+<strong>requests library, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a>, <a href="#test">36</a></strong>  </p>
 <h3 id="s">S</h3>
 <p><strong>scraping, <a href="#scraping">35</a>, <a href="#basicmariobrothersexample">43</a>, <a href="#encodedecode">46</a>, <a href="#coviddeathsbycontinent">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>sequence, <a href="#abstractbaseclasses">4</a>, <a href="#sequence">18</a>-<a href="#abcsequence">19</a></strong><br>
@@ -132,7 +132,7 @@ <h3 id="s">S</h3>
 <strong>subprocess module, <a href="#sends11tothebasiccalculatorandcapturesitsoutput">25</a></strong><br>
 <strong>super function, <a href="#inheritance">14</a></strong><br>
 <strong>synthesizer, <a href="#synthesizer">41</a></strong><br>
-<strong>sys module, <a href="#lrucache">15</a>, <a href="#exit">21</a>-<a href="#print">22</a></strong> </p>
+<strong>sys module, <a href="#lrucache">13</a>, <a href="#exit">21</a>-<a href="#print">22</a></strong> </p>
 <h3 id="t">T</h3>
 <p><strong>table, <a href="#example">27</a>, <a href="#table">34</a>, <a href="#dataframe">45</a>-<a href="#encodedecode">46</a></strong><br>
 <strong>template, <a href="#format">6</a>, <a href="#dynamicrequest">36</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 61fa07c2e..806bc81b3 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -16,11 +16,11 @@ <h3 id="b">B</h3>
 <strong>binary representation, 7, 8</strong><br>
 <strong>bitwise operators, 8</strong><br>
 <strong>bottle library, 36</strong><br>
-<strong>bytes, 28</strong>  </p>
+<strong>bytes, 22-23, 25, 28-29</strong>  </p>
 <h3 id="c">C</h3>
 <p><strong>cache, 13</strong><br>
 <strong>callable, 17</strong><br>
-<strong>class, 4, 14-19, 31-32</strong><br>
+<strong>class, 4, 14-20, 31-32</strong><br>
 <strong>closure, 12-13</strong><br>
 <strong>collection, 4, 18, 19</strong><br>
 <strong>collections module, 2, 3, 4, 19, 29</strong><br>
@@ -55,7 +55,7 @@ <h3 id="f">F</h3>
 <strong>functools module, 11, 12, 13, 16</strong><br>
 <strong>futures, 30</strong>  </p>
 <h3 id="g">G</h3>
-<p><strong>generators, 4, 11</strong><br>
+<p><strong>generators, 4, 11, 17</strong><br>
 <strong>global keyword, 12</strong><br>
 <strong>gui, 48</strong>  </p>
 <h3 id="h">H</h3>
@@ -77,10 +77,10 @@ <h3 id="l">L</h3>
 <p><strong>lambda, 11</strong><br>
 <strong>list comprehension, 11</strong><br>
 <strong>lists, 1-2, 4, 11, 19, 21</strong><br>
-<strong>locks, 29, 33</strong><br>
+<strong>locks, 30, 33</strong><br>
 <strong>logging, 35</strong>  </p>
 <h3 id="m">M</h3>
-<p><strong>main function, 1, 41</strong><br>
+<p><strong>main function, 1, 49</strong><br>
 <strong>map function, 11, 31</strong><br>
 <strong>math module, 7</strong><br>
 <strong>memoryviews, 29</strong><br>
@@ -132,7 +132,7 @@ <h3 id="s">S</h3>
 <strong>subprocess module, 25</strong><br>
 <strong>super function, 14</strong><br>
 <strong>synthesizer, 41</strong><br>
-<strong>sys module, 15, 21-22</strong> </p>
+<strong>sys module, 13, 21-22</strong> </p>
 <h3 id="t">T</h3>
 <p><strong>table, 27, 34, 45-46</strong><br>
 <strong>template, 6, 36</strong><br>

From ffbd440e23b25c63f8d8aa6ccdc1f82ee66bf864 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 24 Nov 2020 10:16:19 +0100
Subject: [PATCH 0198/1007] Index

---
 pdf/index_for_pdf.html       | 10 +++++-----
 pdf/index_for_pdf_print.html |  6 +++---
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 6589c0ae1..cd2c530e2 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -10,13 +10,13 @@ <h3 id="a">A</h3>
 <strong>arguments, <a href="#arguments">10</a>, <a href="#partial">12</a>, <a href="#commandlinearguments">22</a></strong><br>
 <strong>arrays, <a href="#array">29</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a></strong><br>
 <strong>asyncio module, <a href="#coroutines">33</a></strong><br>
-<strong>audio, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a>, <a href="#sound">42</a></strong>  </p>
+<strong>audio, <a href="#audio">40</a>-<a href="#synthesizer">41</a>, <a href="#sound">42</a></strong>  </p>
 <h3 id="b">B</h3>
 <p><strong>beautifulsoup library, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a></strong><br>
 <strong>binary representation, <a href="#ints">7</a>, <a href="#binhex">8</a></strong><br>
 <strong>bitwise operators, <a href="#bitwiseoperators">8</a></strong><br>
 <strong>bottle library, <a href="#web">36</a></strong><br>
-<strong>bytes, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#pickle">25</a>, <a href="#bytes">28</a>-<a href="#integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">29</a></strong>  </p>
+<strong>bytes, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#pickle">25</a>, <a href="#bytes">28</a>-<a href="#memoryview">29</a></strong>  </p>
 <h3 id="c">C</h3>
 <p><strong>cache, <a href="#lrucache">13</a></strong><br>
 <strong>callable, <a href="#callable">17</a></strong><br>
@@ -100,7 +100,7 @@ <h3 id="p">P</h3>
 <strong>partial function, <a href="#partial">12</a>, <a href="#userdefinedfunctionscannotbevaluessotheymustbewrapped">20</a></strong><br>
 <strong>path, <a href="#path">23</a>-<a href="#direntry">24</a></strong><br>
 <strong>pickle module, <a href="#pickle">25</a></strong><br>
-<strong>pillow library, <a href="#image">39</a></strong><br>
+<strong>pillow library, <a href="#image">39</a>-<a href="#animation">40</a></strong><br>
 <strong>plotting, <a href="#plot">34</a>, <a href="#plotly">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>print function, <a href="#print">22</a></strong><br>
 <strong>profiling, <a href="#profiling">36</a>-<a href="#timingasnippet">37</a></strong><br>
@@ -132,9 +132,9 @@ <h3 id="s">S</h3>
 <strong>subprocess module, <a href="#sends11tothebasiccalculatorandcapturesitsoutput">25</a></strong><br>
 <strong>super function, <a href="#inheritance">14</a></strong><br>
 <strong>synthesizer, <a href="#synthesizer">41</a></strong><br>
-<strong>sys module, <a href="#lrucache">13</a>, <a href="#exit">21</a>-<a href="#print">22</a></strong> </p>
+<strong>sys module, <a href="#lrucache">13</a>, <a href="#exit">21</a>-<a href="#commandlinearguments">22</a></strong> </p>
 <h3 id="t">T</h3>
-<p><strong>table, <a href="#example">27</a>, <a href="#table">34</a>, <a href="#dataframe">45</a>-<a href="#encodedecode">46</a></strong><br>
+<p><strong>table, <a href="#csv">26</a>, <a href="#example">27</a>, <a href="#table">34</a>, <a href="#numpy">37</a>-<a href="#indexing">38</a>, <a href="#dataframe">45</a>-<a href="#aggregatetransformmap-1">46</a></strong><br>
 <strong>template, <a href="#format">6</a>, <a href="#dynamicrequest">36</a></strong><br>
 <strong>threading module, <a href="#threading">30</a></strong><br>
 <strong>time module, <a href="#progressbar">34</a>, <a href="#stopwatch">36</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 806bc81b3..d7d786d34 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -100,8 +100,8 @@ <h3 id="p">P</h3>
 <strong>partial function, 12, 20</strong><br>
 <strong>path, 23-24</strong><br>
 <strong>pickle module, 25</strong><br>
-<strong>pillow library, 39</strong><br>
-<strong>plotting, 34, 47</strong><br>
+<strong>pillow library, 39-40</strong><br>
+<strong>plotting, 34, 47-48</strong><br>
 <strong>print function, 22</strong><br>
 <strong>profiling, 36-37</strong><br>
 <strong>progress bar, 34</strong><br>
@@ -134,7 +134,7 @@ <h3 id="s">S</h3>
 <strong>synthesizer, 41</strong><br>
 <strong>sys module, 13, 21-22</strong> </p>
 <h3 id="t">T</h3>
-<p><strong>table, 27, 34, 45-46</strong><br>
+<p><strong>table, 26, 27, 34, 37-38, 45-46</strong><br>
 <strong>template, 6, 36</strong><br>
 <strong>threading module, 30</strong><br>
 <strong>time module, 34, 36</strong><br>

From 3fc61a53045f920a8e6ad0a10399874b2a5879d2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 24 Nov 2020 10:17:20 +0100
Subject: [PATCH 0199/1007] Renamed HOW_TO_CREATE_PDF.md

---
 pdf/{HOW_TO_CREATE_PDF.md => README.md} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename pdf/{HOW_TO_CREATE_PDF.md => README.md} (100%)

diff --git a/pdf/HOW_TO_CREATE_PDF.md b/pdf/README.md
similarity index 100%
rename from pdf/HOW_TO_CREATE_PDF.md
rename to pdf/README.md

From a7e519556fab163c8f355b090bc19fa9c81f8884 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 26 Nov 2020 09:21:00 +0100
Subject: [PATCH 0200/1007] Updated pdf readme and faq

---
 pdf/README.md |  6 ++++--
 web/faq.html  | 14 +++++++++-----
 2 files changed, 13 insertions(+), 7 deletions(-)

diff --git a/pdf/README.md b/pdf/README.md
index 5d32f83a3..98d90e8ad 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -14,8 +14,10 @@ Printing to PDF
 ### Normal PDF
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf.html` file and save.
+* Change brightness of comments by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
+* Change lightness (L) percentage to 77%.
 * Open `index.html` in Chrome and select 'Print...'.
-* Select destination 'Save as PDF', paper size 'A4', margins and scale 'Default' and no headers and footers and save.
+* Select destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 50 pages long).
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
@@ -33,7 +35,7 @@ Printing to PDF
 * 58% for the comments.
 * Individually change brightness of every comment line that starts with: `# $ pip3 install
  ...` and of comments in basic script template to 57%, by adding `color: hsla(0, 0%, 57%, 1);` to their element.style.
-* Select 'Print...' and destination 'Save as PDF', paper size 'A4', margins and scale 'Default' and no headers and footers and save.
+* Select 'Print...' with destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 50 pages long).
 
 Adding headers and footers to PDF (the same for both files)
 -----------------------------------------------------------
diff --git a/web/faq.html b/web/faq.html
index 7b0374a46..088ed6110 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -4,7 +4,7 @@
 
 <details open><summary><strong>What is the best way to use it?</strong></summary><br>
     I keep the text file open on separate desktop at all times. It is also in a different text editor than the one I usually use, so it's easier to switch to with <code>Ctrl+↹</code> / <code>⌘↹</code>. Cheatsheet consists of minimal text and short examples so things are easy to find with <code>Ctrl+F</code> / <code>⌘F</code>. If you're on the webpage, searching for <code>'#<name>'</code> will only search for the titles.<br><br>
-    I also keep the Python console open at all times to test little snippets of code, to check out the available functions of a module using code completion and above all, to use <code>help(<module/object/function/type>)</code> command. If something is still unclear, then I search the Python docs by googling <code>'python docs <module/function>'</code>.
+    I also keep the Python console open at all times to test little snippets of code, to check out the available functions of a module using code completion and above all, to use <code>help(<module/object/function/type/str>)</code> command. If something is still unclear, then I search the Python docs by googling <code>'python docs <module/function>'</code>.
 </details><br>
 
 <details open><summary><strong>What does the '<type>' signify?</strong></summary><br>
@@ -32,12 +32,16 @@
     Check out <a href="https://google.github.io/styleguide/pyguide.html">Google Style Guide</a> and use <code>Ctrl+Alt+L</code> / <code>⌥⌘L</code> shortcut in PyCharm to automatically reformat code.
 </details><br>
 
-<details open><summary><strong>Why are import statements, virtual environment, tests, packaging and installation not covered?</strong></summary><br>
+<details open><summary><strong>Why are there no blank lines between method definitions?</strong></summary><br>
+    This way classes can be copy-pasted into the Python console, which would otherwise raise IndentationError.
+</details><br>
+
+<details open><summary><strong>Why are import statements, virtual environments and tests not covered?</strong></summary><br>
     Check out <a href="https://docs.python-guide.org/">The Hitchhiker’s Guide to Python</a> for a nice overview of the mentioned topics.
 </details><br>
 
-<details open><summary><strong>Why is Django not covered?</strong></summary><br>
-    Maybe it will be in the future. For now, here is a nice <a href="https://github.com/kickstartcoding/cheatsheets/blob/master/build/topical/django.jpg">Django cheatsheet</a>.
+<details open><summary><strong>Why are Flask and Django not covered?</strong></summary><br>
+    Maybe they will be in the future. For now, here is a nice <a href="https://github.com/kickstartcoding/cheatsheets/blob/master/build/topical/django.jpg">Django cheatsheet</a>.
 </details><br>
 
 <details open><summary><strong>Why are there no concrete Regex examples?</strong></summary><br>
@@ -49,7 +53,7 @@
 </details><br>
 
 <details open><summary><strong>Why is staticmethod decorator not covered in Class section?</strong></summary><br>
-    Because it's of very limited use and is easy to mix up with classmethod.
+    Because it is of very limited use and is easy to mix up with classmethod.
 </details><br>
 
 <details open><summary><strong>Why are descriptors not covered?</strong></summary><br>

From fab2ef93ed340e4266455138cb280f2c901a42e0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 27 Nov 2020 09:53:38 +0100
Subject: [PATCH 0201/1007] Operator

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 19899fe64..1172e2255 100644
--- a/README.md
+++ b/README.md
@@ -2116,7 +2116,7 @@ Operator
 ```python
 from operator import add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 from operator import eq, ne, lt, le, gt, ge
-from operator import and_, or_, not_
+from operator import and_, or_, xor, not_
 from operator import itemgetter, attrgetter, methodcaller
 ```
 
diff --git a/index.html b/index.html
index 0a71ee190..cc252c5f2 100644
--- a/index.html
+++ b/index.html
@@ -1870,7 +1870,7 @@
 </code></pre>
 <div><h2 id="operator"><a href="#operator" name="operator">#</a>Operator</h2><p><strong>Module of functions that provide the functionality of operators.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 <span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> eq, ne, lt, le, gt, ge
-<span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> and_, or_, not_
+<span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> and_, or_, xor, not_
 <span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> itemgetter, attrgetter, methodcaller
 </code></pre></div>
 

From 75e53004ea9a415ad1f90835a11e6089b236988d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 28 Nov 2020 15:23:06 +0100
Subject: [PATCH 0202/1007] New plots and exceptions fix

---
 README.md            |   3 +-
 index.html           |   6 +-
 pdf/README.md        |   7 +-
 web/covid_cases.js   | 632 +++++++++++++++++++++++---------------
 web/covid_cases.png  | Bin 51969 -> 53006 bytes
 web/covid_deaths.js  | 710 ++++++++++++++++++++++++++++---------------
 web/covid_deaths.png | Bin 47446 -> 45078 bytes
 web/template.html    |   4 +-
 8 files changed, 851 insertions(+), 511 deletions(-)

diff --git a/README.md b/README.md
index 1172e2255..c5ab9cbec 100644
--- a/README.md
+++ b/README.md
@@ -1415,7 +1415,6 @@ BaseException
       |    +-- KeyError           # Raised when a dictionary key or set element is not found.
       +-- NameError               # Raised when a variable name is not found.
       +-- OSError                 # Errors such as “file not found” or “disk full” (see Open).
-
       |    +-- FileNotFoundError  # When a file or directory is requested but doesn't exist.
       +-- RuntimeError            # Raised by errors that don't fall into other categories.
       |    +-- RecursionError     # Raised when the maximum recursion depth is exceeded.
@@ -3369,7 +3368,7 @@ continents = pd.read_csv('https://datahub.io/JohnSnowLabs/country-and-continent-%20df%20=%20pd.merge(covid,%20continents,%20left_on='iso_code', right_on='Three_Letter_Country_Code')
 df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
 df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-df = df[('2020-03-14' < df.date) & (df.date < '2020-11-08')]
+df = df[('2020-03-14' < df.date) & (df.date < '2020-11-25')]
 df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
diff --git a/index.html b/index.html
index cc252c5f2..3686d2fa2 100644
--- a/index.html
+++ b/index.html
@@ -213,7 +213,7 @@
 
 <body>
   <header>
-    <aside>November 10, 2020</aside>
+    <aside>November 25, 2020</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -2859,7 +2859,7 @@
 df = pd.merge(covid, continents, left_on=<span class="hljs-string">'iso_code'</span>, right_on=<span class="hljs-string">'Three_Letter_Country_Code'</span>)
 df = df.groupby([<span class="hljs-string">'Continent_Name'</span>, <span class="hljs-string">'date'</span>]).sum().reset_index()
 df[<span class="hljs-string">'Total Deaths per Million'</span>] = df.total_deaths * <span class="hljs-number">1e6</span> / df.population
-df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-11-08'</span>)]
+df = df[(<span class="hljs-string">'2020-03-14'</span> < df.date) & (df.date < <span class="hljs-string">'2020-11-25'</span>)]
 df = df.rename({<span class="hljs-string">'date'</span>: <span class="hljs-string">'Date'</span>, <span class="hljs-string">'Continent_Name'</span>: <span class="hljs-string">'Continent'</span>}, axis=<span class="hljs-string">'columns'</span>)
 line(df, x=<span class="hljs-string">'Date'</span>, y=<span class="hljs-string">'Total Deaths per Million'</span>, color=<span class="hljs-string">'Continent'</span>).show()
 </code></pre></div>
@@ -2991,7 +2991,7 @@
  
 
   <footer>
-    <aside>November 10, 2020</aside>
+    <aside>November 25, 2020</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/pdf/README.md b/pdf/README.md
index 98d90e8ad..75d225de6 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -17,7 +17,7 @@ Printing to PDF
 * Change brightness of comments by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
 * Change lightness (L) percentage to 77%.
 * Open `index.html` in Chrome and select 'Print...'.
-* Select destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 50 pages long).
+* Select destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
@@ -35,7 +35,7 @@ Printing to PDF
 * 58% for the comments.
 * Individually change brightness of every comment line that starts with: `# $ pip3 install
  ...` and of comments in basic script template to 57%, by adding `color: hsla(0, 0%, 57%, 1);` to their element.style.
-* Select 'Print...' with destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 50 pages long).
+* Select 'Print...' with destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
 
 Adding headers and footers to PDF (the same for both files)
 -----------------------------------------------------------
@@ -46,7 +46,8 @@ Adding headers and footers to PDF (the same for both files)
 * Select 'Edit PDF' tab and add headers and footers by clicking 'Header & Footer' button, selecting a preset from 'Saved Settings' dropdown menu and clicking ok. Repeat the process for each preset.
 * If presets get lost, the font and the margins are as follow: Borders: left-line: 0.6, left-text: 0.8, top-line: 11.4, bottom-text: 0.27, right-text-odd: 0.57, font-name: menlo, font-size: 8.
 * Set title and author by selecting 'File/Properties...'.
-* Save in Adobe, Optimized format.
+* Save the progress by running 'Save as' in 'Adobe PDF format'.
+* Run 'Save as' again, this time in 'Adobe optimized format', so that Menlo font error gets fixed.
 
 Printing the PDF
 ----------------
diff --git a/web/covid_cases.js b/web/covid_cases.js
index 5522242a2..b6305c98b 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -269,7 +269,24 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-11-05",
                 "2020-11-06",
                 "2020-11-07",
-                "2020-11-08"
+                "2020-11-08",
+                "2020-11-09",
+                "2020-11-10",
+                "2020-11-11",
+                "2020-11-12",
+                "2020-11-13",
+                "2020-11-14",
+                "2020-11-15",
+                "2020-11-16",
+                "2020-11-17",
+                "2020-11-18",
+                "2020-11-19",
+                "2020-11-20",
+                "2020-11-21",
+                "2020-11-22",
+                "2020-11-23",
+                "2020-11-24",
+                "2020-11-25"
               ],
               "y": [
                 100.0,
@@ -529,9 +546,26 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 97.38663529709316,
                 98.17547185114833,
                 99.11907962047327,
-                100.012547330084,
-                100.55361441813406,
-                101.16727320355385
+                100.10595330282132,
+                101.03441408253919,
+                101.79996493869096,
+                102.51033598914871,
+                103.14584188320757,
+                103.64435790080016,
+                104.2223218394103,
+                104.64211148550294,
+                104.84055379148343,
+                104.95609398951513,
+                104.90016765776701,
+                104.89132705747815,
+                105.03406920958436,
+                105.07366215783658,
+                105.2191455042381,
+                105.24717539030853,
+                105.22621021412539,
+                105.27133064836063,
+                105.3489847170559,
+                105.42615505457347
               ],
               "yaxis": "y2"
             },
@@ -798,7 +832,24 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-11-05",
                 "2020-11-06",
                 "2020-11-07",
-                "2020-11-08"
+                "2020-11-08",
+                "2020-11-09",
+                "2020-11-10",
+                "2020-11-11",
+                "2020-11-12",
+                "2020-11-13",
+                "2020-11-14",
+                "2020-11-15",
+                "2020-11-16",
+                "2020-11-17",
+                "2020-11-18",
+                "2020-11-19",
+                "2020-11-20",
+                "2020-11-21",
+                "2020-11-22",
+                "2020-11-23",
+                "2020-11-24",
+                "2020-11-25"
               ],
               "y": [
                 100.0,
@@ -1058,9 +1109,26 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 116.02642648143858,
                 116.14824171723517,
                 116.0005988224007,
-                115.94975775853476,
-                116.04777923273136,
-                116.13725938396422
+                115.96195961386258,
+                115.80719897008687,
+                115.69860216482468,
+                115.55950071514197,
+                115.5084563337943,
+                115.15134850190285,
+                114.7669900590762,
+                114.5630156111975,
+                114.48939785036809,
+                114.53759533143624,
+                114.52051244113275,
+                114.52234302041104,
+                114.38080179552001,
+                114.08856795830941,
+                113.59174948080523,
+                113.09716721292324,
+                112.52673010114016,
+                111.90077506924476,
+                111.63409676766705,
+                111.39531345251345
               ],
               "yaxis": "y2"
             },
@@ -1327,7 +1395,24 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 "2020-11-05",
                 "2020-11-06",
                 "2020-11-07",
-                "2020-11-08"
+                "2020-11-08",
+                "2020-11-09",
+                "2020-11-10",
+                "2020-11-11",
+                "2020-11-12",
+                "2020-11-13",
+                "2020-11-14",
+                "2020-11-15",
+                "2020-11-16",
+                "2020-11-17",
+                "2020-11-18",
+                "2020-11-19",
+                "2020-11-20",
+                "2020-11-21",
+                "2020-11-22",
+                "2020-11-23",
+                "2020-11-24",
+                "2020-11-25"
               ],
               "y": [
                 100.0,
@@ -1587,9 +1672,26 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
                 149.1959992065398,
                 151.33938994876942,
                 153.21414189308825,
-                154.91851114530473,
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+                154.79926489373742,
+                156.86134317199955,
+                159.72298564540958,
+                162.20843046049214,
+                164.23922548716735,
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+                171.23315545579766,
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+                180.42541715923693,
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+                190.73562606228532,
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@@ -1856,7 +1958,24 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
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+                "2020-11-08",
+                "2020-11-09",
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+                "2020-11-11",
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+                "2020-11-13",
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+                "2020-11-19",
+                "2020-11-20",
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+                "2020-11-24",
+                "2020-11-25"
               ],
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index 7cf60fe25..5e13b1b2f 100644
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diff --git a/web/template.html b/web/template.html
index f32d63007..431c4080c 100644
--- a/web/template.html
+++ b/web/template.html
@@ -213,7 +213,7 @@
 
 <body>
   <header>
-    <aside>November 10, 2020</aside>
+    <aside>November 25, 2020</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -221,7 +221,7 @@
   <div id=main_container></div>
 
   <footer>
-    <aside>November 10, 2020</aside>
+    <aside>November 25, 2020</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 

From ca722ede5c742c5a4c414c7fc90b36b23db740b5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 28 Nov 2020 15:25:32 +0100
Subject: [PATCH 0203/1007] Updated empty_script.py

---
 web/empty_script.py | 414 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 414 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index 7ed16c768..c7dcfbe03 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -14942,4 +14942,418 @@
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+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
 

From 119bca5a68623fa0b68f849971511d7d2e558e0a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 30 Nov 2020 07:32:14 +0100
Subject: [PATCH 0204/1007] PDF readme

---
 pdf/README.md | 26 +++++++++++++++-----------
 1 file changed, 15 insertions(+), 11 deletions(-)

diff --git a/pdf/README.md b/pdf/README.md
index 75d225de6..71ab9a648 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -14,15 +14,17 @@ Printing to PDF
 ### Normal PDF
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf.html` file and save.
-* Change brightness of comments by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
+* Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
+* Change brightness of comments by right clicking on one of them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
 * Change lightness (L) percentage to 77%.
-* Open `index.html` in Chrome and select 'Print...'.
-* Select destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
+* Select 'Print...' with destination 'Save as PDF', paper size 'A4', 'Default' margins (top 10mm, right 9.5mm, bottom 8mm and left 10mm), 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
+* Check if plots were rendered correctly.
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf_print.html` file.
+* Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
 * Change all links in text to normal text and optionally add a page number in brackets like that: '(p. <num>)'. Links can be found with this regex: `<strong>.*a href.*</strong>`.
 * Save and open `index.html` in Chrome.
 * Change brightness of elements by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
@@ -35,19 +37,21 @@ Printing to PDF
 * 58% for the comments.
 * Individually change brightness of every comment line that starts with: `# $ pip3 install
  ...` and of comments in basic script template to 57%, by adding `color: hsla(0, 0%, 57%, 1);` to their element.style.
-* Select 'Print...' with destination 'Save as PDF', paper size 'A4', customised margins of top 10mm, right 9.5mm, bottom 5mm and left 10mm, 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
+* Select 'Print...' with destination 'Save as PDF', paper size 'A4', 'Default' margins (top 10mm, right 9.5mm, bottom 8mm and left 10mm), 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
+* Check if plots were rendered correctly.
 
 Adding headers and footers to PDF (the same for both files)
 -----------------------------------------------------------
 * Open the PDF file in Adobe Acrobat Pro DC.
-* Select 'Organize Pages' tab and remove last empty page.
+* Select 'Organize Pages'.
 * Right click on one of the pages and select 'Crop Pages...'.
-* In 'Change page size' section select 'A4' for 'Page Sizes' set 'XOffset' to  '0.1 in' and select page range All.
-* Select 'Edit PDF' tab and add headers and footers by clicking 'Header & Footer' button, selecting a preset from 'Saved Settings' dropdown menu and clicking ok. Repeat the process for each preset.
-* If presets get lost, the font and the margins are as follow: Borders: left-line: 0.6, left-text: 0.8, top-line: 11.4, bottom-text: 0.27, right-text-odd: 0.57, font-name: menlo, font-size: 8.
-* Set title and author by selecting 'File/Properties...'.
-* Save the progress by running 'Save as' in 'Adobe PDF format'.
-* Run 'Save as' again, this time in 'Adobe optimized format', so that Menlo font error gets fixed.
+* Select units: 'Inches'.
+* In 'Change page size' section select 'A4' for 'Page Sizes' and set 'XOffset' to '0.1 in'. Then click on 'YOffset' input field, so the x offset gets registered. Select page range 'All' and click OK.
+* Select 'Edit PDF' tab and add headers and footers by clicking 'Header & Footer' button, selecting a preset from 'Saved Settings' dropdown menu and clicking ok. Repeat the process for each preset. (If presets get lost, the font and the margins are as follow: Borders: left-line: 0.6, left-text: 0.8, top-line: 11.4, bottom-text: 0.27, right-text-odd: 0.57, font-name: menlo, font-size: 8.)
+* Select 'Organize Pages' tab and remove last empty page.
+* Set title to 'Comprehensive Python Cheatsheet' and author to 'Jure Šorn' by selecting 'File/Properties...'.
+* Save the progress by running 'Save as' in Format: 'Adobe PDF Files'.
+* Run 'Save as' again, this time in 'Adobe PDF Files, Optimized', so that Menlo font error gets fixed.
 
 Printing the PDF
 ----------------

From d23e87f1e873c1c4807ff39b75c82a5459817a6c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 1 Dec 2020 07:03:27 +0100
Subject: [PATCH 0205/1007] Threading

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c5ab9cbec..b87ccb7d9 100644
--- a/README.md
+++ b/README.md
@@ -2060,7 +2060,7 @@ from threading import Thread, RLock, Semaphore, Event, Barrier
 
 ### Lock
 ```python
-<lock> = RLock()
+<lock> = RLock()                      # Lock that can only be released by the owner.
 <lock>.acquire()                      # Waits for lock to be available.
 <lock>.release()                      # Makes the lock available again.
 ```
diff --git a/index.html b/index.html
index 3686d2fa2..1d03b8542 100644
--- a/index.html
+++ b/index.html
@@ -1832,7 +1832,7 @@
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'kwargs=<dict>'</span></code> to pass keyword arguments to the function.</strong></li>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'daemon=True'</span></code>, or the program will not be able to exit while the thread is alive.</strong></li>
 </ul>
-<div><h3 id="lock">Lock</h3><pre><code class="python language-python hljs"><lock> = RLock()
+<div><h3 id="lock">Lock</h3><pre><code class="python language-python hljs"><lock> = RLock()                      <span class="hljs-comment"># Lock that can only be released by the owner.</span>
 <lock>.acquire()                      <span class="hljs-comment"># Waits for lock to be available.</span>
 <lock>.release()                      <span class="hljs-comment"># Makes the lock available again.</span>
 </code></pre></div>

From f89456b0f8105164c6545b867efa94b8c957c3c4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 1 Dec 2020 09:17:05 +0100
Subject: [PATCH 0206/1007] SQLite

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index b87ccb7d9..e31cbb9dc 100644
--- a/README.md
+++ b/README.md
@@ -1855,8 +1855,8 @@ import sqlite3
 
 ### Write
 ```python
-<con>.execute('<query>')
-<con>.commit()
+<con>.execute('<query>')                        # Can raise a subclass of sqlite3.Error.
+<con>.commit()                                  # Commits all transactions since last commit.
 ```
 
 #### Or:
diff --git a/index.html b/index.html
index 1d03b8542..1a5e06243 100644
--- a/index.html
+++ b/index.html
@@ -1672,8 +1672,8 @@
 </code></pre></div>
 
 
-<div><h3 id="write-1">Write</h3><pre><code class="python language-python hljs"><con>.execute(<span class="hljs-string">'<query>'</span>)
-<con>.commit()
+<div><h3 id="write-1">Write</h3><pre><code class="python language-python hljs"><con>.execute(<span class="hljs-string">'<query>'</span>)                        <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
+<con>.commit()                                  <span class="hljs-comment"># Commits all transactions since last commit.</span>
 </code></pre></div>
 
 <div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <con>:

From 5772548643624813c050415e82d309daf55e7119 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 1 Dec 2020 15:35:15 +0100
Subject: [PATCH 0207/1007] Added remove_links.py script

---
 pdf/README.md       |  2 +-
 pdf/remove_links.py | 50 +++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 51 insertions(+), 1 deletion(-)
 create mode 100755 pdf/remove_links.py

diff --git a/pdf/README.md b/pdf/README.md
index 71ab9a648..dd4377463 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -25,7 +25,7 @@ Printing to PDF
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf_print.html` file.
 * Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
-* Change all links in text to normal text and optionally add a page number in brackets like that: '(p. <num>)'. Links can be found with this regex: `<strong>.*a href.*</strong>`.
+* Change all links in text to normal text and add a page number in brackets like that: '(p. <num>)' by running 'pdf/remove_links.py' (Links can be found with this regex: `<strong>.*a href.*</strong>`).
 * Save and open `index.html` in Chrome.
 * Change brightness of elements by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
 * Change lightness (L) percentage to:
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
new file mode 100755
index 000000000..74d0a2252
--- /dev/null
+++ b/pdf/remove_links.py
@@ -0,0 +1,50 @@
+#!/usr/bin/env python3
+#
+# Usage: ./remove_links.py
+# Removes links from index.html and adds page numbers in brackets instead (p. XX).
+
+from pathlib import Path
+
+
+MATCHES = {
+    '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module operator (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.</strong>',
+    '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s <a href="#class">repr()</a> method, instead of <a href="#class">str()</a>, to get a string.</strong>': '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s repr() method, instead of str(), to get a string (p. 14).</strong>',
+    '<strong>Default_factory can be any <a href="#callable">callable</a>.</strong>': '<strong>Default_factory can be any callable (p. 17).</strong>',
+    '<strong>Iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',
+    '<strong>Objects returned by the <a href="#itertools">itertools</a> module, such as count, repeat and cycle.</strong>': '<strong>Objects returned by the itertools module, such as count, repeat and cycle (p. 3).</strong>',
+    '<strong>Generators returned by the <a href="#generator">generator functions</a> and <a href="#comprehensions">generator expressions</a>.</strong>': '<strong>Generators returned by the generator functions (p. 4) and generator expressions (p. 11).</strong>',
+    '<strong>File objects returned by the <a href="#open">open()</a> function, etc.</strong>': '<strong>File objects returned by the open() function (p. 22), etc.</strong>',
+    '<strong>Another solution in this particular case is to use built-in functions and_() and or_() from the module <a href="#operator">operator</a>.</strong>': '<strong>Another solution in this particular case is to use built-in functions and_() and or_() from the module operator (p. 31).</strong>',
+    '<strong>Functions report OS related errors by raising either OSError or one of its <a href="#exceptions-1">subclasses</a>.</strong>': '<strong>Functions report OS related errors by raising OSError or one of its subclasses (p. 23).</strong>',
+    '<strong>Bools will be stored and returned as ints and dates as <a href="#encode">ISO formatted strings</a>.</strong>': '<strong>Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).</strong>',
+    '<strong>Asyncio module also provides its own <a href="#queue">Queue</a>, <a href="#semaphoreeventbarrier">Event</a>, <a href="#lock">Lock</a> and <a href="#semaphore-event-barrier">Semaphore</a> classes.</strong>': '<strong>Asyncio module also provides its own Queue, Event, Lock and Semaphore classes (p. 30).</strong>',
+}
+
+
+def main():
+    index_path = Path('..', 'index.html')
+    lines = read_file(index_path)
+    out = ''.join(lines)
+    for from_, to_ in MATCHES.items():
+        out = out.replace(from_, to_, 1)
+    write_to_file(index_path, out)
+
+
+###
+##  UTIL
+#
+
+def read_file(filename):
+    p = Path(__file__).resolve().parent / filename
+    with open(p, encoding='utf-8') as file:
+        return file.readlines()
+
+
+def write_to_file(filename, text):
+    p = Path(__file__).resolve().parent / filename
+    with open(p, 'w', encoding='utf-8') as file:
+        file.write(text)
+
+
+if __name__ == '__main__':
+    main()

From c8fe6f0daca735c240b176d8ea354c7ca3393ee1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 1 Dec 2020 16:49:09 +0100
Subject: [PATCH 0208/1007] Pdf readme cleanup

---
 pdf/README.md | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/pdf/README.md b/pdf/README.md
index dd4377463..5e81725d8 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -56,7 +56,3 @@ Adding headers and footers to PDF (the same for both files)
 Printing the PDF
 ----------------
 * Open a PDF that was optimized for printing in Chrome and print on A4 on both sides with default margins, scale 98% and no headers and footers.
-
-
-
-

From 9dbbb30e4b89ef385601293593053e6bcfe3b36f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 1 Dec 2020 18:06:59 +0100
Subject: [PATCH 0209/1007] Pdf readme

---
 pdf/README.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/pdf/README.md b/pdf/README.md
index 5e81725d8..9af207670 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -15,8 +15,7 @@ Printing to PDF
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf.html` file and save.
 * Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
-* Change brightness of comments by right clicking on one of them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
-* Change lightness (L) percentage to 77%.
+* Change brightness of comments by right clicking on one of them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows. Change lightness (L) percentage to 77%.
 * Select 'Print...' with destination 'Save as PDF', paper size 'A4', 'Default' margins (top 10mm, right 9.5mm, bottom 8mm and left 10mm), 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
 * Check if plots were rendered correctly.
 

From 63a4d1ab7c3ec7b0ae430404bb571ec176512511 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 2 Dec 2020 13:32:06 +0100
Subject: [PATCH 0210/1007] Updated highlights

---
 README.md     |  6 +++---
 index.html    | 14 +++++++-------
 parse.js      | 23 +++++++++++++++++++++++
 pdf/README.md |  9 ++++-----
 4 files changed, 37 insertions(+), 15 deletions(-)

diff --git a/README.md b/README.md
index e31cbb9dc..09654b0ff 100644
--- a/README.md
+++ b/README.md
@@ -2618,19 +2618,19 @@ indexes = <array>.argmin(axis)
 * **Axis is the index of a dimension that gets collapsed. The leftmost dimension has index 0.**
 
 ### Indexing
-```bash
+```python
 <el>       = <2d_array>[0, 0]        # First element.
 <1d_view>  = <2d_array>[0]           # First row.
 <1d_view>  = <2d_array>[:, 0]        # First column. Also [..., 0].
 <3d_view>  = <2d_array>[None, :, :]  # Expanded by dimension of size 1.
 ```
 
-```bash
+```python
 <1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
 <2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]
 ```
 
-```bash
+```python
 <2d_bools> = <2d_array> > 0
 <1d_array> = <2d_array>[<2d_bools>]
 ```
diff --git a/index.html b/index.html
index 1a5e06243..cb5d0911b 100644
--- a/index.html
+++ b/index.html
@@ -957,7 +957,7 @@
 </code></pre></div>
 
 <div><h3 id="constructoroverloading">Constructor Overloading</h3><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <<span class="hljs-title">name</span>>:</span>
-    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a=None)</span>:</span>
+    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a=<span class="hljs-keyword">None</span>)</span>:</span>
         self.a = a
 </code></pre></div>
 
@@ -2260,16 +2260,16 @@
 <li><strong>Shape is a tuple of dimension sizes.</strong></li>
 <li><strong>Axis is the index of a dimension that gets collapsed. The leftmost dimension has index 0.</strong></li>
 </ul>
-<div><h3 id="indexing">Indexing</h3><pre><code class="bash language-bash hljs"><el>       = <2d_array>[0, 0]        <span class="hljs-comment"># First element.</span>
-<1d_view>  = <2d_array>[0]           <span class="hljs-comment"># First row.</span>
-<1d_view>  = <2d_array>[:, 0]        <span class="hljs-comment"># First column. Also [..., 0].</span>
-<3d_view>  = <2d_array>[None, :, :]  <span class="hljs-comment"># Expanded by dimension of size 1.</span>
+<div><h3 id="indexing">Indexing</h3><pre><code class="python language-python hljs"><el>       = <2d_array>[<span class="hljs-number">0</span>, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First element.</span>
+<1d_view>  = <2d_array>[<span class="hljs-number">0</span>]           <span class="hljs-comment"># First row.</span>
+<1d_view>  = <2d_array>[:, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First column. Also [..., 0].</span>
+<3d_view>  = <2d_array>[<span class="hljs-keyword">None</span>, :, :]  <span class="hljs-comment"># Expanded by dimension of size 1.</span>
 </code></pre></div>
 
-<pre><code class="bash language-bash hljs"><1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
+<pre><code class="python language-python hljs"><1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
 <2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]
 </code></pre>
-<pre><code class="bash language-bash hljs"><2d_bools> = <2d_array> > 0
+<pre><code class="python language-python hljs"><2d_bools> = <2d_array> > <span class="hljs-number">0</span>
 <1d_array> = <2d_array>[<2d_bools>]
 </code></pre>
 <ul>
diff --git a/parse.js b/parse.js
index 2dc5b2028..2194ea0c1 100755
--- a/parse.js
+++ b/parse.js
@@ -37,6 +37,11 @@ const LRU_CACHE =
   '<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">fib</span><span class="hljs-params">(n)</span>:</span>\n' +
   '    <span class="hljs-keyword">return</span> n <span class="hljs-keyword">if</span> n < <span class="hljs-number">2</span> <span class="hljs-keyword">else</span> fib(n-<span class="hljs-number">2</span>) + fib(n-<span class="hljs-number">1</span>)\n';
 
+const CONSTRUCTOR_OVERLOADING =
+  '<span class="hljs-class"><span class="hljs-keyword">class</span> <<span class="hljs-title">name</span>>:</span>\n' +
+  '    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a=<span class="hljs-keyword">None</span>)</span>:</span>\n' +
+  '        self.a = a\n';
+
 const DATACLASS =
   '<span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass\n' +
   '<class> = make_dataclass(<span class="hljs-string">\'<class_name>\'</span>, <coll_of_attribute_names>)\n' +
@@ -71,6 +76,20 @@ const PROGRESS_BAR =
   '<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)\n' +
   'Processing: 100%|████████████████████| 3/3 [00:03<00:00,  1.00s/it]\n';
 
+const NUMPY_1 =
+  '<el>       = <2d_array>[<span class="hljs-number">0</span>, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First element.</span>\n' +
+  '<1d_view>  = <2d_array>[<span class="hljs-number">0</span>]           <span class="hljs-comment"># First row.</span>\n' +
+  '<1d_view>  = <2d_array>[:, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First column. Also [..., 0].</span>\n' +
+  '<3d_view>  = <2d_array>[<span class="hljs-keyword">None</span>, :, :]  <span class="hljs-comment"># Expanded by dimension of size 1.</span>\n';
+
+const NUMPY_2 =
+  '<1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]\n' +
+  '<2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]\n';
+
+const NUMPY_3 =
+  '<2d_bools> = <2d_array> > <span class="hljs-number">0</span>\n' +
+  '<1d_array> = <2d_array>[<2d_bools>]\n';
+
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +
   '$ pyinstaller script.py                        <span class="hljs-comment"># Compiles into \'./dist/script\' directory.</span>\n' +
@@ -506,12 +525,16 @@ function fixClasses() {
 
 function fixHighlights() {
   $(`code:contains(@lru_cache(maxsize=None))`).html(LRU_CACHE);
+  $(`code:contains((self, a=None):)`).html(CONSTRUCTOR_OVERLOADING);
   $(`code:contains(make_dataclass(\'<class_name>\')`).html(DATACLASS);
   $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
   $(`code:contains(os.rename)`).html(OS_RENAME);
   $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
   $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
+  $(`code:contains(<el>       = <2d_array>[0, 0])`).html(NUMPY_1);
+  $(`code:contains(<1d_array> = <2d_array>[<1d_row_indexes>)`).html(NUMPY_2);
+  $(`code:contains(<2d_bools> = <2d_array> > 0)`).html(NUMPY_3);
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
   $(`ul:contains(Only available in)`).html(INDEX);
 }
diff --git a/pdf/README.md b/pdf/README.md
index 9af207670..9e6a24984 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -21,11 +21,11 @@ Printing to PDF
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
+* Change all links in text to normal text and add a page number in brackets like that: '(p. <num>)' by running 'pdf/remove_links.py' (Links can be found with this regex: `<strong>.*a href.*</strong>`).
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf_print.html` file.
+* Save.
 * Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
-* Change all links in text to normal text and add a page number in brackets like that: '(p. <num>)' by running 'pdf/remove_links.py' (Links can be found with this regex: `<strong>.*a href.*</strong>`).
-* Save and open `index.html` in Chrome.
 * Change brightness of elements by right clicking on them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows.
 * Change lightness (L) percentage to:
 * 0% for the text.
@@ -34,8 +34,7 @@ Printing to PDF
 * 37% for the red text and function names (they use their own red).
 * 60% for the blue text and the text in the contents (it uses its own blue), but leave color of decorators and the `>>>` intact.
 * 58% for the comments.
-* Individually change brightness of every comment line that starts with: `# $ pip3 install
- ...` and of comments in basic script template to 57%, by adding `color: hsla(0, 0%, 57%, 1);` to their element.style.
+* Individually change brightness of every comment line that starts with: `# $ pip3 install` and of comments in basic script template to 57%, by adding `color: hsla(0, 0%, 57%, 1);` to their element.style.
 * Select 'Print...' with destination 'Save as PDF', paper size 'A4', 'Default' margins (top 10mm, right 9.5mm, bottom 8mm and left 10mm), 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
 * Check if plots were rendered correctly.
 
@@ -54,4 +53,4 @@ Adding headers and footers to PDF (the same for both files)
 
 Printing the PDF
 ----------------
-* Open a PDF that was optimized for printing in Chrome and print on A4 on both sides with default margins, scale 98% and no headers and footers.
+* Open the PDF that was optimized for printing in Chrome and print on A4 on both sides with default margins, scale 98% and no headers and footers.

From 4f145557985d42d9999afe088d8a9e357d25511f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 2 Dec 2020 13:50:04 +0100
Subject: [PATCH 0211/1007] Updated highlights

---
 README.md | 6 +++---
 parse.js  | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 09654b0ff..e31cbb9dc 100644
--- a/README.md
+++ b/README.md
@@ -2618,19 +2618,19 @@ indexes = <array>.argmin(axis)
 * **Axis is the index of a dimension that gets collapsed. The leftmost dimension has index 0.**
 
 ### Indexing
-```python
+```bash
 <el>       = <2d_array>[0, 0]        # First element.
 <1d_view>  = <2d_array>[0]           # First row.
 <1d_view>  = <2d_array>[:, 0]        # First column. Also [..., 0].
 <3d_view>  = <2d_array>[None, :, :]  # Expanded by dimension of size 1.
 ```
 
-```python
+```bash
 <1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
 <2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]
 ```
 
-```python
+```bash
 <2d_bools> = <2d_array> > 0
 <1d_array> = <2d_array>[<2d_bools>]
 ```
diff --git a/parse.js b/parse.js
index 2194ea0c1..0bdaf67be 100755
--- a/parse.js
+++ b/parse.js
@@ -532,9 +532,9 @@ function fixHighlights() {
   $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
   $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
-  $(`code:contains(<el>       = <2d_array>[0, 0])`).html(NUMPY_1);
-  $(`code:contains(<1d_array> = <2d_array>[<1d_row_indexes>)`).html(NUMPY_2);
-  $(`code:contains(<2d_bools> = <2d_array> > 0)`).html(NUMPY_3);
+  $(`code:contains(<el>       = <2d_array>[0, 0])`).html(NUMPY_1).removeClass().addClass("python language-python hljs");
+  $(`code:contains(<1d_array> = <2d_array>[<1d_row_indexes>)`).html(NUMPY_2).removeClass().addClass("python language-python hljs");
+  $(`code:contains(<2d_bools> = <2d_array> > 0)`).html(NUMPY_3).removeClass().addClass("python language-python hljs");
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
   $(`ul:contains(Only available in)`).html(INDEX);
 }

From 092a87a951e2e33269adc3a88fbaf95240eeac59 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 3 Dec 2020 13:04:09 +0100
Subject: [PATCH 0212/1007] Set

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e31cbb9dc..cff4140d5 100644
--- a/README.md
+++ b/README.md
@@ -113,7 +113,7 @@ Set
 
 ```python
 <set>.add(<el>)                                 # Or: <set> |= {<el>}
-<set>.update(<collection>)                      # Or: <set> |= <set>
+<set>.update(<collection> [, ...])              # Or: <set> |= <set>
 ```
 
 ```python
diff --git a/index.html b/index.html
index cb5d0911b..f0e265ba4 100644
--- a/index.html
+++ b/index.html
@@ -301,7 +301,7 @@
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><set>.add(<el>)                                 <span class="hljs-comment"># Or: <set> |= {<el>}</span>
-<set>.update(<collection>)                      <span class="hljs-comment"># Or: <set> |= <set></span>
+<set>.update(<collection> [, ...])              <span class="hljs-comment"># Or: <set> |= <set></span>
 </code></pre>
 <pre><code class="python language-python hljs"><set>  = <set>.union(<coll.>)                   <span class="hljs-comment"># Or: <set> | <set></span>
 <set>  = <set>.intersection(<coll.>)            <span class="hljs-comment"># Or: <set> & <set></span>

From ff37d93483a12394ebb9cca175ea1508721d73ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 3 Dec 2020 19:48:56 +0100
Subject: [PATCH 0213/1007] SQLite

---
 README.md  | 34 +++++++++++++++++-----------------
 index.html | 32 ++++++++++++++++----------------
 2 files changed, 33 insertions(+), 33 deletions(-)

diff --git a/README.md b/README.md
index cff4140d5..56535309a 100644
--- a/README.md
+++ b/README.md
@@ -1841,48 +1841,48 @@ SQLite
 **Opens a connection to the database file. Creates a new file if path doesn't exist.**
 ```python
 import sqlite3
-<con> = sqlite3.connect(<path>)                 # Also ':memory:'.
-<con>.close()                                   # Closes the connection.
+<conn> = sqlite3.connect(<path>)                # Also ':memory:'.
+<conn>.close()                                  # Closes the connection.
 ```
 
 ### Read
 **Returned values can be of type str, int, float, bytes or None.**
 ```python
-<cursor> = <con>.execute('<query>')             # Can raise a subclass of sqlite3.Error.
+<cursor> = <conn>.execute('<query>')            # Can raise a subclass of sqlite3.Error.
 <tuple>  = <cursor>.fetchone()                  # Returns next row. Also next(<cursor>).
 <list>   = <cursor>.fetchall()                  # Returns remaining rows. Also list(<cursor>).
 ```
 
 ### Write
 ```python
-<con>.execute('<query>')                        # Can raise a subclass of sqlite3.Error.
-<con>.commit()                                  # Commits all transactions since last commit.
+<conn>.execute('<query>')                       # Can raise a subclass of sqlite3.Error.
+<conn>.commit()                                 # Commits all transactions since last commit.
 ```
 
 #### Or:
 ```python
-with <con>:
-    <con>.execute('<query>')
+with <conn>:
+    <conn>.execute('<query>')
 ```
 
 ### Placeholders
 * **Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.**
 * **Bools will be stored and returned as ints and dates as [ISO formatted strings](#encode).**
 ```python
-<con>.execute('<query>', <list/tuple>)          # Replaces '?'s in query with values.
-<con>.execute('<query>', <dict/namedtuple>)     # Replaces ':<key>'s with values.
-<con>.executemany('<query>', <coll_of_above>)   # Runs execute() multiple times.
+<conn>.execute('<query>', <list/tuple>)         # Replaces '?'s in query with values.
+<conn>.execute('<query>', <dict/namedtuple>)    # Replaces ':<key>'s with values.
+<conn>.executemany('<query>', <coll_of_above>)  # Runs execute() multiple times.
 ```
 
 ### Example
-**In this example values are not actually saved because `'con.commit()'` is omitted!**
+**In this example values are not actually saved because `'conn.commit()'` is omitted!**
 
 ```python
->>> con = sqlite3.connect('test.db')
->>> con.execute('create table person (person_id integer primary key, name, height)')
->>> con.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+>>> conn = sqlite3.connect('test.db')
+>>> conn.execute('create table person (person_id integer primary key, name, height)')
+>>> conn.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
 1
->>> con.execute('select * from person').fetchall()
+>>> conn.execute('select * from person').fetchall()
 [(1, 'Jean-Luc', 187)]
 ``` 
 
@@ -1891,8 +1891,8 @@ with <con>:
 ```python
 # $ pip3 install mysql-connector
 from mysql import connector
-<con> = connector.connect(host=<str>, …)        # `user=<str>, password=<str>, database=<str>`.
-<cursor> = <con>.cursor()                       # Only cursor has execute method.
+<conn>   = connector.connect(host=<str>, …)     # `user=<str>, password=<str>, database=<str>`.
+<cursor> = <conn>.cursor()                      # Only cursor has execute method.
 <cursor>.execute('<query>')                     # Can raise a subclass of connector.Error.
 <cursor>.execute('<query>', <list/tuple>)       # Replaces '%s's in query with values.
 <cursor>.execute('<query>', <dict/namedtuple>)  # Replaces '%(<key>)s's with values.
diff --git a/index.html b/index.html
index f0e265ba4..b4adce797 100644
--- a/index.html
+++ b/index.html
@@ -1659,49 +1659,49 @@
 </code></pre></div>
 
 <div><h2 id="sqlite"><a href="#sqlite" name="sqlite">#</a>SQLite</h2><p><strong>Server-less database engine that stores each database into a separate file.</strong></p><div><h3 id="connect">Connect</h3><p><strong>Opens a connection to the database file. Creates a new file if path doesn't exist.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> sqlite3
-<con> = sqlite3.connect(<path>)                 <span class="hljs-comment"># Also ':memory:'.</span>
-<con>.close()                                   <span class="hljs-comment"># Closes the connection.</span>
+<conn> = sqlite3.connect(<path>)                <span class="hljs-comment"># Also ':memory:'.</span>
+<conn>.close()                                  <span class="hljs-comment"># Closes the connection.</span>
 </code></pre></div></div>
 
 
 
 
-<div><h3 id="read-1">Read</h3><p><strong>Returned values can be of type str, int, float, bytes or None.</strong></p><pre><code class="python language-python hljs"><cursor> = <con>.execute(<span class="hljs-string">'<query>'</span>)             <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
+<div><h3 id="read-1">Read</h3><p><strong>Returned values can be of type str, int, float, bytes or None.</strong></p><pre><code class="python language-python hljs"><cursor> = <conn>.execute(<span class="hljs-string">'<query>'</span>)            <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
 <tuple>  = <cursor>.fetchone()                  <span class="hljs-comment"># Returns next row. Also next(<cursor>).</span>
 <list>   = <cursor>.fetchall()                  <span class="hljs-comment"># Returns remaining rows. Also list(<cursor>).</span>
 </code></pre></div>
 
 
-<div><h3 id="write-1">Write</h3><pre><code class="python language-python hljs"><con>.execute(<span class="hljs-string">'<query>'</span>)                        <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
-<con>.commit()                                  <span class="hljs-comment"># Commits all transactions since last commit.</span>
+<div><h3 id="write-1">Write</h3><pre><code class="python language-python hljs"><conn>.execute(<span class="hljs-string">'<query>'</span>)                       <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
+<conn>.commit()                                 <span class="hljs-comment"># Commits all transactions since last commit.</span>
 </code></pre></div>
 
-<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <con>:
-    <con>.execute(<span class="hljs-string">'<query>'</span>)
+<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:
+    <conn>.execute(<span class="hljs-string">'<query>'</span>)
 </code></pre></div>
 
 <div><h3 id="placeholders">Placeholders</h3><ul>
 <li><strong>Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.</strong></li>
 <li><strong>Bools will be stored and returned as ints and dates as <a href="#encode">ISO formatted strings</a>.</strong></li>
-</ul><pre><code class="python language-python hljs"><con>.execute(<span class="hljs-string">'<query>'</span>, <list/tuple>)          <span class="hljs-comment"># Replaces '?'s in query with values.</span>
-<con>.execute(<span class="hljs-string">'<query>'</span>, <dict/namedtuple>)     <span class="hljs-comment"># Replaces ':<key>'s with values.</span>
-<con>.executemany(<span class="hljs-string">'<query>'</span>, <coll_of_above>)   <span class="hljs-comment"># Runs execute() multiple times.</span>
+</ul><pre><code class="python language-python hljs"><conn>.execute(<span class="hljs-string">'<query>'</span>, <list/tuple>)         <span class="hljs-comment"># Replaces '?'s in query with values.</span>
+<conn>.execute(<span class="hljs-string">'<query>'</span>, <dict/namedtuple>)    <span class="hljs-comment"># Replaces ':<key>'s with values.</span>
+<conn>.executemany(<span class="hljs-string">'<query>'</span>, <coll_of_above>)  <span class="hljs-comment"># Runs execute() multiple times.</span>
 </code></pre></div>
 
 
-<div><h3 id="example">Example</h3><p><strong>In this example values are not actually saved because <code class="python hljs"><span class="hljs-string">'con.commit()'</span></code> is omitted!</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>con = sqlite3.connect(<span class="hljs-string">'test.db'</span>)
-<span class="hljs-meta">>>> </span>con.execute(<span class="hljs-string">'create table person (person_id integer primary key, name, height)'</span>)
-<span class="hljs-meta">>>> </span>con.execute(<span class="hljs-string">'insert into person values (null, ?, ?)'</span>, (<span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)).lastrowid
+<div><h3 id="example">Example</h3><p><strong>In this example values are not actually saved because <code class="python hljs"><span class="hljs-string">'conn.commit()'</span></code> is omitted!</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>conn = sqlite3.connect(<span class="hljs-string">'test.db'</span>)
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'create table person (person_id integer primary key, name, height)'</span>)
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'insert into person values (null, ?, ?)'</span>, (<span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)).lastrowid
 <span class="hljs-number">1</span>
-<span class="hljs-meta">>>> </span>con.execute(<span class="hljs-string">'select * from person'</span>).fetchall()
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'select * from person'</span>).fetchall()
 [(<span class="hljs-number">1</span>, <span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)]
 </code></pre></div>
 
 
 <div><h3 id="mysql">MySQL</h3><p><strong>Has a very similar interface, with differences listed below.</strong></p><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install mysql-connector</span>
 <span class="hljs-keyword">from</span> mysql <span class="hljs-keyword">import</span> connector
-<con> = connector.connect(host=<str>, …)        <span class="hljs-comment"># `user=<str>, password=<str>, database=<str>`.</span>
-<cursor> = <con>.cursor()                       <span class="hljs-comment"># Only cursor has execute method.</span>
+<conn>   = connector.connect(host=<str>, …)     <span class="hljs-comment"># `user=<str>, password=<str>, database=<str>`.</span>
+<cursor> = <conn>.cursor()                      <span class="hljs-comment"># Only cursor has execute method.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>)                     <span class="hljs-comment"># Can raise a subclass of connector.Error.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>, <list/tuple>)       <span class="hljs-comment"># Replaces '%s's in query with values.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>, <dict/namedtuple>)  <span class="hljs-comment"># Replaces '%(<key>)s's with values.</span>

From 4c18e178ffd357bc1f995ed9a79fedd87298f906 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 3 Dec 2020 19:57:13 +0100
Subject: [PATCH 0214/1007] Duck types, Pandas

---
 README.md           | 6 +++---
 index.html          | 6 +++---
 parse.js            | 4 ++--
 pdf/remove_links.py | 2 +-
 4 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 56535309a..c8a8b1fe0 100644
--- a/README.md
+++ b/README.md
@@ -1237,7 +1237,7 @@ class MyCollection:
 * **Only required methods are len() and getitem().**
 * **Getitem() should return an item at index or raise IndexError.**
 * **Iter() and contains() automatically work on any object that has getitem() defined.**
-* **Reversed() automatically works on any object that has getitem() and len() defined.**
+* **Reversed() automatically works on any object that has len() and getitem() defined.**
 ```python
 class MySequence:
     def __init__(self, a):
@@ -3210,8 +3210,8 @@ c  6  7
 +------------------------+---------------+------------+------------+--------------------------+
 | l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row keys.|
 |           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
-|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 | If 'r' is a series, it   |
-|                        | c  .  .  6  7 |            |            | is first converted to DF.|
+|           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 | If r is a series, it is  |
+|                        | c  .  .  6  7 |            |            | first converted to DF.   |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x   y   z  |     y      |            | Adds rows at the bottom. |
 |           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
diff --git a/index.html b/index.html
index b4adce797..57e75e97c 100644
--- a/index.html
+++ b/index.html
@@ -1188,7 +1188,7 @@
 <li><strong>Only required methods are len() and getitem().</strong></li>
 <li><strong>Getitem() should return an item at index or raise IndexError.</strong></li>
 <li><strong>Iter() and contains() automatically work on any object that has getitem() defined.</strong></li>
-<li><strong>Reversed() automatically works on any object that has getitem() and len() defined.</strong></li>
+<li><strong>Reversed() automatically works on any object that has len() and getitem() defined.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MySequence</span>:</span>
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a)</span>:</span>
         self.a = a
@@ -2734,8 +2734,8 @@
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.join(r, lsuffix=<span class="hljs-string">'l'</span>, │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃
 ┃           rsuffix=<span class="hljs-string">'r'</span>, │ a  <span class="hljs-number">1</span>  <span class="hljs-number">2</span>  .  . │ x yl yr  z │ <span class="hljs-number">1</span>  <span class="hljs-number">2</span>  .  . │ Uses <span class="hljs-string">'left'</span> by default.  ┃
-┃           how=…)       │ b  <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ If <span class="hljs-string">'r'</span> is a series, it   ┃
-┃                        │ c  .  .  <span class="hljs-number">6</span>  <span class="hljs-number">7</span> │            │            │ is first converted to DF.┃
+┃           how=…)       │ b  <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ <span class="hljs-number">3</span>  <span class="hljs-number">4</span>  <span class="hljs-number">4</span>  <span class="hljs-number">5</span> │ If r is a series, it is  ┃
+┃                        │ c  .  .  <span class="hljs-number">6</span>  <span class="hljs-number">7</span> │            │            │ first converted to DF.   ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
 ┃           axis=<span class="hljs-number">0</span>,      │ a  <span class="hljs-number">1</span>   <span class="hljs-number">2</span>   .  │     <span class="hljs-number">2</span>      │            │ Uses <span class="hljs-string">'outer'</span> by default. ┃
diff --git a/parse.js b/parse.js
index 0bdaf67be..c23c9098a 100755
--- a/parse.js
+++ b/parse.js
@@ -348,8 +348,8 @@ const DIAGRAM_15_B =
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃\n" +
   "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
-  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │ If 'r' is a series, it   ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │ is first converted to DF.┃\n" +
+  "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │ If r is a series, it is  ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │ first converted to DF.   ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
   "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 74d0a2252..36c27b6ca 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -7,7 +7,7 @@
 
 
 MATCHES = {
-    '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module operator (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.</strong>',
+    '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module operator (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.</strong>',
     '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s <a href="#class">repr()</a> method, instead of <a href="#class">str()</a>, to get a string.</strong>': '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s repr() method, instead of str(), to get a string (p. 14).</strong>',
     '<strong>Default_factory can be any <a href="#callable">callable</a>.</strong>': '<strong>Default_factory can be any callable (p. 17).</strong>',
     '<strong>Iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',

From f98d6ac84c514a696b885c42695826fc82b6c9c5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 5 Dec 2020 15:10:42 +0100
Subject: [PATCH 0215/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c8a8b1fe0..4c532bbc2 100644
--- a/README.md
+++ b/README.md
@@ -3182,7 +3182,7 @@ b  3  4
 
 ```python
 <DF>    = <DF>.set_index(column_key)          # Replaces row keys with values from a column.
-<DF>    = <DF>.reset_index()                  # Moves row keys to their own column.
+<DF>    = <DF>.reset_index()                  # Moves row keys to column named index.
 <DF>    = <DF>.filter('<regex>', axis=1)      # Only keeps columns whose key matches the regex.
 <DF>    = <DF>.melt(id_vars=column_key/s)     # Converts DF from wide to long format.
 ```
diff --git a/index.html b/index.html
index 57e75e97c..ac77d67ea 100644
--- a/index.html
+++ b/index.html
@@ -2710,7 +2710,7 @@
 <DF>    = <DF> +-*/ <el/Sr/DF>                <span class="hljs-comment"># Items with non-matching keys get value NaN.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><DF>    = <DF>.set_index(column_key)          <span class="hljs-comment"># Replaces row keys with values from a column.</span>
-<DF>    = <DF>.reset_index()                  <span class="hljs-comment"># Moves row keys to their own column.</span>
+<DF>    = <DF>.reset_index()                  <span class="hljs-comment"># Moves row keys to column named index.</span>
 <DF>    = <DF>.filter(<span class="hljs-string">'<regex>'</span>, axis=<span class="hljs-number">1</span>)      <span class="hljs-comment"># Only keeps columns whose key matches the regex.</span>
 <DF>    = <DF>.melt(id_vars=column_key/s)     <span class="hljs-comment"># Converts DF from wide to long format.</span>
 </code></pre>

From 891d127b4a6e28b775286b32a8c64f50aa284616 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 5 Dec 2020 17:28:39 +0100
Subject: [PATCH 0216/1007] Image

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4c532bbc2..b12d95b7a 100644
--- a/README.md
+++ b/README.md
@@ -2761,7 +2761,7 @@ from PIL import ImageDraw
 ```
 * **Use `'fill=<color>'` to set the primary color.**
 * **Use `'outline=<color>'` to set the secondary color.**
-* **Color can be specified as a tuple, int, `'#rrggbb'` string or a color name.**
+* **Color can be specified as a int, tuple, `'#rrggbb[aa]'` string or a color name.**
 
 
 Animation
diff --git a/index.html b/index.html
index ac77d67ea..1467bbec2 100644
--- a/index.html
+++ b/index.html
@@ -2372,7 +2372,7 @@
 <ul>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'fill=<color>'</span></code> to set the primary color.</strong></li>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'outline=<color>'</span></code> to set the secondary color.</strong></li>
-<li><strong>Color can be specified as a tuple, int, <code class="python hljs"><span class="hljs-string">'#rrggbb'</span></code> string or a color name.</strong></li>
+<li><strong>Color can be specified as a int, tuple, <code class="python hljs"><span class="hljs-string">'#rrggbb[aa]'</span></code> string or a color name.</strong></li>
 </ul>
 <div><h2 id="animation"><a href="#animation" name="animation">#</a>Animation</h2><div><h4 id="createsagifofabouncingball">Creates a GIF of a bouncing ball:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pillow imageio</span>
 <span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> Image, ImageDraw

From cc51dd31cce4d57b3acd6e39bde9225e7bb17a28 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 5 Dec 2020 18:48:20 +0100
Subject: [PATCH 0217/1007] Image

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index b12d95b7a..e32338348 100644
--- a/README.md
+++ b/README.md
@@ -2761,7 +2761,7 @@ from PIL import ImageDraw
 ```
 * **Use `'fill=<color>'` to set the primary color.**
 * **Use `'outline=<color>'` to set the secondary color.**
-* **Color can be specified as a int, tuple, `'#rrggbb[aa]'` string or a color name.**
+* **Color can be specified as an int, tuple, `'#rrggbb[aa]'` string or a color name.**
 
 
 Animation
diff --git a/index.html b/index.html
index 1467bbec2..98fbb7a71 100644
--- a/index.html
+++ b/index.html
@@ -2372,7 +2372,7 @@
 <ul>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'fill=<color>'</span></code> to set the primary color.</strong></li>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'outline=<color>'</span></code> to set the secondary color.</strong></li>
-<li><strong>Color can be specified as a int, tuple, <code class="python hljs"><span class="hljs-string">'#rrggbb[aa]'</span></code> string or a color name.</strong></li>
+<li><strong>Color can be specified as an int, tuple, <code class="python hljs"><span class="hljs-string">'#rrggbb[aa]'</span></code> string or a color name.</strong></li>
 </ul>
 <div><h2 id="animation"><a href="#animation" name="animation">#</a>Animation</h2><div><h4 id="createsagifofabouncingball">Creates a GIF of a bouncing ball:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pillow imageio</span>
 <span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> Image, ImageDraw

From 4d53f8e6f5ccb0de39f56f782210fdec361bb7bd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sun, 6 Dec 2020 12:27:16 +0100
Subject: [PATCH 0218/1007] Pygame

---
 README.md  | 12 ++++++------
 index.html | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index e32338348..2b14b2890 100644
--- a/README.md
+++ b/README.md
@@ -2940,8 +2940,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
-<bool> = <Rect>.collidepoint((x, y))            # Tests if a point is inside the rectangle.
-<bool> = <Rect>.colliderect(<Rect>)             # Tests if two rectangles overlap.
+<bool> = <Rect>.collidepoint((x, y))            # Tests if point is inside the rectangle.
+<bool> = <Rect>.colliderect(<Rect>)             # Tests if the two rectangles overlap.
 <int>  = <Rect>.collidelist(<list_of_Rect>)     # Returns index of first colliding Rect or -1.
 <list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding Rects.
 ```
@@ -2949,14 +2949,14 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ### Surface
 **Object for representing images.**
 ```python
-<Surf> = pg.display.set_mode((width, height))   # Returns the display surface.
-<Surf> = pg.Surface((width, height) [, ...])    # New RGB surface. Add `pg.SRCALPHA` for RGBA.
+<Surf> = pg.display.set_mode((width, height))   # Returns display surface.
+<Surf> = pg.Surface((width, height), …)         # New RGB surface. Add `pg.SRCALPHA` for RGBA.
 <Surf> = pg.image.load('<path>')                # Loads the image. Format depends on source.
 <Surf> = <Surf>.subsurface(<Rect>)              # Returns a subsurface.
 ```
 
 ```python
-<Surf>.fill(color)                              # Fills the whole surface.
+<Surf>.fill(color)                              # Tuple, Color('#rrggbb[aa]') or Color(<name>).
 <Surf>.set_at((x, y), color)                    # Updates pixel.
 <Surf>.blit(<Surf>, (x, y))                     # Draws passed surface to the surface.
 ```
@@ -2964,7 +2964,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```python
 <Surf> = pg.transform.scale(<Surf>, (width, height))
 <Surf> = pg.transform.rotate(<Surf>, degrees)
-<Surf> = pg.transform.flip(<Surf>, xbool, ybool)
+<Surf> = pg.transform.flip(<Surf>, x_bool, y_bool)
 ```
 
 ```python
diff --git a/index.html b/index.html
index 98fbb7a71..ab475f1f0 100644
--- a/index.html
+++ b/index.html
@@ -2516,25 +2516,25 @@
 </code></pre></div>
 
 
-<pre><code class="python language-python hljs"><bool> = <Rect>.collidepoint((x, y))            <span class="hljs-comment"># Tests if a point is inside the rectangle.</span>
-<bool> = <Rect>.colliderect(<Rect>)             <span class="hljs-comment"># Tests if two rectangles overlap.</span>
+<pre><code class="python language-python hljs"><bool> = <Rect>.collidepoint((x, y))            <span class="hljs-comment"># Tests if point is inside the rectangle.</span>
+<bool> = <Rect>.colliderect(<Rect>)             <span class="hljs-comment"># Tests if the two rectangles overlap.</span>
 <int>  = <Rect>.collidelist(<list_of_Rect>)     <span class="hljs-comment"># Returns index of first colliding Rect or -1.</span>
 <list> = <Rect>.collidelistall(<list_of_Rect>)  <span class="hljs-comment"># Returns indexes of all colliding Rects.</span>
 </code></pre>
-<div><h3 id="surface">Surface</h3><p><strong>Object for representing images.</strong></p><pre><code class="python language-python hljs"><Surf> = pg.display.set_mode((width, height))   <span class="hljs-comment"># Returns the display surface.</span>
-<Surf> = pg.Surface((width, height) [, ...])    <span class="hljs-comment"># New RGB surface. Add `pg.SRCALPHA` for RGBA.</span>
+<div><h3 id="surface">Surface</h3><p><strong>Object for representing images.</strong></p><pre><code class="python language-python hljs"><Surf> = pg.display.set_mode((width, height))   <span class="hljs-comment"># Returns display surface.</span>
+<Surf> = pg.Surface((width, height), …)         <span class="hljs-comment"># New RGB surface. Add `pg.SRCALPHA` for RGBA.</span>
 <Surf> = pg.image.load(<span class="hljs-string">'<path>'</span>)                <span class="hljs-comment"># Loads the image. Format depends on source.</span>
 <Surf> = <Surf>.subsurface(<Rect>)              <span class="hljs-comment"># Returns a subsurface.</span>
 </code></pre></div>
 
 
-<pre><code class="python language-python hljs"><Surf>.fill(color)                              <span class="hljs-comment"># Fills the whole surface.</span>
+<pre><code class="python language-python hljs"><Surf>.fill(color)                              <span class="hljs-comment"># Tuple, Color('#rrggbb[aa]') or Color(<name>).</span>
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
 <Surf>.blit(<Surf>, (x, y))                     <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><Surf> = pg.transform.scale(<Surf>, (width, height))
 <Surf> = pg.transform.rotate(<Surf>, degrees)
-<Surf> = pg.transform.flip(<Surf>, xbool, ybool)
+<Surf> = pg.transform.flip(<Surf>, x_bool, y_bool)
 </code></pre>
 <pre><code class="python language-python hljs">pg.draw.line(<Surf>, color, (x1, y1), (x2, y2), width)
 pg.draw.arc(<Surf>, color, <Rect>, from_radians, to_radians)

From 2e043eafc6155896128f0b5817ae1a279ef115ae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 8 Dec 2020 11:09:46 +0100
Subject: [PATCH 0219/1007] Pygame

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 2b14b2890..d15340506 100644
--- a/README.md
+++ b/README.md
@@ -2940,8 +2940,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
-<bool> = <Rect>.collidepoint((x, y))            # Tests if point is inside the rectangle.
-<bool> = <Rect>.colliderect(<Rect>)             # Tests if the two rectangles overlap.
+<bool> = <Rect>.collidepoint((x, y))            # Checks if rectangle contains a point.
+<bool> = <Rect>.colliderect(<Rect>)             # Checks if two rectangles overlap.
 <int>  = <Rect>.collidelist(<list_of_Rect>)     # Returns index of first colliding Rect or -1.
 <list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding Rects.
 ```
diff --git a/index.html b/index.html
index ab475f1f0..d0ac44de3 100644
--- a/index.html
+++ b/index.html
@@ -2516,8 +2516,8 @@
 </code></pre></div>
 
 
-<pre><code class="python language-python hljs"><bool> = <Rect>.collidepoint((x, y))            <span class="hljs-comment"># Tests if point is inside the rectangle.</span>
-<bool> = <Rect>.colliderect(<Rect>)             <span class="hljs-comment"># Tests if the two rectangles overlap.</span>
+<pre><code class="python language-python hljs"><bool> = <Rect>.collidepoint((x, y))            <span class="hljs-comment"># Checks if rectangle contains a point.</span>
+<bool> = <Rect>.colliderect(<Rect>)             <span class="hljs-comment"># Checks if two rectangles overlap.</span>
 <int>  = <Rect>.collidelist(<list_of_Rect>)     <span class="hljs-comment"># Returns index of first colliding Rect or -1.</span>
 <list> = <Rect>.collidelistall(<list_of_Rect>)  <span class="hljs-comment"># Returns indexes of all colliding Rects.</span>
 </code></pre>

From 7a2eb8b662e9714650f527e1c316b4dc783c3b13 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 10 Dec 2020 12:26:37 +0100
Subject: [PATCH 0220/1007] Pdf readme

---
 parse.js      | 2 +-
 pdf/README.md | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/parse.js b/parse.js
index c23c9098a..98356958d 100755
--- a/parse.js
+++ b/parse.js
@@ -1,5 +1,5 @@
 #!/usr/bin/env node
-// Usage: node test.js
+// Usage: node parse.js
 // Script that creates index.html out of web/template.html and README.md.
 // It is written in JS because this code used to be executed on the client side.
 // To install dependencies run:
diff --git a/pdf/README.md b/pdf/README.md
index 9e6a24984..b299c81be 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -16,12 +16,13 @@ Printing to PDF
 * Then replace the index and footer with contents of `pdf/index_for_pdf.html` file and save.
 * Disable internet connection and open the file in Chrome with 'Cache killer' extension enabled.
 * Change brightness of comments by right clicking on one of them and selecting inspect. Then click on the rectangle that represents color and toggle the color space to HSLA by clicking on the button with two vertical arrows. Change lightness (L) percentage to 77%.
+* Change the brightness of text to 13%.
 * Select 'Print...' with destination 'Save as PDF', paper size 'A4', 'Default' margins (top 10mm, right 9.5mm, bottom 8mm and left 10mm), 'Default' scale and no headers and footers and save (the document should be 51 pages long with last page empty).
 * Check if plots were rendered correctly.
 
 ### PDF optimized for laser color printing
 * Run `./parse.js` again.
-* Change all links in text to normal text and add a page number in brackets like that: '(p. <num>)' by running 'pdf/remove_links.py' (Links can be found with this regex: `<strong>.*a href.*</strong>`).
+* Change all links in text to normal text and add a page number in brackets like that: '(p. <page_num>)' by running './pdf/remove_links.py' (Links can be found with this regex: `<strong>.*a href.*</strong>`).
 * Open `index.html` in text editor and first remove element `<p><br></p>` before the `<h1>Libraries</h1>`.
 * Then replace the index and footer with contents of `pdf/index_for_pdf_print.html` file.
 * Save.

From b65eb194caca759eb5db275e655a2bca1cd497a2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 15 Dec 2020 00:38:30 +0100
Subject: [PATCH 0221/1007] Added link to advent of code

---
 README.md  | 2 +-
 index.html | 2 +-
 parse.js   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index d15340506..aeca922eb 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__,__ **[`🎄`](https://gto76.github.io/advent-of-code-2020/)**__.__
 
 
 Main
diff --git a/index.html b/index.html
index d0ac44de3..217e489a8 100644
--- a/index.html
+++ b/index.html
@@ -227,7 +227,7 @@
     <strong><span class="hljs-string"><span class="hljs-string">'5. Data'</span></span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'7. Libraries'</span></span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,
-                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]
+                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]
 }
 </code></pre></div></div>
 
diff --git a/parse.js b/parse.js
index 98356958d..a139bae38 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
-  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]\n' +
+  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
   '}\n' +
   '</code></pre>\n';
 

From 55e118ff761488de9e0f97d0235fdd91b8e21daa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 15 Dec 2020 00:39:49 +0100
Subject: [PATCH 0222/1007] Added link to advent of code

---
 web/script_2.js | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/web/script_2.js b/web/script_2.js
index 84ab187f5..53e33e146 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
-  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]\n' +
+  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -36,7 +36,7 @@ const TOC_MOBILE =
   '                       <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>,\n' +
   '                       <a href="#web">Web</a>, <a href="#profiling">Profile</a>, <a href="#numpy">NumPy</a>,\n' +
   '                       <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>,\n' +
-  '                       <a href="#pysimplegui">GUI</a>]\n' +
+  '                       <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
   '}\n';
 
 

From f71fa54764047f350a02a934057c69a2e8a63079 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 15 Dec 2020 00:41:36 +0100
Subject: [PATCH 0223/1007] Added link to advent of code

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index aeca922eb..cb18cbe2e 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__,__ **[`🎄`](https://gto76.github.io/advent-of-code-2020/)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__,__ **[`🎄`](https://github.com/gto76/advent-of-code-2020)**__.__
 
 
 Main

From 34c98a57eea0789d370a7bc86f487f2e2cd54830 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 00:45:06 +0100
Subject: [PATCH 0224/1007] Operator and eval

---
 README.md  | 5 ++---
 index.html | 5 ++---
 parse.js   | 4 +---
 3 files changed, 5 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index cb18cbe2e..6c2bbbcc8 100644
--- a/README.md
+++ b/README.md
@@ -2125,6 +2125,7 @@ elementwise_sum  = map(op.add, list_a, list_b)
 sorted_by_second = sorted(<collection>, key=op.itemgetter(1))
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(1, 0))
 product_of_elems = functools.reduce(op.mul, <collection>)
+union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
 LogicOp          = enum.Enum('LogicOp', {'AND': op.and_, 'OR' : op.or_})
 last_el          = op.methodcaller('pop')(<list>)
 ```
@@ -2252,11 +2253,9 @@ Eval
 ----
 ```python
 >>> from ast import literal_eval
->>> literal_eval('1 + 2')
-3
 >>> literal_eval('[1, 2, 3]')
 [1, 2, 3]
->>> literal_eval('abs(1)')
+>>> literal_eval('1 + 2')
 ValueError: malformed node or string
 ```
 
diff --git a/index.html b/index.html
index 217e489a8..b6847571d 100644
--- a/index.html
+++ b/index.html
@@ -1880,6 +1880,7 @@
 sorted_by_second = sorted(<collection>, key=op.itemgetter(<span class="hljs-number">1</span>))
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>))
 product_of_elems = functools.reduce(op.mul, <collection>)
+union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
 LogicOp          = enum.Enum(<span class="hljs-string">'LogicOp'</span>, {<span class="hljs-string">'AND'</span>: op.and_, <span class="hljs-string">'OR'</span> : op.or_})
 last_el          = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
 </code></pre>
@@ -1968,11 +1969,9 @@
 ┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┛
 </code></pre>
 <div><h2 id="eval"><a href="#eval" name="eval">#</a>Eval</h2><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> ast <span class="hljs-keyword">import</span> literal_eval
-<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">'1 + 2'</span>)
-<span class="hljs-number">3</span>
 <span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">'[1, 2, 3]'</span>)
 [<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>]
-<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">'abs(1)'</span>)
+<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">'1 + 2'</span>)
 ValueError: malformed node or string
 </code></pre></div>
 
diff --git a/parse.js b/parse.js
index a139bae38..83413403a 100755
--- a/parse.js
+++ b/parse.js
@@ -61,11 +61,9 @@ const TYPE =
 
 const EVAL =
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> ast <span class="hljs-keyword">import</span> literal_eval\n' +
-  '<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">\'1 + 2\'</span>)\n' +
-  '<span class="hljs-number">3</span>\n' +
   '<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">\'[1, 2, 3]\'</span>)\n' +
   '[<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>]\n' +
-  '<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">\'abs(1)\'</span>)\n' +
+  '<span class="hljs-meta">>>> </span>literal_eval(<span class="hljs-string">\'1 + 2\'</span>)\n' +
   'ValueError: malformed node or string\n';
 
 const PROGRESS_BAR =

From 94f50b3885ffc0ade4cd73aa8131d584569a950a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 01:26:50 +0100
Subject: [PATCH 0225/1007] Updated index

---
 pdf/index_for_pdf.html       | 2 +-
 pdf/index_for_pdf_print.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index cd2c530e2..263652331 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -119,7 +119,7 @@ <h3 id="r">R</h3>
 <h3 id="s">S</h3>
 <p><strong>scraping, <a href="#scraping">35</a>, <a href="#basicmariobrothersexample">43</a>, <a href="#encodedecode">46</a>, <a href="#coviddeathsbycontinent">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>sequence, <a href="#abstractbaseclasses">4</a>, <a href="#sequence">18</a>-<a href="#abcsequence">19</a></strong><br>
-<strong>sets, <a href="#set">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a></strong><br>
+<strong>sets, <a href="#set">2</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a>, <a href="#collectionsandtheirexceptions">21</a>, <a href="#operator">31</a></strong><br>
 <strong>shell commands, <a href="#shellcommands">25</a></strong><br>
 <strong>sleep function, <a href="#progressbar">34</a></strong><br>
 <strong>slots attribute, <a href="#slots">15</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index d7d786d34..2d0834d09 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -119,7 +119,7 @@ <h3 id="r">R</h3>
 <h3 id="s">S</h3>
 <p><strong>scraping, 35, 43, 46, 47-48</strong><br>
 <strong>sequence, 4, 18-19</strong><br>
-<strong>sets, 2, 4, 11, 19, 21</strong><br>
+<strong>sets, 2, 4, 11, 19, 21, 31</strong><br>
 <strong>shell commands, 25</strong><br>
 <strong>sleep function, 34</strong><br>
 <strong>slots attribute, 15</strong><br>

From 00a11253b21131b166c5aaf4f613cfbeeb389acf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 02:16:54 +0100
Subject: [PATCH 0226/1007] Basic script template

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 6c2bbbcc8..1b7723022 100644
--- a/README.md
+++ b/README.md
@@ -3487,10 +3487,10 @@ $ pyinstaller script.py --add-data '<path>:.'  # Adds file to the root of the ex
 #
 
 from sys import argv, exit
-from collections import namedtuple
+from collections import Counter, defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-import re
+import functools, itertools, operator as op, re
 
 
 def main():
diff --git a/index.html b/index.html
index b6847571d..560503321 100644
--- a/index.html
+++ b/index.html
@@ -2960,10 +2960,10 @@
 <span class="hljs-comment">#</span>
 
 <span class="hljs-keyword">from</span> sys <span class="hljs-keyword">import</span> argv, exit
-<span class="hljs-keyword">from</span> collections <span class="hljs-keyword">import</span> namedtuple
+<span class="hljs-keyword">from</span> collections <span class="hljs-keyword">import</span> Counter, defaultdict, namedtuple
 <span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
 <span class="hljs-keyword">from</span> enum <span class="hljs-keyword">import</span> Enum
-<span class="hljs-keyword">import</span> re
+<span class="hljs-keyword">import</span> functools, itertools, operator <span class="hljs-keyword">as</span> op, re
 
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">()</span>:</span>

From 2f9062316ad21ac5e779dcbf7504b87bd5d9eacd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 05:56:43 +0100
Subject: [PATCH 0227/1007] Removed advent of code link

---
 README.md       | 2 +-
 index.html      | 2 +-
 parse.js        | 2 +-
 web/script_2.js | 4 ++--
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 1b7723022..8862568eb 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__,__ **[`🎄`](https://github.com/gto76/advent-of-code-2020)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__.__
 
 
 Main
diff --git a/index.html b/index.html
index 560503321..23c06c756 100644
--- a/index.html
+++ b/index.html
@@ -227,7 +227,7 @@
     <strong><span class="hljs-string"><span class="hljs-string">'5. Data'</span></span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'7. Libraries'</span></span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,
-                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]
+                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]
 }
 </code></pre></div></div>
 
diff --git a/parse.js b/parse.js
index 83413403a..e9b371276 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
-  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
+  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]\n' +
   '}\n' +
   '</code></pre>\n';
 
diff --git a/web/script_2.js b/web/script_2.js
index 53e33e146..84ab187f5 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
-  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
+  '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>, <a href="#pysimplegui">GUI</a>]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -36,7 +36,7 @@ const TOC_MOBILE =
   '                       <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>,\n' +
   '                       <a href="#web">Web</a>, <a href="#profiling">Profile</a>, <a href="#numpy">NumPy</a>,\n' +
   '                       <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>,\n' +
-  '                       <a href="#pysimplegui">GUI</a>, <a href="https://gto76.github.io/advent-of-code-2020/">🎄</a>]\n' +
+  '                       <a href="#pysimplegui">GUI</a>]\n' +
   '}\n';
 
 

From ef2259e43dbe9ea5cf33d025958587dfab06f8df Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 06:05:35 +0100
Subject: [PATCH 0228/1007] Fixed link in mobile TOC

---
 web/script_2.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/web/script_2.js b/web/script_2.js
index 84ab187f5..571d3dcf9 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -31,7 +31,7 @@ const TOC_MOBILE =
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>,\n' +
   '                       <a href="#introspection">Introspection</a>,\n' +
   '                       <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>,\n' +
-  '                       <a href="#coroutine">Coroutine</a>],\n' +
+  '                       <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>,\n' +
   '                       <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>,\n' +
   '                       <a href="#web">Web</a>, <a href="#profiling">Profile</a>, <a href="#numpy">NumPy</a>,\n' +

From 2fb67a924d8cd83ce90c67bd7c844180c00661c8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 06:16:33 +0100
Subject: [PATCH 0229/1007] Fixed two links in markdown TOC

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 8862568eb..e4b3c8661 100644
--- a/README.md
+++ b/README.md
@@ -9,9 +9,9 @@ Comprehensive Python Cheatsheet
 Contents
 --------
 **   ** **1. Collections:** ** ** **[`List`](#list)**__,__ **[`Dictionary`](#dictionary)**__,__ **[`Set`](#set)**__,__ **[`Tuple`](#tuple)**__,__ **[`Range`](#range)**__,__ **[`Enumerate`](#enumerate)**__,__ **[`Iterator`](#iterator)**__,__ **[`Generator`](#generator)**__.__  
-**   ** **2. Types:** **          **  **[`Type`](#type)**__,__ **[`String`](#string)**__,__ **[`Regular_Exp`](#regex)**__,__ **[`Format`](#format)**__,__ **[`Numbers`](#numbers)**__,__ **[`Combinatorics`](#combinatorics)**__,__ **[`Datetime`](#datetime)**__.__  
+**   ** **2. Types:** **          **  **[`Type`](#type)**__,__ **[`String`](#string)**__,__ **[`Regular_Exp`](#regex)**__,__ **[`Format`](#format)**__,__ **[`Numbers`](#numbers-1)**__,__ **[`Combinatorics`](#combinatorics)**__,__ **[`Datetime`](#datetime)**__.__  
 **   ** **3. Syntax:** **         **  **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__  
-**   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#path)**__,__ **[`OS_Commands`](#oscommands)**__.__  
+**   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#path)**__,__ **[`OS_Commands`](#os-commands)**__.__  
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  

From 3f03965e2fe65d5da5d84c07560f5743cc34ec8d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 25 Dec 2020 07:21:26 +0100
Subject: [PATCH 0230/1007] Updated webpage metadata

---
 index.html        | 7 +++++--
 web/template.html | 7 +++++--
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 23c06c756..35507ad59 100644
--- a/index.html
+++ b/index.html
@@ -5,14 +5,17 @@
   <meta charset="utf-8">
   <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
   <title>Comprehensive Python Cheatsheet
-  
+  
   
   
   
   
   
-  
+  
   
+  
+  
+  
   
   
 
diff --git a/web/template.html b/web/template.html
index 431c4080c..3ebd56a68 100644
--- a/web/template.html
+++ b/web/template.html
@@ -5,14 +5,17 @@
   
   
   Comprehensive Python Cheatsheet
-  
+  
   
   
   
   
   
-  
+  
   
+  
+  
+  
   
   
 

From 9b9840e5e4fa359eba83d19042e795c77cec6727 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 25 Dec 2020 07:34:43 +0100
Subject: [PATCH 0231/1007] Updated webpage metadata

---
 index.html        | 13 ++++++++++++-
 web/template.html | 13 ++++++++++++-
 2 files changed, 24 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index 35507ad59..a64f80e75 100644
--- a/index.html
+++ b/index.html
@@ -9,14 +9,24 @@
   
   
   
+
   
   
   
   
+
+  
+  
+  
+  
+  
+
+  
   
   
   
-  
+
+  
   
 
 
@@ -3004,4 +3014,5 @@
   
   
 
+
 
diff --git a/web/template.html b/web/template.html
index 3ebd56a68..2053a5ff8 100644
--- a/web/template.html
+++ b/web/template.html
@@ -9,14 +9,24 @@
   
   
   
+
   
   
   
   
+
+  
+  
+  
+  
+  
+
+  
   
   
   
-  
+
+  
   
 
 
@@ -235,4 +245,5 @@
   
   
 
+
 

From 1ac9f6c6d859d170ee09a1ba92a423b72f424389 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 25 Dec 2020 07:56:38 +0100
Subject: [PATCH 0232/1007] Updated webpage metadata

---
 index.html        | 2 +-
 web/template.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index a64f80e75..ab816e13a 100644
--- a/index.html
+++ b/index.html
@@ -1,5 +1,5 @@
 
-
+
 
 
   
diff --git a/web/template.html b/web/template.html
index 2053a5ff8..fae73838a 100644
--- a/web/template.html
+++ b/web/template.html
@@ -1,5 +1,5 @@
 
-
+
 
 
   

From 2b874a556c92db0f76755d10e9b16616af1450dc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 27 Dec 2020 07:35:12 +0100
Subject: [PATCH 0233/1007] Scraping

---
 README.md  | 12 +++++-------
 index.html | 12 +++++-------
 2 files changed, 10 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index e4b3c8661..f2efaa043 100644
--- a/README.md
+++ b/README.md
@@ -2445,17 +2445,15 @@ Scraping
 #### Scrapes Python's URL, version number and logo from its Wikipedia page:
 ```python
 # $ pip3 install requests beautifulsoup4
-import requests, sys
-from bs4 import BeautifulSoup
+import requests, bs4, sys
 URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
     html  = requests.get(URL).text
-    doc   = BeautifulSoup(html, 'html.parser')
+    doc   = bs4.BeautifulSoup(html, 'html.parser')
     table = doc.find('table', class_='infobox vevent')
-    rows  = table.find_all('tr')
-    link  = rows[11].find('a')['href']
-    ver   = rows[6].find('div').text.split()[0]
-    url_i = rows[0].find('img')['src']
+    link  = table.find('th', text='Website').next_sibling.a['href']
+    ver   = table.find('th', text='Stable release').next_sibling.strings.__next__()
+    url_i = table.find('img')['src']
     image = requests.get(f'https:{url_i}').content
     with open('test.png', 'wb') as file:
         file.write(image)
diff --git a/index.html b/index.html
index ab816e13a..9a75eb7c7 100644
--- a/index.html
+++ b/index.html
@@ -2140,17 +2140,15 @@
 
  • '<str>' - Max age as a string: '1 week, 3 days', '2 months', …
    • 
 
     
 
 

From 68d5a9a140b50ed7805cbf10c0f21f25cfb6fac0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 29 Dec 2020 13:46:34 +0100
Subject: [PATCH 0235/1007] Threading and Pygame

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 26d509a9b..69be0dd5e 100644
--- a/README.md
+++ b/README.md
@@ -2062,7 +2062,7 @@ from threading import Thread, RLock, Semaphore, Event, Barrier
 ```python
  = RLock()                      # Lock that can only be released by the owner.
 .acquire()                      # Waits for lock to be available.
-.release()                      # Makes the lock available again.
+.release()                      # Makes lock available again.
 ```
 
 #### Or:
@@ -2931,8 +2931,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ### Rectangle
 **Object for storing rectangular coordinates.**
 ```python
- = pg.Rect(x, y, width, height)           # X and y are coordinates of topleft corner.
-  = .x/y/centerx/centery/…           # Top, right, bottom, left.
+ = pg.Rect(x, y, width, height)           # Floats get truncated into ints.
+  = .x/y/centerx/centery/…           # Top, right, bottom, left. Allows assignments.
  = .topleft/center/…                # Topright, bottomright, bottomleft.
  = .move((x, y))                    # Use move_ip() to move in place.
 ```
diff --git a/index.html b/index.html
index d9263e36f..cacd95647 100644
--- a/index.html
+++ b/index.html
@@ -1847,7 +1847,7 @@
 
 
    Lock
    <lock> = RLock()                      # Lock that can only be released by the owner.
 <lock>.acquire()                      # Waits for lock to be available.
-<lock>.release()                      # Makes the lock available again.
+<lock>.release()                      # Makes lock available again.
 
    
 
 
    Or:
    lock = RLock()
@@ -2520,8 +2520,8 @@
 
    #Scraping
    Scrapes Python's URL, version number and logo from its Wikipedia page:
    # $ pip3 install requests beautifulsoup4
-import requests, sys
-from bs4 import BeautifulSoup
+import requests, bs4, sys
 URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
     html  = requests.get(URL).text
-    doc   = BeautifulSoup(html, 'html.parser')
+    doc   = bs4.BeautifulSoup(html, 'html.parser')
     table = doc.find('table', class_='infobox vevent')
-    rows  = table.find_all('tr')
-    link  = rows[11].find('a')['href']
-    ver   = rows[6].find('div').text.split()[0]
-    url_i = rows[0].find('img')['src']
+    link  = table.find('th', text='Website').next_sibling.a['href']
+    ver   = table.find('th', text='Stable release').next_sibling.strings.__next__()
+    url_i = table.find('img')['src']
     image = requests.get(f'https:{url_i}').content
     with open('test.png', 'wb') as file:
         file.write(image)

From fed3afa6ae9429ca50fd75ed563251dcd104ca9e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 27 Dec 2020 07:40:41 +0100
Subject: [PATCH 0234/1007] Coroutines

---
 README.md  | 3 ++-
 index.html | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index f2efaa043..26d509a9b 100644
--- a/README.md
+++ b/README.md
@@ -2319,7 +2319,8 @@ async def view(state, screen):
             screen.addstr(p.y, p.x, str(id_))
         await asyncio.sleep(0.01)  
 
-curses.wrapper(main)
+if __name__ == '__main__':
+    curses.wrapper(main)
 ```
 
    
 
diff --git a/index.html b/index.html
index 9a75eb7c7..d9263e36f 100644
--- a/index.html
+++ b/index.html
@@ -2042,7 +2042,8 @@
             screen.addstr(p.y, p.x, str(id_))
         await asyncio.sleep(0.01)  
 
-curses.wrapper(main)
+if __name__ == '__main__':
+    curses.wrapper(main)
 
    
 
 
-
    Rectangle
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)           # X and y are coordinates of topleft corner.
-<int>  = <Rect>.x/y/centerx/centery/…           # Top, right, bottom, left.
+
    Rectangle
    Object for storing rectangular coordinates.
    <Rect> = pg.Rect(x, y, width, height)           # Floats get truncated into ints.
+<int>  = <Rect>.x/y/centerx/centery/…           # Top, right, bottom, left. Allows assignments.
 <tup.> = <Rect>.topleft/center/…                # Topright, bottomright, bottomleft.
 <Rect> = <Rect>.move((x, y))                    # Use move_ip() to move in place.
 
    

From 07537e12dc2cf89b1037dd86d2b1dd0184a67111 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 4 Jan 2021 08:50:06 +0100
Subject: [PATCH 0236/1007] Image

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 69be0dd5e..0a281690c 100644
--- a/README.md
+++ b/README.md
@@ -2728,7 +2728,7 @@ from PIL import Image
 ```python
 WIDTH, HEIGHT = 100, 100
 size = WIDTH * HEIGHT
-hues = [255 * i/size for i in range(size)]
+hues = (255 * i/size for i in range(size))
 img = Image.new('HSV', (WIDTH, HEIGHT))
 img.putdata([(int(h), 255, 255) for h in hues])
 img.convert('RGB').save('test.png')
diff --git a/index.html b/index.html
index cacd95647..f801faefc 100644
--- a/index.html
+++ b/index.html
@@ -2353,7 +2353,7 @@
 
  • 'HSV' - 3x8-bit pixels, Hue, Saturation, Value color space.
    • 
 
    Examples
    Creates a PNG image of a rainbow gradient:
    WIDTH, HEIGHT = 100, 100
 size = WIDTH * HEIGHT
-hues = [255 * i/size for i in range(size)]
+hues = (255 * i/size for i in range(size))
 img = Image.new('HSV', (WIDTH, HEIGHT))
 img.putdata([(int(h), 255, 255) for h in hues])
 img.convert('RGB').save('test.png')

From 35aab5daf8d472d081094e75eed9308258d82180 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 4 Jan 2021 08:58:50 +0100
Subject: [PATCH 0237/1007] Enum

---
 README.md           | 2 +-
 index.html          | 2 +-
 pdf/remove_links.py | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 0a281690c..118a6d12f 100644
--- a/README.md
+++ b/README.md
@@ -1336,7 +1336,7 @@ from functools import partial
 LogicOp = Enum('LogicOp', {'AND': partial(lambda l, r: l and r),
                            'OR' : partial(lambda l, r: l or r)})
 ```
-* **Another solution in this particular case is to use built-in functions and\_() and or\_() from the module [operator](#operator).**
+* **Another solution in this particular case is to use functions and\_() and or\_() from the module [operator](#operator).**
 
 
 Exceptions
diff --git a/index.html b/index.html
index f801faefc..ed406912b 100644
--- a/index.html
+++ b/index.html
@@ -1290,7 +1290,7 @@
 
    
 
 
      
-
    • Another solution in this particular case is to use built-in functions and_() and or_() from the module operator.
      • 
+
    • Another solution in this particular case is to use functions and_() and or_() from the module operator.
      • 
 
    
 
    #Exceptions
    Basic Example
    try:
     <code>
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 36c27b6ca..2ad1bc8e8 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -14,7 +14,7 @@
     'Objects returned by the itertools module, such as count, repeat and cycle.': 'Objects returned by the itertools module, such as count, repeat and cycle (p. 3).',
     'Generators returned by the generator functions and generator expressions.': 'Generators returned by the generator functions (p. 4) and generator expressions (p. 11).',
     'File objects returned by the open() function, etc.': 'File objects returned by the open() function (p. 22), etc.',
-    'Another solution in this particular case is to use built-in functions and_() and or_() from the module operator.': 'Another solution in this particular case is to use built-in functions and_() and or_() from the module operator (p. 31).',
+    'Another solution in this particular case is to use functions and_() and or_() from the module operator.': 'Another solution in this particular case is to use functions and_() and or_() from the module operator (p. 31).',
     'Functions report OS related errors by raising either OSError or one of its subclasses.': 'Functions report OS related errors by raising OSError or one of its subclasses (p. 23).',
     'Bools will be stored and returned as ints and dates as ISO formatted strings.': 'Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).',
     'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.': 'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes (p. 30).',

From b0f6591bebaf8c91ea1f780992ea8fc971487267 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 4 Jan 2021 09:36:19 +0100
Subject: [PATCH 0238/1007] Threading

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 118a6d12f..cf8876502 100644
--- a/README.md
+++ b/README.md
@@ -2074,7 +2074,7 @@ with lock:
 
 ### Semaphore, Event, Barrier
 ```python
- = Semaphore(value=1)      # Lock that can be acquired 'value' times.
+ = Semaphore(value=1)      # Lock that can be acquired by 'value' threads.
      = Event()                 # Method wait() blocks until set() is called.
    = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 ```
diff --git a/index.html b/index.html
index ed406912b..5b6f4fcc3 100644
--- a/index.html
+++ b/index.html
@@ -1855,7 +1855,7 @@
     ...
 
    
 
-
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)      # Lock that can be acquired 'value' times.
+
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)      # Lock that can be acquired by 'value' threads.
 <Event>     = Event()                 # Method wait() blocks until set() is called.
 <Barrier>   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 
    

From 4ed651c6b5e6075414ede49025419e4c74b80210 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 4 Jan 2021 09:57:37 +0100
Subject: [PATCH 0239/1007] Datetime

---
 README.md  | 8 ++++----
 index.html | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index cf8876502..4f61afcd1 100644
--- a/README.md
+++ b/README.md
@@ -623,8 +623,8 @@ from dateutil.tz import UTC, tzlocal, gettz, resolve_imaginary
  = D/T/DT.fromisoformat('')    # Object from ISO string. Raises ValueError.
 
         = DT.strptime(, '')   # Datetime from str, according to format.
   = D/DT.fromordinal()          # D/DTn from days since Christ, at midnight.
-    = DT.fromtimestamp()         # Local time DTn from seconds since Epoch.
-    = DT.fromtimestamp(, )  # Aware datetime from seconds since Epoch.
+    = DT.fromtimestamp()         # Local time DTn from seconds since the Epoch.
+    = DT.fromtimestamp(, )  # Aware datetime from seconds since the Epoch.
 ```
 * **ISO strings come in following forms: `'YYYY-MM-DD'`, `'HH:MM:SS.ffffff[±]'`, or both separated by an arbitrary character. Offset is formatted as: `'HH:MM'`.**
 * **Epoch on Unix systems is: `'1970-01-01 00:00 UTC'`, `'1970-01-01 01:00 CET'`, ...**
@@ -634,8 +634,8 @@ from dateutil.tz import UTC, tzlocal, gettz, resolve_imaginary
     = .isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
     = .strftime('')    # Custom string representation.
     = .toordinal()               # Days since Christ, ignoring time and tz.
-  = .timestamp()                # Seconds since Epoch, from DTn in local tz.
-  = .timestamp()                # Seconds since Epoch, from DTa.
+  = .timestamp()                # Seconds since the Epoch, from DTn in local tz.
+  = .timestamp()                # Seconds since the Epoch, from DTa.
 ```
 
 ### Format
diff --git a/index.html b/index.html
index 5b6f4fcc3..c71e34117 100644
--- a/index.html
+++ b/index.html
@@ -701,8 +701,8 @@
 
    Encode
    <D/T/DT> = D/T/DT.fromisoformat('<iso>')    # Object from ISO string. Raises ValueError.
 <DT>     = DT.strptime(<str>, '<format>')   # Datetime from str, according to format.
 <D/DTn>  = D/DT.fromordinal(<int>)          # D/DTn from days since Christ, at midnight.
-<DTn>    = DT.fromtimestamp(<real>)         # Local time DTn from seconds since Epoch.
-<DTa>    = DT.fromtimestamp(<real>, <tz.>)  # Aware datetime from seconds since Epoch.
+<DTn>    = DT.fromtimestamp(<real>)         # Local time DTn from seconds since the Epoch.
+<DTa>    = DT.fromtimestamp(<real>, <tz.>)  # Aware datetime from seconds since the Epoch.
 
    
 
 
      
@@ -712,8 +712,8 @@
 
      Decode
      <str>    = <D/T/DT>.isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
 <str>    = <D/T/DT>.strftime('<format>')    # Custom string representation.
 <int>    = <D/DT>.toordinal()               # Days since Christ, ignoring time and tz.
-<float>  = <DTn>.timestamp()                # Seconds since Epoch, from DTn in local tz.
-<float>  = <DTa>.timestamp()                # Seconds since Epoch, from DTa.
+<float>  = <DTn>.timestamp()                # Seconds since the Epoch, from DTn in local tz.
+<float>  = <DTa>.timestamp()                # Seconds since the Epoch, from DTa.
 
      
 
 
      Format
      >>> from datetime import datetime

From 9ef5dcaa5a5787dbaa5ee719bbeaa4124255bc6c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 4 Jan 2021 10:11:49 +0100
Subject: [PATCH 0240/1007] Threading

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4f61afcd1..758e8f49e 100644
--- a/README.md
+++ b/README.md
@@ -2074,7 +2074,7 @@ with lock:
 
 ### Semaphore, Event, Barrier
 ```python
- = Semaphore(value=1)      # Lock that can be acquired by 'value' threads.
+ = Semaphore(value=1)      # Lock that can be acquired by 'value' threads at once.
      = Event()                 # Method wait() blocks until set() is called.
    = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 ```
diff --git a/index.html b/index.html
index c71e34117..f32a08d0f 100644
--- a/index.html
+++ b/index.html
@@ -1855,7 +1855,7 @@
     ...
 
      
 
-
      Semaphore, Event, Barrier
      <Semaphore> = Semaphore(value=1)      # Lock that can be acquired by 'value' threads.
+
      Semaphore, Event, Barrier
      <Semaphore> = Semaphore(value=1)      # Lock that can be acquired by 'value' threads at once.
 <Event>     = Event()                 # Method wait() blocks until set() is called.
 <Barrier>   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
 
      

From f3e8b2c249d9e63fc8898093664029205d52203f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 5 Jan 2021 09:57:47 +0100
Subject: [PATCH 0241/1007] Exceptions

---
 README.md  | 6 +++---
 index.html | 6 +++---
 parse.js   | 8 ++++----
 3 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 758e8f49e..af8df1989 100644
--- a/README.md
+++ b/README.md
@@ -1427,11 +1427,11 @@ BaseException
 #### Collections and their exceptions:
 ```text
 +-----------+------------+------------+------------+
-|           |    list    |    dict    |    set     |
+|           |    List    |    Set     |    Dict    |
 +-----------+------------+------------+------------+
-| getitem() | IndexError |  KeyError  |            |
 | pop()     | IndexError |  KeyError  |  KeyError  |
-| remove()  | ValueError |            |  KeyError  |
+| getitem() | IndexError |            |  KeyError  |
+| remove()  | ValueError |  KeyError  |            |
 | index()   | ValueError |            |            |
 +-----------+------------+------------+------------+
 ```
diff --git a/index.html b/index.html
index f32a08d0f..1ddff78d3 100644
--- a/index.html
+++ b/index.html
@@ -1367,11 +1367,11 @@
 
      
 
 
      Collections and their exceptions:
      ┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
-┃           │    list    │    dict    │    set     ┃
+┃           │    List    │    Set     │    Dict    ┃
 ┠───────────┼────────────┼────────────┼────────────┨
-┃ getitem() │ IndexError │  KeyError  │            ┃
 ┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃
-┃ remove()  │ ValueError │            │  KeyError  ┃
+┃ getitem() │ IndexError │            │  KeyError  ┃
+┃ remove()  │ ValueError │  KeyError  │            ┃
 ┃ index()   │ ValueError │            │            ┃
 ┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
 
      
diff --git a/parse.js b/parse.js
index e9b371276..458c3ecaa 100755
--- a/parse.js
+++ b/parse.js
@@ -229,16 +229,16 @@ const DIAGRAM_7_B =
 
 const DIAGRAM_8_A =
   '+-----------+------------+------------+------------+\n' +
-  '|           |    list    |    dict    |    set     |\n' +
+  '|           |    List    |    Set     |    Dict    |\n' +
   '+-----------+------------+------------+------------+\n';
 
 const DIAGRAM_8_B =
   '┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  '┃           │    list    │    dict    │    set     ┃\n' +
+  '┃           │    List    │    Set     │    Dict    ┃\n' +
   '┠───────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ getitem() │ IndexError │  KeyError  │            ┃\n' +
   '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
-  '┃ remove()  │ ValueError │            │  KeyError  ┃\n' +
+  '┃ getitem() │ IndexError │            │  KeyError  ┃\n' +
+  '┃ remove()  │ ValueError │  KeyError  │            ┃\n' +
   '┃ index()   │ ValueError │            │            ┃\n' +
   '┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 

From c132f25c1245ed1c92e399cce690053fc4d641ac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 9 Jan 2021 12:08:21 +0100
Subject: [PATCH 0242/1007] Plot, profile, animation and appendix

---
 README.md  | 28 ++++++++++++++--------------
 index.html | 28 ++++++++++++++--------------
 2 files changed, 28 insertions(+), 28 deletions(-)

diff --git a/README.md b/README.md
index af8df1989..f481e02b2 100644
--- a/README.md
+++ b/README.md
@@ -2344,13 +2344,13 @@ Plot
 ----
 ```python
 # $ pip3 install matplotlib
-from matplotlib import pyplot
-pyplot.plot( [, label=])
-pyplot.plot(, )
-pyplot.legend()                                # Adds a legend.
-pyplot.savefig()                         # Saves the figure.
-pyplot.show()                                  # Displays the figure.
-pyplot.clf()                                   # Clears the figure.
+import matplotlib.pyplot as plt
+plt.plot( [, label=])
+plt.plot(, )
+plt.legend()                                   # Adds a legend.
+plt.savefig()                            # Saves the figure.
+plt.show()                                     # Displays the figure.
+plt.clf()                                      # Clears the figure.
 ```
 
 
@@ -2557,18 +2557,18 @@ Line #   Hits     Time  Per Hit   % Time  Line Contents
 =======================================================
      1                                    @profile
      2                                    def main():
-     3      1   1128.0   1128.0     27.4      a = [*range(10000)]
-     4      1   2994.0   2994.0     72.6      b = {*range(10000)}
+     3      1    955.0    955.0     43.7      a = [*range(10000)]
+     4      1   1231.0   1231.0     56.3      b = {*range(10000)}
 ```
 
 ```text
 $ python3 -m memory_profiler test.py
 Line #         Mem usage      Increment   Line Contents
 =======================================================
-     1        35.387 MiB     35.387 MiB   @profile
+     1        37.668 MiB     37.668 MiB   @profile
      2                                    def main():
-     3        35.734 MiB      0.348 MiB       a = [*range(10000)]
-     4        36.160 MiB      0.426 MiB       b = {*range(10000)}
+     3        38.012 MiB      0.344 MiB       a = [*range(10000)]
+     4        38.477 MiB      0.465 MiB       b = {*range(10000)}
 ```
 
 ### Call Graph
@@ -2766,7 +2766,7 @@ Animation
 ---------
 #### Creates a GIF of a bouncing ball:
 ```python
-# $ pip3 install pillow imageio
+# $ pip3 install imageio
 from PIL import Image, ImageDraw
 import imageio
 WIDTH, R = 126, 10
@@ -3486,7 +3486,7 @@ $ pyinstaller script.py --add-data ':.'  # Adds file to the root of the ex
 #
 
 from sys import argv, exit
-from collections import Counter, defaultdict, namedtuple
+from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
 import functools, itertools, operator as op, re
diff --git a/index.html b/index.html
index 1ddff78d3..4db03f2b6 100644
--- a/index.html
+++ b/index.html
@@ -2059,13 +2059,13 @@
 
 
 
      #Plot
      # $ pip3 install matplotlib
-from matplotlib import pyplot
-pyplot.plot(<y_data> [, label=<str>])
-pyplot.plot(<x_data>, <y_data>)
-pyplot.legend()                                # Adds a legend.
-pyplot.savefig(<path>)                         # Saves the figure.
-pyplot.show()                                  # Displays the figure.
-pyplot.clf()                                   # Clears the figure.
+import matplotlib.pyplot as plt
+plt.plot(<y_data> [, label=<str>])
+plt.plot(<x_data>, <y_data>)
+plt.legend()                                   # Adds a legend.
+plt.savefig(<path>)                            # Saves the figure.
+plt.show()                                     # Displays the figure.
+plt.clf()                                      # Clears the figure.
 
      
 
 
      #Table
      Prints a CSV file as an ASCII table:
      # $ pip3 install tabulate
@@ -2228,16 +2228,16 @@
 =======================================================
      1                                    @profile
      2                                    def main():
-     3      1   1128.0   1128.0     27.4      a = [*range(10000)]
-     4      1   2994.0   2994.0     72.6      b = {*range(10000)}
+     3      1    955.0    955.0     43.7      a = [*range(10000)]
+     4      1   1231.0   1231.0     56.3      b = {*range(10000)}
 
      
 
      $ python3 -m memory_profiler test.py
 Line #         Mem usage      Increment   Line Contents
 =======================================================
-     1        35.387 MiB     35.387 MiB   @profile
+     1        37.668 MiB     37.668 MiB   @profile
      2                                    def main():
-     3        35.734 MiB      0.348 MiB       a = [*range(10000)]
-     4        36.160 MiB      0.426 MiB       b = {*range(10000)}
+     3        38.012 MiB      0.344 MiB       a = [*range(10000)]
+     4        38.477 MiB      0.465 MiB       b = {*range(10000)}
 
      
 
      Call Graph
      Generates a PNG image of a call graph with highlighted bottlenecks:
      # $ pip3 install pycallgraph
 from pycallgraph import output, PyCallGraph
@@ -2385,7 +2385,7 @@
 
    • Use 'outline=<color>' to set the secondary color.
      • 
 
    • Color can be specified as an int, tuple, '#rrggbb[aa]' string or a color name.
      • 
 
    
-
    #Animation
    Creates a GIF of a bouncing ball:
    # $ pip3 install pillow imageio
+
    #Animation
    Creates a GIF of a bouncing ball:
    # $ pip3 install imageio
 from PIL import Image, ImageDraw
 import imageio
 WIDTH, R = 126, 10
@@ -2972,7 +2972,7 @@
 #
 
 from sys import argv, exit
-from collections import Counter, defaultdict, namedtuple
+from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
 import functools, itertools, operator as op, re

From f027c05636e64c73fa49c92a515c0ad016174763 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 9 Jan 2021 19:59:00 +0100
Subject: [PATCH 0243/1007] Image

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index f481e02b2..4b6b6ea7f 100644
--- a/README.md
+++ b/README.md
@@ -2695,11 +2695,11 @@ from PIL import Image
 ```
 
 ```python
- = Image.new('', (width, height))
- = Image.open()
- = .convert('')
-.save()
-.show()
+ = Image.new('', (width, height))  # Also: `color=`.
+ = Image.open()                    # Identifies format based on file contents.
+ = .convert('')             # Converts image to the new mode.
+.save()                            # Selects format based on the path extension.
+.show()                                  # Opens image in default preview app.
 ```
 
 ```python
diff --git a/index.html b/index.html
index 4db03f2b6..65c5a077c 100644
--- a/index.html
+++ b/index.html
@@ -2329,11 +2329,11 @@
 from PIL import Image
 
    
 
-
    <Image> = Image.new('<mode>', (width, height))
-<Image> = Image.open(<path>)
-<Image> = <Image>.convert('<mode>')
-<Image>.save(<path>)
-<Image>.show()
+
    <Image> = Image.new('<mode>', (width, height))  # Also: `color=<int/tuple>`.
+<Image> = Image.open(<path>)                    # Identifies format based on file contents.
+<Image> = <Image>.convert('<mode>')             # Converts image to the new mode.
+<Image>.save(<path>)                            # Selects format based on the path extension.
+<Image>.show()                                  # Opens image in default preview app.
 
    
 
    <int/tuple> = <Image>.getpixel((x, y))          # Returns a pixel.
 <Image>.putpixel((x, y), <int/tuple>)           # Writes a pixel to the image.

From 711a407b4d5550e70079f36a4f11dbe866032d22 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 10 Jan 2021 13:47:09 +0100
Subject: [PATCH 0244/1007] Type

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4b6b6ea7f..e540c19dd 100644
--- a/README.md
+++ b/README.md
@@ -261,7 +261,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented (Collection, Iterable).**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
diff --git a/index.html b/index.html
index 65c5a077c..0252554a0 100644
--- a/index.html
+++ b/index.html
@@ -415,7 +415,7 @@
 
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType
 
    
 
-
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented (Collection, Iterable).
    >>> from collections.abc import Sequence, Collection, Iterable
+
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().
    >>> from collections.abc import Sequence, Collection, Iterable
 >>> isinstance([1, 2, 3], Iterable)
 True
 
    

From 4545c2d9dee9dcb5c7a108e44e7d6c0b13360243 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 10 Jan 2021 21:51:36 +0100
Subject: [PATCH 0245/1007] Pandas

---
 README.md  | 20 ++++++++++----------
 index.html | 20 ++++++++++----------
 parse.js   | 20 ++++++++++----------
 3 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/README.md b/README.md
index e540c19dd..e2f348cde 100644
--- a/README.md
+++ b/README.md
@@ -3209,23 +3209,23 @@ c  6  7
 | l.join(r, lsuffix='l', |    x yl yr  z |            | x yl yr  z | Joins/merges on row keys.|
 |           rsuffix='r', | a  1  2  .  . | x yl yr  z | 1  2  .  . | Uses 'left' by default.  |
 |           how=…)       | b  3  4  4  5 | 3  4  4  5 | 3  4  4  5 | If r is a series, it is  |
-|                        | c  .  .  6  7 |            |            | first converted to DF.   |
+|                        | c  .  .  6  7 |            |            | treated as a column.     |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x   y   z  |     y      |            | Adds rows at the bottom. |
 |           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
-|           join=…)      | b  3   4   .  |     4      |            | By default works the     |
-|                        | b  .   4   5  |     4      |            | same as `l.append(r)`.   |
-|                        | c  .   6   7  |     6      |            |                          |
+|           join=…)      | b  3   4   .  |     4      |            | A series is treated as a |
+|                        | b  .   4   5  |     4      |            | column. Use l.append(r)  |
+|                        | c  .   6   7  |     6      |            | to add a row instead.    |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x  y  y  z |            |            | Adds columns at the      |
-|           axis=1,      | a  1  2  .  . | x  y  y  z |            | right end.               |
-|           join=…)      | b  3  4  4  5 | 3  4  4  5 |            | Uses 'outer' by default. |
-|                        | c  .  .  6  7 |            |            |                          |
+|           axis=1,      | a  1  2  .  . | x  y  y  z |            | right end. Uses 'outer'  |
+|           join=…)      | b  3  4  4  5 | 3  4  4  5 |            | by default. A series is  |
+|                        | c  .  .  6  7 |            |            | treated as a column.     |
 +------------------------+---------------+------------+------------+--------------------------+
 | l.combine_first(r)     |    x   y   z  |            |            | Adds missing rows and    |
-|                        | a  1   2   .  |            |            | columns.                 |
-|                        | b  3   4   5  |            |            |                          |
-|                        | c  .   6   7  |            |            |                          |
+|                        | a  1   2   .  |            |            | columns. Also updates    |
+|                        | b  3   4   5  |            |            | cells that contain NaN.  |
+|                        | c  .   6   7  |            |            | R must be a DataFrame.   |
 +------------------------+---------------+------------+------------+--------------------------+
 ```
 
diff --git a/index.html b/index.html
index 0252554a0..1cf9f9298 100644
--- a/index.html
+++ b/index.html
@@ -2746,23 +2746,23 @@
 ┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃
 ┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃
 ┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │ If r is a series, it is  ┃
-┃                        │ c  .  .  6  7 │            │            │ first converted to DF.   ┃
+┃                        │ c  .  .  6  7 │            │            │ treated as a column.     ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
 ┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃
-┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃
-┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃
-┃                        │ c  .   6   7  │     6      │            │                          ┃
+┃           join=…)      │ b  3   4   .  │     4      │            │ A series is treated as a ┃
+┃                        │ b  .   4   5  │     4      │            │ column. Use l.append(r)  ┃
+┃                        │ c  .   6   7  │     6      │            │ to add a row instead.    ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
-┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃
-┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃
-┃                        │ c  .  .  6  7 │            │            │                          ┃
+┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end. Uses 'outer'  ┃
+┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ by default. A series is  ┃
+┃                        │ c  .  .  6  7 │            │            │ treated as a column.     ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
-┃                        │ a  1   2   .  │            │            │ columns.                 ┃
-┃                        │ b  3   4   5  │            │            │                          ┃
-┃                        │ c  .   6   7  │            │            │                          ┃
+┃                        │ a  1   2   .  │            │            │ columns. Also updates    ┃
+┃                        │ b  3   4   5  │            │            │ cells that contain NaN.  ┃
+┃                        │ c  .   6   7  │            │            │ R must be a DataFrame.   ┃
 ┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛
 
    
 
    Aggregate, Transform, Map:
    <Sr> = <DF>.sum/max/mean/idxmax/all()         # Or: <DF>.apply/agg/transform(<agg_func>)
diff --git a/parse.js b/parse.js
index 458c3ecaa..e1acf8cc9 100755
--- a/parse.js
+++ b/parse.js
@@ -347,23 +347,23 @@ const DIAGRAM_15_B =
   "┃ l.join(r, lsuffix='l', │    x yl yr  z │            │ x yl yr  z │ Joins/merges on row keys.┃\n" +
   "┃           rsuffix='r', │ a  1  2  .  . │ x yl yr  z │ 1  2  .  . │ Uses 'left' by default.  ┃\n" +
   "┃           how=…)       │ b  3  4  4  5 │ 3  4  4  5 │ 3  4  4  5 │ If r is a series, it is  ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │ first converted to DF.   ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │ treated as a column.     ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
   "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
-  "┃           join=…)      │ b  3   4   .  │     4      │            │ By default works the     ┃\n" +
-  "┃                        │ b  .   4   5  │     4      │            │ same as `l.append(r)`.   ┃\n" +
-  "┃                        │ c  .   6   7  │     6      │            │                          ┃\n" +
+  "┃           join=…)      │ b  3   4   .  │     4      │            │ A series is treated as a ┃\n" +
+  "┃                        │ b  .   4   5  │     4      │            │ column. Use l.append(r)  ┃\n" +
+  "┃                        │ c  .   6   7  │     6      │            │ to add a row instead.    ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃\n" +
-  "┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end.               ┃\n" +
-  "┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ Uses 'outer' by default. ┃\n" +
-  "┃                        │ c  .  .  6  7 │            │            │                          ┃\n" +
+  "┃           axis=1,      │ a  1  2  .  . │ x  y  y  z │            │ right end. Uses 'outer'  ┃\n" +
+  "┃           join=…)      │ b  3  4  4  5 │ 3  4  4  5 │            │ by default. A series is  ┃\n" +
+  "┃                        │ c  .  .  6  7 │            │            │ treated as a column.     ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃\n" +
-  "┃                        │ a  1   2   .  │            │            │ columns.                 ┃\n" +
-  "┃                        │ b  3   4   5  │            │            │                          ┃\n" +
-  "┃                        │ c  .   6   7  │            │            │                          ┃\n" +
+  "┃                        │ a  1   2   .  │            │            │ columns. Also updates    ┃\n" +
+  "┃                        │ b  3   4   5  │            │            │ cells that contain NaN.  ┃\n" +
+  "┃                        │ c  .   6   7  │            │            │ R must be a DataFrame.   ┃\n" +
   "┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_16_A =

From 7c5d1a1a372e305bcdad2a5a125c4abc07dc6b8c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 11 Jan 2021 22:25:51 +0100
Subject: [PATCH 0246/1007] Changed date

---
 index.html        | 4 ++--
 web/template.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 1cf9f9298..17104d3fe 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -3002,7 +3002,7 @@
  
 
   
    
-    
+    
     
   
    
 
diff --git a/web/template.html b/web/template.html
index fae73838a..ab2864476 100644
--- a/web/template.html
+++ b/web/template.html
@@ -226,7 +226,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -234,7 +234,7 @@
   
    
 
   
    
-    
+    
     
   
    
 

From 74644c24f14300dc9ed04168f5bfbf6e87780b02 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 13 Jan 2021 22:27:23 +0100
Subject: [PATCH 0247/1007] Exceptions

---
 README.md  | 2 +-
 index.html | 2 +-
 parse.js   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index e2f348cde..e3025e2a9 100644
--- a/README.md
+++ b/README.md
@@ -1429,8 +1429,8 @@ BaseException
 +-----------+------------+------------+------------+
 |           |    List    |    Set     |    Dict    |
 +-----------+------------+------------+------------+
-| pop()     | IndexError |  KeyError  |  KeyError  |
 | getitem() | IndexError |            |  KeyError  |
+| pop()     | IndexError |  KeyError  |  KeyError  |
 | remove()  | ValueError |  KeyError  |            |
 | index()   | ValueError |            |            |
 +-----------+------------+------------+------------+
diff --git a/index.html b/index.html
index 17104d3fe..462f71fbe 100644
--- a/index.html
+++ b/index.html
@@ -1369,8 +1369,8 @@
 
    Collections and their exceptions:
    ┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
 ┃           │    List    │    Set     │    Dict    ┃
 ┠───────────┼────────────┼────────────┼────────────┨
-┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃
 ┃ getitem() │ IndexError │            │  KeyError  ┃
+┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃
 ┃ remove()  │ ValueError │  KeyError  │            ┃
 ┃ index()   │ ValueError │            │            ┃
 ┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
diff --git a/parse.js b/parse.js
index e1acf8cc9..2b6e25d49 100755
--- a/parse.js
+++ b/parse.js
@@ -236,8 +236,8 @@ const DIAGRAM_8_B =
   '┏━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
   '┃           │    List    │    Set     │    Dict    ┃\n' +
   '┠───────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
   '┃ getitem() │ IndexError │            │  KeyError  ┃\n' +
+  '┃ pop()     │ IndexError │  KeyError  │  KeyError  ┃\n' +
   '┃ remove()  │ ValueError │  KeyError  │            ┃\n' +
   '┃ index()   │ ValueError │            │            ┃\n' +
   '┗━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';

From c2bb568ec9b88ef16b67cc2bda0bba37379746f3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 18 Jan 2021 17:52:59 +0100
Subject: [PATCH 0248/1007] Pandas

---
 README.md  | 6 +++---
 index.html | 6 +++---
 parse.js   | 2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index e3025e2a9..a7f6a28d4 100644
--- a/README.md
+++ b/README.md
@@ -3180,9 +3180,9 @@ b  3  4
 
 ```python
     = .set_index(column_key)          # Replaces row keys with values from a column.
-    = .reset_index()                  # Moves row keys to column named index.
+    = .reset_index()                  # Moves row keys to a column named index.
     = .filter('', axis=1)      # Only keeps columns whose key matches the regex.
-    = .melt(id_vars=column_key/s)     # Converts DF from wide to long format.
+    = .melt(id_vars=column_key/s)     # Converts DataFrame from wide to long format.
 ```
 
 #### Merge, Join, Concat:
@@ -3224,7 +3224,7 @@ c  6  7
 +------------------------+---------------+------------+------------+--------------------------+
 | l.combine_first(r)     |    x   y   z  |            |            | Adds missing rows and    |
 |                        | a  1   2   .  |            |            | columns. Also updates    |
-|                        | b  3   4   5  |            |            | cells that contain NaN.  |
+|                        | b  3   4   5  |            |            | items that contain NaN.  |
 |                        | c  .   6   7  |            |            | R must be a DataFrame.   |
 +------------------------+---------------+------------+------------+--------------------------+
 ```
diff --git a/index.html b/index.html
index 462f71fbe..45e8846d6 100644
--- a/index.html
+++ b/index.html
@@ -2721,9 +2721,9 @@
 <DF>    = <DF> +-*/ <el/Sr/DF>                # Items with non-matching keys get value NaN.
 
    
 
    <DF>    = <DF>.set_index(column_key)          # Replaces row keys with values from a column.
-<DF>    = <DF>.reset_index()                  # Moves row keys to column named index.
+<DF>    = <DF>.reset_index()                  # Moves row keys to a column named index.
 <DF>    = <DF>.filter('<regex>', axis=1)      # Only keeps columns whose key matches the regex.
-<DF>    = <DF>.melt(id_vars=column_key/s)     # Converts DF from wide to long format.
+<DF>    = <DF>.melt(id_vars=column_key/s)     # Converts DataFrame from wide to long format.
 
    
 
    Merge, Join, Concat:
    >>> l = DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y 
@@ -2761,7 +2761,7 @@
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃
 ┃                        │ a  1   2   .  │            │            │ columns. Also updates    ┃
-┃                        │ b  3   4   5  │            │            │ cells that contain NaN.  ┃
+┃                        │ b  3   4   5  │            │            │ items that contain NaN.  ┃
 ┃                        │ c  .   6   7  │            │            │ R must be a DataFrame.   ┃
 ┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛
 
    
diff --git a/parse.js b/parse.js
index 2b6e25d49..affd31343 100755
--- a/parse.js
+++ b/parse.js
@@ -362,7 +362,7 @@ const DIAGRAM_15_B =
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ l.combine_first(r)     │    x   y   z  │            │            │ Adds missing rows and    ┃\n" +
   "┃                        │ a  1   2   .  │            │            │ columns. Also updates    ┃\n" +
-  "┃                        │ b  3   4   5  │            │            │ cells that contain NaN.  ┃\n" +
+  "┃                        │ b  3   4   5  │            │            │ items that contain NaN.  ┃\n" +
   "┃                        │ c  .   6   7  │            │            │ R must be a DataFrame.   ┃\n" +
   "┗━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━┛\n";
 

From e7b09d6723ed6d1f15705fcfddb3ccb27fff07b9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 18 Jan 2021 17:56:24 +0100
Subject: [PATCH 0249/1007] Contents

---
 README.md       | 2 +-
 index.html      | 2 +-
 parse.js        | 2 +-
 web/script_2.js | 5 ++---
 4 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index a7f6a28d4..555d0583d 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ Contents
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
-**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__,__ **[`GUI`](#pysimplegui)**__.__
+**                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__.__
 
 
 Main
diff --git a/index.html b/index.html
index 45e8846d6..d88fccfe2 100644
--- a/index.html
+++ b/index.html
@@ -240,7 +240,7 @@
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
     '7. Libraries':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,
-                       NumPy, Image, Audio, Games, Data, GUI]
+                       NumPy, Image, Audio, Games, Data]
 }
 
    
 
diff --git a/parse.js b/parse.js
index affd31343..04999dbb1 100755
--- a/parse.js
+++ b/parse.js
@@ -26,7 +26,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data, GUI]\n' +
+  '                       NumPy, Image, Audio, Games, Data]\n' +
   '}\n' +
   '
    \n';
 
diff --git a/web/script_2.js b/web/script_2.js
index 571d3dcf9..c61a69c0e 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -7,7 +7,7 @@ const TOC =
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table, Curses, Logging, Scraping, Web, Profile,\n' +
-  '                       NumPy, Image, Audio, Games, Data, GUI]\n' +
+  '                       NumPy, Image, Audio, Games, Data]\n' +
   '}\n';
 
 const TOC_MOBILE =
@@ -35,8 +35,7 @@ const TOC_MOBILE =
   '    \'7. Libraries\':   [Progress_Bar, Plot, Table,\n' +
   '                       Curses, Logging, Scraping,\n' +
   '                       Web, Profile, NumPy,\n' +
-  '                       Image, Audio, Games, Data,\n' +
-  '                       GUI]\n' +
+  '                       Image, Audio, Games, Data]\n' +
   '}\n';
 
 

From d7d84eb5606eeaf92fdfd0deabe5fdade1c0a53d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 20 Jan 2021 17:21:22 +0100
Subject: [PATCH 0250/1007] Tuple

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 555d0583d..7a4b754ea 100644
--- a/README.md
+++ b/README.md
@@ -144,7 +144,7 @@ Tuple
 **Tuple is an immutable and hashable list.**
 ```python
  = ()
- = (, )
+ = (,)
  = (,  [, ...])
 ```
 
diff --git a/index.html b/index.html
index d88fccfe2..4b888c479 100644
--- a/index.html
+++ b/index.html
@@ -335,7 +335,7 @@
 
 
 
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()
-<tuple> = (<el>, )
+<tuple> = (<el>,)
 <tuple> = (<el_1>, <el_2> [, ...])
 
    
 

From 1ceb7327b65e3b5294dfb692321c9b376ddc4e5d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 20 Jan 2021 17:25:55 +0100
Subject: [PATCH 0251/1007] Image

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 7a4b754ea..ccc7b6940 100644
--- a/README.md
+++ b/README.md
@@ -2695,7 +2695,7 @@ from PIL import Image
 ```
 
 ```python
- = Image.new('', (width, height))  # Also: `color=`.
+ = Image.new('', (width, height))  # Also: `color=`.
  = Image.open()                    # Identifies format based on file contents.
  = .convert('')             # Converts image to the new mode.
 .save()                            # Selects format based on the path extension.
diff --git a/index.html b/index.html
index 4b888c479..a7eff6a84 100644
--- a/index.html
+++ b/index.html
@@ -2329,7 +2329,7 @@
 from PIL import Image
 
    
 
-
    <Image> = Image.new('<mode>', (width, height))  # Also: `color=<int/tuple>`.
+
    <Image> = Image.new('<mode>', (width, height))  # Also: `color=<int/tuple/str>`.
 <Image> = Image.open(<path>)                    # Identifies format based on file contents.
 <Image> = <Image>.convert('<mode>')             # Converts image to the new mode.
 <Image>.save(<path>)                            # Selects format based on the path extension.

From a8bd8445b3d7f0b4cad787cec20a985f4527d4fd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 27 Jan 2021 06:45:20 +0100
Subject: [PATCH 0252/1007] Basic script template

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ccc7b6940..89454f3c2 100644
--- a/README.md
+++ b/README.md
@@ -3489,7 +3489,7 @@ from sys import argv, exit
 from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-import functools, itertools, operator as op, re
+import re, operator as op, itertools as it, functools as ft
 
 
 def main():
diff --git a/index.html b/index.html
index a7eff6a84..d487fff41 100644
--- a/index.html
+++ b/index.html
@@ -2975,7 +2975,7 @@
 from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-import functools, itertools, operator as op, re
+import re, operator as op, itertools as it, functools as ft
 
 
 def main():

From 8e007a7e17a5776453fa961d29ad562d35125057 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 27 Jan 2021 06:47:59 +0100
Subject: [PATCH 0253/1007] Profiling

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 89454f3c2..fa2bd7ec9 100644
--- a/README.md
+++ b/README.md
@@ -2528,7 +2528,7 @@ duration = time() - start_time
 #### High performance:
 ```python
 from time import perf_counter
-start_time = perf_counter()             # Seconds since restart.
+start_time = perf_counter()             # Seconds since the restart.
 ...
 duration = perf_counter() - start_time
 ```
diff --git a/index.html b/index.html
index d487fff41..fe53644c6 100644
--- a/index.html
+++ b/index.html
@@ -2204,7 +2204,7 @@
 
 
 
    High performance:
    from time import perf_counter
-start_time = perf_counter()             # Seconds since restart.
+start_time = perf_counter()             # Seconds since the restart.
 ...
 duration = perf_counter() - start_time
 
    

From 54d2c3f369f28df69ea77ddf169321736e895881 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 29 Jan 2021 06:24:32 +0100
Subject: [PATCH 0254/1007] Random

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index fa2bd7ec9..3a12dc23e 100644
--- a/README.md
+++ b/README.md
@@ -511,7 +511,7 @@ from statistics import mean, median, variance, stdev, pvariance, pstdev
 
 ### Random
 ```python
-from random import random, randint, choice, shuffle
+from random import random, randint, choice, shuffle, gauss, seed
  = random()
    = randint(from_inclusive, to_inclusive)
     = choice()
diff --git a/index.html b/index.html
index fe53644c6..a43463762 100644
--- a/index.html
+++ b/index.html
@@ -613,7 +613,7 @@
 
    Statistics
    from statistics import mean, median, variance, stdev, pvariance, pstdev
 
    
 
-
    Random
    from random import random, randint, choice, shuffle
+
    Random
    from random import random, randint, choice, shuffle, gauss, seed
 <float> = random()
 <int>   = randint(from_inclusive, to_inclusive)
 <el>    = choice(<list>)

From b939b024206bb3b54a418c3e96a6d25eb23a9472 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 2 Feb 2021 05:10:31 +0100
Subject: [PATCH 0255/1007] Datetime

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3a12dc23e..e38954f77 100644
--- a/README.md
+++ b/README.md
@@ -586,7 +586,7 @@ Datetime
 
 ```python
 from datetime import date, time, datetime, timedelta
-from dateutil.tz import UTC, tzlocal, gettz, resolve_imaginary
+from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 ```
 
 ### Constructors
diff --git a/index.html b/index.html
index a43463762..76d104d03 100644
--- a/index.html
+++ b/index.html
@@ -667,7 +667,7 @@
 
  • Time and datetime objects can be 'aware' <a>, meaning they have defined timezone, or 'naive' <n>, meaning they don't.
    • 
 
  • If object is naive, it is presumed to be in the system's timezone.
    • 
 
    from datetime import date, time, datetime, timedelta
-from dateutil.tz import UTC, tzlocal, gettz, resolve_imaginary
+from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 
    
 
 

From 29e7600af7c7e50220f83b025b90d2bc59dd0758 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 2 Feb 2021 05:17:04 +0100
Subject: [PATCH 0256/1007] Updated remove_links.py script

---
 pdf/remove_links.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 2ad1bc8e8..2f97aef27 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -7,14 +7,14 @@
 
 
 MATCHES = {
-    'Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.': 'Module operator (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.',
+    'Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.': 'Module \'operator\' (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.',
     '\'!r\' calls object\'s repr() method, instead of str(), to get a string.': '\'!r\' calls object\'s repr() method, instead of str(), to get a string (p. 14).',
     'Default_factory can be any callable.': 'Default_factory can be any callable (p. 17).',
     'Iterators returned by the iter() function, such as list_iterator and set_iterator.': 'Iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).',
     'Objects returned by the itertools module, such as count, repeat and cycle.': 'Objects returned by the itertools module, such as count, repeat and cycle (p. 3).',
     'Generators returned by the generator functions and generator expressions.': 'Generators returned by the generator functions (p. 4) and generator expressions (p. 11).',
     'File objects returned by the open() function, etc.': 'File objects returned by the open() function (p. 22), etc.',
-    'Another solution in this particular case is to use functions and_() and or_() from the module operator.': 'Another solution in this particular case is to use functions and_() and or_() from the module operator (p. 31).',
+    'Another solution in this particular case is to use functions and_() and or_() from the module operator.': 'Another solution in this particular case is to use functions and_() and or_() from the module \'operator\' (p. 31).',
     'Functions report OS related errors by raising either OSError or one of its subclasses.': 'Functions report OS related errors by raising OSError or one of its subclasses (p. 23).',
     'Bools will be stored and returned as ints and dates as ISO formatted strings.': 'Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).',
     'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.': 'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes (p. 30).',

From ac999283ee8c8e9b2d02bce48feea6e0fcbaba47 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 12 Feb 2021 13:47:08 +0100
Subject: [PATCH 0257/1007] Tuple, Curses, Appendix

---
 README.md  | 46 +++++++++++++++++++++++-----------------------
 index.html | 44 ++++++++++++++++++++++----------------------
 2 files changed, 45 insertions(+), 45 deletions(-)

diff --git a/README.md b/README.md
index e38954f77..fdc46c553 100644
--- a/README.md
+++ b/README.md
@@ -144,8 +144,8 @@ Tuple
 **Tuple is an immutable and hashable list.**
 ```python
  = ()
- = (,)
- = (,  [, ...])
+ = (,)                           # Or: ,
+ = (,  [, ...])          # Or: ,  [, ...]
 ```
 
 ### Named Tuple
@@ -2370,30 +2370,30 @@ with open('test.csv', encoding='utf-8', newline='') as file:
 
 Curses
 ------
-#### Clears the terminal, prints a message and waits for the ESC key press:
+#### Runs a basic file explorer in the terminal:
 ```python
-from curses import wrapper, curs_set, ascii
-from curses import KEY_UP, KEY_RIGHT, KEY_DOWN, KEY_LEFT
+from curses import wrapper, ascii, A_REVERSE, KEY_UP, KEY_DOWN, KEY_LEFT, KEY_RIGHT, KEY_ENTER
+from os import listdir, chdir, path
 
-def main():
-    wrapper(draw)
-
-def draw(screen):
-    curs_set(0)                                # Makes cursor invisible.
-    screen.nodelay(True)                       # Makes getch() non-blocking.
-    screen.clear()
-    screen.addstr(0, 0, 'Press ESC to quit.')  # Coordinates are y, x.
-    while screen.getch() != ascii.ESC:
-        pass
-
-def get_border(screen):
-    from collections import namedtuple
-    P = namedtuple('P', 'x y')
-    height, width = screen.getmaxyx()
-    return P(width-1, height-1)
+def main(screen):
+    ch, first, selected, paths = 0, 0, 0, listdir()
+    while ch != ascii.ESC:
+        height, _ = screen.getmaxyx()
+        screen.clear()
+        for y, path_ in enumerate(paths[first : first+height]):
+            screen.addstr(y, 0, path_, A_REVERSE * (selected == first + y))
+        ch = screen.getch()
+        selected += (ch == KEY_DOWN) - (ch == KEY_UP)
+        selected = max(0, min(len(paths)-1, selected))
+        first += (first <= selected - height) - (first > selected)
+        if ch in [KEY_LEFT, KEY_RIGHT, KEY_ENTER, 10, 13]:
+            new_dir = '..' if ch == KEY_LEFT else paths[selected]
+            if path.isdir(new_dir):
+                chdir(new_dir)
+                first, selected, paths = 0, 0, listdir()
 
 if __name__ == '__main__':
-    main()
+    wrapper(main)
 ```
 
 
@@ -3489,7 +3489,7 @@ from sys import argv, exit
 from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-import re, operator as op, itertools as it, functools as ft
+import functools as ft, itertools as it, operator as op, re
 
 
 def main():
diff --git a/index.html b/index.html
index 76d104d03..c72c52962 100644
--- a/index.html
+++ b/index.html
@@ -335,8 +335,8 @@
 
 
 
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()
-<tuple> = (<el>,)
-<tuple> = (<el_1>, <el_2> [, ...])
+<tuple> = (<el>,)                           # Or: <el>,
+<tuple> = (<el_1>, <el_2> [, ...])          # Or: <el_1>, <el_2> [, ...]
 
    
 
 
@@ -2078,28 +2078,28 @@
 
    
 
 
-
    #Curses
    Clears the terminal, prints a message and waits for the ESC key press:
    from curses import wrapper, curs_set, ascii
-from curses import KEY_UP, KEY_RIGHT, KEY_DOWN, KEY_LEFT
+
    #Curses
    Runs a basic file explorer in the terminal:
    from curses import wrapper, ascii, A_REVERSE, KEY_UP, KEY_DOWN, KEY_LEFT, KEY_RIGHT, KEY_ENTER
+from os import listdir, chdir, path
 
-def main():
-    wrapper(draw)
-
-def draw(screen):
-    curs_set(0)                                # Makes cursor invisible.
-    screen.nodelay(True)                       # Makes getch() non-blocking.
-    screen.clear()
-    screen.addstr(0, 0, 'Press ESC to quit.')  # Coordinates are y, x.
-    while screen.getch() != ascii.ESC:
-        pass
-
-def get_border(screen):
-    from collections import namedtuple
-    P = namedtuple('P', 'x y')
-    height, width = screen.getmaxyx()
-    return P(width-1, height-1)
+def main(screen):
+    ch, first, selected, paths = 0, 0, 0, listdir()
+    while ch != ascii.ESC:
+        height, _ = screen.getmaxyx()
+        screen.clear()
+        for y, path_ in enumerate(paths[first : first+height]):
+            screen.addstr(y, 0, path_, A_REVERSE * (selected == first + y))
+        ch = screen.getch()
+        selected += (ch == KEY_DOWN) - (ch == KEY_UP)
+        selected = max(0, min(len(paths)-1, selected))
+        first += (first <= selected - height) - (first > selected)
+        if ch in [KEY_LEFT, KEY_RIGHT, KEY_ENTER, 10, 13]:
+            new_dir = '..' if ch == KEY_LEFT else paths[selected]
+            if path.isdir(new_dir):
+                chdir(new_dir)
+                first, selected, paths = 0, 0, listdir()
 
 if __name__ == '__main__':
-    main()
+    wrapper(main)
 
    
 
 
@@ -2975,7 +2975,7 @@
 from collections import defaultdict, namedtuple
 from dataclasses import make_dataclass
 from enum import Enum
-import re, operator as op, itertools as it, functools as ft
+import functools as ft, itertools as it, operator as op, re
 
 
 def main():

From e257b7b3a17ed3286ac91b40ba194d2a0c83b4e4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 12 Feb 2021 14:36:15 +0100
Subject: [PATCH 0258/1007] Coroutines

---
 README.md  | 3 ++-
 index.html | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index fdc46c553..516b0e394 100644
--- a/README.md
+++ b/README.md
@@ -2292,7 +2292,8 @@ async def main_coroutine(screen):
 
 async def random_controller(id_, moves):
     while True:
-        moves.put_nowait((id_, random.choice(list(D))))
+        move = id_, random.choice(list(D))
+        moves.put_nowait(move)
         await asyncio.sleep(random.random() / 2)
 
 async def human_controller(screen, moves):
diff --git a/index.html b/index.html
index c72c52962..ccdec7e85 100644
--- a/index.html
+++ b/index.html
@@ -2015,7 +2015,8 @@
 
 async def random_controller(id_, moves):
     while True:
-        moves.put_nowait((id_, random.choice(list(D))))
+        move = id_, random.choice(list(D))
+        moves.put_nowait(move)
         await asyncio.sleep(random.random() / 2)
 
 async def human_controller(screen, moves):

From 6bb4a63b5729e9ff5033cb8027c22cb58129a662 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 12 Feb 2021 14:50:40 +0100
Subject: [PATCH 0259/1007] Coroutines

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 516b0e394..b9051fc46 100644
--- a/README.md
+++ b/README.md
@@ -2292,8 +2292,8 @@ async def main_coroutine(screen):
 
 async def random_controller(id_, moves):
     while True:
-        move = id_, random.choice(list(D))
-        moves.put_nowait(move)
+        d = random.choice(list(D))
+        moves.put_nowait((id_, d))
         await asyncio.sleep(random.random() / 2)
 
 async def human_controller(screen, moves):
diff --git a/index.html b/index.html
index ccdec7e85..482154dce 100644
--- a/index.html
+++ b/index.html
@@ -2015,8 +2015,8 @@
 
 async def random_controller(id_, moves):
     while True:
-        move = id_, random.choice(list(D))
-        moves.put_nowait(move)
+        d = random.choice(list(D))
+        moves.put_nowait((id_, d))
         await asyncio.sleep(random.random() / 2)
 
 async def human_controller(screen, moves):

From bcf02820a02ecd61c07735cc1c42e77da3ba9012 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 12 Feb 2021 19:25:28 +0100
Subject: [PATCH 0260/1007] Updated index

---
 pdf/index_for_pdf.html       | 6 +++---
 pdf/index_for_pdf_print.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 263652331..e411647a2 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -48,7 +48,7 @@ 
    E
    
 eval function, 33
    
 exceptions, 20-21, 23, 35  
    
 
    F
    
-
    files, 22-26, 28, 46
    
+
    files, 22-29, 34, 46
    
 filter function, 11
    
 floats, 4, 6, 7
    
 format, 6-7
    
@@ -94,11 +94,11 @@ 
    N
    
 
    O
    
 
    open function, 17, 22-23, 25, 26, 28
    
 operator module, 31
    
-os commands, 23-25  
    
+os commands, 23-25, 34  
    
 
    P
    
 
    pandas library, 44-48
    
 partial function, 12, 20
    
-path, 23-24
    
+path, 23-24, 34
    
 pickle module, 25
    
 pillow library, 39-40
    
 plotting, 34, 47-48
    
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 2d0834d09..984d4b90d 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -48,7 +48,7 @@ 
    E
    
 eval function, 33
    
 exceptions, 20-21, 23, 35  
    
 
    F
    
-
    files, 22-26, 28, 46
    
+
    files, 22-29, 34, 46
    
 filter function, 11
    
 floats, 4, 6, 7
    
 format, 6-7
    
@@ -94,11 +94,11 @@ 
    N
    
 
    O
    
 
    open function, 17, 22-23, 25, 26, 28
    
 operator module, 31
    
-os commands, 23-25  
    
+os commands, 23-25, 34  
    
 
    P
    
 
    pandas library, 44-48
    
 partial function, 12, 20
    
-path, 23-24
    
+path, 23-24, 34
    
 pickle module, 25
    
 pillow library, 39-40
    
 plotting, 34, 47-48
    

From b4a54daa7e93292b0de15dc6544ae231aea1d0bd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 19 Feb 2021 21:10:48 +0100
Subject: [PATCH 0261/1007] List, String, Numbers, Curses, Scraping

---
 README.md  | 41 +++++++++++++++++++++--------------------
 index.html | 41 +++++++++++++++++++++--------------------
 2 files changed, 42 insertions(+), 40 deletions(-)

diff --git a/README.md b/README.md
index b9051fc46..5f95d0962 100644
--- a/README.md
+++ b/README.md
@@ -57,10 +57,10 @@ list_of_chars    = list()
 
 ```python
  = .count()     # Returns number of occurrences. Also works on strings.
-index = .index()     # Returns index of first occurrence or raises ValueError.
-.insert(index, )     # Inserts item at index and moves the rest to the right.
- = .pop([index])     # Removes and returns item at index or from the end.
-.remove()            # Removes first occurrence of item or raises ValueError.
+ = .index()     # Returns index of the first occurrence or raises ValueError.
+.insert(, )     # Inserts item at index and moves the rest to the right.
+ = .pop([])     # Removes and returns item at index or from the end.
+.remove()            # Removes first occurrence of the item or raises ValueError.
 .clear()                 # Removes all items. Also works on dictionary and set.
 ```
 
@@ -309,14 +309,14 @@ String
  = .split()                       # Splits on one or more whitespace characters.
  = .split(sep=None, maxsplit=-1)  # Splits on 'sep' str at most 'maxsplit' times.
  = .splitlines(keepends=False)    # Splits on \n,\r,\r\n. Keeps them if 'keepends'.
-  = .join()       # Joins elements using string as separator.
+  = .join()       # Joins elements using string as a separator.
 ```
 
 ```python
  =  in                   # Checks if string contains a substring.
  = .startswith()         # Pass tuple of strings for multiple options.
  = .endswith()           # Pass tuple of strings for multiple options.
-  = .find()               # Returns start index of first match or -1.
+  = .find()               # Returns start index of the first match or -1.
   = .index()              # Same but raises ValueError if missing.
 ```
 
@@ -512,10 +512,10 @@ from statistics import mean, median, variance, stdev, pvariance, pstdev
 ### Random
 ```python
 from random import random, randint, choice, shuffle, gauss, seed
+
  = random()
    = randint(from_inclusive, to_inclusive)
     = choice()
-shuffle()
 ```
 
 ### Bin, Hex
@@ -2381,8 +2381,8 @@ def main(screen):
     while ch != ascii.ESC:
         height, _ = screen.getmaxyx()
         screen.clear()
-        for y, path_ in enumerate(paths[first : first+height]):
-            screen.addstr(y, 0, path_, A_REVERSE * (selected == first + y))
+        for y, a_path in enumerate(paths[first : first+height]):
+            screen.addstr(y, 0, a_path, A_REVERSE * (selected == first + y))
         ch = screen.getch()
         selected += (ch == KEY_DOWN) - (ch == KEY_UP)
         selected = max(0, min(len(paths)-1, selected))
@@ -2448,18 +2448,19 @@ Scraping
 ```python
 # $ pip3 install requests beautifulsoup4
 import requests, bs4, sys
-URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
+
+WIKI_URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
-    html  = requests.get(URL).text
-    doc   = bs4.BeautifulSoup(html, 'html.parser')
-    table = doc.find('table', class_='infobox vevent')
-    link  = table.find('th', text='Website').next_sibling.a['href']
-    ver   = table.find('th', text='Stable release').next_sibling.strings.__next__()
-    url_i = table.find('img')['src']
-    image = requests.get(f'https:{url_i}').content
+    html       = requests.get(WIKI_URL).text
+    document   = bs4.BeautifulSoup(html, 'html.parser')
+    table      = document.find('table', class_='infobox vevent')
+    python_url = table.find('th', text='Website').next_sibling.a['href']
+    version    = table.find('th', text='Stable release').next_sibling.strings.__next__()
+    logo_url   = table.find('img')['src']
+    logo       = requests.get(f'https:{logo_url}').content
     with open('test.png', 'wb') as file:
-        file.write(image)
-    print(link, ver)
+        file.write(logo)
+    print(python_url, version)
 except requests.exceptions.ConnectionError:
     print("You've got problems with connection.", file=sys.stderr)
 ```
@@ -2614,7 +2615,7 @@ indexes = .argmin(axis)
 ```
 
 * **Shape is a tuple of dimension sizes.**
-* **Axis is the index of a dimension that gets collapsed. The leftmost dimension has index 0.**
+* **Axis is an index of the dimension that gets collapsed. Leftmost dimension has index 0.**
 
 ### Indexing
 ```bash
diff --git a/index.html b/index.html
index 482154dce..507593652 100644
--- a/index.html
+++ b/index.html
@@ -276,10 +276,10 @@
 
  • Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.
    • 
 
 
    <int> = <list>.count(<el>)     # Returns number of occurrences. Also works on strings.
-index = <list>.index(<el>)     # Returns index of first occurrence or raises ValueError.
-<list>.insert(index, <el>)     # Inserts item at index and moves the rest to the right.
-<el> = <list>.pop([index])     # Removes and returns item at index or from the end.
-<list>.remove(<el>)            # Removes first occurrence of item or raises ValueError.
+<int> = <list>.index(<el>)     # Returns index of the first occurrence or raises ValueError.
+<list>.insert(<int>, <el>)     # Inserts item at index and moves the rest to the right.
+<el> = <list>.pop([<int>])     # Removes and returns item at index or from the end.
+<list>.remove(<el>)            # Removes first occurrence of the item or raises ValueError.
 <list>.clear()                 # Removes all items. Also works on dictionary and set.
 
    
 
    #Dictionary
    <view> = <dict>.keys()                          # Coll. of keys that reflects changes.
@@ -450,12 +450,12 @@
 
    <list> = <str>.split()                       # Splits on one or more whitespace characters.
 <list> = <str>.split(sep=None, maxsplit=-1)  # Splits on 'sep' str at most 'maxsplit' times.
 <list> = <str>.splitlines(keepends=False)    # Splits on \n,\r,\r\n. Keeps them if 'keepends'.
-<str>  = <str>.join(<coll_of_strings>)       # Joins elements using string as separator.
+<str>  = <str>.join(<coll_of_strings>)       # Joins elements using string as a separator.
 
    
 
    <bool> = <sub_str> in <str>                  # Checks if string contains a substring.
 <bool> = <str>.startswith(<sub_str>)         # Pass tuple of strings for multiple options.
 <bool> = <str>.endswith(<sub_str>)           # Pass tuple of strings for multiple options.
-<int>  = <str>.find(<sub_str>)               # Returns start index of first match or -1.
+<int>  = <str>.find(<sub_str>)               # Returns start index of the first match or -1.
 <int>  = <str>.index(<sub_str>)              # Same but raises ValueError if missing.
 
    
 
    <str>  = <str>.replace(old, new [, count])   # Replaces 'old' with 'new' at most 'count' times.
@@ -614,10 +614,10 @@
 
    
 
 
    Random
    from random import random, randint, choice, shuffle, gauss, seed
+
 <float> = random()
 <int>   = randint(from_inclusive, to_inclusive)
 <el>    = choice(<list>)
-shuffle(<list>)
 
    
 
 
    Bin, Hex
    <int> = ±0b<bin>                         # Or: ±0x<hex>
@@ -2087,8 +2087,8 @@
     while ch != ascii.ESC:
         height, _ = screen.getmaxyx()
         screen.clear()
-        for y, path_ in enumerate(paths[first : first+height]):
-            screen.addstr(y, 0, path_, A_REVERSE * (selected == first + y))
+        for y, a_path in enumerate(paths[first : first+height]):
+            screen.addstr(y, 0, a_path, A_REVERSE * (selected == first + y))
         ch = screen.getch()
         selected += (ch == KEY_DOWN) - (ch == KEY_UP)
         selected = max(0, min(len(paths)-1, selected))
@@ -2143,18 +2143,19 @@
 
 
    #Scraping
    Scrapes Python's URL, version number and logo from its Wikipedia page:
    # $ pip3 install requests beautifulsoup4
 import requests, bs4, sys
-URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
+
+WIKI_URL = 'https://en.wikipedia.org/wiki/Python_(programming_language)'
 try:
-    html  = requests.get(URL).text
-    doc   = bs4.BeautifulSoup(html, 'html.parser')
-    table = doc.find('table', class_='infobox vevent')
-    link  = table.find('th', text='Website').next_sibling.a['href']
-    ver   = table.find('th', text='Stable release').next_sibling.strings.__next__()
-    url_i = table.find('img')['src']
-    image = requests.get(f'https:{url_i}').content
+    html       = requests.get(WIKI_URL).text
+    document   = bs4.BeautifulSoup(html, 'html.parser')
+    table      = document.find('table', class_='infobox vevent')
+    python_url = table.find('th', text='Website').next_sibling.a['href']
+    version    = table.find('th', text='Stable release').next_sibling.strings.__next__()
+    logo_url   = table.find('img')['src']
+    logo       = requests.get(f'https:{logo_url}').content
     with open('test.png', 'wb') as file:
-        file.write(image)
-    print(link, ver)
+        file.write(logo)
+    print(python_url, version)
 except requests.exceptions.ConnectionError:
     print("You've got problems with connection.", file=sys.stderr)
 
    
@@ -2270,7 +2271,7 @@
 
    
 
      
 
    • Shape is a tuple of dimension sizes.
      • 
-
    • Axis is the index of a dimension that gets collapsed. The leftmost dimension has index 0.
      • 
+
    • Axis is an index of the dimension that gets collapsed. Leftmost dimension has index 0.
      • 
 
    
 
    Indexing
    <el>       = <2d_array>[0, 0]        # First element.
 <1d_view>  = <2d_array>[0]           # First row.

From f4f5fb122c3a7fb7c27cb1766326164249c32b7e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 26 Feb 2021 16:01:58 +0100
Subject: [PATCH 0262/1007] Threading, Introspection

---
 README.md  | 53 ++++++++++++++++++++++++++++-------------------------
 index.html | 53 +++++++++++++++++++++++++++--------------------------
 2 files changed, 55 insertions(+), 51 deletions(-)

diff --git a/README.md b/README.md
index 5f95d0962..c9dc17729 100644
--- a/README.md
+++ b/README.md
@@ -2050,19 +2050,19 @@ from threading import Thread, RLock, Semaphore, Event, Barrier
 
 ### Thread
 ```python
- = Thread(target=)  # Use `args=` to set arguments.
-.start()                      # Starts the thread.
- = .is_alive()          # Checks if thread has finished executing.
-.join()                       # Waits for thread to finish.
+ = Thread(target=)          # Use `args=` to set arguments.
+.start()                              # Starts the thread.
+ = .is_alive()                  # Checks if thread has finished executing.
+.join()                               # Waits for thread to finish.
 ```
 * **Use `'kwargs='` to pass keyword arguments to the function.**
 * **Use `'daemon=True'`, or the program will not be able to exit while the thread is alive.**
 
 ### Lock
 ```python
- = RLock()                      # Lock that can only be released by the owner.
-.acquire()                      # Waits for lock to be available.
-.release()                      # Makes lock available again.
+ = RLock()                              # Lock that can only be released by the owner.
+.acquire()                              # Waits for lock to be available.
+.release()                              # Makes lock available again.
 ```
 
 #### Or:
@@ -2074,24 +2074,27 @@ with lock:
 
 ### Semaphore, Event, Barrier
 ```python
- = Semaphore(value=1)      # Lock that can be acquired by 'value' threads at once.
-     = Event()                 # Method wait() blocks until set() is called.
-   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
+ = Semaphore(value=1)              # Lock that can be acquired by 'value' threads.
+     = Event()                         # Method wait() blocks until set() is called.
+   = Barrier(n_times)                # Method wait() blocks until it's called n_times.
 ```
 
 ### Thread Pool Executor
+**Object that manages thread execution.**
 ```python
 from concurrent.futures import ThreadPoolExecutor
-with ThreadPoolExecutor(max_workers=None) as executor:         # Does not exit until done.
-       = executor.map(lambda x: x + 1, range(3))         # (1, 2, 3)
-       = executor.map(lambda x, y: x + y, 'abc', '123')  # ('a1', 'b2', 'c3')
-     = executor.submit( [, , ...])    # Also visible outside block.
 ```
 
-#### Future:
 ```python
- = .done()              # Checks if thread has finished executing.
-  = .result()            # Waits for thread to finish and returns result.
+ = ThreadPoolExecutor([max_workers])    # Use max_workers to limit the number of threads.
+.shutdown(wait=True)                    # Or: `with ThreadPoolExecutor() as executor: …`
+```
+
+```python
+ = .map(, , ...)    # A multithreaded and non-lazy map().
+ = .submit(, , ...)  # Starts a thread and returns its Future object.
+ = .done()                        # Checks if thread has finished executing.
+  = .result()                      # Waits for thread to finish and returns result.
 ```
 
 ### Queue
@@ -2102,10 +2105,10 @@ from queue import Queue
 ```
 
 ```python
-.put()                     # Blocks until queue stops being full.
-.put_nowait()              # Raises queue.Full exception if full.
- = .get()                  # Blocks until queue stops being empty.
- = .get_nowait()           # Raises queue.Empty exception if empty.
+.put()                             # Blocks until queue stops being full.
+.put_nowait()                      # Raises queue.Full exception if full.
+ = .get()                          # Blocks until queue stops being empty.
+ = .get_nowait()                   # Raises queue.Empty exception if empty.
 ```
 
 
@@ -2155,10 +2158,10 @@ delattr(, '')           # Equivalent to `del .        = signature()
-no_of_params = len(.parameters)
-param_names  = list(.parameters.keys())
-param_kinds  = [a.kind for a in .parameters.values()]
+  = signature()             # Signature object of the function.
+ = .parameters                  # Dict of function's parameters.
+  = .name                      # Prameter's name.
+ = .kind                      # Member of ParameterKind enum.
 ```
 
 
diff --git a/index.html b/index.html
index 507593652..f94de79fb 100644
--- a/index.html
+++ b/index.html
@@ -1835,19 +1835,19 @@
 
 
 
-
    Thread
    <Thread> = Thread(target=<function>)  # Use `args=<collection>` to set arguments.
-<Thread>.start()                      # Starts the thread.
-<bool> = <Thread>.is_alive()          # Checks if thread has finished executing.
-<Thread>.join()                       # Waits for thread to finish.
+
    Thread
    <Thread> = Thread(target=<function>)          # Use `args=<collection>` to set arguments.
+<Thread>.start()                              # Starts the thread.
+<bool> = <Thread>.is_alive()                  # Checks if thread has finished executing.
+<Thread>.join()                               # Waits for thread to finish.
 
    
 
 
      
 
    • Use 'kwargs=<dict>' to pass keyword arguments to the function.
      • 
 
    • Use 'daemon=True', or the program will not be able to exit while the thread is alive.
      • 
 
    
-
    Lock
    <lock> = RLock()                      # Lock that can only be released by the owner.
-<lock>.acquire()                      # Waits for lock to be available.
-<lock>.release()                      # Makes lock available again.
+
    Lock
    <lock> = RLock()                              # Lock that can only be released by the owner.
+<lock>.acquire()                              # Waits for lock to be available.
+<lock>.release()                              # Makes lock available again.
 
    
 
 
    Or:
    lock = RLock()
@@ -1855,31 +1855,32 @@
     ...
 
    
 
-
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)      # Lock that can be acquired by 'value' threads at once.
-<Event>     = Event()                 # Method wait() blocks until set() is called.
-<Barrier>   = Barrier(n_times)        # Method wait() blocks until it's called 'n_times'.
+
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)              # Lock that can be acquired by 'value' threads.
+<Event>     = Event()                         # Method wait() blocks until set() is called.
+<Barrier>   = Barrier(n_times)                # Method wait() blocks until it's called n_times.
 
    
 
-
    Thread Pool Executor
    from concurrent.futures import ThreadPoolExecutor
-with ThreadPoolExecutor(max_workers=None) as executor:         # Does not exit until done.
-    <iter>   = executor.map(lambda x: x + 1, range(3))         # (1, 2, 3)
-    <iter>   = executor.map(lambda x, y: x + y, 'abc', '123')  # ('a1', 'b2', 'c3')
-    <Future> = executor.submit(<function> [, <arg_1>, ...])    # Also visible outside block.
+
    Thread Pool Executor
    Object that manages thread execution.
    from concurrent.futures import ThreadPoolExecutor
 
    
 
-
    Future:
    <bool> = <Future>.done()              # Checks if thread has finished executing.
-<obj>  = <Future>.result()            # Waits for thread to finish and returns result.
-
    
 
+
    <Exec> = ThreadPoolExecutor([max_workers])    # Use max_workers to limit the number of threads.
+<Exec>.shutdown(wait=True)                    # Or: `with ThreadPoolExecutor() as executor: …`
+
    
+
    <iter> = <Exec>.map(<func>, <args_1>, ...)    # A multithreaded and non-lazy map().
+<Futr> = <Exec>.submit(<func>, <arg_1>, ...)  # Starts a thread and returns its Future object.
+<bool> = <Futr>.done()                        # Checks if thread has finished executing.
+<obj>  = <Futr>.result()                      # Waits for thread to finish and returns result.
+
    
 
    Queue
    A thread-safe FIFO queue. For LIFO queue use LifoQueue.
    from queue import Queue
 <Queue> = Queue(maxsize=0)
 
    
 
 
-
    <Queue>.put(<el>)                     # Blocks until queue stops being full.
-<Queue>.put_nowait(<el>)              # Raises queue.Full exception if full.
-<el> = <Queue>.get()                  # Blocks until queue stops being empty.
-<el> = <Queue>.get_nowait()           # Raises queue.Empty exception if empty.
+
    <Queue>.put(<el>)                             # Blocks until queue stops being full.
+<Queue>.put_nowait(<el>)                      # Raises queue.Full exception if full.
+<el> = <Queue>.get()                          # Blocks until queue stops being empty.
+<el> = <Queue>.get_nowait()                   # Raises queue.Empty exception if empty.
 
    
 
    #Operator
    Module of functions that provide the functionality of operators.
    from operator import add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 from operator import eq, ne, lt, le, gt, ge
@@ -1913,10 +1914,10 @@
 
    
 
 
    Parameters
    from inspect import signature
-<sig>        = signature(<function>)
-no_of_params = len(<sig>.parameters)
-param_names  = list(<sig>.parameters.keys())
-param_kinds  = [a.kind for a in <sig>.parameters.values()]
+<sig>  = signature(<function>)             # Signature object of the function.
+<dict> = <sig>.parameters                  # Dict of function's parameters.
+<str>  = <param>.name                      # Prameter's name.
+<memb> = <param>.kind                      # Member of ParameterKind enum.
 
    
 
 
    #Metaprograming
    Code that generates code.
    Type
    Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.
    <class> = type('<class_name>', <parents_tuple>, <attributes_dict>)
    

From d874635756311255efa39c10c8485302ba747d98 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 1 Mar 2021 13:02:49 +0100
Subject: [PATCH 0263/1007] Introspection, Pygame

---
 README.md  | 24 ++++++++++++------------
 index.html | 24 ++++++++++++------------
 2 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/README.md b/README.md
index c9dc17729..e63f1c48f 100644
--- a/README.md
+++ b/README.md
@@ -2158,10 +2158,10 @@ delattr(, '')           # Equivalent to `del .  = signature()             # Signature object of the function.
- = .parameters                  # Dict of function's parameters.
-  = .name                      # Prameter's name.
- = .kind                      # Member of ParameterKind enum.
+  = signature()             # Signature object of the function.
+ = .parameters                  # Dict of function's Parameter objects.
+  = .name                      # Parameter's name.
+ = .kind                      # Member of ParameterKind enum.
 ```
 
 
@@ -2965,17 +2965,17 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
- = pg.transform.scale(, (width, height))
- = pg.transform.rotate(, degrees)
- = pg.transform.flip(, x_bool, y_bool)
+import pygame.transform as tr
+ = tr.scale(, (width, height))      # Returns scaled surface.
+ = tr.rotate(, degrees)             # Returns rotated and scaled surface.
+ = tr.flip(, x_bool, y_bool)        # Returns flipped surface.
 ```
 
 ```python
-pg.draw.line(, color, (x1, y1), (x2, y2), width)
-pg.draw.arc(, color, , from_radians, to_radians)
-pg.draw.rect(, color, )
-pg.draw.polygon(, color, points)
-pg.draw.ellipse(, color, )
+from pygame.draw import line, arc, rect
+line(, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
+arc(, color, , from_rad, to_rad)    # Also: ellipse(, color, )
+rect(, color, )                     # Also: polygon(, color, points)
 ```
 
 ### Font
diff --git a/index.html b/index.html
index f94de79fb..e42ebc3c6 100644
--- a/index.html
+++ b/index.html
@@ -1914,10 +1914,10 @@
 
 
 
    Parameters
    from inspect import signature
-<sig>  = signature(<function>)             # Signature object of the function.
-<dict> = <sig>.parameters                  # Dict of function's parameters.
-<str>  = <param>.name                      # Prameter's name.
-<memb> = <param>.kind                      # Member of ParameterKind enum.
+<Sig>  = signature(<function>)             # Signature object of the function.
+<dict> = <Sig>.parameters                  # Dict of function's Parameter objects.
+<str>  = <Param>.name                      # Parameter's name.
+<memb> = <Param>.kind                      # Member of ParameterKind enum.
 
    
 
 
    #Metaprograming
    Code that generates code.
    Type
    Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.
    <class> = type('<class_name>', <parents_tuple>, <attributes_dict>)
    
@@ -2546,15 +2546,15 @@
 <Surf>.set_at((x, y), color)                    # Updates pixel.
 <Surf>.blit(<Surf>, (x, y))                     # Draws passed surface to the surface.
 
-
    <Surf> = pg.transform.scale(<Surf>, (width, height))
-<Surf> = pg.transform.rotate(<Surf>, degrees)
-<Surf> = pg.transform.flip(<Surf>, x_bool, y_bool)
+
    import pygame.transform as tr
+<Surf> = tr.scale(<Surf>, (width, height))      # Returns scaled surface.
+<Surf> = tr.rotate(<Surf>, degrees)             # Returns rotated and scaled surface.
+<Surf> = tr.flip(<Surf>, x_bool, y_bool)        # Returns flipped surface.
 
    
-
    pg.draw.line(<Surf>, color, (x1, y1), (x2, y2), width)
-pg.draw.arc(<Surf>, color, <Rect>, from_radians, to_radians)
-pg.draw.rect(<Surf>, color, <Rect>)
-pg.draw.polygon(<Surf>, color, points)
-pg.draw.ellipse(<Surf>, color, <Rect>)
+
    from pygame.draw import line, arc, rect
+line(<Surf>, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
+arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>)
+rect(<Surf>, color, <Rect>)                     # Also: polygon(<Surf>, color, points)
 
    
 
    Font
    <Font> = pg.font.SysFont('<name>', size)        # Loads the system font or default if missing.
 <Font> = pg.font.Font('<path>', size)           # Loads the TTF file. Pass None for default.

From f51e8307ac9062dd50be3cd0690714ce7a834dd1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 2 Mar 2021 11:03:52 +0100
Subject: [PATCH 0264/1007] Random, Datetime, Threading

---
 README.md  | 56 +++++++++++++++++++++++++++---------------------------
 index.html | 56 +++++++++++++++++++++++++++---------------------------
 2 files changed, 56 insertions(+), 56 deletions(-)

diff --git a/README.md b/README.md
index e63f1c48f..c7df9d0b9 100644
--- a/README.md
+++ b/README.md
@@ -513,9 +513,9 @@ from statistics import mean, median, variance, stdev, pvariance, pstdev
 ```python
 from random import random, randint, choice, shuffle, gauss, seed
 
- = random()
-   = randint(from_inclusive, to_inclusive)
-    = choice()
+ = random()                       # A float inside [0, 1).
+   = randint(from_inc, to_inc)      # An int inside [from_inc, to_inc].
+    = choice()                 # Keeps the list intact.
 ```
 
 ### Bin, Hex
@@ -614,15 +614,15 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
  = UTC                              # UTC timezone. London without DST.
  = tzlocal()                        # Local timezone. Also gettz().
  = gettz('/')      # 'Continent/City_Name' timezone or None.
-    = 
    .astimezone()        # Datetime, converted to passed timezone.
- = .replace(tzinfo=)  # Unconverted object with new timezone.
+    = 
    .astimezone()        # Datetime, converted to the passed timezone.
+ = .replace(tzinfo=)  # Unconverted object with a new timezone.
 ```
 
 ### Encode
 ```python
  = D/T/DT.fromisoformat('')    # Object from ISO string. Raises ValueError.
 
         = DT.strptime(, '')   # Datetime from str, according to format.
-  = D/DT.fromordinal()          # D/DTn from days since Christ, at midnight.
+  = D/DT.fromordinal()          # D/DTn from days since the Gregorian NYE 1.
     = DT.fromtimestamp()         # Local time DTn from seconds since the Epoch.
     = DT.fromtimestamp(, )  # Aware datetime from seconds since the Epoch.
 ```
@@ -633,7 +633,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 ```python
     = .isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
     = .strftime('')    # Custom string representation.
-    = .toordinal()               # Days since Christ, ignoring time and tz.
+    = .toordinal()               # Days since Gregorian NYE 1, ignoring time and tz.
   = .timestamp()                # Seconds since the Epoch, from DTn in local tz.
   = .timestamp()                # Seconds since the Epoch, from DTa.
 ```
@@ -2050,19 +2050,19 @@ from threading import Thread, RLock, Semaphore, Event, Barrier
 
 ### Thread
 ```python
- = Thread(target=)          # Use `args=` to set arguments.
-.start()                              # Starts the thread.
- = .is_alive()                  # Checks if thread has finished executing.
-.join()                               # Waits for thread to finish.
+ = Thread(target=)           # Use `args=` to set arguments.
+.start()                               # Starts the thread.
+ = .is_alive()                   # Checks if thread has finished executing.
+.join()                                # Waits for thread to finish.
 ```
 * **Use `'kwargs='` to pass keyword arguments to the function.**
 * **Use `'daemon=True'`, or the program will not be able to exit while the thread is alive.**
 
 ### Lock
 ```python
- = RLock()                              # Lock that can only be released by the owner.
-.acquire()                              # Waits for lock to be available.
-.release()                              # Makes lock available again.
+ = RLock()                               # Lock that can only be released by the owner.
+.acquire()                               # Waits for lock to be available.
+.release()                               # Makes lock available again.
 ```
 
 #### Or:
@@ -2074,9 +2074,9 @@ with lock:
 
 ### Semaphore, Event, Barrier
 ```python
- = Semaphore(value=1)              # Lock that can be acquired by 'value' threads.
-     = Event()                         # Method wait() blocks until set() is called.
-   = Barrier(n_times)                # Method wait() blocks until it's called n_times.
+ = Semaphore(value=1)               # Lock that can be acquired by 'value' threads.
+     = Event()                          # Method wait() blocks until set() is called.
+   = Barrier(n_times)                 # Wait() blocks until it's called n_times.
 ```
 
 ### Thread Pool Executor
@@ -2086,15 +2086,15 @@ from concurrent.futures import ThreadPoolExecutor
 ```
 
 ```python
- = ThreadPoolExecutor([max_workers])    # Use max_workers to limit the number of threads.
-.shutdown(wait=True)                    # Or: `with ThreadPoolExecutor() as executor: …`
+ = ThreadPoolExecutor(max_workers=None)  # Or: `with ThreadPoolExecutor() as : …`
+.shutdown(wait=True)                     # Cleans-up the resources associated with Exec.
 ```
 
 ```python
- = .map(, , ...)    # A multithreaded and non-lazy map().
- = .submit(, , ...)  # Starts a thread and returns its Future object.
- = .done()                        # Checks if thread has finished executing.
-  = .result()                      # Waits for thread to finish and returns result.
+ = .map(, , ...)     # A multithreaded and non-lazy map().
+ = .submit(, , ...)   # Starts a thread and returns its Future object.
+ = .done()                         # Checks if the thread has finished executing.
+  = .result()                       # Waits for thread to finish and returns result.
 ```
 
 ### Queue
@@ -2105,10 +2105,10 @@ from queue import Queue
 ```
 
 ```python
-.put()                             # Blocks until queue stops being full.
-.put_nowait()                      # Raises queue.Full exception if full.
- = .get()                          # Blocks until queue stops being empty.
- = .get_nowait()                   # Raises queue.Empty exception if empty.
+.put()                              # Blocks until queue stops being full.
+.put_nowait()                       # Raises queue.Full exception if full.
+ = .get()                           # Blocks until queue stops being empty.
+ = .get_nowait()                    # Raises queue.Empty exception if empty.
 ```
 
 
@@ -2158,7 +2158,7 @@ delattr(, '')           # Equivalent to `del .  = signature()             # Signature object of the function.
+  = signature()             # Function's Signature object.
  = .parameters                  # Dict of function's Parameter objects.
   = .name                      # Parameter's name.
  = .kind                      # Member of ParameterKind enum.
diff --git a/index.html b/index.html
index e42ebc3c6..ec84c423b 100644
--- a/index.html
+++ b/index.html
@@ -615,9 +615,9 @@
 
 
    Random
    from random import random, randint, choice, shuffle, gauss, seed
 
-<float> = random()
-<int>   = randint(from_inclusive, to_inclusive)
-<el>    = choice(<list>)
+<float> = random()                       # A float inside [0, 1).
+<int>   = randint(from_inc, to_inc)      # An int inside [from_inc, to_inc].
+<el>    = choice(<list>)                 # Keeps the list intact.
 
    
 
 
    Bin, Hex
    <int> = ±0b<bin>                         # Or: ±0x<hex>
@@ -694,13 +694,13 @@
 
    Timezone
    <tzinfo> = UTC                              # UTC timezone. London without DST.
 <tzinfo> = tzlocal()                        # Local timezone. Also gettz().
 <tzinfo> = gettz('<Continent>/<City>')      # 'Continent/City_Name' timezone or None.
-<DTa>    = <DT>.astimezone(<tzinfo>)        # Datetime, converted to passed timezone.
-<Ta/DTa> = <T/DT>.replace(tzinfo=<tzinfo>)  # Unconverted object with new timezone.
+<DTa>    = <DT>.astimezone(<tzinfo>)        # Datetime, converted to the passed timezone.
+<Ta/DTa> = <T/DT>.replace(tzinfo=<tzinfo>)  # Unconverted object with a new timezone.
 
    
 
 
    Encode
    <D/T/DT> = D/T/DT.fromisoformat('<iso>')    # Object from ISO string. Raises ValueError.
 <DT>     = DT.strptime(<str>, '<format>')   # Datetime from str, according to format.
-<D/DTn>  = D/DT.fromordinal(<int>)          # D/DTn from days since Christ, at midnight.
+<D/DTn>  = D/DT.fromordinal(<int>)          # D/DTn from days since the Gregorian NYE 1.
 <DTn>    = DT.fromtimestamp(<real>)         # Local time DTn from seconds since the Epoch.
 <DTa>    = DT.fromtimestamp(<real>, <tz.>)  # Aware datetime from seconds since the Epoch.
 
    
@@ -711,7 +711,7 @@
 
 
    Decode
    <str>    = <D/T/DT>.isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
 <str>    = <D/T/DT>.strftime('<format>')    # Custom string representation.
-<int>    = <D/DT>.toordinal()               # Days since Christ, ignoring time and tz.
+<int>    = <D/DT>.toordinal()               # Days since Gregorian NYE 1, ignoring time and tz.
 <float>  = <DTn>.timestamp()                # Seconds since the Epoch, from DTn in local tz.
 <float>  = <DTa>.timestamp()                # Seconds since the Epoch, from DTa.
 
    
@@ -1835,19 +1835,19 @@
 
    
 
 
-
    Thread
    <Thread> = Thread(target=<function>)          # Use `args=<collection>` to set arguments.
-<Thread>.start()                              # Starts the thread.
-<bool> = <Thread>.is_alive()                  # Checks if thread has finished executing.
-<Thread>.join()                               # Waits for thread to finish.
+
    Thread
    <Thread> = Thread(target=<function>)           # Use `args=<collection>` to set arguments.
+<Thread>.start()                               # Starts the thread.
+<bool> = <Thread>.is_alive()                   # Checks if thread has finished executing.
+<Thread>.join()                                # Waits for thread to finish.
 
    
 
 
      
 
    • Use 'kwargs=<dict>' to pass keyword arguments to the function.
      • 
 
    • Use 'daemon=True', or the program will not be able to exit while the thread is alive.
      • 
 
    
-
    Lock
    <lock> = RLock()                              # Lock that can only be released by the owner.
-<lock>.acquire()                              # Waits for lock to be available.
-<lock>.release()                              # Makes lock available again.
+
    Lock
    <lock> = RLock()                               # Lock that can only be released by the owner.
+<lock>.acquire()                               # Waits for lock to be available.
+<lock>.release()                               # Makes lock available again.
 
    
 
 
    Or:
    lock = RLock()
@@ -1855,32 +1855,32 @@
     ...
 
    
 
-
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)              # Lock that can be acquired by 'value' threads.
-<Event>     = Event()                         # Method wait() blocks until set() is called.
-<Barrier>   = Barrier(n_times)                # Method wait() blocks until it's called n_times.
+
    Semaphore, Event, Barrier
    <Semaphore> = Semaphore(value=1)               # Lock that can be acquired by 'value' threads.
+<Event>     = Event()                          # Method wait() blocks until set() is called.
+<Barrier>   = Barrier(n_times)                 # Wait() blocks until it's called n_times.
 
    
 
 
    Thread Pool Executor
    Object that manages thread execution.
    from concurrent.futures import ThreadPoolExecutor
 
    
 
 
-
    <Exec> = ThreadPoolExecutor([max_workers])    # Use max_workers to limit the number of threads.
-<Exec>.shutdown(wait=True)                    # Or: `with ThreadPoolExecutor() as executor: …`
+
    <Exec> = ThreadPoolExecutor(max_workers=None)  # Or: `with ThreadPoolExecutor() as <name>: …`
+<Exec>.shutdown(wait=True)                     # Cleans-up the resources associated with Exec.
 
    
-
    <iter> = <Exec>.map(<func>, <args_1>, ...)    # A multithreaded and non-lazy map().
-<Futr> = <Exec>.submit(<func>, <arg_1>, ...)  # Starts a thread and returns its Future object.
-<bool> = <Futr>.done()                        # Checks if thread has finished executing.
-<obj>  = <Futr>.result()                      # Waits for thread to finish and returns result.
+
    <iter> = <Exec>.map(<func>, <args_1>, ...)     # A multithreaded and non-lazy map().
+<Futr> = <Exec>.submit(<func>, <arg_1>, ...)   # Starts a thread and returns its Future object.
+<bool> = <Futr>.done()                         # Checks if the thread has finished executing.
+<obj>  = <Futr>.result()                       # Waits for thread to finish and returns result.
 
    
 
    Queue
    A thread-safe FIFO queue. For LIFO queue use LifoQueue.
    from queue import Queue
 <Queue> = Queue(maxsize=0)
 
    
 
 
-
    <Queue>.put(<el>)                             # Blocks until queue stops being full.
-<Queue>.put_nowait(<el>)                      # Raises queue.Full exception if full.
-<el> = <Queue>.get()                          # Blocks until queue stops being empty.
-<el> = <Queue>.get_nowait()                   # Raises queue.Empty exception if empty.
+
    <Queue>.put(<el>)                              # Blocks until queue stops being full.
+<Queue>.put_nowait(<el>)                       # Raises queue.Full exception if full.
+<el> = <Queue>.get()                           # Blocks until queue stops being empty.
+<el> = <Queue>.get_nowait()                    # Raises queue.Empty exception if empty.
 
    
 
    #Operator
    Module of functions that provide the functionality of operators.
    from operator import add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 from operator import eq, ne, lt, le, gt, ge
@@ -1914,7 +1914,7 @@
 
    
 
 
    Parameters
    from inspect import signature
-<Sig>  = signature(<function>)             # Signature object of the function.
+<Sig>  = signature(<function>)             # Function's Signature object.
 <dict> = <Sig>.parameters                  # Dict of function's Parameter objects.
 <str>  = <Param>.name                      # Parameter's name.
 <memb> = <Param>.kind                      # Member of ParameterKind enum.

From eca59142544628f14624634eb28acc6db63d2c83 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 5 Mar 2021 13:22:13 +0100
Subject: [PATCH 0265/1007] Arguments, Profile, Animation, Synthesizer

---
 README.md  | 16 ++++++++--------
 index.html | 16 ++++++++--------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index c7df9d0b9..dfb6fd84e 100644
--- a/README.md
+++ b/README.md
@@ -1496,8 +1496,8 @@ Command Line Arguments
 ----------------------
 ```python
 import sys
-script_name = sys.argv[0]
-arguments   = sys.argv[1:]
+scripts_path = sys.argv[0]
+arguments    = sys.argv[1:]
 ```
 
 ### Argument Parser
@@ -2541,7 +2541,7 @@ duration = perf_counter() - start_time
 ### Timing a Snippet
 ```python
 >>> from timeit import timeit
->>> timeit('"-".join(str(i) for i in range(100))',
+>>> timeit('"".join(str(i) for i in range(100))',
 ...        number=10000, globals=globals(), setup='pass')
 0.34986
 ```
@@ -2776,8 +2776,8 @@ from PIL import Image, ImageDraw
 import imageio
 WIDTH, R = 126, 10
 frames = []
-for velocity in range(15):
-    y = sum(range(velocity+1))
+for velocity in range(1, 16):
+    y = sum(range(velocity))
     frame = Image.new('L', (WIDTH, WIDTH))
     draw  = ImageDraw.Draw(frame)
     draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
@@ -2901,13 +2901,13 @@ Synthesizer
 import simpleaudio, math, struct
 from itertools import chain, repeat
 F  = 44100
-P1 = '71♪,69,,71♪,66,,62♪,66,,59♪,,,'
-P2 = '71♪,73,,74♪,73,,74,,71,,73♪,71,,73,,69,,71♪,69,,71,,67,,71♪,,,'
+P1 = '71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'
+P2 = '71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'
 get_pause   = lambda seconds: repeat(0, int(seconds * F))
 sin_f       = lambda i, hz: math.sin(i * 2 * math.pi * hz / F)
 get_wave    = lambda hz, seconds: (sin_f(i, hz) for i in range(int(seconds * F)))
 get_hz      = lambda key: 8.176 * 2 ** (int(key) / 12)
-parse_note  = lambda note: (get_hz(note[:2]), 0.25 if '♪' in note else 0.125)
+parse_note  = lambda note: (get_hz(note[:2]), 0.125 if '♪' in note else 0.25)
 get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(0.125)
 samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1}{P1}{P2}'.split(','))
 samples_b   = b''.join(struct.pack('Raises EOFError when user hits EOF (ctrl-d/z) or input stream gets exhausted.
 
 
    #Command Line Arguments
    import sys
-script_name = sys.argv[0]
-arguments   = sys.argv[1:]
+scripts_path = sys.argv[0]
+arguments    = sys.argv[1:]
 
    
 
 
    Argument Parser
    from argparse import ArgumentParser, FileType
@@ -2213,7 +2213,7 @@
 
    
 
 
    Timing a Snippet
    >>> from timeit import timeit
->>> timeit('"-".join(str(i) for i in range(100))',
+>>> timeit('"".join(str(i) for i in range(100))',
 ...        number=10000, globals=globals(), setup='pass')
 0.34986
 
    
@@ -2393,8 +2393,8 @@
 import imageio
 WIDTH, R = 126, 10
 frames = []
-for velocity in range(15):
-    y = sum(range(velocity+1))
+for velocity in range(1, 16):
+    y = sum(range(velocity))
     frame = Image.new('L', (WIDTH, WIDTH))
     draw  = ImageDraw.Draw(frame)
     draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
@@ -2494,13 +2494,13 @@
 import simpleaudio, math, struct
 from itertools import chain, repeat
 F  = 44100
-P1 = '71♪,69,,71♪,66,,62♪,66,,59♪,,,'
-P2 = '71♪,73,,74♪,73,,74,,71,,73♪,71,,73,,69,,71♪,69,,71,,67,,71♪,,,'
+P1 = '71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'
+P2 = '71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'
 get_pause   = lambda seconds: repeat(0, int(seconds * F))
 sin_f       = lambda i, hz: math.sin(i * 2 * math.pi * hz / F)
 get_wave    = lambda hz, seconds: (sin_f(i, hz) for i in range(int(seconds * F)))
 get_hz      = lambda key: 8.176 * 2 ** (int(key) / 12)
-parse_note  = lambda note: (get_hz(note[:2]), 0.25 if '♪' in note else 0.125)
+parse_note  = lambda note: (get_hz(note[:2]), 0.125 if '♪' in note else 0.25)
 get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(0.125)
 samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1}{P1}{P2}'.split(','))
 samples_b   = b''.join(struct.pack('<h', int(f * 30000)) for f in samples_f)

From 9e40184dc6d6db57cf0ecfb0eb1ee3f6c995ba2d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 10 Mar 2021 14:33:05 +0100
Subject: [PATCH 0266/1007] Toc, List, Threading, Web, Synthesizer, Pygame

---
 README.md  | 31 ++++++++++++++++---------------
 index.html | 35 ++++++++++++++++++-----------------
 parse.js   |  4 ++--
 3 files changed, 36 insertions(+), 34 deletions(-)

diff --git a/README.md b/README.md
index dfb6fd84e..1ea48ce7f 100644
--- a/README.md
+++ b/README.md
@@ -56,10 +56,10 @@ list_of_chars    = list()
 * **Module [operator](#operator) provides functions itemgetter() and mul() that offer the same functionality as [lambda](#lambda) expressions above.**
 
 ```python
+.insert(, )     # Inserts item at index and moves the rest to the right.
+  = .pop([])    # Returns and removes item at index or from the end.
  = .count()     # Returns number of occurrences. Also works on strings.
  = .index()     # Returns index of the first occurrence or raises ValueError.
-.insert(, )     # Inserts item at index and moves the rest to the right.
- = .pop([])     # Removes and returns item at index or from the end.
 .remove()            # Removes first occurrence of the item or raises ValueError.
 .clear()                 # Removes all items. Also works on dictionary and set.
 ```
@@ -2087,7 +2087,7 @@ from concurrent.futures import ThreadPoolExecutor
 
 ```python
  = ThreadPoolExecutor(max_workers=None)  # Or: `with ThreadPoolExecutor() as : …`
-.shutdown(wait=True)                     # Cleans-up the resources associated with Exec.
+.shutdown(wait=True)                     # Gets called at the end of 'with' block.
 ```
 
 ```python
@@ -2129,7 +2129,7 @@ sorted_by_second = sorted(, key=op.itemgetter(1))
 sorted_by_both   = sorted(, key=op.itemgetter(1, 0))
 product_of_elems = functools.reduce(op.mul, )
 union_of_sets    = functools.reduce(op.or_, )
-LogicOp          = enum.Enum('LogicOp', {'AND': op.and_, 'OR' : op.or_})
+LogicOp          = enum.Enum('LogicOp', {'AND': op.and_, 'OR': op.or_})
 last_el          = op.methodcaller('pop')()
 ```
 
@@ -2511,8 +2511,9 @@ def odds_handler(sport):
 #### Test:
 ```python
 # $ pip3 install requests
->>> import requests
->>> url = 'http://localhost:8080/odds/football'
+>>> import threading, requests
+>>> threading.Thread(target=run, daemon=True).start()
+>>> url  = 'http://localhost:8080/odds/football'
 >>> data = {'team': 'arsenal f.c.'}
 >>> response = requests.post(url, data=data)
 >>> response.json()
@@ -2838,7 +2839,7 @@ def read_wav_file(filename):
     with wave.open(filename, 'rb') as file:
         sampwidth = file.getsampwidth()
         frames = file.readframes(-1)
-    bytes_samples = (frames[i: i + sampwidth] for i in range(0, len(frames), sampwidth))
+    bytes_samples = (frames[i : i+sampwidth] for i in range(0, len(frames), sampwidth))
     return [get_int(b) / pow(2, sampwidth * 8 - 1) for b in bytes_samples]
 ```
 
@@ -2907,8 +2908,8 @@ get_pause   = lambda seconds: repeat(0, int(seconds * F))
 sin_f       = lambda i, hz: math.sin(i * 2 * math.pi * hz / F)
 get_wave    = lambda hz, seconds: (sin_f(i, hz) for i in range(int(seconds * F)))
 get_hz      = lambda key: 8.176 * 2 ** (int(key) / 12)
-parse_note  = lambda note: (get_hz(note[:2]), 0.125 if '♪' in note else 0.25)
-get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(0.125)
+parse_note  = lambda note: (get_hz(note[:-1]), 1/4 if '♩' in note else 1/8)
+get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(1/8)
 samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1}{P1}{P2}'.split(','))
 samples_b   = b''.join(struct.pack(' = tr.scale(, (width, height))      # Returns scaled surface.
- = tr.rotate(, degrees)             # Returns rotated and scaled surface.
- = tr.flip(, x_bool, y_bool)        # Returns flipped surface.
+from pygame.transform import *
+ = scale(, (width, height))         # Returns scaled surface.
+ = rotate(, degrees)                # Returns rotated and scaled surface.
+ = flip(, x_bool, y_bool)           # Returns flipped surface.
 ```
 
 ```python
-from pygame.draw import line, arc, rect
+from pygame.draw import *
 line(, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
 arc(, color, , from_rad, to_rad)    # Also: ellipse(, color, )
 rect(, color, )                     # Also: polygon(, color, points)
@@ -3517,6 +3518,6 @@ if __name__ == '__main__':
 
 Index
 -----
-* **Only available in [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
+* **Only available in the [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
 * **Ctrl+F / ⌘F is usually sufficient.**
 * **Searching `'#'` on a [webpage](https://gto76.github.io/python-cheatsheet/) will limit the search to the titles.**
diff --git a/index.html b/index.html
index e222b71b1..0acc54475 100644
--- a/index.html
+++ b/index.html
@@ -232,7 +232,7 @@
 
   <a href="/service/javascript:" id="return-to-top"><i class="icon-chevron-up"></i></a>
    <div><h1 id="comprehensivepythoncheatsheet">Comprehensive Python Cheatsheet</h1><p class="banner"><sup><a href="https://raw.githubusercontent.com/gto76/python-cheatsheet/master/README.md">Download text file</a>, <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">Buy PDF</a>, <a href="https://github.com/gto76/python-cheatsheet">Fork me on GitHub</a> or <a href="https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions">Check out FAQ</a>.
-</sup></p><p class="banner"><img src="https://github.com/web/image_888.jpeg" alt="Monty Python"></p><br><div><h2 id="toc"><a href="#toc" name="toc">#</a>Contents</h2><pre><code class="hljs bash"><strong>ToC</strong> = {
+</sup></p><p class="banner"><img src="https://github.com/web/image_888.jpeg" alt="Monty Python"></p><br><div><h2 id="toc"><a href="#toc" name="toc">#</a>Contents</h2><pre><code class="hljs bash" style="line-height: 1.3em;"><strong>ToC</strong> = {
     <strong><span class="hljs-string"><span class="hljs-string">'1. Collections'</span></span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'2. Types'</span></span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'3. Syntax'</span></span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],
@@ -275,10 +275,10 @@
 <ul>
 <li><strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong></li>
 </ul>
-<pre><code class="python language-python hljs"><int> = <list>.count(<el>)     <span class="hljs-comment"># Returns number of occurrences. Also works on strings.</span>
+<pre><code class="python language-python hljs"><list>.insert(<int>, <el>)     <span class="hljs-comment"># Inserts item at index and moves the rest to the right.</span>
+<el>  = <list>.pop([<int>])    <span class="hljs-comment"># Returns and removes item at index or from the end.</span>
+<int> = <list>.count(<el>)     <span class="hljs-comment"># Returns number of occurrences. Also works on strings.</span>
 <int> = <list>.index(<el>)     <span class="hljs-comment"># Returns index of the first occurrence or raises ValueError.</span>
-<list>.insert(<int>, <el>)     <span class="hljs-comment"># Inserts item at index and moves the rest to the right.</span>
-<el> = <list>.pop([<int>])     <span class="hljs-comment"># Removes and returns item at index or from the end.</span>
 <list>.remove(<el>)            <span class="hljs-comment"># Removes first occurrence of the item or raises ValueError.</span>
 <list>.clear()                 <span class="hljs-comment"># Removes all items. Also works on dictionary and set.</span>
 </code></pre>
@@ -1865,7 +1865,7 @@
 
 
 <pre><code class="python language-python hljs"><Exec> = ThreadPoolExecutor(max_workers=<span class="hljs-keyword">None</span>)  <span class="hljs-comment"># Or: `with ThreadPoolExecutor() as <name>: …`</span>
-<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Cleans-up the resources associated with Exec.</span>
+<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Gets called at the end of 'with' block.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><iter> = <Exec>.map(<func>, <args_1>, ...)     <span class="hljs-comment"># A multithreaded and non-lazy map().</span>
 <Futr> = <Exec>.submit(<func>, <arg_1>, ...)   <span class="hljs-comment"># Starts a thread and returns its Future object.</span>
@@ -1895,7 +1895,7 @@
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>))
 product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
-LogicOp          = enum.Enum(<span class="hljs-string">'LogicOp'</span>, {<span class="hljs-string">'AND'</span>: op.and_, <span class="hljs-string">'OR'</span> : op.or_})
+LogicOp          = enum.Enum(<span class="hljs-string">'LogicOp'</span>, {<span class="hljs-string">'AND'</span>: op.and_, <span class="hljs-string">'OR'</span>: op.or_})
 last_el          = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
 </code></pre>
 <div><h2 id="introspection"><a href="#introspection" name="introspection">#</a>Introspection</h2><p><strong>Inspecting code at runtime.</strong></p><div><h3 id="variables">Variables</h3><pre><code class="python language-python hljs"><list> = dir()                             <span class="hljs-comment"># Names of local variables (incl. functions).</span>
@@ -2191,8 +2191,9 @@
 </code></pre></div>
 
 <div><h4 id="test">Test:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install requests</span>
-<span class="hljs-meta">>>> </span><span class="hljs-keyword">import</span> requests
-<span class="hljs-meta">>>> </span>url = <span class="hljs-string">'http://localhost:8080/odds/football'</span>
+<span class="hljs-meta">>>> </span><span class="hljs-keyword">import</span> threading, requests
+<span class="hljs-meta">>>> </span>threading.Thread(target=run, daemon=<span class="hljs-keyword">True</span>).start()
+<span class="hljs-meta">>>> </span>url  = <span class="hljs-string">'http://localhost:8080/odds/football'</span>
 <span class="hljs-meta">>>> </span>data = {<span class="hljs-string">'team'</span>: <span class="hljs-string">'arsenal f.c.'</span>}
 <span class="hljs-meta">>>> </span>response = requests.post(url, data=data)
 <span class="hljs-meta">>>> </span>response.json()
@@ -2446,7 +2447,7 @@
     <span class="hljs-keyword">with</span> wave.open(filename, <span class="hljs-string">'rb'</span>) <span class="hljs-keyword">as</span> file:
         sampwidth = file.getsampwidth()
         frames = file.readframes(<span class="hljs-number">-1</span>)
-    bytes_samples = (frames[i: i + sampwidth] <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">0</span>, len(frames), sampwidth))
+    bytes_samples = (frames[i : i+sampwidth] <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">0</span>, len(frames), sampwidth))
     <span class="hljs-keyword">return</span> [get_int(b) / pow(<span class="hljs-number">2</span>, sampwidth * <span class="hljs-number">8</span> - <span class="hljs-number">1</span>) <span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> bytes_samples]
 </code></pre></div>
 
@@ -2500,8 +2501,8 @@
 sin_f       = <span class="hljs-keyword">lambda</span> i, hz: math.sin(i * <span class="hljs-number">2</span> * math.pi * hz / F)
 get_wave    = <span class="hljs-keyword">lambda</span> hz, seconds: (sin_f(i, hz) <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(int(seconds * F)))
 get_hz      = <span class="hljs-keyword">lambda</span> key: <span class="hljs-number">8.176</span> * <span class="hljs-number">2</span> ** (int(key) / <span class="hljs-number">12</span>)
-parse_note  = <span class="hljs-keyword">lambda</span> note: (get_hz(note[:<span class="hljs-number">2</span>]), <span class="hljs-number">0.125</span> <span class="hljs-keyword">if</span> <span class="hljs-string">'♪'</span> <span class="hljs-keyword">in</span> note <span class="hljs-keyword">else</span> <span class="hljs-number">0.25</span>)
-get_samples = <span class="hljs-keyword">lambda</span> note: get_wave(*parse_note(note)) <span class="hljs-keyword">if</span> note <span class="hljs-keyword">else</span> get_pause(<span class="hljs-number">0.125</span>)
+parse_note  = <span class="hljs-keyword">lambda</span> note: (get_hz(note[:<span class="hljs-number">-1</span>]), <span class="hljs-number">1</span>/<span class="hljs-number">4</span> <span class="hljs-keyword">if</span> <span class="hljs-string">'♩'</span> <span class="hljs-keyword">in</span> note <span class="hljs-keyword">else</span> <span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
+get_samples = <span class="hljs-keyword">lambda</span> note: get_wave(*parse_note(note)) <span class="hljs-keyword">if</span> note <span class="hljs-keyword">else</span> get_pause(<span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
 samples_f   = chain.from_iterable(get_samples(n) <span class="hljs-keyword">for</span> n <span class="hljs-keyword">in</span> <span class="hljs-string">f'<span class="hljs-subst">{P1}</span><span class="hljs-subst">{P1}</span><span class="hljs-subst">{P2}</span>'</span>.split(<span class="hljs-string">','</span>))
 samples_b   = <span class="hljs-string">b''</span>.join(struct.pack(<span class="hljs-string">'<h'</span>, int(f * <span class="hljs-number">30000</span>)) <span class="hljs-keyword">for</span> f <span class="hljs-keyword">in</span> samples_f)
 simpleaudio.play_buffer(samples_b, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, F)
@@ -2546,12 +2547,12 @@
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
 <Surf>.blit(<Surf>, (x, y))                     <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> pygame.transform <span class="hljs-keyword">as</span> tr
-<Surf> = tr.scale(<Surf>, (width, height))      <span class="hljs-comment"># Returns scaled surface.</span>
-<Surf> = tr.rotate(<Surf>, degrees)             <span class="hljs-comment"># Returns rotated and scaled surface.</span>
-<Surf> = tr.flip(<Surf>, x_bool, y_bool)        <span class="hljs-comment"># Returns flipped surface.</span>
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.transform <span class="hljs-keyword">import</span> *
+<Surf> = scale(<Surf>, (width, height))         <span class="hljs-comment"># Returns scaled surface.</span>
+<Surf> = rotate(<Surf>, degrees)                <span class="hljs-comment"># Returns rotated and scaled surface.</span>
+<Surf> = flip(<Surf>, x_bool, y_bool)           <span class="hljs-comment"># Returns flipped surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, arc, rect
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> *
 line(<Surf>, color, (x1, y1), (x2, y2), width)  <span class="hljs-comment"># Draws a line to the surface.</span>
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    <span class="hljs-comment"># Also: ellipse(<Surf>, color, <Rect>)</span>
 rect(<Surf>, color, <Rect>)                     <span class="hljs-comment"># Also: polygon(<Surf>, color, points)</span>
@@ -2998,7 +2999,7 @@
     main()
 </code></pre></div>
 
-<div><h2 id="index"><a href="#index" name="index">#</a>Index</h2><ul><li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>
+<div><h2 id="index"><a href="#index" name="index">#</a>Index</h2><ul><li><strong>Only available in the <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>
 <li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>
 <li><strong>Searching <code class="python hljs"><span class="hljs-string">'#<title>'</span></code> will limit the search to the titles.</strong></li>
 </ul></div>
diff --git a/parse.js b/parse.js
index 04999dbb1..606524ff1 100755
--- a/parse.js
+++ b/parse.js
@@ -18,7 +18,7 @@ const hljs = require('highlightjs');
 const TOC =
   '<br>' +
   '<h2 id="toc">Contents</h2>\n' +
-  '<pre><code class="hljs bash"><strong>ToC</strong> = {\n' +
+  '<pre><code class="hljs bash" style="line-height: 1.3em;"><strong>ToC</strong> = {\n' +
   '    <strong><span class="hljs-string">\'1. Collections\'</span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],\n' +
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
   '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
@@ -96,7 +96,7 @@ const PYINSTALLER =
   '$ pyinstaller script.py --add-data \'<path>:.\'  <span class="hljs-comment"># Adds file to the root of the executable.</span>\n';
 
 const INDEX =
-  '<li><strong>Only available in <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>\n' +
+  '<li><strong>Only available in the <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">PDF</a>.</strong></li>\n' +
   '<li><strong>Ctrl+F / ⌘F is usually sufficient.</strong></li>\n' +
   '<li><strong>Searching <code class="python hljs"><span class="hljs-string">\'#<title>\'</span></code> will limit the search to the titles.</strong></li>\n';
 

From ca15335ef238e061eb195db5a9ae7498d39b78f8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 16 Mar 2021 23:34:10 +0100
Subject: [PATCH 0267/1007] Math, CSV, SQLite, Threading, NumPy, Synthesizer

---
 README.md  | 54 ++++++++++++++++++++++++++---------------------------
 index.html | 55 ++++++++++++++++++++++++++----------------------------
 parse.js   | 35 +++++++++-------------------------
 3 files changed, 61 insertions(+), 83 deletions(-)

diff --git a/README.md b/README.md
index 1ea48ce7f..6909f1fa0 100644
--- a/README.md
+++ b/README.md
@@ -500,7 +500,7 @@ Numbers
 ### Math
 ```python
 from math import e, pi, inf, nan, isinf, isnan
-from math import cos, acos, sin, asin, tan, atan, degrees, radians
+from math import cos, sin, tan, acos, asin, atan, degrees, radians
 from math import log, log10, log2
 ```
 
@@ -599,7 +599,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 ```
 * **Use `'<D/DT>.weekday()'` to get the day of the week (Mon == 0).**
 * **`'fold=1'` means the second pass in case of time jumping back for one hour.**
-* **`'<DTa> = resolve_imaginary(<DTa>)'` fixes DTs that fall into the missing hour.**
+* **`'<DTa> = resolve_imaginary(<DTa>)'` fixes DTs that fall into missing hour.**
 
 ### Now
 ```python
@@ -1782,7 +1782,7 @@ import csv
 <list>   = next(<reader>)           # Returns next row as a list of strings.
 <list>   = list(<reader>)           # Returns list of remaining rows.
 ```
-* **File must be opened with `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
+* **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
 
 ### Write
 ```python
@@ -1790,7 +1790,7 @@ import csv
 <writer>.writerow(<collection>)     # Encodes objects using `str(<el>)`.
 <writer>.writerows(<coll_of_coll>)  # Appends multiple rows.
 ```
-* **File must be opened with `'newline=""'` argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!**
+* **File must be opened with a `'newline=""'` argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!**
 
 ### Parameters
 * **`'dialect'` - Master parameter that sets the default values.**
@@ -1805,15 +1805,15 @@ import csv
 ### Dialects
 ```text
 +------------------+--------------+--------------+--------------+
-|                  |     excel    |   excel-tab  |     unix     |
+|                  |    excel     |   excel-tab  |     unix     |
 +------------------+--------------+--------------+--------------+
-| delimiter        |       ','    |      '\t'    |       ','    |
-| quotechar        |       '"'    |       '"'    |       '"'    |
-| doublequote      |      True    |      True    |      True    |
-| skipinitialspace |     False    |     False    |     False    |
-| lineterminator   |    '\r\n'    |    '\r\n'    |      '\n'    |
-| quoting          |         0    |         0    |         1    |
-| escapechar       |      None    |      None    |      None    |
+| delimiter        |    ','       |    '\t'      |     ','      |
+| quotechar        |    '"'       |    '"'       |     '"'      |
+| doublequote      |    True      |    True      |     True     |
+| skipinitialspace |    False     |    False     |     False    |
+| lineterminator   |    '\r\n'    |    '\r\n'    |     '\n'     |
+| quoting          |    0         |    0         |     1        |
+| escapechar       |    None      |    None      |     None     |
 +------------------+--------------+--------------+--------------+
 ```
 
@@ -1879,10 +1879,10 @@ with <conn>:
 
 ```python
 >>> conn = sqlite3.connect('test.db')
->>> conn.execute('create table person (person_id integer primary key, name, height)')
->>> conn.execute('insert into person values (null, ?, ?)', ('Jean-Luc', 187)).lastrowid
+>>> conn.execute('CREATE TABLE person (person_id INTEGER PRIMARY KEY, name, height)')
+>>> conn.execute('INSERT INTO person VALUES (NULL, ?, ?)', ('Jean-Luc', 187)).lastrowid
 1
->>> conn.execute('select * from person').fetchall()
+>>> conn.execute('SELECT * FROM person').fetchall()
 [(1, 'Jean-Luc', 187)]
 ``` 
 
@@ -2087,7 +2087,7 @@ from concurrent.futures import ThreadPoolExecutor
 
 ```python
 <Exec> = ThreadPoolExecutor(max_workers=None)  # Or: `with ThreadPoolExecutor() as <name>: …`
-<Exec>.shutdown(wait=True)                     # Gets called at the end of 'with' block.
+<Exec>.shutdown(wait=True)                     # Blocks until all threads finish executing.
 ```
 
 ```python
@@ -2542,7 +2542,7 @@ duration = perf_counter() - start_time
 ### Timing a Snippet
 ```python
 >>> from timeit import timeit
->>> timeit('"".join(str(i) for i in range(100))',
+>>> timeit("''.join(str(i) for i in range(100))",
 ...        number=10000, globals=globals(), setup='pass')
 0.34986
 ```
@@ -2623,24 +2623,22 @@ indexes = <array>.argmin(axis)
 
 ### Indexing
 ```bash
-<el>       = <2d_array>[0, 0]        # First element.
-<1d_view>  = <2d_array>[0]           # First row.
-<1d_view>  = <2d_array>[:, 0]        # First column. Also [..., 0].
-<3d_view>  = <2d_array>[None, :, :]  # Expanded by dimension of size 1.
+<el>       = <2d_array>[row_index, column_index]
+<1d_view>  = <2d_array>[row_index]
+<1d_view>  = <2d_array>[:, column_index]
 ```
 
 ```bash
-<1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
-<2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]
+<1d_array> = <2d_array>[row_indexes, column_indexes]
+<2d_array> = <2d_array>[row_indexes]
+<2d_array> = <2d_array>[:, column_indexes]
 ```
 
 ```bash
-<2d_bools> = <2d_array> > 0
+<2d_bools> = <2d_array> ><== <el>
 <1d_array> = <2d_array>[<2d_bools>]
 ```
 
-* **If row and column indexes differ in shape, they are combined with broadcasting.**
-
 ### Broadcasting
 **Broadcasting is a set of rules by which NumPy functions operate on arrays of different sizes and/or dimensions.**
 
@@ -2899,8 +2897,8 @@ Synthesizer
 #### Plays Popcorn by Gershon Kingsley:
 ```python
 # $ pip3 install simpleaudio
-import simpleaudio, math, struct
-from itertools import chain, repeat
+import math, struct, simpleaudio
+from itertools import repeat, chain
 F  = 44100
 P1 = '71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'
 P2 = '71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'
diff --git a/index.html b/index.html
index 0acc54475..68b79e81d 100644
--- a/index.html
+++ b/index.html
@@ -606,7 +606,7 @@
 </code></pre></div>
 
 <div><h3 id="math">Math</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> e, pi, inf, nan, isinf, isnan
-<span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> cos, acos, sin, asin, tan, atan, degrees, radians
+<span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> cos, sin, tan, acos, asin, atan, degrees, radians
 <span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> log, log10, log2
 </code></pre></div>
 
@@ -681,7 +681,7 @@
 <ul>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'<D/DT>.weekday()'</span></code> to get the day of the week (Mon == 0).</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'fold=1'</span></code> means the second pass in case of time jumping back for one hour.</strong></li>
-<li><strong><code class="python hljs"><span class="hljs-string">'<DTa> = resolve_imaginary(<DTa>)'</span></code> fixes DTs that fall into the missing hour.</strong></li>
+<li><strong><code class="python hljs"><span class="hljs-string">'<DTa> = resolve_imaginary(<DTa>)'</span></code> fixes DTs that fall into missing hour.</strong></li>
 </ul>
 <div><h3 id="now">Now</h3><pre><code class="python language-python hljs"><D/DTn>  = D/DT.today()                     <span class="hljs-comment"># Current local date or naive datetime.</span>
 <DTn>    = DT.utcnow()                      <span class="hljs-comment"># Naive datetime from current UTC time.</span>
@@ -1626,7 +1626,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>File must be opened with <code class="python hljs"><span class="hljs-string">'newline=""'</span></code> argument, or newlines embedded inside quoted fields will not be interpreted correctly!</strong></li>
+<li><strong>File must be opened with a <code class="python hljs"><span class="hljs-string">'newline=""'</span></code> argument, or newlines embedded inside quoted fields will not be interpreted correctly!</strong></li>
 </ul>
 <div><h3 id="write">Write</h3><pre><code class="python language-python hljs"><writer> = csv.writer(<file>)       <span class="hljs-comment"># Also: `dialect='excel', delimiter=','`.</span>
 <writer>.writerow(<collection>)     <span class="hljs-comment"># Encodes objects using `str(<el>)`.</span>
@@ -1634,7 +1634,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>File must be opened with <code class="python hljs"><span class="hljs-string">'newline=""'</span></code> argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!</strong></li>
+<li><strong>File must be opened with a <code class="python hljs"><span class="hljs-string">'newline=""'</span></code> argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!</strong></li>
 </ul>
 <div><h3 id="parameters">Parameters</h3><ul>
 <li><strong><code class="python hljs"><span class="hljs-string">'dialect'</span></code> - Master parameter that sets the default values.</strong></li>
@@ -1646,15 +1646,15 @@
 <li><strong><code class="python hljs"><span class="hljs-string">'quoting'</span></code> - Controls the amount of quoting: 0 - as necessary, 1 - all.</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'escapechar'</span></code> - Character for escaping 'quotechar' if 'doublequote' is False.</strong></li>
 </ul><div><h3 id="dialects">Dialects</h3><pre><code class="text language-text">┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
-┃                  │     excel    │   excel-tab  │     unix     ┃
+┃                  │    excel     │   excel-tab  │     unix     ┃
 ┠──────────────────┼──────────────┼──────────────┼──────────────┨
-┃ delimiter        │       ','    │      '\t'    │       ','    ┃
-┃ quotechar        │       '"'    │       '"'    │       '"'    ┃
-┃ doublequote      │      True    │      True    │      True    ┃
-┃ skipinitialspace │     False    │     False    │     False    ┃
-┃ lineterminator   │    '\r\n'    │    '\r\n'    │      '\n'    ┃
-┃ quoting          │         0    │         0    │         1    ┃
-┃ escapechar       │      None    │      None    │      None    ┃
+┃ delimiter        │    ','       │    '\t'      │    ','       ┃
+┃ quotechar        │    '"'       │    '"'       │    '"'       ┃
+┃ doublequote      │    True      │    True      │     True     ┃
+┃ skipinitialspace │    False     │    False     │     False    ┃
+┃ lineterminator   │    '\r\n'    │    '\r\n'    │    '\n'      ┃
+┃ quoting          │    0         │    0         │     1        ┃
+┃ escapechar       │    None      │    None      │     None     ┃
 ┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛
 </code></pre></div></div>
 
@@ -1703,10 +1703,10 @@
 
 
 <div><h3 id="example">Example</h3><p><strong>In this example values are not actually saved because <code class="python hljs"><span class="hljs-string">'conn.commit()'</span></code> is omitted!</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>conn = sqlite3.connect(<span class="hljs-string">'test.db'</span>)
-<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'create table person (person_id integer primary key, name, height)'</span>)
-<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'insert into person values (null, ?, ?)'</span>, (<span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)).lastrowid
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'CREATE TABLE person (person_id INTEGER PRIMARY KEY, name, height)'</span>)
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'INSERT INTO person VALUES (NULL, ?, ?)'</span>, (<span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)).lastrowid
 <span class="hljs-number">1</span>
-<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'select * from person'</span>).fetchall()
+<span class="hljs-meta">>>> </span>conn.execute(<span class="hljs-string">'SELECT * FROM person'</span>).fetchall()
 [(<span class="hljs-number">1</span>, <span class="hljs-string">'Jean-Luc'</span>, <span class="hljs-number">187</span>)]
 </code></pre></div>
 
@@ -1865,7 +1865,7 @@
 
 
 <pre><code class="python language-python hljs"><Exec> = ThreadPoolExecutor(max_workers=<span class="hljs-keyword">None</span>)  <span class="hljs-comment"># Or: `with ThreadPoolExecutor() as <name>: …`</span>
-<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Gets called at the end of 'with' block.</span>
+<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Blocks until all threads finish executing.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><iter> = <Exec>.map(<func>, <args_1>, ...)     <span class="hljs-comment"># A multithreaded and non-lazy map().</span>
 <Futr> = <Exec>.submit(<func>, <arg_1>, ...)   <span class="hljs-comment"># Starts a thread and returns its Future object.</span>
@@ -2214,7 +2214,7 @@
 </code></pre></div>
 
 <div><h3 id="timingasnippet">Timing a Snippet</h3><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> timeit <span class="hljs-keyword">import</span> timeit
-<span class="hljs-meta">>>> </span>timeit(<span class="hljs-string">'"".join(str(i) for i in range(100))'</span>,
+<span class="hljs-meta">>>> </span>timeit(<span class="hljs-string">"''.join(str(i) for i in range(100))"</span>,
 <span class="hljs-meta">... </span>       number=<span class="hljs-number">10000</span>, globals=globals(), setup=<span class="hljs-string">'pass'</span>)
 <span class="hljs-number">0.34986</span>
 </code></pre></div>
@@ -2275,21 +2275,18 @@
 <li><strong>Shape is a tuple of dimension sizes.</strong></li>
 <li><strong>Axis is an index of the dimension that gets collapsed. Leftmost dimension has index 0.</strong></li>
 </ul>
-<div><h3 id="indexing">Indexing</h3><pre><code class="python language-python hljs"><el>       = <2d_array>[<span class="hljs-number">0</span>, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First element.</span>
-<1d_view>  = <2d_array>[<span class="hljs-number">0</span>]           <span class="hljs-comment"># First row.</span>
-<1d_view>  = <2d_array>[:, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First column. Also [..., 0].</span>
-<3d_view>  = <2d_array>[<span class="hljs-keyword">None</span>, :, :]  <span class="hljs-comment"># Expanded by dimension of size 1.</span>
+<div><h3 id="indexing">Indexing</h3><pre><code class="bash language-bash hljs"><el>       = <2d_array>[row_index, column_index]
+<1d_view>  = <2d_array>[row_index]
+<1d_view>  = <2d_array>[:, column_index]
 </code></pre></div>
 
-<pre><code class="python language-python hljs"><1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]
-<2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]
+<pre><code class="bash language-bash hljs"><1d_array> = <2d_array>[row_indexes, column_indexes]
+<2d_array> = <2d_array>[row_indexes]
+<2d_array> = <2d_array>[:, column_indexes]
 </code></pre>
-<pre><code class="python language-python hljs"><2d_bools> = <2d_array> > <span class="hljs-number">0</span>
+<pre><code class="bash language-bash hljs"><2d_bools> = <2d_array> ><== <el>
 <1d_array> = <2d_array>[<2d_bools>]
 </code></pre>
-<ul>
-<li><strong>If row and column indexes differ in shape, they are combined with broadcasting.</strong></li>
-</ul>
 <div><h3 id="broadcasting">Broadcasting</h3><p><strong>Broadcasting is a set of rules by which NumPy functions operate on arrays of different sizes and/or dimensions.</strong></p><pre><code class="python language-python hljs">left  = [[<span class="hljs-number">0.1</span>], [<span class="hljs-number">0.6</span>], [<span class="hljs-number">0.8</span>]]        <span class="hljs-comment"># Shape: (3, 1)</span>
 right = [ <span class="hljs-number">0.1</span> ,  <span class="hljs-number">0.6</span> ,  <span class="hljs-number">0.8</span> ]        <span class="hljs-comment"># Shape: (3)</span>
 </code></pre></div>
@@ -2492,8 +2489,8 @@
 </code></pre></div>
 
 <div><h2 id="synthesizer"><a href="#synthesizer" name="synthesizer">#</a>Synthesizer</h2><div><h4 id="playspopcornbygershonkingsley">Plays Popcorn by Gershon Kingsley:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install simpleaudio</span>
-<span class="hljs-keyword">import</span> simpleaudio, math, struct
-<span class="hljs-keyword">from</span> itertools <span class="hljs-keyword">import</span> chain, repeat
+<span class="hljs-keyword">import</span> math, struct, simpleaudio
+<span class="hljs-keyword">from</span> itertools <span class="hljs-keyword">import</span> repeat, chain
 F  = <span class="hljs-number">44100</span>
 P1 = <span class="hljs-string">'71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'</span>
 P2 = <span class="hljs-string">'71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'</span>
diff --git a/parse.js b/parse.js
index 606524ff1..9d6d8d780 100755
--- a/parse.js
+++ b/parse.js
@@ -74,20 +74,6 @@ const PROGRESS_BAR =
   '<span class="hljs-meta">... </span>    sleep(<span class="hljs-number">1</span>)\n' +
   'Processing: 100%|████████████████████| 3/3 [00:03<00:00,  1.00s/it]\n';
 
-const NUMPY_1 =
-  '<el>       = <2d_array>[<span class="hljs-number">0</span>, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First element.</span>\n' +
-  '<1d_view>  = <2d_array>[<span class="hljs-number">0</span>]           <span class="hljs-comment"># First row.</span>\n' +
-  '<1d_view>  = <2d_array>[:, <span class="hljs-number">0</span>]        <span class="hljs-comment"># First column. Also [..., 0].</span>\n' +
-  '<3d_view>  = <2d_array>[<span class="hljs-keyword">None</span>, :, :]  <span class="hljs-comment"># Expanded by dimension of size 1.</span>\n';
-
-const NUMPY_2 =
-  '<1d_array> = <2d_array>[<1d_row_indexes>, <1d_column_indexes>]\n' +
-  '<2d_array> = <2d_array>[<2d_row_indexes>, <2d_column_indexes>]\n';
-
-const NUMPY_3 =
-  '<2d_bools> = <2d_array> > <span class="hljs-number">0</span>\n' +
-  '<1d_array> = <2d_array>[<2d_bools>]\n';
-
 const PYINSTALLER =
   '$ pip3 install pyinstaller\n' +
   '$ pyinstaller script.py                        <span class="hljs-comment"># Compiles into \'./dist/script\' directory.</span>\n' +
@@ -244,20 +230,20 @@ const DIAGRAM_8_B =
 
 const DIAGRAM_9_A =
   '+------------------+--------------+--------------+--------------+\n' +
-  '|                  |     excel    |   excel-tab  |     unix     |\n' +
+  '|                  |    excel     |   excel-tab  |     unix     |\n' +
   '+------------------+--------------+--------------+--------------+\n';
 
 const DIAGRAM_9_B =
   "┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓\n" +
-  "┃                  │     excel    │   excel-tab  │     unix     ┃\n" +
+  "┃                  │    excel     │   excel-tab  │     unix     ┃\n" +
   "┠──────────────────┼──────────────┼──────────────┼──────────────┨\n" +
-  "┃ delimiter        │       ','    │      '\\t'    │       ','    ┃\n" +
-  "┃ quotechar        │       '\"'    │       '\"'    │       '\"'    ┃\n" +
-  "┃ doublequote      │      True    │      True    │      True    ┃\n" +
-  "┃ skipinitialspace │     False    │     False    │     False    ┃\n" +
-  "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │      '\\n'    ┃\n" +
-  "┃ quoting          │         0    │         0    │         1    ┃\n" +
-  "┃ escapechar       │      None    │      None    │      None    ┃\n" +
+  "┃ delimiter        │    ','       │    '\\t'      │    ','       ┃\n" +
+  "┃ quotechar        │    '\"'       │    '\"'       │    '\"'       ┃\n" +
+  "┃ doublequote      │    True      │    True      │     True     ┃\n" +
+  "┃ skipinitialspace │    False     │    False     │     False    ┃\n" +
+  "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │    '\\n'      ┃\n" +
+  "┃ quoting          │    0         │    0         │     1        ┃\n" +
+  "┃ escapechar       │    None      │    None      │     None     ┃\n" +
   "┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_10_A =
@@ -530,9 +516,6 @@ function fixHighlights() {
   $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
   $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
-  $(`code:contains(<el>       = <2d_array>[0, 0])`).html(NUMPY_1).removeClass().addClass("python language-python hljs");
-  $(`code:contains(<1d_array> = <2d_array>[<1d_row_indexes>)`).html(NUMPY_2).removeClass().addClass("python language-python hljs");
-  $(`code:contains(<2d_bools> = <2d_array> > 0)`).html(NUMPY_3).removeClass().addClass("python language-python hljs");
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);
   $(`ul:contains(Only available in)`).html(INDEX);
 }

From a56efa9662b834747bacd137fe645368c6083c2b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 18 Mar 2021 15:14:28 +0100
Subject: [PATCH 0268/1007] Map, copy, struct

---
 README.md  | 3 +++
 index.html | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/README.md b/README.md
index 6909f1fa0..caacd078f 100644
--- a/README.md
+++ b/README.md
@@ -773,6 +773,7 @@ for i in range(10):
 ### Map, Filter, Reduce
 ```python
 from functools import reduce
+
 <iter> = map(lambda x: x + 1, range(10))            # (1, 2, ..., 10)
 <iter> = filter(lambda x: x > 5, range(10))         # (6, 7, 8, 9)
 <obj>  = reduce(lambda out, x: out + x, range(10))  # 45
@@ -1061,6 +1062,7 @@ class MyClassWithSlots:
 ### Copy
 ```python
 from copy import copy, deepcopy
+
 <object> = copy(<object>)
 <object> = deepcopy(<object>)
 ```
@@ -1948,6 +1950,7 @@ Struct
 
 ```python
 from struct import pack, unpack, iter_unpack
+
 <bytes>  = pack('<format>', <num_1> [, <num_2>, ...])
 <tuple>  = unpack('<format>', <bytes>)
 <tuples> = iter_unpack('<format>', <bytes>)
diff --git a/index.html b/index.html
index 68b79e81d..ba80b5fbb 100644
--- a/index.html
+++ b/index.html
@@ -809,6 +809,7 @@
 </code></pre></div>
 
 <div><h3 id="mapfilterreduce">Map, Filter, Reduce</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> reduce
+
 <iter> = map(<span class="hljs-keyword">lambda</span> x: x + <span class="hljs-number">1</span>, range(<span class="hljs-number">10</span>))            <span class="hljs-comment"># (1, 2, ..., 10)</span>
 <iter> = filter(<span class="hljs-keyword">lambda</span> x: x > <span class="hljs-number">5</span>, range(<span class="hljs-number">10</span>))         <span class="hljs-comment"># (6, 7, 8, 9)</span>
 <obj>  = reduce(<span class="hljs-keyword">lambda</span> out, x: out + x, range(<span class="hljs-number">10</span>))  <span class="hljs-comment"># 45</span>
@@ -1039,6 +1040,7 @@
 
 
 <div><h3 id="copy">Copy</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> copy <span class="hljs-keyword">import</span> copy, deepcopy
+
 <object> = copy(<object>)
 <object> = deepcopy(<object>)
 </code></pre></div>
@@ -1754,6 +1756,7 @@
 <li><strong>Module that performs conversions between a sequence of numbers and a bytes object.</strong></li>
 <li><strong>Machine’s native type sizes and byte order are used by default.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> struct <span class="hljs-keyword">import</span> pack, unpack, iter_unpack
+
 <bytes>  = pack(<span class="hljs-string">'<format>'</span>, <num_1> [, <num_2>, ...])
 <tuple>  = unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
 <tuples> = iter_unpack(<span class="hljs-string">'<format>'</span>, <bytes>)

From d420693d481e765b1c4cd93ca359bcfec8945113 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 18 Mar 2021 15:40:41 +0100
Subject: [PATCH 0269/1007] Image

---
 README.md  | 4 ++--
 index.html | 6 +++---
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index caacd078f..55692d00f 100644
--- a/README.md
+++ b/README.md
@@ -2750,13 +2750,13 @@ img.putdata([(add_noise(h), s, v) for h, s, v in img.getdata()])
 img.convert('RGB').save('test.png')
 ```
 
-### Drawing
+### Image Draw
 ```python
 from PIL import ImageDraw
+<ImageDraw> = ImageDraw.Draw(<Image>)
 ```
 
 ```python
-<ImageDraw> = ImageDraw.Draw(<Image>)
 <ImageDraw>.point((x, y), fill=None)
 <ImageDraw>.line((x1, y1, x2, y2 [, ...]), fill=None, width=0, joint=None) 
 <ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg, fill=None, width=0)
diff --git a/index.html b/index.html
index ba80b5fbb..7d1efc01e 100644
--- a/index.html
+++ b/index.html
@@ -2373,11 +2373,11 @@
 img.convert(<span class="hljs-string">'RGB'</span>).save(<span class="hljs-string">'test.png'</span>)
 </code></pre></div>
 
-<div><h3 id="drawing">Drawing</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> ImageDraw
+<div><h3 id="imagedraw">Image Draw</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> ImageDraw
+<ImageDraw> = ImageDraw.Draw(<Image>)
 </code></pre></div>
 
-<pre><code class="python language-python hljs"><ImageDraw> = ImageDraw.Draw(<Image>)
-<ImageDraw>.point((x, y), fill=<span class="hljs-keyword">None</span>)
+<pre><code class="python language-python hljs"><ImageDraw>.point((x, y), fill=<span class="hljs-keyword">None</span>)
 <ImageDraw>.line((x1, y1, x2, y2 [, ...]), fill=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>, joint=<span class="hljs-keyword">None</span>) 
 <ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg, fill=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>)
 <ImageDraw>.rectangle((x1, y1, x2, y2), fill=<span class="hljs-keyword">None</span>, outline=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>)

From 02563bb7e0d07fac62104308672b726fd880c5d5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 18 Mar 2021 20:41:06 +0100
Subject: [PATCH 0270/1007] Fixed CSV table

---
 index.html | 8 ++++----
 parse.js   | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/index.html b/index.html
index 7d1efc01e..5ec5d95f8 100644
--- a/index.html
+++ b/index.html
@@ -1652,11 +1652,11 @@
 ┠──────────────────┼──────────────┼──────────────┼──────────────┨
 ┃ delimiter        │    ','       │    '\t'      │    ','       ┃
 ┃ quotechar        │    '"'       │    '"'       │    '"'       ┃
-┃ doublequote      │    True      │    True      │     True     ┃
-┃ skipinitialspace │    False     │    False     │     False    ┃
+┃ doublequote      │    True      │    True      │    True      ┃
+┃ skipinitialspace │    False     │    False     │    False     ┃
 ┃ lineterminator   │    '\r\n'    │    '\r\n'    │    '\n'      ┃
-┃ quoting          │    0         │    0         │     1        ┃
-┃ escapechar       │    None      │    None      │     None     ┃
+┃ quoting          │    0         │    0         │    1         ┃
+┃ escapechar       │    None      │    None      │    None      ┃
 ┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛
 </code></pre></div></div>
 
diff --git a/parse.js b/parse.js
index 9d6d8d780..2779c07ae 100755
--- a/parse.js
+++ b/parse.js
@@ -239,11 +239,11 @@ const DIAGRAM_9_B =
   "┠──────────────────┼──────────────┼──────────────┼──────────────┨\n" +
   "┃ delimiter        │    ','       │    '\\t'      │    ','       ┃\n" +
   "┃ quotechar        │    '\"'       │    '\"'       │    '\"'       ┃\n" +
-  "┃ doublequote      │    True      │    True      │     True     ┃\n" +
-  "┃ skipinitialspace │    False     │    False     │     False    ┃\n" +
+  "┃ doublequote      │    True      │    True      │    True      ┃\n" +
+  "┃ skipinitialspace │    False     │    False     │    False     ┃\n" +
   "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │    '\\n'      ┃\n" +
-  "┃ quoting          │    0         │    0         │     1        ┃\n" +
-  "┃ escapechar       │    None      │    None      │     None     ┃\n" +
+  "┃ quoting          │    0         │    0         │    1         ┃\n" +
+  "┃ escapechar       │    None      │    None      │    None      ┃\n" +
   "┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_10_A =

From 031875e7c14ee0e4b42f0d906ccb57e925980167 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 2 Apr 2021 06:31:10 +0200
Subject: [PATCH 0271/1007] Inline, Struct, Threading

---
 README.md  | 60 ++++++++++++++++++------------------------
 index.html | 76 +++++++++++++++++++++++++-----------------------------
 parse.js   |  3 ++-
 3 files changed, 62 insertions(+), 77 deletions(-)

diff --git a/README.md b/README.md
index 55692d00f..f2c320a8c 100644
--- a/README.md
+++ b/README.md
@@ -599,7 +599,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 ```
 * **Use `'<D/DT>.weekday()'` to get the day of the week (Mon == 0).**
 * **`'fold=1'` means the second pass in case of time jumping back for one hour.**
-* **`'<DTa> = resolve_imaginary(<DTa>)'` fixes DTs that fall into missing hour.**
+* **`'<DTa> = resolve_imaginary(<DTa>)'` fixes DTs that fall into the missing hour.**
 
 ### Now
 ```python
@@ -731,10 +731,10 @@ def f(x, *args, z, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3
 
 ### Other Uses
 ```python
-<list>  = [*<collection> [, ...]]
-<set>   = {*<collection> [, ...]}
-<tuple> = (*<collection>, [...])
-<dict>  = {**<dict> [, ...]}
+<list> = [*<collection> [, ...]]
+<set>  = {*<collection> [, ...]}
+<tup.> = (*<collection>, [...])
+<dict> = {**<dict> [, ...]}
 ```
 
 ```python
@@ -746,48 +746,40 @@ Inline
 ------
 ### Lambda
 ```python
-<function> = lambda: <return_value>
-<function> = lambda <argument_1>, <argument_2>: <return_value>
+<func> = lambda: <return_value>
+<func> = lambda <arg_1>, <arg_2>: <return_value>
 ```
 
 ### Comprehensions
 ```python
-<list> = [i+1 for i in range(10)]                   # [1, 2, ..., 10]
-<set>  = {i for i in range(10) if i > 5}            # {6, 7, 8, 9}
-<iter> = (i+5 for i in range(10))                   # (5, 6, ..., 14)
-<dict> = {i: i*2 for i in range(10)}                # {0: 0, 1: 2, ..., 9: 18}
+<list> = [i+1 for i in range(10)]                         # [1, 2, ..., 10]
+<set>  = {i for i in range(10) if i > 5}                  # {6, 7, 8, 9}
+<iter> = (i+5 for i in range(10))                         # (5, 6, ..., 14)
+<dict> = {i: i*2 for i in range(10)}                      # {0: 0, 1: 2, ..., 9: 18}
 ```
 
 ```python
-out = [i+j for i in range(10) for j in range(10)]
-```
-
-#### Is the same as:
-```python
-out = []
-for i in range(10):
-    for j in range(10):
-        out.append(i+j)
+>>> [l+r for l in 'abc' for r in 'abc']
+['aa', 'ab', 'ac', ..., 'cc']
 ```
 
 ### Map, Filter, Reduce
 ```python
-from functools import reduce
-
-<iter> = map(lambda x: x + 1, range(10))            # (1, 2, ..., 10)
-<iter> = filter(lambda x: x > 5, range(10))         # (6, 7, 8, 9)
-<obj>  = reduce(lambda out, x: out + x, range(10))  # 45
+<iter> = map(lambda x: x + 1, range(10))                  # (1, 2, ..., 10)
+<iter> = filter(lambda x: x > 5, range(10))               # (6, 7, 8, 9)
+<obj>  = reduce(lambda out, x: out + x, range(10))        # 45
 ```
+* **Reduce must be imported from functools module.**
 
 ### Any, All
 ```python
-<bool> = any(<collection>)                          # False if empty.
-<bool> = all(el[1] for el in <collection>)          # True if empty.
+<bool> = any(<collection>)                                # False if empty.
+<bool> = all(el[1] for el in <collection>)                # True if empty.
 ```
 
-### If - Else
+### Conditional Expression
 ```python
-<obj> = <expression_if_true> if <condition> else <expression_if_false>
+<obj> = <exp_if_true> if <condition> else <exp_if_false>
 ```
 
 ```python
@@ -810,7 +802,7 @@ direction = Direction.n
 
 ```python
 from dataclasses import make_dataclass
-Creature  = make_dataclass('Creature', ['location', 'direction'])
+Creature  = make_dataclass('Creature', ['loc', 'dir'])
 creature  = Creature(Point(0, 0), Direction.n)
 ```
 
@@ -1950,13 +1942,14 @@ Struct
 
 ```python
 from struct import pack, unpack, iter_unpack
+```
 
+```python
 <bytes>  = pack('<format>', <num_1> [, <num_2>, ...])
 <tuple>  = unpack('<format>', <bytes>)
 <tuples> = iter_unpack('<format>', <bytes>)
 ```
 
-### Example
 ```python
 >>> pack('>hhl', 1, 2, 3)
 b'\x00\x01\x00\x02\x00\x00\x00\x03'
@@ -2049,6 +2042,7 @@ Threading
 * **That is why using multiple threads won't result in a faster execution, unless at least one of the threads contains an I/O operation.**
 ```python
 from threading import Thread, RLock, Semaphore, Event, Barrier
+from concurrent.futures import ThreadPoolExecutor
 ```
 
 ### Thread
@@ -2084,10 +2078,6 @@ with lock:
 
 ### Thread Pool Executor
 **Object that manages thread execution.**
-```python
-from concurrent.futures import ThreadPoolExecutor
-```
-
 ```python
 <Exec> = ThreadPoolExecutor(max_workers=None)  # Or: `with ThreadPoolExecutor() as <name>: …`
 <Exec>.shutdown(wait=True)                     # Blocks until all threads finish executing.
diff --git a/index.html b/index.html
index 5ec5d95f8..782ecd941 100644
--- a/index.html
+++ b/index.html
@@ -681,7 +681,7 @@
 <ul>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'<D/DT>.weekday()'</span></code> to get the day of the week (Mon == 0).</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'fold=1'</span></code> means the second pass in case of time jumping back for one hour.</strong></li>
-<li><strong><code class="python hljs"><span class="hljs-string">'<DTa> = resolve_imaginary(<DTa>)'</span></code> fixes DTs that fall into missing hour.</strong></li>
+<li><strong><code class="python hljs"><span class="hljs-string">'<DTa> = resolve_imaginary(<DTa>)'</span></code> fixes DTs that fall into the missing hour.</strong></li>
 </ul>
 <div><h3 id="now">Now</h3><pre><code class="python language-python hljs"><D/DTn>  = D/DT.today()                     <span class="hljs-comment"># Current local date or naive datetime.</span>
 <DTn>    = DT.utcnow()                      <span class="hljs-comment"># Naive datetime from current UTC time.</span>
@@ -781,45 +781,41 @@
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">f</span><span class="hljs-params">(*args, y, **kwargs)</span>:</span>     <span class="hljs-comment"># f(x=1, y=2, z=3) | f(1, y=2, z=3)</span>
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">f</span><span class="hljs-params">(x, *args, z, **kwargs)</span>:</span>  <span class="hljs-comment"># f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)</span>
 </code></pre>
-<div><h3 id="otheruses">Other Uses</h3><pre><code class="python language-python hljs"><list>  = [*<collection> [, ...]]
-<set>   = {*<collection> [, ...]}
-<tuple> = (*<collection>, [...])
-<dict>  = {**<dict> [, ...]}
+<div><h3 id="otheruses">Other Uses</h3><pre><code class="python language-python hljs"><list> = [*<collection> [, ...]]
+<set>  = {*<collection> [, ...]}
+<tup.> = (*<collection>, [...])
+<dict> = {**<dict> [, ...]}
 </code></pre></div>
 
 <pre><code class="python language-python hljs">head, *body, tail = <collection>
 </code></pre>
-<div><h2 id="inline"><a href="#inline" name="inline">#</a>Inline</h2><div><h3 id="lambda">Lambda</h3><pre><code class="python language-python hljs"><function> = <span class="hljs-keyword">lambda</span>: <return_value>
-<function> = <span class="hljs-keyword">lambda</span> <argument_1>, <argument_2>: <return_value>
+<div><h2 id="inline"><a href="#inline" name="inline">#</a>Inline</h2><div><h3 id="lambda">Lambda</h3><pre><code class="python language-python hljs"><func> = <span class="hljs-keyword">lambda</span>: <return_value>
+<func> = <span class="hljs-keyword">lambda</span> <arg_1>, <arg_2>: <return_value>
 </code></pre></div></div>
 
 
-<div><h3 id="comprehensions">Comprehensions</h3><pre><code class="python language-python hljs"><list> = [i+<span class="hljs-number">1</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>)]                   <span class="hljs-comment"># [1, 2, ..., 10]</span>
-<set>  = {i <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>) <span class="hljs-keyword">if</span> i > <span class="hljs-number">5</span>}            <span class="hljs-comment"># {6, 7, 8, 9}</span>
-<iter> = (i+<span class="hljs-number">5</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>))                   <span class="hljs-comment"># (5, 6, ..., 14)</span>
-<dict> = {i: i*<span class="hljs-number">2</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>)}                <span class="hljs-comment"># {0: 0, 1: 2, ..., 9: 18}</span>
+<div><h3 id="comprehensions">Comprehensions</h3><pre><code class="python language-python hljs"><list> = [i+<span class="hljs-number">1</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>)]                         <span class="hljs-comment"># [1, 2, ..., 10]</span>
+<set>  = {i <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>) <span class="hljs-keyword">if</span> i > <span class="hljs-number">5</span>}                  <span class="hljs-comment"># {6, 7, 8, 9}</span>
+<iter> = (i+<span class="hljs-number">5</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>))                         <span class="hljs-comment"># (5, 6, ..., 14)</span>
+<dict> = {i: i*<span class="hljs-number">2</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>)}                      <span class="hljs-comment"># {0: 0, 1: 2, ..., 9: 18}</span>
 </code></pre></div>
 
-<pre><code class="python language-python hljs">out = [i+j <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>) <span class="hljs-keyword">for</span> j <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>)]
+<pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>[l+r <span class="hljs-keyword">for</span> l <span class="hljs-keyword">in</span> <span class="hljs-string">'abc'</span> <span class="hljs-keyword">for</span> r <span class="hljs-keyword">in</span> <span class="hljs-string">'abc'</span>]
+[<span class="hljs-string">'aa'</span>, <span class="hljs-string">'ab'</span>, <span class="hljs-string">'ac'</span>, ..., <span class="hljs-string">'cc'</span>]
 </code></pre>
-<div><h4 id="isthesameas-1">Is the same as:</h4><pre><code class="python language-python hljs">out = []
-<span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>):
-    <span class="hljs-keyword">for</span> j <span class="hljs-keyword">in</span> range(<span class="hljs-number">10</span>):
-        out.append(i+j)
+<div><h3 id="mapfilterreduce">Map, Filter, Reduce</h3><pre><code class="python language-python hljs"><iter> = map(<span class="hljs-keyword">lambda</span> x: x + <span class="hljs-number">1</span>, range(<span class="hljs-number">10</span>))                  <span class="hljs-comment"># (1, 2, ..., 10)</span>
+<iter> = filter(<span class="hljs-keyword">lambda</span> x: x > <span class="hljs-number">5</span>, range(<span class="hljs-number">10</span>))               <span class="hljs-comment"># (6, 7, 8, 9)</span>
+<obj>  = reduce(<span class="hljs-keyword">lambda</span> out, x: out + x, range(<span class="hljs-number">10</span>))        <span class="hljs-comment"># 45</span>
 </code></pre></div>
 
-<div><h3 id="mapfilterreduce">Map, Filter, Reduce</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> reduce
-
-<iter> = map(<span class="hljs-keyword">lambda</span> x: x + <span class="hljs-number">1</span>, range(<span class="hljs-number">10</span>))            <span class="hljs-comment"># (1, 2, ..., 10)</span>
-<iter> = filter(<span class="hljs-keyword">lambda</span> x: x > <span class="hljs-number">5</span>, range(<span class="hljs-number">10</span>))         <span class="hljs-comment"># (6, 7, 8, 9)</span>
-<obj>  = reduce(<span class="hljs-keyword">lambda</span> out, x: out + x, range(<span class="hljs-number">10</span>))  <span class="hljs-comment"># 45</span>
-</code></pre></div>
-
-<div><h3 id="anyall">Any, All</h3><pre><code class="python language-python hljs"><bool> = any(<collection>)                          <span class="hljs-comment"># False if empty.</span>
-<bool> = all(el[<span class="hljs-number">1</span>] <span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> <collection>)          <span class="hljs-comment"># True if empty.</span>
+<ul>
+<li><strong>Reduce must be imported from functools module.</strong></li>
+</ul>
+<div><h3 id="anyall">Any, All</h3><pre><code class="python language-python hljs"><bool> = any(<collection>)                                <span class="hljs-comment"># False if empty.</span>
+<bool> = all(el[<span class="hljs-number">1</span>] <span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> <collection>)                <span class="hljs-comment"># True if empty.</span>
 </code></pre></div>
 
-<div><h3 id="ifelse">If - Else</h3><pre><code class="python language-python hljs"><obj> = <expression_if_true> <span class="hljs-keyword">if</span> <condition> <span class="hljs-keyword">else</span> <expression_if_false>
+<div><h3 id="conditionalexpression">Conditional Expression</h3><pre><code class="python language-python hljs"><obj> = <exp_if_true> <span class="hljs-keyword">if</span> <condition> <span class="hljs-keyword">else</span> <exp_if_false>
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>[a <span class="hljs-keyword">if</span> a <span class="hljs-keyword">else</span> <span class="hljs-string">'zero'</span> <span class="hljs-keyword">for</span> a <span class="hljs-keyword">in</span> (<span class="hljs-number">0</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)]
@@ -835,7 +831,7 @@
 direction = Direction.n
 </code></pre>
 <pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
-Creature  = make_dataclass(<span class="hljs-string">'Creature'</span>, [<span class="hljs-string">'location'</span>, <span class="hljs-string">'direction'</span>])
+Creature  = make_dataclass(<span class="hljs-string">'Creature'</span>, [<span class="hljs-string">'loc'</span>, <span class="hljs-string">'dir'</span>])
 creature  = Creature(Point(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>), Direction.n)
 </code></pre>
 <div><h2 id="closure"><a href="#closure" name="closure">#</a>Closure</h2><p><strong>We have a closure in Python when:</strong></p><ul>
@@ -884,7 +880,7 @@
 <span class="hljs-meta">>>> </span>counter(), counter(), counter()
 (<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
 </code></pre>
-<div><h2 id="decorator"><a href="#decorator" name="decorator">#</a>Decorator</h2><p><strong>A decorator takes a function, adds some functionality and returns it.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">@decorator_name</span>
+<div class="pagebreak"></div><div><h2 id="decorator"><a href="#decorator" name="decorator">#</a>Decorator</h2><p><strong>A decorator takes a function, adds some functionality and returns it.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">@decorator_name</span>
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">function_that_gets_passed_to_decorator</span><span class="hljs-params">()</span>:</span>
     ...
 </code></pre></div>
@@ -1397,7 +1393,7 @@
 </code></pre></div>
 
 
-<div class="pagebreak"></div><div><h2 id="print"><a href="#print" name="print">#</a>Print</h2><pre><code class="python language-python hljs">print(<el_1>, ..., sep=<span class="hljs-string">' '</span>, end=<span class="hljs-string">'\n'</span>, file=sys.stdout, flush=<span class="hljs-keyword">False</span>)
+<div><h2 id="print"><a href="#print" name="print">#</a>Print</h2><pre><code class="python language-python hljs">print(<el_1>, ..., sep=<span class="hljs-string">' '</span>, end=<span class="hljs-string">'\n'</span>, file=sys.stdout, flush=<span class="hljs-keyword">False</span>)
 </code></pre></div>
 
 <ul>
@@ -1756,19 +1752,18 @@
 <li><strong>Module that performs conversions between a sequence of numbers and a bytes object.</strong></li>
 <li><strong>Machine’s native type sizes and byte order are used by default.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> struct <span class="hljs-keyword">import</span> pack, unpack, iter_unpack
-
-<bytes>  = pack(<span class="hljs-string">'<format>'</span>, <num_1> [, <num_2>, ...])
-<tuple>  = unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
-<tuples> = iter_unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
 </code></pre></div>
 
 
-<div><h3 id="example-1">Example</h3><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>pack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
+<pre><code class="python language-python hljs"><bytes>  = pack(<span class="hljs-string">'<format>'</span>, <num_1> [, <num_2>, ...])
+<tuple>  = unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
+<tuples> = iter_unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
+</code></pre>
+<pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>pack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
 <span class="hljs-string">b'\x00\x01\x00\x02\x00\x00\x00\x03'</span>
 <span class="hljs-meta">>>> </span>unpack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-string">b'\x00\x01\x00\x02\x00\x00\x00\x03'</span>)
 (<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
-</code></pre></div>
-
+</code></pre>
 <div><h3 id="format-2">Format</h3><div><h4 id="forstandardtypesizesstartformatstringwith">For standard type sizes start format string with:</h4><ul>
 <li><strong><code class="python hljs"><span class="hljs-string">'='</span></code> - native byte order (usually little-endian)</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'<'</span></code> - little-endian</strong></li>
@@ -1835,6 +1830,7 @@
 <li><strong>CPython interpreter can only run a single thread at a time.</strong></li>
 <li><strong>That is why using multiple threads won't result in a faster execution, unless at least one of the threads contains an I/O operation.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> threading <span class="hljs-keyword">import</span> Thread, RLock, Semaphore, Event, Barrier
+<span class="hljs-keyword">from</span> concurrent.futures <span class="hljs-keyword">import</span> ThreadPoolExecutor
 </code></pre></div>
 
 
@@ -1863,13 +1859,11 @@
 <Barrier>   = Barrier(n_times)                 <span class="hljs-comment"># Wait() blocks until it's called n_times.</span>
 </code></pre></div>
 
-<div><h3 id="threadpoolexecutor">Thread Pool Executor</h3><p><strong>Object that manages thread execution.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> concurrent.futures <span class="hljs-keyword">import</span> ThreadPoolExecutor
+<div><h3 id="threadpoolexecutor">Thread Pool Executor</h3><p><strong>Object that manages thread execution.</strong></p><pre><code class="python language-python hljs"><Exec> = ThreadPoolExecutor(max_workers=<span class="hljs-keyword">None</span>)  <span class="hljs-comment"># Or: `with ThreadPoolExecutor() as <name>: …`</span>
+<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Blocks until all threads finish executing.</span>
 </code></pre></div>
 
 
-<pre><code class="python language-python hljs"><Exec> = ThreadPoolExecutor(max_workers=<span class="hljs-keyword">None</span>)  <span class="hljs-comment"># Or: `with ThreadPoolExecutor() as <name>: …`</span>
-<Exec>.shutdown(wait=<span class="hljs-keyword">True</span>)                     <span class="hljs-comment"># Blocks until all threads finish executing.</span>
-</code></pre>
 <pre><code class="python language-python hljs"><iter> = <Exec>.map(<func>, <args_1>, ...)     <span class="hljs-comment"># A multithreaded and non-lazy map().</span>
 <Futr> = <Exec>.submit(<func>, <arg_1>, ...)   <span class="hljs-comment"># Starts a thread and returns its Future object.</span>
 <bool> = <Futr>.done()                         <span class="hljs-comment"># Checks if the thread has finished executing.</span>
@@ -2303,7 +2297,7 @@
 right = [[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>], [<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>], [<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>]]  <span class="hljs-comment"># Shape: (3, 3) <- !</span>
 </code></pre></div>
 
-<div><h4 id="3ifneithernonmatchingdimensionhassize1raiseanerror">3. If neither non-matching dimension has size 1, raise an error.</h4><div><h3 id="example-2">Example</h3><div><h4 id="foreachpointreturnsindexofitsnearestpoint010608121">For each point returns index of its nearest point (<code class="python hljs">[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>] => [<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">1</span>]</code>):</h4><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>points = np.array([<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>])
+<div><h4 id="3ifneithernonmatchingdimensionhassize1raiseanerror">3. If neither non-matching dimension has size 1, raise an error.</h4><div><h3 id="example-1">Example</h3><div><h4 id="foreachpointreturnsindexofitsnearestpoint010608121">For each point returns index of its nearest point (<code class="python hljs">[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>] => [<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">1</span>]</code>):</h4><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>points = np.array([<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>])
  [ <span class="hljs-number">0.1</span>,  <span class="hljs-number">0.6</span>,  <span class="hljs-number">0.8</span>]
 <span class="hljs-meta">>>> </span>wrapped_points = points.reshape(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>)
 [[ <span class="hljs-number">0.1</span>],
diff --git a/parse.js b/parse.js
index 2779c07ae..0081b674e 100755
--- a/parse.js
+++ b/parse.js
@@ -552,7 +552,8 @@ function move(anchor_el, el_id) {
 }
 
 function insertPageBreaks() {
-  insertPageBreakBefore('#print')
+  insertPageBreakBefore('#decorator')
+  // insertPageBreakBefore('#print')
 }
 
 function insertPageBreakBefore(an_id) {

From dea8327eca4a472a921658437fb3746415a23f97 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 15 Apr 2021 16:39:24 +0200
Subject: [PATCH 0272/1007] String, Regex, Format, Duck types, Pygame

---
 README.md  | 80 +++++++++++++++++++++++++--------------------------
 index.html | 84 ++++++++++++++++++++++++++++--------------------------
 parse.js   | 58 ++++++++++++++++++-------------------
 3 files changed, 111 insertions(+), 111 deletions(-)

diff --git a/README.md b/README.md
index f2c320a8c..9fe1164df 100644
--- a/README.md
+++ b/README.md
@@ -308,7 +308,7 @@ String
 ```python
 <list> = <str>.split()                       # Splits on one or more whitespace characters.
 <list> = <str>.split(sep=None, maxsplit=-1)  # Splits on 'sep' str at most 'maxsplit' times.
-<list> = <str>.splitlines(keepends=False)    # Splits on \n,\r,\r\n. Keeps them if 'keepends'.
+<list> = <str>.splitlines(keepends=False)    # Splits on [\n\r\f\v\x1c\x1d\x1e\x85] and '\r\n'.
 <str>  = <str>.join(<coll_of_strings>)       # Joins elements using string as a separator.
 ```
 
@@ -376,12 +376,13 @@ import re
 ```
 
 ### Special Sequences
-* **By default digits, alphanumerics and whitespaces from all alphabets are matched, unless `'flags=re.ASCII'` argument is used.**
+* **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
+* **As shown below, it restricts special sequence matches to `'[\x00-\x7f]'` and prevents `'\s'` from accepting `'[\x1c\x1d\x1e\x1f]'`.**
 * **Use a capital letter for negation.**
 ```python
-'\d' == '[0-9]'                                # Matches any digit.
-'\w' == '[a-zA-Z0-9_]'                         # Matches any alphanumeric.
-'\s' == '[ \t\n\r\f\v]'                        # Matches any whitespace.
+'\d' == '[0-9]'                                # Matches decimal characters.
+'\w' == '[a-zA-Z0-9_]'                         # Matches alphanumerics and underscore.
+'\s' == '[ \t\n\r\f\v]'                        # Matches whitespaces.
 ```
 
 
@@ -440,33 +441,32 @@ Format
 
 #### Comparison of presentation types:
 ```text
-+---------------+-----------------+-----------------+-----------------+-----------------+
-|               |    {<float>}    |   {<float>:f}   |   {<float>:e}   |   {<float>:%}   |
-+---------------+-----------------+-----------------+-----------------+-----------------+
-|   0.000056789 |    '5.6789e-05' |     '0.000057'  |  '5.678900e-05' |     '0.005679%' |
-|   0.00056789  |    '0.00056789' |     '0.000568'  |  '5.678900e-04' |     '0.056789%' |
-|   0.0056789   |    '0.0056789'  |     '0.005679'  |  '5.678900e-03' |     '0.567890%' |
-|   0.056789    |    '0.056789'   |     '0.056789'  |  '5.678900e-02' |     '5.678900%' |
-|   0.56789     |    '0.56789'    |     '0.567890'  |  '5.678900e-01' |    '56.789000%' |
-|   5.6789      |    '5.6789'     |     '5.678900'  |  '5.678900e+00' |   '567.890000%' |
-|  56.789       |   '56.789'      |    '56.789000'  |  '5.678900e+01' |  '5678.900000%' |
-| 567.89        |  '567.89'       |   '567.890000'  |  '5.678900e+02' | '56789.000000%' |
-+---------------+-----------------+-----------------+-----------------+-----------------+
++--------------+----------------+----------------+----------------+----------------+
+|              |    {<float>}   |   {<float>:f}  |   {<float>:e}  |   {<float>:%}  |
++--------------+----------------+----------------+----------------+----------------+
+|  0.000056789 |   '5.6789e-05' |    '0.000057'  | '5.678900e-05' |    '0.005679%' |
+|  0.00056789  |   '0.00056789' |    '0.000568'  | '5.678900e-04' |    '0.056789%' |
+|  0.0056789   |   '0.0056789'  |    '0.005679'  | '5.678900e-03' |    '0.567890%' |
+|  0.056789    |   '0.056789'   |    '0.056789'  | '5.678900e-02' |    '5.678900%' |
+|  0.56789     |   '0.56789'    |    '0.567890'  | '5.678900e-01' |   '56.789000%' |
+|  5.6789      |   '5.6789'     |    '5.678900'  | '5.678900e+00' |  '567.890000%' |
+| 56.789       |  '56.789'      |   '56.789000'  | '5.678900e+01' | '5678.900000%' |
++--------------+----------------+----------------+----------------+----------------+
 ```
 ```text
-+---------------+-----------------+-----------------+-----------------+-----------------+
-|               |   {<float>:.2}  |  {<float>:.2f}  |  {<float>:.2e}  |  {<float>:.2%}  |
-+---------------+-----------------+-----------------+-----------------+-----------------+
-|   0.000056789 |    '5.7e-05'    |       '0.00'    |    '5.68e-05'   |       '0.01%'   |
-|   0.00056789  |    '0.00057'    |       '0.00'    |    '5.68e-04'   |       '0.06%'   |
-|   0.0056789   |    '0.0057'     |       '0.01'    |    '5.68e-03'   |       '0.57%'   |
-|   0.056789    |    '0.057'      |       '0.06'    |    '5.68e-02'   |       '5.68%'   |
-|   0.56789     |    '0.57'       |       '0.57'    |    '5.68e-01'   |      '56.79%'   |
-|   5.6789      |    '5.7'        |       '5.68'    |    '5.68e+00'   |     '567.89%'   |
-|  56.789       |    '5.7e+01'    |      '56.79'    |    '5.68e+01'   |    '5678.90%'   |
-| 567.89        |    '5.7e+02'    |     '567.89'    |    '5.68e+02'   |   '56789.00%'   |
-+---------------+-----------------+-----------------+-----------------+-----------------+
-```
++--------------+----------------+----------------+----------------+----------------+
+|              |  {<float>:.2}  |  {<float>:.2f} |  {<float>:.2e} |  {<float>:.2%} |
++--------------+----------------+----------------+----------------+----------------+
+|  0.000056789 |    '5.7e-05'   |      '0.00'    |   '5.68e-05'   |      '0.01%'   |
+|  0.00056789  |    '0.00057'   |      '0.00'    |   '5.68e-04'   |      '0.06%'   |
+|  0.0056789   |    '0.0057'    |      '0.01'    |   '5.68e-03'   |      '0.57%'   |
+|  0.056789    |    '0.057'     |      '0.06'    |   '5.68e-02'   |      '5.68%'   |
+|  0.56789     |    '0.57'      |      '0.57'    |   '5.68e-01'   |     '56.79%'   |
+|  5.6789      |    '5.7'       |      '5.68'    |   '5.68e+00'   |    '567.89%'   |
+| 56.789       |    '5.7e+01'   |     '56.79'    |   '5.68e+01'   |   '5678.90%'   |
++--------------+----------------+----------------+----------------+----------------+
+```
+* **When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes `'{6.5:.0f}'` a `'6'` and `'{7.5:.0f}'` an `'8'`.**
 
 ### Ints
 ```python
@@ -1140,7 +1140,7 @@ class Counter:
 ```
 
 #### Python has many different iterator objects:
-* **Iterators returned by the [iter()](#iterator) function, such as list\_iterator and set\_iterator.**
+* **Sequence iterators returned by the [iter()](#iterator) function, such as list\_iterator and set\_iterator.**
 * **Objects returned by the [itertools](#itertools) module, such as count, repeat and cycle.**
 * **Generators returned by the [generator functions](#generator) and [generator expressions](#comprehensions).**
 * **File objects returned by the [open()](#open) function, etc.**
@@ -2506,7 +2506,7 @@ def odds_handler(sport):
 # $ pip3 install requests
 >>> import threading, requests
 >>> threading.Thread(target=run, daemon=True).start()
->>> url  = 'http://localhost:8080/odds/football'
+>>> url = 'http://localhost:8080/odds/football'
 >>> data = {'team': 'arsenal f.c.'}
 >>> response = requests.post(url, data=data)
 >>> response.json()
@@ -2899,7 +2899,7 @@ get_pause   = lambda seconds: repeat(0, int(seconds * F))
 sin_f       = lambda i, hz: math.sin(i * 2 * math.pi * hz / F)
 get_wave    = lambda hz, seconds: (sin_f(i, hz) for i in range(int(seconds * F)))
 get_hz      = lambda key: 8.176 * 2 ** (int(key) / 12)
-parse_note  = lambda note: (get_hz(note[:-1]), 1/4 if '♩' in note else 1/8)
+parse_note  = lambda note: (get_hz(note[:2]), 1/4 if '♩' in note else 1/8)
 get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(1/8)
 samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1}{P1}{P2}'.split(','))
 samples_b   = b''.join(struct.pack('<h', int(f * 30000)) for f in samples_f)
@@ -2957,14 +2957,14 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
-from pygame.transform import *
+from pygame.transform import scale, …
 <Surf> = scale(<Surf>, (width, height))         # Returns scaled surface.
 <Surf> = rotate(<Surf>, degrees)                # Returns rotated and scaled surface.
 <Surf> = flip(<Surf>, x_bool, y_bool)           # Returns flipped surface.
 ```
 
 ```python
-from pygame.draw import *
+from pygame.draw import line, arc, rect
 line(<Surf>, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>)
 rect(<Surf>, color, <Rect>)                     # Also: polygon(<Surf>, color, points)
@@ -3029,12 +3029,12 @@ def update_speed(mario, tiles, pressed):
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
 def update_position(mario, tiles):
-    p = mario.rect.topleft
-    larger_speed = max(abs(s) for s in mario.spd)
-    for _ in range(larger_speed):
+    x, y = mario.rect.topleft
+    n_steps = max(abs(s) for s in mario.spd)
+    for _ in range(n_steps):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        p = P(*[a + s/larger_speed for a, s in zip(p, mario.spd)])
-        mario.rect.topleft = p
+        x, y = x + mario.spd.x/n_steps, y + mario.spd.y/n_steps
+        mario.rect.topleft = x, y
 
 def get_boundaries(rect, tiles):
     deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
diff --git a/index.html b/index.html
index 782ecd941..aae2432f8 100644
--- a/index.html
+++ b/index.html
@@ -449,7 +449,7 @@
 
 <pre><code class="python language-python hljs"><list> = <str>.split()                       <span class="hljs-comment"># Splits on one or more whitespace characters.</span>
 <list> = <str>.split(sep=<span class="hljs-keyword">None</span>, maxsplit=<span class="hljs-number">-1</span>)  <span class="hljs-comment"># Splits on 'sep' str at most 'maxsplit' times.</span>
-<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># Splits on \n,\r,\r\n. Keeps them if 'keepends'.</span>
+<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># Splits on [\n\r\f\v\x1c\x1d\x1e\x85] and '\r\n'.</span>
 <str>  = <str>.join(<coll_of_strings>)       <span class="hljs-comment"># Joins elements using string as a separator.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><bool> = <sub_str> <span class="hljs-keyword">in</span> <str>                  <span class="hljs-comment"># Checks if string contains a substring.</span>
@@ -507,11 +507,12 @@
 </code></pre></div>
 
 <div><h3 id="specialsequences">Special Sequences</h3><ul>
-<li><strong>By default digits, alphanumerics and whitespaces from all alphabets are matched, unless <code class="python hljs"><span class="hljs-string">'flags=re.ASCII'</span></code> argument is used.</strong></li>
+<li><strong>By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless <code class="python hljs"><span class="hljs-string">'flags=re.ASCII'</span></code> argument is used.</strong></li>
+<li><strong>As shown below, it restricts special sequence matches to <code class="python hljs"><span class="hljs-string">'[\x00-\x7f]'</span></code> and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c\x1d\x1e\x1f]'</span></code>.</strong></li>
 <li><strong>Use a capital letter for negation.</strong></li>
-</ul><pre><code class="python language-python hljs"><span class="hljs-string">'\d'</span> == <span class="hljs-string">'[0-9]'</span>                                <span class="hljs-comment"># Matches any digit.</span>
-<span class="hljs-string">'\w'</span> == <span class="hljs-string">'[a-zA-Z0-9_]'</span>                         <span class="hljs-comment"># Matches any alphanumeric.</span>
-<span class="hljs-string">'\s'</span> == <span class="hljs-string">'[ \t\n\r\f\v]'</span>                        <span class="hljs-comment"># Matches any whitespace.</span>
+</ul><pre><code class="python language-python hljs"><span class="hljs-string">'\d'</span> == <span class="hljs-string">'[0-9]'</span>                                <span class="hljs-comment"># Matches decimal characters.</span>
+<span class="hljs-string">'\w'</span> == <span class="hljs-string">'[a-zA-Z0-9_]'</span>                         <span class="hljs-comment"># Matches alphanumerics and underscore.</span>
+<span class="hljs-string">'\s'</span> == <span class="hljs-string">'[ \t\n\r\f\v]'</span>                        <span class="hljs-comment"># Matches whitespaces.</span>
 </code></pre></div>
 
 
@@ -555,33 +556,34 @@
 {<span class="hljs-number">1.23456</span>:<span class="hljs-number">10.3</span>%}                                <span class="hljs-comment"># '  123.456%'</span>
 </code></pre></div>
 
-<div><h4 id="comparisonofpresentationtypes">Comparison of presentation types:</h4><pre><code class="text language-text">┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓
-┃               │    {<float>}    │   {<float>:f}   │   {<float>:e}   │   {<float>:%}   ┃
-┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨
-┃   0.000056789 │    '5.6789e-05' │     '0.000057'  │  '5.678900e-05' │     '0.005679%' ┃
-┃   0.00056789  │    '0.00056789' │     '0.000568'  │  '5.678900e-04' │     '0.056789%' ┃
-┃   0.0056789   │    '0.0056789'  │     '0.005679'  │  '5.678900e-03' │     '0.567890%' ┃
-┃   0.056789    │    '0.056789'   │     '0.056789'  │  '5.678900e-02' │     '5.678900%' ┃
-┃   0.56789     │    '0.56789'    │     '0.567890'  │  '5.678900e-01' │    '56.789000%' ┃
-┃   5.6789      │    '5.6789'     │     '5.678900'  │  '5.678900e+00' │   '567.890000%' ┃
-┃  56.789       │   '56.789'      │    '56.789000'  │  '5.678900e+01' │  '5678.900000%' ┃
-┃ 567.89        │  '567.89'       │   '567.890000'  │  '5.678900e+02' │ '56789.000000%' ┃
-┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛
-</code></pre></div>
-
-<pre><code class="text language-text">┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓
-┃               │   {<float>:.2}  │  {<float>:.2f}  │  {<float>:.2e}  │  {<float>:.2%}  ┃
-┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨
-┃   0.000056789 │    '5.7e-05'    │       '0.00'    │    '5.68e-05'   │       '0.01%'   ┃
-┃   0.00056789  │    '0.00057'    │       '0.00'    │    '5.68e-04'   │       '0.06%'   ┃
-┃   0.0056789   │    '0.0057'     │       '0.01'    │    '5.68e-03'   │       '0.57%'   ┃
-┃   0.056789    │    '0.057'      │       '0.06'    │    '5.68e-02'   │       '5.68%'   ┃
-┃   0.56789     │    '0.57'       │       '0.57'    │    '5.68e-01'   │      '56.79%'   ┃
-┃   5.6789      │    '5.7'        │       '5.68'    │    '5.68e+00'   │     '567.89%'   ┃
-┃  56.789       │    '5.7e+01'    │      '56.79'    │    '5.68e+01'   │    '5678.90%'   ┃
-┃ 567.89        │    '5.7e+02'    │     '567.89'    │    '5.68e+02'   │   '56789.00%'   ┃
-┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛
+<div><h4 id="comparisonofpresentationtypes">Comparison of presentation types:</h4><pre><code class="text language-text">┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
+┃              │    {<float>}   │   {<float>:f}  │   {<float>:e}  │   {<float>:%}  ┃
+┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨
+┃  0.000056789 │   '5.6789e-05' │    '0.000057'  │ '5.678900e-05' │    '0.005679%' ┃
+┃  0.00056789  │   '0.00056789' │    '0.000568'  │ '5.678900e-04' │    '0.056789%' ┃
+┃  0.0056789   │   '0.0056789'  │    '0.005679'  │ '5.678900e-03' │    '0.567890%' ┃
+┃  0.056789    │   '0.056789'   │    '0.056789'  │ '5.678900e-02' │    '5.678900%' ┃
+┃  0.56789     │   '0.56789'    │    '0.567890'  │ '5.678900e-01' │   '56.789000%' ┃
+┃  5.6789      │   '5.6789'     │    '5.678900'  │ '5.678900e+00' │  '567.890000%' ┃
+┃ 56.789       │  '56.789'      │   '56.789000'  │ '5.678900e+01' │ '5678.900000%' ┃
+┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
+</code></pre></div>
+
+<pre><code class="text language-text">┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
+┃              │  {<float>:.2}  │  {<float>:.2f} │  {<float>:.2e} │  {<float>:.2%} ┃
+┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨
+┃  0.000056789 │    '5.7e-05'   │      '0.00'    │   '5.68e-05'   │      '0.01%'   ┃
+┃  0.00056789  │    '0.00057'   │      '0.00'    │   '5.68e-04'   │      '0.06%'   ┃
+┃  0.0056789   │    '0.0057'    │      '0.01'    │   '5.68e-03'   │      '0.57%'   ┃
+┃  0.056789    │    '0.057'     │      '0.06'    │   '5.68e-02'   │      '5.68%'   ┃
+┃  0.56789     │    '0.57'      │      '0.57'    │   '5.68e-01'   │     '56.79%'   ┃
+┃  5.6789      │    '5.7'       │      '5.68'    │   '5.68e+00'   │    '567.89%'   ┃
+┃ 56.789       │    '5.7e+01'   │     '56.79'    │   '5.68e+01'   │   '5678.90%'   ┃
+┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
 </code></pre>
+<ul>
+<li><strong>When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes <code class="python hljs"><span class="hljs-string">'{6.5:.0f}'</span></code> a <code class="python hljs"><span class="hljs-string">'6'</span></code> and <code class="python hljs"><span class="hljs-string">'{7.5:.0f}'</span></code> an <code class="python hljs"><span class="hljs-string">'8'</span></code>.</strong></li>
+</ul>
 <div><h3 id="ints">Ints</h3><pre><code class="python language-python hljs">{<span class="hljs-number">90</span>:c}                                   <span class="hljs-comment"># 'Z'</span>
 {<span class="hljs-number">90</span>:b}                                   <span class="hljs-comment"># '1011010'</span>
 {<span class="hljs-number">90</span>:X}                                   <span class="hljs-comment"># '5A'</span>
@@ -1115,7 +1117,7 @@
 (<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
 </code></pre>
 <div><h4 id="pythonhasmanydifferentiteratorobjects">Python has many different iterator objects:</h4><ul>
-<li><strong>Iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong></li>
+<li><strong>Sequence iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong></li>
 <li><strong>Objects returned by the <a href="#itertools">itertools</a> module, such as count, repeat and cycle.</strong></li>
 <li><strong>Generators returned by the <a href="#generator">generator functions</a> and <a href="#comprehensions">generator expressions</a>.</strong></li>
 <li><strong>File objects returned by the <a href="#open">open()</a> function, etc.</strong></li>
@@ -2190,7 +2192,7 @@
 <div><h4 id="test">Test:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install requests</span>
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">import</span> threading, requests
 <span class="hljs-meta">>>> </span>threading.Thread(target=run, daemon=<span class="hljs-keyword">True</span>).start()
-<span class="hljs-meta">>>> </span>url  = <span class="hljs-string">'http://localhost:8080/odds/football'</span>
+<span class="hljs-meta">>>> </span>url = <span class="hljs-string">'http://localhost:8080/odds/football'</span>
 <span class="hljs-meta">>>> </span>data = {<span class="hljs-string">'team'</span>: <span class="hljs-string">'arsenal f.c.'</span>}
 <span class="hljs-meta">>>> </span>response = requests.post(url, data=data)
 <span class="hljs-meta">>>> </span>response.json()
@@ -2495,7 +2497,7 @@
 sin_f       = <span class="hljs-keyword">lambda</span> i, hz: math.sin(i * <span class="hljs-number">2</span> * math.pi * hz / F)
 get_wave    = <span class="hljs-keyword">lambda</span> hz, seconds: (sin_f(i, hz) <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(int(seconds * F)))
 get_hz      = <span class="hljs-keyword">lambda</span> key: <span class="hljs-number">8.176</span> * <span class="hljs-number">2</span> ** (int(key) / <span class="hljs-number">12</span>)
-parse_note  = <span class="hljs-keyword">lambda</span> note: (get_hz(note[:<span class="hljs-number">-1</span>]), <span class="hljs-number">1</span>/<span class="hljs-number">4</span> <span class="hljs-keyword">if</span> <span class="hljs-string">'♩'</span> <span class="hljs-keyword">in</span> note <span class="hljs-keyword">else</span> <span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
+parse_note  = <span class="hljs-keyword">lambda</span> note: (get_hz(note[:<span class="hljs-number">2</span>]), <span class="hljs-number">1</span>/<span class="hljs-number">4</span> <span class="hljs-keyword">if</span> <span class="hljs-string">'♩'</span> <span class="hljs-keyword">in</span> note <span class="hljs-keyword">else</span> <span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
 get_samples = <span class="hljs-keyword">lambda</span> note: get_wave(*parse_note(note)) <span class="hljs-keyword">if</span> note <span class="hljs-keyword">else</span> get_pause(<span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
 samples_f   = chain.from_iterable(get_samples(n) <span class="hljs-keyword">for</span> n <span class="hljs-keyword">in</span> <span class="hljs-string">f'<span class="hljs-subst">{P1}</span><span class="hljs-subst">{P1}</span><span class="hljs-subst">{P2}</span>'</span>.split(<span class="hljs-string">','</span>))
 samples_b   = <span class="hljs-string">b''</span>.join(struct.pack(<span class="hljs-string">'<h'</span>, int(f * <span class="hljs-number">30000</span>)) <span class="hljs-keyword">for</span> f <span class="hljs-keyword">in</span> samples_f)
@@ -2541,12 +2543,12 @@
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
 <Surf>.blit(<Surf>, (x, y))                     <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.transform <span class="hljs-keyword">import</span> *
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.transform <span class="hljs-keyword">import</span> scale, …
 <Surf> = scale(<Surf>, (width, height))         <span class="hljs-comment"># Returns scaled surface.</span>
 <Surf> = rotate(<Surf>, degrees)                <span class="hljs-comment"># Returns rotated and scaled surface.</span>
 <Surf> = flip(<Surf>, x_bool, y_bool)           <span class="hljs-comment"># Returns flipped surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> *
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, arc, rect
 line(<Surf>, color, (x1, y1), (x2, y2), width)  <span class="hljs-comment"># Draws a line to the surface.</span>
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    <span class="hljs-comment"># Also: ellipse(<Surf>, color, <Rect>)</span>
 rect(<Surf>, color, <Rect>)                     <span class="hljs-comment"># Also: polygon(<Surf>, color, points)</span>
@@ -2604,12 +2606,12 @@
     mario.spd = P(*[max(-limit, min(limit, s)) <span class="hljs-keyword">for</span> limit, s <span class="hljs-keyword">in</span> zip(MAX_SPEED, P(x, y))])
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">update_position</span><span class="hljs-params">(mario, tiles)</span>:</span>
-    p = mario.rect.topleft
-    larger_speed = max(abs(s) <span class="hljs-keyword">for</span> s <span class="hljs-keyword">in</span> mario.spd)
-    <span class="hljs-keyword">for</span> _ <span class="hljs-keyword">in</span> range(larger_speed):
+    x, y = mario.rect.topleft
+    n_steps = max(abs(s) <span class="hljs-keyword">for</span> s <span class="hljs-keyword">in</span> mario.spd)
+    <span class="hljs-keyword">for</span> _ <span class="hljs-keyword">in</span> range(n_steps):
         mario.spd = stop_on_collision(mario.spd, get_boundaries(mario.rect, tiles))
-        p = P(*[a + s/larger_speed <span class="hljs-keyword">for</span> a, s <span class="hljs-keyword">in</span> zip(p, mario.spd)])
-        mario.rect.topleft = p
+        x, y = x + mario.spd.x/n_steps, y + mario.spd.y/n_steps
+        mario.rect.topleft = x, y
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_boundaries</span><span class="hljs-params">(rect, tiles)</span>:</span>
     deltas = {D.n: P(<span class="hljs-number">0</span>, <span class="hljs-number">-1</span>), D.e: P(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>), D.s: P(<span class="hljs-number">0</span>, <span class="hljs-number">1</span>), D.w: P(<span class="hljs-number">-1</span>, <span class="hljs-number">0</span>)}
diff --git a/parse.js b/parse.js
index 0081b674e..9960f5180 100755
--- a/parse.js
+++ b/parse.js
@@ -132,42 +132,40 @@ const DIAGRAM_3_B =
   '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
 const DIAGRAM_4_A =
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
-  "|               |    {<float>}    |   {<float>:f}   |   {<float>:e}   |   {<float>:%}   |\n" +
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
+  "+--------------+----------------+----------------+----------------+----------------+\n" +
+  "|              |    {<float>}   |   {<float>:f}  |   {<float>:e}  |   {<float>:%}  |\n" +
+  "+--------------+----------------+----------------+----------------+----------------+\n";
 
 const DIAGRAM_4_B =
-  "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
-  "┃               │    {<float>}    │   {<float>:f}   │   {<float>:e}   │   {<float>:%}   ┃\n" +
-  "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
-  "┃   0.000056789 │    '5.6789e-05' │     '0.000057'  │  '5.678900e-05' │     '0.005679%' ┃\n" +
-  "┃   0.00056789  │    '0.00056789' │     '0.000568'  │  '5.678900e-04' │     '0.056789%' ┃\n" +
-  "┃   0.0056789   │    '0.0056789'  │     '0.005679'  │  '5.678900e-03' │     '0.567890%' ┃\n" +
-  "┃   0.056789    │    '0.056789'   │     '0.056789'  │  '5.678900e-02' │     '5.678900%' ┃\n" +
-  "┃   0.56789     │    '0.56789'    │     '0.567890'  │  '5.678900e-01' │    '56.789000%' ┃\n" +
-  "┃   5.6789      │    '5.6789'     │     '5.678900'  │  '5.678900e+00' │   '567.890000%' ┃\n" +
-  "┃  56.789       │   '56.789'      │    '56.789000'  │  '5.678900e+01' │  '5678.900000%' ┃\n" +
-  "┃ 567.89        │  '567.89'       │   '567.890000'  │  '5.678900e+02' │ '56789.000000%' ┃\n" +
-  "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
+  "┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓\n" +
+  "┃              │    {<float>}   │   {<float>:f}  │   {<float>:e}  │   {<float>:%}  ┃\n" +
+  "┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨\n" +
+  "┃  0.000056789 │   '5.6789e-05' │    '0.000057'  │ '5.678900e-05' │    '0.005679%' ┃\n" +
+  "┃  0.00056789  │   '0.00056789' │    '0.000568'  │ '5.678900e-04' │    '0.056789%' ┃\n" +
+  "┃  0.0056789   │   '0.0056789'  │    '0.005679'  │ '5.678900e-03' │    '0.567890%' ┃\n" +
+  "┃  0.056789    │   '0.056789'   │    '0.056789'  │ '5.678900e-02' │    '5.678900%' ┃\n" +
+  "┃  0.56789     │   '0.56789'    │    '0.567890'  │ '5.678900e-01' │   '56.789000%' ┃\n" +
+  "┃  5.6789      │   '5.6789'     │    '5.678900'  │ '5.678900e+00' │  '567.890000%' ┃\n" +
+  "┃ 56.789       │  '56.789'      │   '56.789000'  │ '5.678900e+01' │ '5678.900000%' ┃\n" +
+  "┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_5_A =
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n" +
-  "|               |   {<float>:.2}  |  {<float>:.2f}  |  {<float>:.2e}  |  {<float>:.2%}  |\n" +
-  "+---------------+-----------------+-----------------+-----------------+-----------------+\n";
+  "+--------------+----------------+----------------+----------------+----------------+\n" +
+  "|              |  {<float>:.2}  |  {<float>:.2f} |  {<float>:.2e} |  {<float>:.2%} |\n" +
+  "+--------------+----------------+----------------+----------------+----------------+\n";
 
 const DIAGRAM_5_B =
-  "┏━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━━┓\n" +
-  "┃               │   {<float>:.2}  │  {<float>:.2f}  │  {<float>:.2e}  │  {<float>:.2%}  ┃\n" +
-  "┠───────────────┼─────────────────┼─────────────────┼─────────────────┼─────────────────┨\n" +
-  "┃   0.000056789 │    '5.7e-05'    │       '0.00'    │    '5.68e-05'   │       '0.01%'   ┃\n" +
-  "┃   0.00056789  │    '0.00057'    │       '0.00'    │    '5.68e-04'   │       '0.06%'   ┃\n" +
-  "┃   0.0056789   │    '0.0057'     │       '0.01'    │    '5.68e-03'   │       '0.57%'   ┃\n" +
-  "┃   0.056789    │    '0.057'      │       '0.06'    │    '5.68e-02'   │       '5.68%'   ┃\n" +
-  "┃   0.56789     │    '0.57'       │       '0.57'    │    '5.68e-01'   │      '56.79%'   ┃\n" +
-  "┃   5.6789      │    '5.7'        │       '5.68'    │    '5.68e+00'   │     '567.89%'   ┃\n" +
-  "┃  56.789       │    '5.7e+01'    │      '56.79'    │    '5.68e+01'   │    '5678.90%'   ┃\n" +
-  "┃ 567.89        │    '5.7e+02'    │     '567.89'    │    '5.68e+02'   │   '56789.00%'   ┃\n" +
-  "┗━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━┛\n";
+  "┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓\n" +
+  "┃              │  {<float>:.2}  │  {<float>:.2f} │  {<float>:.2e} │  {<float>:.2%} ┃\n" +
+  "┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨\n" +
+  "┃  0.000056789 │    '5.7e-05'   │      '0.00'    │   '5.68e-05'   │      '0.01%'   ┃\n" +
+  "┃  0.00056789  │    '0.00057'   │      '0.00'    │   '5.68e-04'   │      '0.06%'   ┃\n" +
+  "┃  0.0056789   │    '0.0057'    │      '0.01'    │   '5.68e-03'   │      '0.57%'   ┃\n" +
+  "┃  0.056789    │    '0.057'     │      '0.06'    │   '5.68e-02'   │      '5.68%'   ┃\n" +
+  "┃  0.56789     │    '0.57'      │      '0.57'    │   '5.68e-01'   │     '56.79%'   ┃\n" +
+  "┃  5.6789      │    '5.7'       │      '5.68'    │   '5.68e+00'   │    '567.89%'   ┃\n" +
+  "┃ 56.789       │    '5.7e+01'   │     '56.79'    │   '5.68e+01'   │   '5678.90%'   ┃\n" +
+  "┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_6_A =
   '+------------+------------+------------+------------+--------------+\n' +

From 2e494b1de3fe0a3750ab493cc023a1da4bbaf035 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 15 Apr 2021 18:47:47 +0200
Subject: [PATCH 0273/1007] Renamed Path to Paths

---
 README.md                    | 6 +++---
 index.html                   | 4 ++--
 parse.js                     | 2 +-
 pdf/index_for_pdf.html       | 4 ++--
 pdf/index_for_pdf_print.html | 2 +-
 web/script_2.js              | 4 ++--
 6 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 9fe1164df..ddf2b0da0 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ Contents
 **   ** **1. Collections:** ** ** **[`List`](#list)**__,__ **[`Dictionary`](#dictionary)**__,__ **[`Set`](#set)**__,__ **[`Tuple`](#tuple)**__,__ **[`Range`](#range)**__,__ **[`Enumerate`](#enumerate)**__,__ **[`Iterator`](#iterator)**__,__ **[`Generator`](#generator)**__.__  
 **   ** **2. Types:** **          **  **[`Type`](#type)**__,__ **[`String`](#string)**__,__ **[`Regular_Exp`](#regex)**__,__ **[`Format`](#format)**__,__ **[`Numbers`](#numbers-1)**__,__ **[`Combinatorics`](#combinatorics)**__,__ **[`Datetime`](#datetime)**__.__  
 **   ** **3. Syntax:** **         **  **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__  
-**   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#path)**__,__ **[`OS_Commands`](#os-commands)**__.__  
+**   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#paths)**__,__ **[`OS_Commands`](#os-commands)**__.__  
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
@@ -1577,8 +1577,8 @@ def write_to_file(filename, text):
 ```
 
 
-Path
-----
+Paths
+-----
 ```python
 from os import getcwd, path, listdir
 from glob import glob
diff --git a/index.html b/index.html
index aae2432f8..8131202d5 100644
--- a/index.html
+++ b/index.html
@@ -236,7 +236,7 @@
     <strong><span class="hljs-string"><span class="hljs-string">'1. Collections'</span></span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'2. Types'</span></span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'3. Syntax'</span></span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],
-    <strong><span class="hljs-string"><span class="hljs-string">'4. System'</span></span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#path">Path</a>, <a href="#oscommands">OS_Commands</a>],
+    <strong><span class="hljs-string"><span class="hljs-string">'4. System'</span></span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'5. Data'</span></span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'7. Libraries'</span></span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,
@@ -1495,7 +1495,7 @@
         file.write(text)
 </code></pre></div>
 
-<div><h2 id="path"><a href="#path" name="path">#</a>Path</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> os <span class="hljs-keyword">import</span> getcwd, path, listdir
+<div><h2 id="paths"><a href="#paths" name="paths">#</a>Paths</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> os <span class="hljs-keyword">import</span> getcwd, path, listdir
 <span class="hljs-keyword">from</span> glob <span class="hljs-keyword">import</span> glob
 </code></pre></div>
 
diff --git a/parse.js b/parse.js
index 9960f5180..13b7c669f 100755
--- a/parse.js
+++ b/parse.js
@@ -22,7 +22,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'1. Collections\'</span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],\n' +
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
   '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
-  '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#path">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
+  '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index e411647a2..43ffa77b4 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -94,11 +94,11 @@ <h3 id="n">N</h3>
 <h3 id="o">O</h3>
 <p><strong>open function, <a href="#contextmanager">17</a>, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#readobjectfromjsonfile">25</a>, <a href="#readrowsfromcsvfile">26</a>, <a href="#readbytesfromfile">28</a></strong><br>
 <strong>operator module, <a href="#operator">31</a></strong><br>
-<strong>os commands, <a href="#path">23</a>-<a href="#shellcommands">25</a>, <a href="#runsabasicfileexplorerintheterminal">34</a></strong>  </p>
+<strong>os commands, <a href="#paths">23</a>-<a href="#shellcommands">25</a>, <a href="#runsabasicfileexplorerintheterminal">34</a></strong>  </p>
 <h3 id="p">P</h3>
 <p><strong>pandas library, <a href="#pandas">44</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
 <strong>partial function, <a href="#partial">12</a>, <a href="#userdefinedfunctionscannotbevaluessotheymustbewrapped">20</a></strong><br>
-<strong>path, <a href="#path">23</a>-<a href="#direntry">24</a>, <a href="#runsabasicfileexplorerintheterminal">34</a></strong><br>
+<strong>paths, <a href="#paths">23</a>-<a href="#direntry">24</a>, <a href="#runsabasicfileexplorerintheterminal">34</a></strong><br>
 <strong>pickle module, <a href="#pickle">25</a></strong><br>
 <strong>pillow library, <a href="#image">39</a>-<a href="#animation">40</a></strong><br>
 <strong>plotting, <a href="#plot">34</a>, <a href="#plotly">47</a>-<a href="#confirmedcovidcasesdowjonesgoldandbitcoinprice">48</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 984d4b90d..84a1d47b8 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -98,7 +98,7 @@ <h3 id="o">O</h3>
 <h3 id="p">P</h3>
 <p><strong>pandas library, 44-48</strong><br>
 <strong>partial function, 12, 20</strong><br>
-<strong>path, 23-24, 34</strong><br>
+<strong>paths, 23-24, 34</strong><br>
 <strong>pickle module, 25</strong><br>
 <strong>pillow library, 39-40</strong><br>
 <strong>plotting, 34, 47-48</strong><br>
diff --git a/web/script_2.js b/web/script_2.js
index c61a69c0e..97691b47b 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -3,7 +3,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'1. Collections\'</span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],\n' +
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
   '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
-  '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#path">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
+  '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
@@ -24,7 +24,7 @@ const TOC_MOBILE =
   '                       <a href="#exceptions">Exception</a>],\n' +
   '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>,\n' +
   '                       <a href="#commandlinearguments">Command_Line_Arguments</a>,\n' +
-  '                       <a href="#open">Open</a>, <a href="#path">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
+  '                       <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>,\n' +
   '                       <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>,\n' +
   '                       <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +

From 940228a05bb8673e3497efc2771c4a61b9c06349 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 16 Apr 2021 16:44:51 +0200
Subject: [PATCH 0274/1007] Cleanup of web/update_plots.py

---
 web/update_plots.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/web/update_plots.py b/web/update_plots.py
index 3be524f01..18ac6fb64 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -53,7 +53,8 @@ def scrape_data():
         def scrape_yahoo(id_):
             BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
             now = int(datetime.now().timestamp())
-            url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
+            url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&' + \
+                'events=history'
             return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
         covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
                         usecols=['location', 'date', 'total_cases'])

From 38e1f92f79d67933e8d69f2400935e13ebfd90ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 16 Apr 2021 18:11:32 +0200
Subject: [PATCH 0275/1007] Updated plots

---
 web/covid_cases.js  | 3386 +++++++++++++++++++++----------------------
 web/covid_deaths.js | 3100 +++++++++++++++++++--------------------
 web/update_plots.py |    2 +-
 3 files changed, 3244 insertions(+), 3244 deletions(-)

diff --git a/web/covid_cases.js b/web/covid_cases.js
index b6305c98b..318269069 100644
--- a/web/covid_cases.js
+++ b/web/covid_cases.js
@@ -7,1696 +7,7 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
         {
           "data": [
             {
-              "name": "Dow Jones",
-              "type": "scatter",
-              "x": [
-                "2020-02-23",
-                "2020-02-24",
-                "2020-02-25",
-                "2020-02-26",
-                "2020-02-27",
-                "2020-02-28",
-                "2020-02-29",
-                "2020-03-01",
-                "2020-03-02",
-                "2020-03-03",
-                "2020-03-04",
-                "2020-03-05",
-                "2020-03-06",
-                "2020-03-07",
-                "2020-03-08",
-                "2020-03-09",
-                "2020-03-10",
-                "2020-03-11",
-                "2020-03-12",
-                "2020-03-13",
-                "2020-03-14",
-                "2020-03-15",
-                "2020-03-16",
-                "2020-03-17",
-                "2020-03-18",
-                "2020-03-19",
-                "2020-03-20",
-                "2020-03-21",
-                "2020-03-22",
-                "2020-03-23",
-                "2020-03-24",
-                "2020-03-25",
-                "2020-03-26",
-                "2020-03-27",
-                "2020-03-28",
-                "2020-03-29",
-                "2020-03-30",
-                "2020-03-31",
-                "2020-04-01",
-                "2020-04-02",
-                "2020-04-03",
-                "2020-04-04",
-                "2020-04-05",
-                "2020-04-06",
-                "2020-04-07",
-                "2020-04-08",
-                "2020-04-09",
-                "2020-04-10",
-                "2020-04-11",
-                "2020-04-12",
-                "2020-04-13",
-                "2020-04-14",
-                "2020-04-15",
-                "2020-04-16",
-                "2020-04-17",
-                "2020-04-18",
-                "2020-04-19",
-                "2020-04-20",
-                "2020-04-21",
-                "2020-04-22",
-                "2020-04-23",
-                "2020-04-24",
-                "2020-04-25",
-                "2020-04-26",
-                "2020-04-27",
-                "2020-04-28",
-                "2020-04-29",
-                "2020-04-30",
-                "2020-05-01",
-                "2020-05-02",
-                "2020-05-03",
-                "2020-05-04",
-                "2020-05-05",
-                "2020-05-06",
-                "2020-05-07",
-                "2020-05-08",
-                "2020-05-09",
-                "2020-05-10",
-                "2020-05-11",
-                "2020-05-12",
-                "2020-05-13",
-                "2020-05-14",
-                "2020-05-15",
-                "2020-05-16",
-                "2020-05-17",
-                "2020-05-18",
-                "2020-05-19",
-                "2020-05-20",
-                "2020-05-21",
-                "2020-05-22",
-                "2020-05-23",
-                "2020-05-24",
-                "2020-05-25",
-                "2020-05-26",
-                "2020-05-27",
-                "2020-05-28",
-                "2020-05-29",
-                "2020-05-30",
-                "2020-05-31",
-                "2020-06-01",
-                "2020-06-02",
-                "2020-06-03",
-                "2020-06-04",
-                "2020-06-05",
-                "2020-06-06",
-                "2020-06-07",
-                "2020-06-08",
-                "2020-06-09",
-                "2020-06-10",
-                "2020-06-11",
-                "2020-06-12",
-                "2020-06-13",
-                "2020-06-14",
-                "2020-06-15",
-                "2020-06-16",
-                "2020-06-17",
-                "2020-06-18",
-                "2020-06-19",
-                "2020-06-20",
-                "2020-06-21",
-                "2020-06-22",
-                "2020-06-23",
-                "2020-06-24",
-                "2020-06-25",
-                "2020-06-26",
-                "2020-06-27",
-                "2020-06-28",
-                "2020-06-29",
-                "2020-06-30",
-                "2020-07-01",
-                "2020-07-02",
-                "2020-07-03",
-                "2020-07-04",
-                "2020-07-05",
-                "2020-07-06",
-                "2020-07-07",
-                "2020-07-08",
-                "2020-07-09",
-                "2020-07-10",
-                "2020-07-11",
-                "2020-07-12",
-                "2020-07-13",
-                "2020-07-14",
-                "2020-07-15",
-                "2020-07-16",
-                "2020-07-17",
-                "2020-07-18",
-                "2020-07-19",
-                "2020-07-20",
-                "2020-07-21",
-                "2020-07-22",
-                "2020-07-23",
-                "2020-07-24",
-                "2020-07-25",
-                "2020-07-26",
-                "2020-07-27",
-                "2020-07-28",
-                "2020-07-29",
-                "2020-07-30",
-                "2020-07-31",
-                "2020-08-01",
-                "2020-08-02",
-                "2020-08-03",
-                "2020-08-04",
-                "2020-08-05",
-                "2020-08-06",
-                "2020-08-07",
-                "2020-08-08",
-                "2020-08-09",
-                "2020-08-10",
-                "2020-08-11",
-                "2020-08-12",
-                "2020-08-13",
-                "2020-08-14",
-                "2020-08-15",
-                "2020-08-16",
-                "2020-08-17",
-                "2020-08-18",
-                "2020-08-19",
-                "2020-08-20",
-                "2020-08-21",
-                "2020-08-22",
-                "2020-08-23",
-                "2020-08-24",
-                "2020-08-25",
-                "2020-08-26",
-                "2020-08-27",
-                "2020-08-28",
-                "2020-08-29",
-                "2020-08-30",
-                "2020-08-31",
-                "2020-09-01",
-                "2020-09-02",
-                "2020-09-03",
-                "2020-09-04",
-                "2020-09-05",
-                "2020-09-06",
-                "2020-09-07",
-                "2020-09-08",
-                "2020-09-09",
-                "2020-09-10",
-                "2020-09-11",
-                "2020-09-12",
-                "2020-09-13",
-                "2020-09-14",
-                "2020-09-15",
-                "2020-09-16",
-                "2020-09-17",
-                "2020-09-18",
-                "2020-09-19",
-                "2020-09-20",
-                "2020-09-21",
-                "2020-09-22",
-                "2020-09-23",
-                "2020-09-24",
-                "2020-09-25",
-                "2020-09-26",
-                "2020-09-27",
-                "2020-09-28",
-                "2020-09-29",
-                "2020-09-30",
-                "2020-10-01",
-                "2020-10-02",
-                "2020-10-03",
-                "2020-10-04",
-                "2020-10-05",
-                "2020-10-06",
-                "2020-10-07",
-                "2020-10-08",
-                "2020-10-09",
-                "2020-10-10",
-                "2020-10-11",
-                "2020-10-12",
-                "2020-10-13",
-                "2020-10-14",
-                "2020-10-15",
-                "2020-10-16",
-                "2020-10-17",
-                "2020-10-18",
-                "2020-10-19",
-                "2020-10-20",
-                "2020-10-21",
-                "2020-10-22",
-                "2020-10-23",
-                "2020-10-24",
-                "2020-10-25",
-                "2020-10-26",
-                "2020-10-27",
-                "2020-10-28",
-                "2020-10-29",
-                "2020-10-30",
-                "2020-10-31",
-                "2020-11-01",
-                "2020-11-02",
-                "2020-11-03",
-                "2020-11-04",
-                "2020-11-05",
-                "2020-11-06",
-                "2020-11-07",
-                "2020-11-08",
-                "2020-11-09",
-                "2020-11-10",
-                "2020-11-11",
-                "2020-11-12",
-                "2020-11-13",
-                "2020-11-14",
-                "2020-11-15",
-                "2020-11-16",
-                "2020-11-17",
-                "2020-11-18",
-                "2020-11-19",
-                "2020-11-20",
-                "2020-11-21",
-                "2020-11-22",
-                "2020-11-23",
-                "2020-11-24",
-                "2020-11-25"
-              ],
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@@ -2950,11 +2950,11 @@ if (document.getElementById("e23ccacc-a456-478b-b467-7282a2165921")) {
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diff --git a/web/covid_deaths.js b/web/covid_deaths.js
index 5e13b1b2f..4d9627445 100644
--- a/web/covid_deaths.js
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@@ -7,14 +7,14 @@ if (document.getElementById("2a950764-39fc-416d-97fe-0a6226a3095f")) {
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diff --git a/web/update_plots.py b/web/update_plots.py
index 18ac6fb64..3b946ed00 100755
--- a/web/update_plots.py
+++ b/web/update_plots.py
@@ -32,7 +32,7 @@ def update_readme(date_treshold):
     df = pd.merge(covid, continents, left_on='iso_code', right_on='Three_Letter_Country_Code')
     df = df.groupby(['Continent_Name', 'date']).sum().reset_index()
     df['Total Deaths per Million'] = df.total_deaths * 1e6 / df.population
-    date_treshold = str(date.today() - timedelta(days=2))
+    date_treshold = str(date.today() - timedelta(days=2))  # '2020-11-25'
     df = df[('2020-03-14' < df.date) & (df.date < date_treshold)]
     df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
     f = line(df, x='Date', y='Total Deaths per Million', color='Continent')

From 10845e905fc22d7b34cdcd6834630cbcda83f0f2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 16 Apr 2021 18:45:48 +0200
Subject: [PATCH 0276/1007] Updated plots

---
 web/covid_cases.png  | Bin 53006 -> 58084 bytes
 web/covid_deaths.png | Bin 45078 -> 48477 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/web/covid_cases.png b/web/covid_cases.png
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From 1307034f2384b4b02e7a05339ed474dc02e3735c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 16 Apr 2021 19:21:58 +0200
Subject: [PATCH 0277/1007] Updated plots

---
 web/covid_cases.png  | Bin 58084 -> 58392 bytes
 web/covid_deaths.png | Bin 48477 -> 48723 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/web/covid_cases.png b/web/covid_cases.png
index 40ae48e7a7e39055380ca32b5b1ca6b86763bac1..067f579b2d9f059eaf1fb51383de0b2ed941be99 100644
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diff --git a/web/covid_deaths.png b/web/covid_deaths.png
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From dca84f5614317e13a934ca6607b8eadba4bfa5b7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 19 Apr 2021 15:55:22 +0200
Subject: [PATCH 0278/1007] Pandas

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ddf2b0da0..c64fd03fe 100644
--- a/README.md
+++ b/README.md
@@ -3398,7 +3398,7 @@ def wrangle_data(covid, dow, gold, bitcoin):
     df = pd.concat([dow, gold, bitcoin], axis=1)
     df = df.sort_index().interpolate()
     df = df.rolling(10, min_periods=1, center=True).mean()
-    df = df.loc['2020-02-23':].iloc[:-2]
+    df = df.loc['2020-02-23':'2020-11-25']
     df = (df / df.iloc[0]) * 100
     return pd.concat([covid, df], axis=1, join='inner')
 
diff --git a/index.html b/index.html
index 8131202d5..004265038 100644
--- a/index.html
+++ b/index.html
@@ -2901,7 +2901,7 @@
     df = pd.concat([dow, gold, bitcoin], axis=<span class="hljs-number">1</span>)
     df = df.sort_index().interpolate()
     df = df.rolling(<span class="hljs-number">10</span>, min_periods=<span class="hljs-number">1</span>, center=<span class="hljs-keyword">True</span>).mean()
-    df = df.loc[<span class="hljs-string">'2020-02-23'</span>:].iloc[:<span class="hljs-number">-2</span>]
+    df = df.loc[<span class="hljs-string">'2020-02-23'</span>:<span class="hljs-string">'2020-11-25'</span>]
     df = (df / df.iloc[<span class="hljs-number">0</span>]) * <span class="hljs-number">100</span>
     <span class="hljs-keyword">return</span> pd.concat([covid, df], axis=<span class="hljs-number">1</span>, join=<span class="hljs-string">'inner'</span>)
 

From 43278567f4ce763fefeae6a54b649846cde9ba92 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 28 Apr 2021 17:35:55 +0200
Subject: [PATCH 0279/1007] Plotly

---
 README.md  | 40 +++++++++++++++++++---------------------
 index.html | 40 +++++++++++++++++++---------------------
 2 files changed, 38 insertions(+), 42 deletions(-)

diff --git a/README.md b/README.md
index c64fd03fe..1e3b6ca8b 100644
--- a/README.md
+++ b/README.md
@@ -3171,7 +3171,7 @@ b  3  4
 ```
 
 ```python
-<DF>    = <DF> ><== <el/Sr/DF>                # Returns DataFrame of bools.
+<DF>    = <DF> ><== <el/Sr/DF>                # Returns DF of bools. Sr is treated as a row.
 <DF>    = <DF> +-*/ <el/Sr/DF>                # Items with non-matching keys get value NaN.
 ```
 
@@ -3376,26 +3376,24 @@ line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```python
 import pandas as pd
 import plotly.graph_objects as go
-import datetime
 
 def main():
     display_data(wrangle_data(*scrape_data()))
 
 def scrape_data():
-    def scrape_yahoo(id_):
-        BASE_URL = 'https://query1.finance.yahoo.com/v7/finance/download/'
-        now = int(datetime.datetime.now().timestamp())
-        url = f'{BASE_URL}{id_}?period1=1579651200&period2={now}&interval=1d&events=history'
-        return pd.read_csv(url, usecols=['Date', 'Close']).set_index('Date').Close
-    covid = pd.read_csv('https://covid.ourworldindata.org/data/owid-covid-data.csv',
-                        usecols=['location', 'date', 'total_cases'])
-    covid = covid[covid.location == 'World'].set_index('date').total_cases
-    dow, gold, bitcoin = [scrape_yahoo(id_) for id_ in ('^DJI', 'GC=F', 'BTC-USD')]
-    dow.name, gold.name, bitcoin.name = 'Dow Jones', 'Gold', 'Bitcoin'
-    return covid, dow, gold, bitcoin
-
-def wrangle_data(covid, dow, gold, bitcoin):
-    df = pd.concat([dow, gold, bitcoin], axis=1)
+    def scrape_covid():
+        url = 'https://covid.ourworldindata.org/data/owid-covid-data.csv'
+        df = pd.read_csv(url, usecols=['location', 'date', 'total_cases'])
+        return df[df.location == 'World'].set_index('date').total_cases
+    def scrape_yahoo(slug):
+        url = f'https://query1.finance.yahoo.com/v7/finance/download/%7Bslug%7D' + \
+              '?period1=1579651200&period2=1608850800&interval=1d&events=history'
+        df = pd.read_csv(url, usecols=['Date', 'Close'])
+        return df.set_index('Date').Close
+    return scrape_covid(), scrape_yahoo('BTC-USD'), scrape_yahoo('GC=F'), scrape_yahoo('^DJI')
+
+def wrangle_data(covid, bitcoin, gold, dow):
+    df = pd.concat([bitcoin, gold, dow], axis=1)
     df = df.sort_index().interpolate()
     df = df.rolling(10, min_periods=1, center=True).mean()
     df = df.loc['2020-02-23':'2020-11-25']
@@ -3403,12 +3401,12 @@ def wrangle_data(covid, dow, gold, bitcoin):
     return pd.concat([covid, df], axis=1, join='inner')
 
 def display_data(df):
-    def get_trace(col_name):
-        return go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis='y2')
-    traces = [get_trace(col_name) for col_name in df.columns[1:]]
-    traces.append(go.Scatter(x=df.index, y=df.total_cases, name='Total Cases', yaxis='y1'))
+    df.columns = ['Total Cases', 'Bitcoin', 'Gold', 'Dow Jones']
     figure = go.Figure()
-    figure.add_traces(traces)
+    for col_name in df:
+        yaxis = 'y1' if col_name == 'Total Cases' else 'y2'
+        trace = go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis=yaxis)
+        figure.add_trace(trace)
     figure.update_layout(
         yaxis1=dict(title='Total Cases', rangemode='tozero'),
         yaxis2=dict(title='%', rangemode='tozero', overlaying='y', side='right'),
diff --git a/index.html b/index.html
index 004265038..b35910e3b 100644
--- a/index.html
+++ b/index.html
@@ -2717,7 +2717,7 @@
 <DF>    = <DF>[row_bools]                     <span class="hljs-comment"># Keeps rows as specified by bools.</span>
 <DF>    = <DF>[<DF_of_bools>]                 <span class="hljs-comment"># Assigns NaN to False values.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><DF>    = <DF> ><== <el/Sr/DF>                <span class="hljs-comment"># Returns DataFrame of bools.</span>
+<pre><code class="python language-python hljs"><DF>    = <DF> ><== <el/Sr/DF>                <span class="hljs-comment"># Returns DF of bools. Sr is treated as a row.</span>
 <DF>    = <DF> +-*/ <el/Sr/DF>                <span class="hljs-comment"># Items with non-matching keys get value NaN.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><DF>    = <DF>.set_index(column_key)          <span class="hljs-comment"># Replaces row keys with values from a column.</span>
@@ -2879,26 +2879,24 @@
 
 <div><h4 id="confirmedcovidcasesdowjonesgoldandbitcoinprice">Confirmed covid cases, Dow Jones, gold, and Bitcoin price:</h4><p></p><div id="e23ccacc-a456-478b-b467-7282a2165921" class="plotly-graph-div" style="height:315px; width:100%;"></div><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> pandas <span class="hljs-keyword">as</span> pd
 <span class="hljs-keyword">import</span> plotly.graph_objects <span class="hljs-keyword">as</span> go
-<span class="hljs-keyword">import</span> datetime
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">()</span>:</span>
     display_data(wrangle_data(*scrape_data()))
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">scrape_data</span><span class="hljs-params">()</span>:</span>
-    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">scrape_yahoo</span><span class="hljs-params">(id_)</span>:</span>
-        BASE_URL = <span class="hljs-string">'https://query1.finance.yahoo.com/v7/finance/download/'</span>
-        now = int(datetime.datetime.now().timestamp())
-        url = <span class="hljs-string">f'<span class="hljs-subst">{BASE_URL}</span><span class="hljs-subst">{id_}</span>?period1=1579651200&period2=<span class="hljs-subst">{now}</span>&interval=1d&events=history'</span>
-        <span class="hljs-keyword">return</span> pd.read_csv(url, usecols=[<span class="hljs-string">'Date'</span>, <span class="hljs-string">'Close'</span>]).set_index(<span class="hljs-string">'Date'</span>).Close
-    covid = pd.read_csv(<span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>,
-                        usecols=[<span class="hljs-string">'location'</span>, <span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
-    covid = covid[covid.location == <span class="hljs-string">'World'</span>].set_index(<span class="hljs-string">'date'</span>).total_cases
-    dow, gold, bitcoin = [scrape_yahoo(id_) <span class="hljs-keyword">for</span> id_ <span class="hljs-keyword">in</span> (<span class="hljs-string">'^DJI'</span>, <span class="hljs-string">'GC=F'</span>, <span class="hljs-string">'BTC-USD'</span>)]
-    dow.name, gold.name, bitcoin.name = <span class="hljs-string">'Dow Jones'</span>, <span class="hljs-string">'Gold'</span>, <span class="hljs-string">'Bitcoin'</span>
-    <span class="hljs-keyword">return</span> covid, dow, gold, bitcoin
-
-<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">wrangle_data</span><span class="hljs-params">(covid, dow, gold, bitcoin)</span>:</span>
-    df = pd.concat([dow, gold, bitcoin], axis=<span class="hljs-number">1</span>)
+    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">scrape_covid</span><span class="hljs-params">()</span>:</span>
+        url = <span class="hljs-string">'https://covid.ourworldindata.org/data/owid-covid-data.csv'</span>
+        df = pd.read_csv(url, usecols=[<span class="hljs-string">'location'</span>, <span class="hljs-string">'date'</span>, <span class="hljs-string">'total_cases'</span>])
+        <span class="hljs-keyword">return</span> df[df.location == <span class="hljs-string">'World'</span>].set_index(<span class="hljs-string">'date'</span>).total_cases
+    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">scrape_yahoo</span><span class="hljs-params">(slug)</span>:</span>
+        url = <span class="hljs-string">f'https://query1.finance.yahoo.com/v7/finance/download/%3Cspan%20class="hljs-subst">{slug}</span>'</span> + \
+              <span class="hljs-string">'?period1=1579651200&period2=1608850800&interval=1d&events=history'</span>
+        df = pd.read_csv(url, usecols=[<span class="hljs-string">'Date'</span>, <span class="hljs-string">'Close'</span>])
+        <span class="hljs-keyword">return</span> df.set_index(<span class="hljs-string">'Date'</span>).Close
+    <span class="hljs-keyword">return</span> scrape_covid(), scrape_yahoo(<span class="hljs-string">'BTC-USD'</span>), scrape_yahoo(<span class="hljs-string">'GC=F'</span>), scrape_yahoo(<span class="hljs-string">'^DJI'</span>)
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">wrangle_data</span><span class="hljs-params">(covid, bitcoin, gold, dow)</span>:</span>
+    df = pd.concat([bitcoin, gold, dow], axis=<span class="hljs-number">1</span>)
     df = df.sort_index().interpolate()
     df = df.rolling(<span class="hljs-number">10</span>, min_periods=<span class="hljs-number">1</span>, center=<span class="hljs-keyword">True</span>).mean()
     df = df.loc[<span class="hljs-string">'2020-02-23'</span>:<span class="hljs-string">'2020-11-25'</span>]
@@ -2906,12 +2904,12 @@
     <span class="hljs-keyword">return</span> pd.concat([covid, df], axis=<span class="hljs-number">1</span>, join=<span class="hljs-string">'inner'</span>)
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">display_data</span><span class="hljs-params">(df)</span>:</span>
-    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_trace</span><span class="hljs-params">(col_name)</span>:</span>
-        <span class="hljs-keyword">return</span> go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis=<span class="hljs-string">'y2'</span>)
-    traces = [get_trace(col_name) <span class="hljs-keyword">for</span> col_name <span class="hljs-keyword">in</span> df.columns[<span class="hljs-number">1</span>:]]
-    traces.append(go.Scatter(x=df.index, y=df.total_cases, name=<span class="hljs-string">'Total Cases'</span>, yaxis=<span class="hljs-string">'y1'</span>))
+    df.columns = [<span class="hljs-string">'Total Cases'</span>, <span class="hljs-string">'Bitcoin'</span>, <span class="hljs-string">'Gold'</span>, <span class="hljs-string">'Dow Jones'</span>]
     figure = go.Figure()
-    figure.add_traces(traces)
+    <span class="hljs-keyword">for</span> col_name <span class="hljs-keyword">in</span> df:
+        yaxis = <span class="hljs-string">'y1'</span> <span class="hljs-keyword">if</span> col_name == <span class="hljs-string">'Total Cases'</span> <span class="hljs-keyword">else</span> <span class="hljs-string">'y2'</span>
+        trace = go.Scatter(x=df.index, y=df[col_name], name=col_name, yaxis=yaxis)
+        figure.add_trace(trace)
     figure.update_layout(
         yaxis1=dict(title=<span class="hljs-string">'Total Cases'</span>, rangemode=<span class="hljs-string">'tozero'</span>),
         yaxis2=dict(title=<span class="hljs-string">'%'</span>, rangemode=<span class="hljs-string">'tozero'</span>, overlaying=<span class="hljs-string">'y'</span>, side=<span class="hljs-string">'right'</span>),

From 316e0405c3db513ebb44121317aff0a4c5e7d66b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:10:50 +0200
Subject: [PATCH 0280/1007] Exceptions

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 1e3b6ca8b..435abc310 100644
--- a/README.md
+++ b/README.md
@@ -1356,7 +1356,7 @@ else:
 finally:
     <code_3>
 ```
-* **Code inside the `'else'` block will only be executed if `'try'` block had no exception.**
+* **Code inside the `'else'` block will only be executed if `'try'` block had no exceptions.**
 * **Code inside the `'finally'` block will always be executed.**
 
 ### Catching Exceptions
diff --git a/index.html b/index.html
index b35910e3b..5eb84989b 100644
--- a/index.html
+++ b/index.html
@@ -1312,7 +1312,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'else'</span></code> block will only be executed if <code class="python hljs"><span class="hljs-string">'try'</span></code> block had no exception.</strong></li>
+<li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'else'</span></code> block will only be executed if <code class="python hljs"><span class="hljs-string">'try'</span></code> block had no exceptions.</strong></li>
 <li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'finally'</span></code> block will always be executed.</strong></li>
 </ul>
 <div><h3 id="catchingexceptions">Catching Exceptions</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">except</span> <exception>:

From 10d1b9bcfe12ef37f5fab5004aa4c986989fa693 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:17:49 +0200
Subject: [PATCH 0281/1007] CSV

---
 README.md  | 16 ++++++++--------
 index.html | 16 ++++++++--------
 parse.js   | 18 +++++++++---------
 3 files changed, 25 insertions(+), 25 deletions(-)

diff --git a/README.md b/README.md
index 435abc310..fa8c7cbdd 100644
--- a/README.md
+++ b/README.md
@@ -1799,15 +1799,15 @@ import csv
 ### Dialects
 ```text
 +------------------+--------------+--------------+--------------+
-|                  |    excel     |   excel-tab  |     unix     |
+|                  |     excel    |   excel-tab  |     unix     |
 +------------------+--------------+--------------+--------------+
-| delimiter        |    ','       |    '\t'      |     ','      |
-| quotechar        |    '"'       |    '"'       |     '"'      |
-| doublequote      |    True      |    True      |     True     |
-| skipinitialspace |    False     |    False     |     False    |
-| lineterminator   |    '\r\n'    |    '\r\n'    |     '\n'     |
-| quoting          |    0         |    0         |     1        |
-| escapechar       |    None      |    None      |     None     |
+| delimiter        |       ','    |      '\t'    |       ','    |
+| quotechar        |       '"'    |       '"'    |       '"'    |
+| doublequote      |      True    |      True    |      True    |
+| skipinitialspace |     False    |     False    |     False    |
+| lineterminator   |    '\r\n'    |    '\r\n'    |      '\n'    |
+| quoting          |         0    |         0    |         1    |
+| escapechar       |      None    |      None    |      None    |
 +------------------+--------------+--------------+--------------+
 ```
 
diff --git a/index.html b/index.html
index 5eb84989b..1cfe517cc 100644
--- a/index.html
+++ b/index.html
@@ -1646,15 +1646,15 @@
 <li><strong><code class="python hljs"><span class="hljs-string">'quoting'</span></code> - Controls the amount of quoting: 0 - as necessary, 1 - all.</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'escapechar'</span></code> - Character for escaping 'quotechar' if 'doublequote' is False.</strong></li>
 </ul><div><h3 id="dialects">Dialects</h3><pre><code class="text language-text">┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
-┃                  │    excel     │   excel-tab  │     unix     ┃
+┃                  │     excel    │   excel-tab  │     unix     ┃
 ┠──────────────────┼──────────────┼──────────────┼──────────────┨
-┃ delimiter        │    ','       │    '\t'      │    ','       ┃
-┃ quotechar        │    '"'       │    '"'       │    '"'       ┃
-┃ doublequote      │    True      │    True      │    True      ┃
-┃ skipinitialspace │    False     │    False     │    False     ┃
-┃ lineterminator   │    '\r\n'    │    '\r\n'    │    '\n'      ┃
-┃ quoting          │    0         │    0         │    1         ┃
-┃ escapechar       │    None      │    None      │    None      ┃
+┃ delimiter        │       ','    │      '\t'    │       ','    ┃
+┃ quotechar        │       '"'    │       '"'    │       '"'    ┃
+┃ doublequote      │      True    │      True    │      True    ┃
+┃ skipinitialspace │     False    │     False    │     False    ┃
+┃ lineterminator   │    '\r\n'    │    '\r\n'    │      '\n'    ┃
+┃ quoting          │         0    │         0    │         1    ┃
+┃ escapechar       │      None    │      None    │      None    ┃
 ┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛
 </code></pre></div></div>
 
diff --git a/parse.js b/parse.js
index 13b7c669f..2d56bc6d7 100755
--- a/parse.js
+++ b/parse.js
@@ -228,20 +228,20 @@ const DIAGRAM_8_B =
 
 const DIAGRAM_9_A =
   '+------------------+--------------+--------------+--------------+\n' +
-  '|                  |    excel     |   excel-tab  |     unix     |\n' +
+  '|                  |     excel    |   excel-tab  |     unix     |\n' +
   '+------------------+--------------+--------------+--------------+\n';
 
 const DIAGRAM_9_B =
   "┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓\n" +
-  "┃                  │    excel     │   excel-tab  │     unix     ┃\n" +
+  "┃                  │     excel    │   excel-tab  │     unix     ┃\n" +
   "┠──────────────────┼──────────────┼──────────────┼──────────────┨\n" +
-  "┃ delimiter        │    ','       │    '\\t'      │    ','       ┃\n" +
-  "┃ quotechar        │    '\"'       │    '\"'       │    '\"'       ┃\n" +
-  "┃ doublequote      │    True      │    True      │    True      ┃\n" +
-  "┃ skipinitialspace │    False     │    False     │    False     ┃\n" +
-  "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │    '\\n'      ┃\n" +
-  "┃ quoting          │    0         │    0         │    1         ┃\n" +
-  "┃ escapechar       │    None      │    None      │    None      ┃\n" +
+  "┃ delimiter        │       ','    │      '\\t'    │       ','    ┃\n" +
+  "┃ quotechar        │       '\"'    │       '\"'    │       '\"'    ┃\n" +
+  "┃ doublequote      │      True    │      True    │      True    ┃\n" +
+  "┃ skipinitialspace │     False    │     False    │     False    ┃\n" +
+  "┃ lineterminator   │    '\\r\\n'    │    '\\r\\n'    │      '\\n'    ┃\n" +
+  "┃ quoting          │         0    │         0    │         1    ┃\n" +
+  "┃ escapechar       │      None    │      None    │      None    ┃\n" +
   "┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n";
 
 const DIAGRAM_10_A =

From f57188c6650edfbf6f9158a3ed3d06f090eeccd4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:23:00 +0200
Subject: [PATCH 0282/1007] Bytes

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index fa8c7cbdd..439cce20e 100644
--- a/README.md
+++ b/README.md
@@ -1898,7 +1898,7 @@ Bytes
 **Bytes object is an immutable sequence of single bytes. Mutable version is called bytearray.**
 
 ```python
-<bytes> = b'<str>'                       # Only accepts ASCII characters and \x00 - \xff.
+<bytes> = b'<str>'                       # Only accepts ASCII characters and \x00-\xff.
 <int>   = <bytes>[<index>]               # Returns int in range from 0 to 255.
 <bytes> = <bytes>[<slice>]               # Returns bytes even if it has only one element.
 <bytes> = <bytes>.join(<coll_of_bytes>)  # Joins elements using bytes object as separator.
diff --git a/index.html b/index.html
index 1cfe517cc..099d36c8f 100644
--- a/index.html
+++ b/index.html
@@ -1721,7 +1721,7 @@
 </code></pre></div>
 
 
-<div><h2 id="bytes"><a href="#bytes" name="bytes">#</a>Bytes</h2><p><strong>Bytes object is an immutable sequence of single bytes. Mutable version is called bytearray.</strong></p><pre><code class="python language-python hljs"><bytes> = <span class="hljs-string">b'<str>'</span>                       <span class="hljs-comment"># Only accepts ASCII characters and \x00 - \xff.</span>
+<div><h2 id="bytes"><a href="#bytes" name="bytes">#</a>Bytes</h2><p><strong>Bytes object is an immutable sequence of single bytes. Mutable version is called bytearray.</strong></p><pre><code class="python language-python hljs"><bytes> = <span class="hljs-string">b'<str>'</span>                       <span class="hljs-comment"># Only accepts ASCII characters and \x00-\xff.</span>
 <int>   = <bytes>[<index>]               <span class="hljs-comment"># Returns int in range from 0 to 255.</span>
 <bytes> = <bytes>[<slice>]               <span class="hljs-comment"># Returns bytes even if it has only one element.</span>
 <bytes> = <bytes>.join(<coll_of_bytes>)  <span class="hljs-comment"># Joins elements using bytes object as separator.</span>

From 41ce7f02e1395d4b91ecb2481d74e286f102cc13 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:27:19 +0200
Subject: [PATCH 0283/1007] Pygame

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 439cce20e..2ff7e353f 100644
--- a/README.md
+++ b/README.md
@@ -2917,7 +2917,7 @@ pg.init()
 screen = pg.display.set_mode((500, 500))
 rect = pg.Rect(240, 240, 20, 20)
 while all(event.type != pg.QUIT for event in pg.event.get()):
-    deltas = {pg.K_UP: (0, -3), pg.K_RIGHT: (3, 0), pg.K_DOWN: (0, 3), pg.K_LEFT: (-3, 0)}
+    deltas = {pg.K_UP: (0, -1), pg.K_RIGHT: (1, 0), pg.K_DOWN: (0, 1), pg.K_LEFT: (-1, 0)}
     for key_code, is_pressed in enumerate(pg.key.get_pressed()):
         rect = rect.move(deltas[key_code]) if key_code in deltas and is_pressed else rect
     screen.fill((0, 0, 0))
@@ -2964,7 +2964,7 @@ from pygame.transform import scale, …
 ```
 
 ```python
-from pygame.draw import line, arc, rect
+from pygame.draw import line, …
 line(<Surf>, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>)
 rect(<Surf>, color, <Rect>)                     # Also: polygon(<Surf>, color, points)
diff --git a/index.html b/index.html
index 099d36c8f..223ce2536 100644
--- a/index.html
+++ b/index.html
@@ -2511,7 +2511,7 @@
 screen = pg.display.set_mode((<span class="hljs-number">500</span>, <span class="hljs-number">500</span>))
 rect = pg.Rect(<span class="hljs-number">240</span>, <span class="hljs-number">240</span>, <span class="hljs-number">20</span>, <span class="hljs-number">20</span>)
 <span class="hljs-keyword">while</span> all(event.type != pg.QUIT <span class="hljs-keyword">for</span> event <span class="hljs-keyword">in</span> pg.event.get()):
-    deltas = {pg.K_UP: (<span class="hljs-number">0</span>, <span class="hljs-number">-3</span>), pg.K_RIGHT: (<span class="hljs-number">3</span>, <span class="hljs-number">0</span>), pg.K_DOWN: (<span class="hljs-number">0</span>, <span class="hljs-number">3</span>), pg.K_LEFT: (<span class="hljs-number">-3</span>, <span class="hljs-number">0</span>)}
+    deltas = {pg.K_UP: (<span class="hljs-number">0</span>, <span class="hljs-number">-1</span>), pg.K_RIGHT: (<span class="hljs-number">1</span>, <span class="hljs-number">0</span>), pg.K_DOWN: (<span class="hljs-number">0</span>, <span class="hljs-number">1</span>), pg.K_LEFT: (<span class="hljs-number">-1</span>, <span class="hljs-number">0</span>)}
     <span class="hljs-keyword">for</span> key_code, is_pressed <span class="hljs-keyword">in</span> enumerate(pg.key.get_pressed()):
         rect = rect.move(deltas[key_code]) <span class="hljs-keyword">if</span> key_code <span class="hljs-keyword">in</span> deltas <span class="hljs-keyword">and</span> is_pressed <span class="hljs-keyword">else</span> rect
     screen.fill((<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>))
@@ -2548,7 +2548,7 @@
 <Surf> = rotate(<Surf>, degrees)                <span class="hljs-comment"># Returns rotated and scaled surface.</span>
 <Surf> = flip(<Surf>, x_bool, y_bool)           <span class="hljs-comment"># Returns flipped surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, arc, rect
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, …
 line(<Surf>, color, (x1, y1), (x2, y2), width)  <span class="hljs-comment"># Draws a line to the surface.</span>
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    <span class="hljs-comment"># Also: ellipse(<Surf>, color, <Rect>)</span>
 rect(<Surf>, color, <Rect>)                     <span class="hljs-comment"># Also: polygon(<Surf>, color, points)</span>

From ce3261bed8d99615c197f38496a5eea98417f494 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:30:43 +0200
Subject: [PATCH 0284/1007] Numbers

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2ff7e353f..c2f5a3890 100644
--- a/README.md
+++ b/README.md
@@ -500,7 +500,7 @@ Numbers
 ### Math
 ```python
 from math import e, pi, inf, nan, isinf, isnan
-from math import cos, sin, tan, acos, asin, atan, degrees, radians
+from math import sin, cos, tan, asin, acos, atan, degrees, radians
 from math import log, log10, log2
 ```
 
diff --git a/index.html b/index.html
index 223ce2536..dc8594425 100644
--- a/index.html
+++ b/index.html
@@ -608,7 +608,7 @@
 </code></pre></div>
 
 <div><h3 id="math">Math</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> e, pi, inf, nan, isinf, isnan
-<span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> cos, sin, tan, acos, asin, atan, degrees, radians
+<span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> sin, cos, tan, asin, acos, atan, degrees, radians
 <span class="hljs-keyword">from</span> math <span class="hljs-keyword">import</span> log, log10, log2
 </code></pre></div>
 

From d1bdde452d152debfef8ab9b7cd915bce6c6746e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:32:36 +0200
Subject: [PATCH 0285/1007] Numbers

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c2f5a3890..ecd876a23 100644
--- a/README.md
+++ b/README.md
@@ -531,7 +531,7 @@ from random import random, randint, choice, shuffle, gauss, seed
 <int> = <int> & <int>                    # And
 <int> = <int> | <int>                    # Or
 <int> = <int> ^ <int>                    # Xor (0 if both bits equal)
-<int> = <int> << n_bits                  # Shift left (>> for right)
+<int> = <int> << n_bits                  # Left shift (>> for right)
 <int> = ~<int>                           # Not (also: -<int> - 1)
 ```
 
diff --git a/index.html b/index.html
index dc8594425..d7e629b3c 100644
--- a/index.html
+++ b/index.html
@@ -631,7 +631,7 @@
 <div><h3 id="bitwiseoperators">Bitwise Operators</h3><pre><code class="python language-python hljs"><int> = <int> & <int>                    <span class="hljs-comment"># And</span>
 <int> = <int> | <int>                    <span class="hljs-comment"># Or</span>
 <int> = <int> ^ <int>                    <span class="hljs-comment"># Xor (0 if both bits equal)</span>
-<int> = <int> << n_bits                  <span class="hljs-comment"># Shift left (>> for right)</span>
+<int> = <int> << n_bits                  <span class="hljs-comment"># Left shift (>> for right)</span>
 <int> = ~<int>                           <span class="hljs-comment"># Not (also: -<int> - 1)</span>
 </code></pre></div>
 

From 05ea5c02dcfe502919b3ef1bc5539c5acfcaeb2b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Apr 2021 03:51:37 +0200
Subject: [PATCH 0286/1007] Introspection

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index ecd876a23..983d8d28e 100644
--- a/README.md
+++ b/README.md
@@ -2141,8 +2141,8 @@ Introspection
 ### Attributes
 ```python
 <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
-<dict> = vars(<object>)                    # Dict of object's fields. Also <obj>.__dict__.
-<bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an error.
+<dict> = vars(<object>)                    # Dict of writable attrs. Also <obj>.__dict__.
+<bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an AttributeError.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
 setattr(<object>, '<attr_name>', value)    # Only works on objects with __dict__ attribute.
 delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
diff --git a/index.html b/index.html
index d7e629b3c..55df02804 100644
--- a/index.html
+++ b/index.html
@@ -1905,8 +1905,8 @@
 
 
 <div><h3 id="attributes-1">Attributes</h3><pre><code class="python language-python hljs"><list> = dir(<object>)                     <span class="hljs-comment"># Names of object's attributes (incl. methods).</span>
-<dict> = vars(<object>)                    <span class="hljs-comment"># Dict of object's fields. Also <obj>.__dict__.</span>
-<bool> = hasattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Checks if getattr() raises an error.</span>
+<dict> = vars(<object>)                    <span class="hljs-comment"># Dict of writable attrs. Also <obj>.__dict__.</span>
+<bool> = hasattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Checks if getattr() raises an AttributeError.</span>
 value  = getattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Raises AttributeError if attribute is missing.</span>
 setattr(<object>, <span class="hljs-string">'<attr_name>'</span>, value)    <span class="hljs-comment"># Only works on objects with __dict__ attribute.</span>
 delattr(<object>, <span class="hljs-string">'<attr_name>'</span>)           <span class="hljs-comment"># Equivalent to `del <object>.<attr_name>`.</span>

From ead33624a39410947dc137f5696a9cd2043353f8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 30 Apr 2021 03:12:12 +0200
Subject: [PATCH 0287/1007] Introspection

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 983d8d28e..18ca85b09 100644
--- a/README.md
+++ b/README.md
@@ -2141,7 +2141,7 @@ Introspection
 ### Attributes
 ```python
 <list> = dir(<object>)                     # Names of object's attributes (incl. methods).
-<dict> = vars(<object>)                    # Dict of writable attrs. Also <obj>.__dict__.
+<dict> = vars(<object>)                    # Dict of writable attributes. Also <obj>.__dict__.
 <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an AttributeError.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
 setattr(<object>, '<attr_name>', value)    # Only works on objects with __dict__ attribute.
diff --git a/index.html b/index.html
index 55df02804..c4d37f2bf 100644
--- a/index.html
+++ b/index.html
@@ -1905,7 +1905,7 @@
 
 
 <div><h3 id="attributes-1">Attributes</h3><pre><code class="python language-python hljs"><list> = dir(<object>)                     <span class="hljs-comment"># Names of object's attributes (incl. methods).</span>
-<dict> = vars(<object>)                    <span class="hljs-comment"># Dict of writable attrs. Also <obj>.__dict__.</span>
+<dict> = vars(<object>)                    <span class="hljs-comment"># Dict of writable attributes. Also <obj>.__dict__.</span>
 <bool> = hasattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Checks if getattr() raises an AttributeError.</span>
 value  = getattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Raises AttributeError if attribute is missing.</span>
 setattr(<object>, <span class="hljs-string">'<attr_name>'</span>, value)    <span class="hljs-comment"># Only works on objects with __dict__ attribute.</span>

From e2cdb93ff6faedba7297dfd737eec125ad112b79 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 7 May 2021 23:54:06 +0200
Subject: [PATCH 0288/1007] Struct, Array, Memoryview, Plot

---
 README.md  | 11 ++++++-----
 index.html | 13 +++++++------
 2 files changed, 13 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 18ca85b09..c80d3b3e8 100644
--- a/README.md
+++ b/README.md
@@ -1938,7 +1938,7 @@ def write_bytes(filename, bytes_obj):
 Struct
 ------
 * **Module that performs conversions between a sequence of numbers and a bytes object.**
-* **Machine’s native type sizes and byte order are used by default.**
+* **System’s native type sizes and byte order are used by default.**
 
 ```python
 from struct import pack, unpack, iter_unpack
@@ -1986,6 +1986,7 @@ from array import array
 <array> = array('<typecode>', <bytes>)         # Array from bytes object.
 <array> = array('<typecode>', <array>)         # Treats array as a sequence of numbers.
 <bytes> = bytes(<array>)                       # Or: <array>.tobytes()
+<file>.write(<array>)                          # Writes array to the binary file.
 ```
 
 
@@ -1994,6 +1995,7 @@ Memory View
 * **A sequence object that points to the memory of another object.**
 * **Each element can reference a single or multiple consecutive bytes, depending on format.**
 * **Order and number of elements can be changed with slicing.**
+* **Casting only works between char and other types and always uses native size and b. order.**
 
 ```python
 <mview> = memoryview(<bytes/bytearray/array>)  # Immutable if bytes, else mutable.
@@ -2005,10 +2007,10 @@ Memory View
 
 ### Decode
 ```python
-<bin_file>.write(<mview>)                      # Writes mview to the binary file.
 <bytes> = bytes(<mview>)                       # Creates a new bytes object.
 <bytes> = <bytes>.join(<coll_of_mviews>)       # Joins mviews using bytes object as sep.
 <array> = array('<typecode>', <mview>)         # Treats mview as a sequence of numbers.
+<file>.write(<mview>)                          # Writes mview to the binary file.
 ```
 
 ```python
@@ -2342,8 +2344,7 @@ Plot
 ```python
 # $ pip3 install matplotlib
 import matplotlib.pyplot as plt
-plt.plot(<y_data> [, label=<str>])
-plt.plot(<x_data>, <y_data>)
+plt.plot(<x_data>, <y_data> [, label=<str>])   # Or: plt.plot(<y_data>)
 plt.legend()                                   # Adds a legend.
 plt.savefig(<path>)                            # Saves the figure.
 plt.show()                                     # Displays the figure.
@@ -2370,7 +2371,7 @@ Curses
 #### Runs a basic file explorer in the terminal:
 ```python
 from curses import wrapper, ascii, A_REVERSE, KEY_UP, KEY_DOWN, KEY_LEFT, KEY_RIGHT, KEY_ENTER
-from os import listdir, chdir, path
+from os import listdir, path, chdir
 
 def main(screen):
     ch, first, selected, paths = 0, 0, 0, listdir()
diff --git a/index.html b/index.html
index c4d37f2bf..ea5bfee0d 100644
--- a/index.html
+++ b/index.html
@@ -1752,7 +1752,7 @@
 
 <div><h2 id="struct"><a href="#struct" name="struct">#</a>Struct</h2><ul>
 <li><strong>Module that performs conversions between a sequence of numbers and a bytes object.</strong></li>
-<li><strong>Machine’s native type sizes and byte order are used by default.</strong></li>
+<li><strong>System’s native type sizes and byte order are used by default.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> struct <span class="hljs-keyword">import</span> pack, unpack, iter_unpack
 </code></pre></div>
 
@@ -1792,6 +1792,7 @@
 <array> = array(<span class="hljs-string">'<typecode>'</span>, <bytes>)         <span class="hljs-comment"># Array from bytes object.</span>
 <array> = array(<span class="hljs-string">'<typecode>'</span>, <array>)         <span class="hljs-comment"># Treats array as a sequence of numbers.</span>
 <bytes> = bytes(<array>)                       <span class="hljs-comment"># Or: <array>.tobytes()</span>
+<file>.write(<array>)                          <span class="hljs-comment"># Writes array to the binary file.</span>
 </code></pre></div>
 
 
@@ -1799,6 +1800,7 @@
 <li><strong>A sequence object that points to the memory of another object.</strong></li>
 <li><strong>Each element can reference a single or multiple consecutive bytes, depending on format.</strong></li>
 <li><strong>Order and number of elements can be changed with slicing.</strong></li>
+<li><strong>Casting only works between char and other types and always uses native size and b. order.</strong></li>
 </ul><pre><code class="python language-python hljs"><mview> = memoryview(<bytes/bytearray/array>)  <span class="hljs-comment"># Immutable if bytes, else mutable.</span>
 <real>  = <mview>[<index>]                     <span class="hljs-comment"># Returns an int or a float.</span>
 <mview> = <mview>[<slice>]                     <span class="hljs-comment"># Mview with rearranged elements.</span>
@@ -1807,10 +1809,10 @@
 </code></pre></div>
 
 
-<div><h3 id="decode-2">Decode</h3><pre><code class="python language-python hljs"><bin_file>.write(<mview>)                      <span class="hljs-comment"># Writes mview to the binary file.</span>
-<bytes> = bytes(<mview>)                       <span class="hljs-comment"># Creates a new bytes object.</span>
+<div><h3 id="decode-2">Decode</h3><pre><code class="python language-python hljs"><bytes> = bytes(<mview>)                       <span class="hljs-comment"># Creates a new bytes object.</span>
 <bytes> = <bytes>.join(<coll_of_mviews>)       <span class="hljs-comment"># Joins mviews using bytes object as sep.</span>
 <array> = array(<span class="hljs-string">'<typecode>'</span>, <mview>)         <span class="hljs-comment"># Treats mview as a sequence of numbers.</span>
+<file>.write(<mview>)                          <span class="hljs-comment"># Writes mview to the binary file.</span>
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><list>  = list(<mview>)                        <span class="hljs-comment"># Returns list of ints or floats.</span>
@@ -2061,8 +2063,7 @@
 
 <div><h2 id="plot"><a href="#plot" name="plot">#</a>Plot</h2><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install matplotlib</span>
 <span class="hljs-keyword">import</span> matplotlib.pyplot <span class="hljs-keyword">as</span> plt
-plt.plot(<y_data> [, label=<str>])
-plt.plot(<x_data>, <y_data>)
+plt.plot(<x_data>, <y_data> [, label=<str>])   <span class="hljs-comment"># Or: plt.plot(<y_data>)</span>
 plt.legend()                                   <span class="hljs-comment"># Adds a legend.</span>
 plt.savefig(<path>)                            <span class="hljs-comment"># Saves the figure.</span>
 plt.show()                                     <span class="hljs-comment"># Displays the figure.</span>
@@ -2080,7 +2081,7 @@
 
 
 <div><h2 id="curses"><a href="#curses" name="curses">#</a>Curses</h2><div><h4 id="runsabasicfileexplorerintheterminal">Runs a basic file explorer in the terminal:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> curses <span class="hljs-keyword">import</span> wrapper, ascii, A_REVERSE, KEY_UP, KEY_DOWN, KEY_LEFT, KEY_RIGHT, KEY_ENTER
-<span class="hljs-keyword">from</span> os <span class="hljs-keyword">import</span> listdir, chdir, path
+<span class="hljs-keyword">from</span> os <span class="hljs-keyword">import</span> listdir, path, chdir
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">(screen)</span>:</span>
     ch, first, selected, paths = <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, listdir()

From 3ab66cd3aae5efa7420eeac26cb3cc517f275381 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 13 May 2021 14:56:41 +0200
Subject: [PATCH 0289/1007] Updated a link to text file

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c80d3b3e8..12c4031ca 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 Comprehensive Python Cheatsheet
 ===============================
-<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/master/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
+<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
 </sup>
 
 ![Monty Python](web/image_888.jpeg)
diff --git a/index.html b/index.html
index ea5bfee0d..4b6f8010b 100644
--- a/index.html
+++ b/index.html
@@ -231,7 +231,7 @@
   </header>
 
   <a href="/service/javascript:" id="return-to-top"><i class="icon-chevron-up"></i></a>
-   <div><h1 id="comprehensivepythoncheatsheet">Comprehensive Python Cheatsheet</h1><p class="banner"><sup><a href="https://raw.githubusercontent.com/gto76/python-cheatsheet/master/README.md">Download text file</a>, <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">Buy PDF</a>, <a href="https://github.com/gto76/python-cheatsheet">Fork me on GitHub</a> or <a href="https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions">Check out FAQ</a>.
+   <div><h1 id="comprehensivepythoncheatsheet">Comprehensive Python Cheatsheet</h1><p class="banner"><sup><a href="https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md">Download text file</a>, <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">Buy PDF</a>, <a href="https://github.com/gto76/python-cheatsheet">Fork me on GitHub</a> or <a href="https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions">Check out FAQ</a>.
 </sup></p><p class="banner"><img src="https://github.com/web/image_888.jpeg" alt="Monty Python"></p><br><div><h2 id="toc"><a href="#toc" name="toc">#</a>Contents</h2><pre><code class="hljs bash" style="line-height: 1.3em;"><strong>ToC</strong> = {
     <strong><span class="hljs-string"><span class="hljs-string">'1. Collections'</span></span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'2. Types'</span></span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],

From cab456867b4a00e488804d8771a45769b9b75951 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 15 May 2021 15:03:59 +0200
Subject: [PATCH 0290/1007] OS commands, SQLite, Bytes

---
 README.md              | 17 ++++++++++-------
 index.html             | 21 ++++++++++++---------
 parse.js               |  2 +-
 pdf/index_for_pdf.html |  6 +++---
 web/script_2.js        |  4 ++--
 5 files changed, 28 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index 12c4031ca..1953f2927 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@ Contents
 **   ** **3. Syntax:** **         **  **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__  
 **   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#paths)**__,__ **[`OS_Commands`](#os-commands)**__.__  
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
-**   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprograming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
+**   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprogramming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
 **   ** **7. Libraries:** **      **  **[`Progress_Bar`](#progress-bar)**__,__ **[`Plot`](#plot)**__,__ **[`Table`](#table)**__,__ **[`Curses`](#curses)**__,__ **[`Logging`](#logging)**__,__ **[`Scraping`](#scraping)**__,__ **[`Web`](#web)**__,__ **[`Profile`](#profiling)**__,__  
 **                                 ** **[`NumPy`](#numpy)**__,__ **[`Image`](#image)**__,__ **[`Audio`](#audio)**__,__ **[`Games`](#pygame)**__,__ **[`Data`](#pandas)**__.__
 
@@ -1670,6 +1670,7 @@ import os, shutil
 ```python
 os.chdir(<path>)                    # Changes the current working directory.
 os.mkdir(<path>, mode=0o777)        # Creates a directory. Mode is in octal.
+os.makedirs(<path>, mode=0o777)     # Creates all directories in the path.
 ```
 
 ```python
@@ -1850,13 +1851,14 @@ import sqlite3
 ### Write
 ```python
 <conn>.execute('<query>')                       # Can raise a subclass of sqlite3.Error.
-<conn>.commit()                                 # Commits all transactions since last commit.
+<conn>.commit()                                 # Saves all changes since the last commit.
+<conn>.rollback()                               # Discards all changes since the last commit.
 ```
 
 #### Or:
 ```python
-with <conn>:
-    <conn>.execute('<query>')
+with <conn>:                                    # Exits block with commit() or rollback(),
+    <conn>.execute('<query>')                   # depending on whether an exception occurred.
 ```
 
 ### Placeholders
@@ -1901,7 +1903,7 @@ Bytes
 <bytes> = b'<str>'                       # Only accepts ASCII characters and \x00-\xff.
 <int>   = <bytes>[<index>]               # Returns int in range from 0 to 255.
 <bytes> = <bytes>[<slice>]               # Returns bytes even if it has only one element.
-<bytes> = <bytes>.join(<coll_of_bytes>)  # Joins elements using bytes object as separator.
+<bytes> = <bytes>.join(<coll_of_bytes>)  # Joins elements using bytes as a separator.
 ```
 
 ### Encode
@@ -1950,6 +1952,7 @@ from struct import pack, unpack, iter_unpack
 <tuples> = iter_unpack('<format>', <bytes>)
 ```
 
+### Example
 ```python
 >>> pack('>hhl', 1, 2, 3)
 b'\x00\x01\x00\x02\x00\x00\x00\x03'
@@ -2160,8 +2163,8 @@ from inspect import signature
 ```
 
 
-Metaprograming
---------------
+Metaprogramming
+---------------
 **Code that generates code.**
 
 ### Type
diff --git a/index.html b/index.html
index 4b6f8010b..820e0841e 100644
--- a/index.html
+++ b/index.html
@@ -238,7 +238,7 @@
     <strong><span class="hljs-string"><span class="hljs-string">'3. Syntax'</span></span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'4. System'</span></span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'5. Data'</span></span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],
-    <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
+    <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'7. Libraries'</span></span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,
                        <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>]
 }
@@ -1556,6 +1556,7 @@
 
 <pre><code class="python language-python hljs">os.chdir(<path>)                    <span class="hljs-comment"># Changes the current working directory.</span>
 os.mkdir(<path>, mode=<span class="hljs-number">0o777</span>)        <span class="hljs-comment"># Creates a directory. Mode is in octal.</span>
+os.makedirs(<path>, mode=<span class="hljs-number">0o777</span>)     <span class="hljs-comment"># Creates all directories in the path.</span>
 </code></pre>
 <pre><code class="python language-python hljs">shutil.copy(from, to)               <span class="hljs-comment"># Copies the file. 'to' can exist or be a dir.</span>
 shutil.copytree(from, to)           <span class="hljs-comment"># Copies the directory. 'to' must not exist.</span>
@@ -1686,11 +1687,12 @@
 
 
 <div><h3 id="write-1">Write</h3><pre><code class="python language-python hljs"><conn>.execute(<span class="hljs-string">'<query>'</span>)                       <span class="hljs-comment"># Can raise a subclass of sqlite3.Error.</span>
-<conn>.commit()                                 <span class="hljs-comment"># Commits all transactions since last commit.</span>
+<conn>.commit()                                 <span class="hljs-comment"># Saves all changes since the last commit.</span>
+<conn>.rollback()                               <span class="hljs-comment"># Discards all changes since the last commit.</span>
 </code></pre></div>
 
-<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:
-    <conn>.execute(<span class="hljs-string">'<query>'</span>)
+<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:                                    <span class="hljs-comment"># Exits block with commit() or rollback(),</span>
+    <conn>.execute(<span class="hljs-string">'<query>'</span>)                   <span class="hljs-comment"># depending on whether an exception occurred.</span>
 </code></pre></div>
 
 <div><h3 id="placeholders">Placeholders</h3><ul>
@@ -1724,7 +1726,7 @@
 <div><h2 id="bytes"><a href="#bytes" name="bytes">#</a>Bytes</h2><p><strong>Bytes object is an immutable sequence of single bytes. Mutable version is called bytearray.</strong></p><pre><code class="python language-python hljs"><bytes> = <span class="hljs-string">b'<str>'</span>                       <span class="hljs-comment"># Only accepts ASCII characters and \x00-\xff.</span>
 <int>   = <bytes>[<index>]               <span class="hljs-comment"># Returns int in range from 0 to 255.</span>
 <bytes> = <bytes>[<slice>]               <span class="hljs-comment"># Returns bytes even if it has only one element.</span>
-<bytes> = <bytes>.join(<coll_of_bytes>)  <span class="hljs-comment"># Joins elements using bytes object as separator.</span>
+<bytes> = <bytes>.join(<coll_of_bytes>)  <span class="hljs-comment"># Joins elements using bytes as a separator.</span>
 </code></pre></div>
 
 
@@ -1761,11 +1763,12 @@
 <tuple>  = unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
 <tuples> = iter_unpack(<span class="hljs-string">'<format>'</span>, <bytes>)
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>pack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
+<div><h3 id="example-1">Example</h3><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>pack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
 <span class="hljs-string">b'\x00\x01\x00\x02\x00\x00\x00\x03'</span>
 <span class="hljs-meta">>>> </span>unpack(<span class="hljs-string">'>hhl'</span>, <span class="hljs-string">b'\x00\x01\x00\x02\x00\x00\x00\x03'</span>)
 (<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
-</code></pre>
+</code></pre></div>
+
 <div><h3 id="format-2">Format</h3><div><h4 id="forstandardtypesizesstartformatstringwith">For standard type sizes start format string with:</h4><ul>
 <li><strong><code class="python hljs"><span class="hljs-string">'='</span></code> - native byte order (usually little-endian)</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'<'</span></code> - little-endian</strong></li>
@@ -1921,7 +1924,7 @@
 <memb> = <Param>.kind                      <span class="hljs-comment"># Member of ParameterKind enum.</span>
 </code></pre></div>
 
-<div><h2 id="metaprograming"><a href="#metaprograming" name="metaprograming">#</a>Metaprograming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <parents_tuple>, <attributes_dict>)</code></pre></div></div>
+<div><h2 id="metaprogramming"><a href="#metaprogramming" name="metaprogramming">#</a>Metaprogramming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <parents_tuple>, <attributes_dict>)</code></pre></div></div>
 
 
 
@@ -2300,7 +2303,7 @@
 right = [[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>], [<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>], [<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>]]  <span class="hljs-comment"># Shape: (3, 3) <- !</span>
 </code></pre></div>
 
-<div><h4 id="3ifneithernonmatchingdimensionhassize1raiseanerror">3. If neither non-matching dimension has size 1, raise an error.</h4><div><h3 id="example-1">Example</h3><div><h4 id="foreachpointreturnsindexofitsnearestpoint010608121">For each point returns index of its nearest point (<code class="python hljs">[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>] => [<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">1</span>]</code>):</h4><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>points = np.array([<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>])
+<div><h4 id="3ifneithernonmatchingdimensionhassize1raiseanerror">3. If neither non-matching dimension has size 1, raise an error.</h4><div><h3 id="example-2">Example</h3><div><h4 id="foreachpointreturnsindexofitsnearestpoint010608121">For each point returns index of its nearest point (<code class="python hljs">[<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>] => [<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">1</span>]</code>):</h4><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>points = np.array([<span class="hljs-number">0.1</span>, <span class="hljs-number">0.6</span>, <span class="hljs-number">0.8</span>])
  [ <span class="hljs-number">0.1</span>,  <span class="hljs-number">0.6</span>,  <span class="hljs-number">0.8</span>]
 <span class="hljs-meta">>>> </span>wrapped_points = points.reshape(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>)
 [[ <span class="hljs-number">0.1</span>],
diff --git a/parse.js b/parse.js
index 2d56bc6d7..c760811a9 100755
--- a/parse.js
+++ b/parse.js
@@ -24,7 +24,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
   '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
-  '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
+  '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
   '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>]\n' +
   '}\n' +
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 43ffa77b4..afd9e5c82 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -20,7 +20,7 @@ <h3 id="b">B</h3>
 <h3 id="c">C</h3>
 <p><strong>cache, <a href="#lrucache">13</a></strong><br>
 <strong>callable, <a href="#callable">17</a></strong><br>
-<strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#inline-2">20</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
+<strong>class, <a href="#type">4</a>, <a href="#class">14</a>-<a href="#inline-2">20</a>, <a href="#metaprogramming">31</a>-<a href="#metaclass">32</a></strong><br>
 <strong>closure, <a href="#closure">12</a>-<a href="#decorator">13</a></strong><br>
 <strong>collection, <a href="#abstractbaseclasses">4</a>, <a href="#collection">18</a>, <a href="#tableofrequiredandautomaticallyavailablespecialmethods">19</a></strong><br>
 <strong>collections module, <a href="#dictionary">2</a>, <a href="#namedtuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#abcsequence">19</a>, <a href="#deque">29</a></strong><br>
@@ -85,7 +85,7 @@ <h3 id="m">M</h3>
 <strong>math module, <a href="#math">7</a></strong><br>
 <strong>memoryviews, <a href="#memoryview">29</a></strong><br>
 <strong>metaclass attribute, <a href="#metaclassattribute">32</a></strong><br>
-<strong>metaprograming, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong><br>
+<strong>metaprogramming, <a href="#metaprogramming">31</a>-<a href="#metaclass">32</a></strong><br>
 <strong>mysql library, <a href="#mysql">27</a></strong>  </p>
 <h3 id="n">N</h3>
 <p><strong>namedtuples, <a href="#namedtuple">3</a></strong><br>
@@ -139,7 +139,7 @@ <h3 id="t">T</h3>
 <strong>threading module, <a href="#threading">30</a></strong><br>
 <strong>time module, <a href="#progressbar">34</a>, <a href="#stopwatch">36</a></strong><br>
 <strong>tuples, <a href="#tuple">3</a>, <a href="#abstractbaseclasses">4</a>, <a href="#otheruses">11</a></strong><br>
-<strong>type, <a href="#type">4</a>, <a href="#metaprograming">31</a>-<a href="#metaclass">32</a></strong>  </p>
+<strong>type, <a href="#type">4</a>, <a href="#metaprogramming">31</a>-<a href="#metaclass">32</a></strong>  </p>
 <h3 id="w">W</h3>
 <p><strong>wave module, <a href="#audio">40</a>-<a href="#writefloatsamplestowavfile">41</a></strong><br>
 <strong>web, <a href="#web">36</a></strong>  </p> 
diff --git a/web/script_2.js b/web/script_2.js
index 97691b47b..efb56e947 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -5,7 +5,7 @@ const TOC =
   '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
   '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
-  '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
+  '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>, <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>, <a href="#web">Web</a>, <a href="#profiling">Profile</a>,\n' +
   '                       <a href="#numpy">NumPy</a>, <a href="#image">Image</a>, <a href="#audio">Audio</a>, <a href="#pygame">Games</a>, <a href="#pandas">Data</a>]\n' +
   '}\n';
@@ -30,7 +30,7 @@ const TOC_MOBILE =
   '                       <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>,\n' +
   '                       <a href="#introspection">Introspection</a>,\n' +
-  '                       <a href="#metaprograming">Metaprograming</a>, <a href="#eval">Eval</a>,\n' +
+  '                       <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>,\n' +
   '                       <a href="#coroutines">Coroutine</a>],\n' +
   '    <strong><span class="hljs-string">\'7. Libraries\'</span></strong>:   [<a href="#progressbar">Progress_Bar</a>, <a href="#plot">Plot</a>, <a href="#table">Table</a>,\n' +
   '                       <a href="#curses">Curses</a>, <a href="#logging">Logging</a>, <a href="#scraping">Scraping</a>,\n' +

From 606208ac68a2191d8281f3bfe1903e3233590908 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sun, 16 May 2021 14:36:20 +0200
Subject: [PATCH 0291/1007] Web, Profiling

---
 README.md                    | 15 +++++++--------
 index.html                   | 15 +++++++--------
 pdf/index_for_pdf.html       |  2 +-
 pdf/index_for_pdf_print.html |  2 +-
 4 files changed, 16 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 1953f2927..b30c92352 100644
--- a/README.md
+++ b/README.md
@@ -2496,7 +2496,7 @@ def send_page(sport):
 
 ### REST Request
 ```python
-@post('/odds/<sport>')
+@post('/<sport>/odds')
 def odds_handler(sport):
     team = request.forms.get('team')
     home_odds, away_odds = 2.44, 3.29
@@ -2510,7 +2510,7 @@ def odds_handler(sport):
 # $ pip3 install requests
 >>> import threading, requests
 >>> threading.Thread(target=run, daemon=True).start()
->>> url = 'http://localhost:8080/odds/football'
+>>> url = 'http://localhost:8080/football/odds'
 >>> data = {'team': 'arsenal f.c.'}
 >>> response = requests.post(url, data=data)
 >>> response.json()
@@ -2577,11 +2577,10 @@ Line #         Mem usage      Increment   Line Contents
 ### Call Graph
 #### Generates a PNG image of a call graph with highlighted bottlenecks:
 ```python
-# $ pip3 install pycallgraph
-from pycallgraph import output, PyCallGraph
+# $ pip3 install pycallgraph2
+from pycallgraph2 import output, PyCallGraph
 from datetime import datetime
-time_str = datetime.now().strftime('%Y%m%d%H%M%S')
-filename = f'profile-{time_str}.png'
+filename = f'profile-{datetime.now():%Y%m%d%H%M%S}.png'
 drawer = output.GraphvizOutput(output_file=filename)
 with PyCallGraph(drawer):
     <code_to_be_profiled>
@@ -2961,14 +2960,14 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```
 
 ```python
-from pygame.transform import scale, …
+from pygame.transform import scale, ...
 <Surf> = scale(<Surf>, (width, height))         # Returns scaled surface.
 <Surf> = rotate(<Surf>, degrees)                # Returns rotated and scaled surface.
 <Surf> = flip(<Surf>, x_bool, y_bool)           # Returns flipped surface.
 ```
 
 ```python
-from pygame.draw import line, …
+from pygame.draw import line, ...
 line(<Surf>, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>)
 rect(<Surf>, color, <Rect>)                     # Also: polygon(<Surf>, color, points)
diff --git a/index.html b/index.html
index 820e0841e..d8f6b6da2 100644
--- a/index.html
+++ b/index.html
@@ -2184,7 +2184,7 @@
     <span class="hljs-keyword">return</span> template(<span class="hljs-string">'<h1>{{title}}</h1>'</span>, title=sport)
 </code></pre></div>
 
-<div><h3 id="restrequest">REST Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@post('/odds/<sport>')</span>
+<div><h3 id="restrequest">REST Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@post('/<sport>/odds')</span>
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">odds_handler</span><span class="hljs-params">(sport)</span>:</span>
     team = request.forms.get(<span class="hljs-string">'team'</span>)
     home_odds, away_odds = <span class="hljs-number">2.44</span>, <span class="hljs-number">3.29</span>
@@ -2196,7 +2196,7 @@
 <div><h4 id="test">Test:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install requests</span>
 <span class="hljs-meta">>>> </span><span class="hljs-keyword">import</span> threading, requests
 <span class="hljs-meta">>>> </span>threading.Thread(target=run, daemon=<span class="hljs-keyword">True</span>).start()
-<span class="hljs-meta">>>> </span>url = <span class="hljs-string">'http://localhost:8080/odds/football'</span>
+<span class="hljs-meta">>>> </span>url = <span class="hljs-string">'http://localhost:8080/football/odds'</span>
 <span class="hljs-meta">>>> </span>data = {<span class="hljs-string">'team'</span>: <span class="hljs-string">'arsenal f.c.'</span>}
 <span class="hljs-meta">>>> </span>response = requests.post(url, data=data)
 <span class="hljs-meta">>>> </span>response.json()
@@ -2246,11 +2246,10 @@
      3        38.012 MiB      0.344 MiB       a = [*range(10000)]
      4        38.477 MiB      0.465 MiB       b = {*range(10000)}
 </code></pre>
-<div><h3 id="callgraph">Call Graph</h3><div><h4 id="generatesapngimageofacallgraphwithhighlightedbottlenecks">Generates a PNG image of a call graph with highlighted bottlenecks:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pycallgraph</span>
-<span class="hljs-keyword">from</span> pycallgraph <span class="hljs-keyword">import</span> output, PyCallGraph
+<div><h3 id="callgraph">Call Graph</h3><div><h4 id="generatesapngimageofacallgraphwithhighlightedbottlenecks">Generates a PNG image of a call graph with highlighted bottlenecks:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pycallgraph2</span>
+<span class="hljs-keyword">from</span> pycallgraph2 <span class="hljs-keyword">import</span> output, PyCallGraph
 <span class="hljs-keyword">from</span> datetime <span class="hljs-keyword">import</span> datetime
-time_str = datetime.now().strftime(<span class="hljs-string">'%Y%m%d%H%M%S'</span>)
-filename = <span class="hljs-string">f'profile-<span class="hljs-subst">{time_str}</span>.png'</span>
+filename = <span class="hljs-string">f'profile-<span class="hljs-subst">{datetime.now():%Y%m%d%H%M%S}</span>.png'</span>
 drawer = output.GraphvizOutput(output_file=filename)
 <span class="hljs-keyword">with</span> PyCallGraph(drawer):
     <code_to_be_profiled>
@@ -2547,12 +2546,12 @@
 <Surf>.set_at((x, y), color)                    <span class="hljs-comment"># Updates pixel.</span>
 <Surf>.blit(<Surf>, (x, y))                     <span class="hljs-comment"># Draws passed surface to the surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.transform <span class="hljs-keyword">import</span> scale, …
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.transform <span class="hljs-keyword">import</span> scale, ...
 <Surf> = scale(<Surf>, (width, height))         <span class="hljs-comment"># Returns scaled surface.</span>
 <Surf> = rotate(<Surf>, degrees)                <span class="hljs-comment"># Returns rotated and scaled surface.</span>
 <Surf> = flip(<Surf>, x_bool, y_bool)           <span class="hljs-comment"># Returns flipped surface.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, …
+<pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> pygame.draw <span class="hljs-keyword">import</span> line, ...
 line(<Surf>, color, (x1, y1), (x2, y2), width)  <span class="hljs-comment"># Draws a line to the surface.</span>
 arc(<Surf>, color, <Rect>, from_rad, to_rad)    <span class="hljs-comment"># Also: ellipse(<Surf>, color, <Rect>)</span>
 rect(<Surf>, color, <Rect>)                     <span class="hljs-comment"># Also: polygon(<Surf>, color, points)</span>
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index afd9e5c82..192cb16f5 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -51,7 +51,7 @@ <h3 id="f">F</h3>
 <p><strong>files, <a href="#print">22</a>-<a href="#memoryview">29</a>, <a href="#runsabasicfileexplorerintheterminal">34</a>, <a href="#encodedecode">46</a></strong><br>
 <strong>filter function, <a href="#mapfilterreduce">11</a></strong><br>
 <strong>floats, <a href="#abstractbaseclasses">4</a>, <a href="#floats">6</a>, <a href="#types">7</a></strong><br>
-<strong>format, <a href="#format">6</a>-<a href="#comparisonofpresentationtypes">7</a></strong><br>
+<strong>format, <a href="#format">6</a>-<a href="#comparisonofpresentationtypes">7</a>, <a href="#callgraph">37</a></strong><br>
 <strong>functools module, <a href="#mapfilterreduce">11</a>, <a href="#partial">12</a>, <a href="#debuggerexample">13</a>, <a href="#sortable">16</a></strong><br>
 <strong>futures, <a href="#threadpoolexecutor">30</a></strong>  </p>
 <h3 id="g">G</h3>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 84a1d47b8..5d9519c36 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -51,7 +51,7 @@ <h3 id="f">F</h3>
 <p><strong>files, 22-29, 34, 46</strong><br>
 <strong>filter function, 11</strong><br>
 <strong>floats, 4, 6, 7</strong><br>
-<strong>format, 6-7</strong><br>
+<strong>format, 6-7, 37</strong><br>
 <strong>functools module, 11, 12, 13, 16</strong><br>
 <strong>futures, 30</strong>  </p>
 <h3 id="g">G</h3>

From a658334dfe5f5d49c6e8964577676f04972c59a3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 19 May 2021 23:39:52 +0200
Subject: [PATCH 0292/1007] Regex, Format, Struct, Threading

---
 README.md  | 30 ++++++++++++++++--------------
 index.html | 38 ++++++++++++++++++++------------------
 2 files changed, 36 insertions(+), 32 deletions(-)

diff --git a/README.md b/README.md
index b30c92352..a88494f3d 100644
--- a/README.md
+++ b/README.md
@@ -377,7 +377,7 @@ import re
 
 ### Special Sequences
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
-* **As shown below, it restricts special sequence matches to `'[\x00-\x7f]'` and prevents `'\s'` from accepting `'[\x1c\x1d\x1e\x1f]'`.**
+* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c\x1d\x1e\x1f]'`.**
 * **Use a capital letter for negation.**
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
@@ -412,9 +412,10 @@ Format
 {<el>:.<10}                                    # '<el>......'
 {<el>:0}                                       # '<el>'
 ```
+* **Use `'{<el>:{<str/int/float>}[...]}'` to set options dynamically.**
+* **Adding `'!r'` before the colon converts object to string by calling its [repr()](#class) method.**
 
 ### Strings
-**`'!r'` calls object's [repr()](#class) method, instead of [str()](#class), to get a string.**
 ```python
 {'abcde'!r:10}                                 # "'abcde'   "
 {'abcde':10.3}                                 # 'abc       '
@@ -1286,7 +1287,9 @@ Enum
 ----
 ```python
 from enum import Enum, auto
+```
 
+```python
 class <enum_name>(Enum):
     <member_name_1> = <value_1>
     <member_name_2> = <value_2_a>, <value_2_b>
@@ -1857,7 +1860,7 @@ import sqlite3
 
 #### Or:
 ```python
-with <conn>:                                    # Exits block with commit() or rollback(),
+with <conn>:                                    # Exits the block with commit() or rollback(),
     <conn>.execute('<query>')                   # depending on whether an exception occurred.
 ```
 
@@ -1940,7 +1943,7 @@ def write_bytes(filename, bytes_obj):
 Struct
 ------
 * **Module that performs conversions between a sequence of numbers and a bytes object.**
-* **System’s native type sizes and byte order are used by default.**
+* **System’s type sizes and byte order are used by default.**
 
 ```python
 from struct import pack, unpack, iter_unpack
@@ -1962,7 +1965,7 @@ b'\x00\x01\x00\x02\x00\x00\x00\x03'
 
 ### Format
 #### For standard type sizes start format string with:
-* **`'='` - native byte order (usually little-endian)**
+* **`'='` - system's byte order (usually little-endian)**
 * **`'<'` - little-endian**
 * **`'>'` - big-endian (also `'!'`)**
 
@@ -1998,7 +2001,7 @@ Memory View
 * **A sequence object that points to the memory of another object.**
 * **Each element can reference a single or multiple consecutive bytes, depending on format.**
 * **Order and number of elements can be changed with slicing.**
-* **Casting only works between char and other types and always uses native size and b. order.**
+* **Casting only works between char and other types and uses system's sizes and byte order.**
 
 ```python
 <mview> = memoryview(<bytes/bytearray/array>)  # Immutable if bytes, else mutable.
@@ -2052,10 +2055,10 @@ from concurrent.futures import ThreadPoolExecutor
 
 ### Thread
 ```python
-<Thread> = Thread(target=<function>)           # Use `args=<collection>` to set arguments.
+<Thread> = Thread(target=<function>)           # Use `args=<collection>` to set the arguments.
 <Thread>.start()                               # Starts the thread.
-<bool> = <Thread>.is_alive()                   # Checks if thread has finished executing.
-<Thread>.join()                                # Waits for thread to finish.
+<bool> = <Thread>.is_alive()                   # Checks if the thread has finished executing.
+<Thread>.join()                                # Waits for the thread to finish.
 ```
 * **Use `'kwargs=<dict>'` to pass keyword arguments to the function.**
 * **Use `'daemon=True'`, or the program will not be able to exit while the thread is alive.**
@@ -2063,15 +2066,14 @@ from concurrent.futures import ThreadPoolExecutor
 ### Lock
 ```python
 <lock> = RLock()                               # Lock that can only be released by the owner.
-<lock>.acquire()                               # Waits for lock to be available.
-<lock>.release()                               # Makes lock available again.
+<lock>.acquire()                               # Waits for the lock to be available.
+<lock>.release()                               # Makes the lock available again.
 ```
 
 #### Or:
 ```python
-lock = RLock()
-with lock:
-    ...
+with <lock>:                                   # Enters the block by calling acquire(),
+    ...                                        # and exits it with release().
 ```
 
 ### Semaphore, Event, Barrier
diff --git a/index.html b/index.html
index d8f6b6da2..4833a5e14 100644
--- a/index.html
+++ b/index.html
@@ -508,7 +508,7 @@
 
 <div><h3 id="specialsequences">Special Sequences</h3><ul>
 <li><strong>By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless <code class="python hljs"><span class="hljs-string">'flags=re.ASCII'</span></code> argument is used.</strong></li>
-<li><strong>As shown below, it restricts special sequence matches to <code class="python hljs"><span class="hljs-string">'[\x00-\x7f]'</span></code> and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c\x1d\x1e\x1f]'</span></code>.</strong></li>
+<li><strong>As shown below, it restricts special sequence matches to the first 128 characters and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c\x1d\x1e\x1f]'</span></code>.</strong></li>
 <li><strong>Use a capital letter for negation.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-string">'\d'</span> == <span class="hljs-string">'[0-9]'</span>                                <span class="hljs-comment"># Matches decimal characters.</span>
 <span class="hljs-string">'\w'</span> == <span class="hljs-string">'[a-zA-Z0-9_]'</span>                         <span class="hljs-comment"># Matches alphanumerics and underscore.</span>
@@ -536,12 +536,15 @@
 {<el>:<span class="hljs-number">0</span>}                                       <span class="hljs-comment"># '<el>'</span>
 </code></pre></div>
 
-<div><h3 id="strings">Strings</h3><p><strong><code class="python hljs"><span class="hljs-string">'!r'</span></code> calls object's <a href="#class">repr()</a> method, instead of <a href="#class">str()</a>, to get a string.</strong></p><pre><code class="python language-python hljs">{<span class="hljs-string">'abcde'</span>!r:<span class="hljs-number">10</span>}                                 <span class="hljs-comment"># "'abcde'   "</span>
+<ul>
+<li><strong>Use <code class="python hljs"><span class="hljs-string">'{<el>:{<str/int/float>}[...]}'</span></code> to set options dynamically.</strong></li>
+<li><strong>Adding <code class="python hljs"><span class="hljs-string">'!r'</span></code> before the colon converts object to string by calling its <a href="#class">repr()</a> method.</strong></li>
+</ul>
+<div><h3 id="strings">Strings</h3><pre><code class="python language-python hljs">{<span class="hljs-string">'abcde'</span>!r:<span class="hljs-number">10</span>}                                 <span class="hljs-comment"># "'abcde'   "</span>
 {<span class="hljs-string">'abcde'</span>:<span class="hljs-number">10.3</span>}                                 <span class="hljs-comment"># 'abc       '</span>
 {<span class="hljs-string">'abcde'</span>:<span class="hljs-number">.3</span>}                                   <span class="hljs-comment"># 'abc'</span>
 </code></pre></div>
 
-
 <div><h3 id="numbers-1">Numbers</h3><pre><code class="python language-python hljs">{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>,}                                  <span class="hljs-comment"># '   123,456'</span>
 { <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>_}                                  <span class="hljs-comment"># '   123_456'</span>
 { <span class="hljs-number">123456</span>:+<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '   +123456'</span>
@@ -1252,13 +1255,13 @@
 <li><strong>Names of their required methods are stored in <code class="python hljs"><span class="hljs-string">'<abc>.__abstractmethods__'</span></code>.</strong></li>
 </ul>
 <div><h2 id="enum"><a href="#enum" name="enum">#</a>Enum</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> enum <span class="hljs-keyword">import</span> Enum, auto
+</code></pre></div>
 
-<span class="hljs-class"><span class="hljs-keyword">class</span> <<span class="hljs-title">enum_name</span>><span class="hljs-params">(Enum)</span>:</span>
+<pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <<span class="hljs-title">enum_name</span>><span class="hljs-params">(Enum)</span>:</span>
     <member_name_1> = <value_1>
     <member_name_2> = <value_2_a>, <value_2_b>
     <member_name_3> = auto()
-</code></pre></div>
-
+</code></pre>
 <ul>
 <li><strong>If there are no numeric values before auto(), it returns 1.</strong></li>
 <li><strong>Otherwise it returns an increment of the last numeric value.</strong></li>
@@ -1691,7 +1694,7 @@
 <conn>.rollback()                               <span class="hljs-comment"># Discards all changes since the last commit.</span>
 </code></pre></div>
 
-<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:                                    <span class="hljs-comment"># Exits block with commit() or rollback(),</span>
+<div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:                                    <span class="hljs-comment"># Exits the block with commit() or rollback(),</span>
     <conn>.execute(<span class="hljs-string">'<query>'</span>)                   <span class="hljs-comment"># depending on whether an exception occurred.</span>
 </code></pre></div>
 
@@ -1754,7 +1757,7 @@
 
 <div><h2 id="struct"><a href="#struct" name="struct">#</a>Struct</h2><ul>
 <li><strong>Module that performs conversions between a sequence of numbers and a bytes object.</strong></li>
-<li><strong>System’s native type sizes and byte order are used by default.</strong></li>
+<li><strong>System’s type sizes and byte order are used by default.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> struct <span class="hljs-keyword">import</span> pack, unpack, iter_unpack
 </code></pre></div>
 
@@ -1770,7 +1773,7 @@
 </code></pre></div>
 
 <div><h3 id="format-2">Format</h3><div><h4 id="forstandardtypesizesstartformatstringwith">For standard type sizes start format string with:</h4><ul>
-<li><strong><code class="python hljs"><span class="hljs-string">'='</span></code> - native byte order (usually little-endian)</strong></li>
+<li><strong><code class="python hljs"><span class="hljs-string">'='</span></code> - system's byte order (usually little-endian)</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'<'</span></code> - little-endian</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'>'</span></code> - big-endian (also <code class="python hljs"><span class="hljs-string">'!'</span></code>)</strong></li>
 </ul></div></div><div><h4 id="integertypesuseacapitalletterforunsignedtypeminimumandstandardsizesareinbrackets">Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:</h4><ul>
@@ -1803,7 +1806,7 @@
 <li><strong>A sequence object that points to the memory of another object.</strong></li>
 <li><strong>Each element can reference a single or multiple consecutive bytes, depending on format.</strong></li>
 <li><strong>Order and number of elements can be changed with slicing.</strong></li>
-<li><strong>Casting only works between char and other types and always uses native size and b. order.</strong></li>
+<li><strong>Casting only works between char and other types and uses system's sizes and byte order.</strong></li>
 </ul><pre><code class="python language-python hljs"><mview> = memoryview(<bytes/bytearray/array>)  <span class="hljs-comment"># Immutable if bytes, else mutable.</span>
 <real>  = <mview>[<index>]                     <span class="hljs-comment"># Returns an int or a float.</span>
 <mview> = <mview>[<slice>]                     <span class="hljs-comment"># Mview with rearranged elements.</span>
@@ -1841,10 +1844,10 @@
 </code></pre></div>
 
 
-<div><h3 id="thread">Thread</h3><pre><code class="python language-python hljs"><Thread> = Thread(target=<function>)           <span class="hljs-comment"># Use `args=<collection>` to set arguments.</span>
+<div><h3 id="thread">Thread</h3><pre><code class="python language-python hljs"><Thread> = Thread(target=<function>)           <span class="hljs-comment"># Use `args=<collection>` to set the arguments.</span>
 <Thread>.start()                               <span class="hljs-comment"># Starts the thread.</span>
-<bool> = <Thread>.is_alive()                   <span class="hljs-comment"># Checks if thread has finished executing.</span>
-<Thread>.join()                                <span class="hljs-comment"># Waits for thread to finish.</span>
+<bool> = <Thread>.is_alive()                   <span class="hljs-comment"># Checks if the thread has finished executing.</span>
+<Thread>.join()                                <span class="hljs-comment"># Waits for the thread to finish.</span>
 </code></pre></div>
 
 <ul>
@@ -1852,13 +1855,12 @@
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'daemon=True'</span></code>, or the program will not be able to exit while the thread is alive.</strong></li>
 </ul>
 <div><h3 id="lock">Lock</h3><pre><code class="python language-python hljs"><lock> = RLock()                               <span class="hljs-comment"># Lock that can only be released by the owner.</span>
-<lock>.acquire()                               <span class="hljs-comment"># Waits for lock to be available.</span>
-<lock>.release()                               <span class="hljs-comment"># Makes lock available again.</span>
+<lock>.acquire()                               <span class="hljs-comment"># Waits for the lock to be available.</span>
+<lock>.release()                               <span class="hljs-comment"># Makes the lock available again.</span>
 </code></pre></div>
 
-<div><h4 id="or-1">Or:</h4><pre><code class="python language-python hljs">lock = RLock()
-<span class="hljs-keyword">with</span> lock:
-    ...
+<div><h4 id="or-1">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <lock>:                                   <span class="hljs-comment"># Enters the block by calling acquire(),</span>
+    ...                                        <span class="hljs-comment"># and exits it with release().</span>
 </code></pre></div>
 
 <div><h3 id="semaphoreeventbarrier">Semaphore, Event, Barrier</h3><pre><code class="python language-python hljs"><Semaphore> = Semaphore(value=<span class="hljs-number">1</span>)               <span class="hljs-comment"># Lock that can be acquired by 'value' threads.</span>

From 52abd7b82b865922bcad1272be7fbd12f307b015 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 20 May 2021 11:58:00 +0200
Subject: [PATCH 0293/1007] Changed date

---
 index.html        | 4 ++--
 web/template.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/index.html b/index.html
index 4833a5e14..bc15fc509 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>November 26, 2020</aside>
+    <aside>May 20, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -3005,7 +3005,7 @@
  
 
   <footer>
-    <aside>November 26, 2020</aside>
+    <aside>May 20, 2021</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/web/template.html b/web/template.html
index ab2864476..d508fa55b 100644
--- a/web/template.html
+++ b/web/template.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>November 26, 2020</aside>
+    <aside>May 20, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -234,7 +234,7 @@
   <div id=main_container></div>
 
   <footer>
-    <aside>November 26, 2020</aside>
+    <aside>May 20, 2021</aside>
     <a href="https://github.com/" rel="author">Jure Šorn</a>
   </footer>
 

From f3ea09fe8be31556402ab26f549145e6d445934a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 20 May 2021 12:54:51 +0200
Subject: [PATCH 0294/1007] Regex

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a88494f3d..19637c4ad 100644
--- a/README.md
+++ b/README.md
@@ -377,7 +377,7 @@ import re
 
 ### Special Sequences
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
-* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c\x1d\x1e\x1f]'`.**
+* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'`.**
 * **Use a capital letter for negation.**
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
diff --git a/index.html b/index.html
index bc15fc509..bc964be98 100644
--- a/index.html
+++ b/index.html
@@ -508,7 +508,7 @@
 
 <div><h3 id="specialsequences">Special Sequences</h3><ul>
 <li><strong>By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless <code class="python hljs"><span class="hljs-string">'flags=re.ASCII'</span></code> argument is used.</strong></li>
-<li><strong>As shown below, it restricts special sequence matches to the first 128 characters and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c\x1d\x1e\x1f]'</span></code>.</strong></li>
+<li><strong>As shown below, it restricts special sequence matches to the first 128 characters and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c-\x1f]'</span></code>.</strong></li>
 <li><strong>Use a capital letter for negation.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-string">'\d'</span> == <span class="hljs-string">'[0-9]'</span>                                <span class="hljs-comment"># Matches decimal characters.</span>
 <span class="hljs-string">'\w'</span> == <span class="hljs-string">'[a-zA-Z0-9_]'</span>                         <span class="hljs-comment"># Matches alphanumerics and underscore.</span>

From f4d5399d2d58b2afb176c53bfb500d8fdf873133 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 20 May 2021 14:50:43 +0200
Subject: [PATCH 0295/1007] Updated remove_links.py script

---
 pdf/remove_links.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 2f97aef27..1dc54a4ed 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -8,9 +8,9 @@
 
 MATCHES = {
     '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module \'operator\' (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.</strong>',
-    '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s <a href="#class">repr()</a> method, instead of <a href="#class">str()</a>, to get a string.</strong>': '<strong><code class="python hljs"><span class="hljs-string">\'!r\'</span></code> calls object\'s repr() method, instead of str(), to get a string (p. 14).</strong>',
+    '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its <a href="#class">repr()</a> method.</strong>': '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its repr() method (p. 14).</strong>',
     '<strong>Default_factory can be any <a href="#callable">callable</a>.</strong>': '<strong>Default_factory can be any callable (p. 17).</strong>',
-    '<strong>Iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',
+    '<strong>Sequence iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Sequence iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',
     '<strong>Objects returned by the <a href="#itertools">itertools</a> module, such as count, repeat and cycle.</strong>': '<strong>Objects returned by the itertools module, such as count, repeat and cycle (p. 3).</strong>',
     '<strong>Generators returned by the <a href="#generator">generator functions</a> and <a href="#comprehensions">generator expressions</a>.</strong>': '<strong>Generators returned by the generator functions (p. 4) and generator expressions (p. 11).</strong>',
     '<strong>File objects returned by the <a href="#open">open()</a> function, etc.</strong>': '<strong>File objects returned by the open() function (p. 22), etc.</strong>',

From de1f11380cdaa01f68bbe8f68261b3176c9024ee Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 28 Jul 2021 20:03:59 +0200
Subject: [PATCH 0296/1007] Updated parse.js documentation

---
 .gitignore |  3 +++
 parse.js   | 12 +++++++++---
 2 files changed, 12 insertions(+), 3 deletions(-)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 000000000..b8ffe08f2
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+node_modules/
+package-lock.json
+
diff --git a/parse.js b/parse.js
index c760811a9..69f53d0ea 100755
--- a/parse.js
+++ b/parse.js
@@ -1,12 +1,18 @@
 #!/usr/bin/env node
 // Usage: node parse.js
+//
 // Script that creates index.html out of web/template.html and README.md.
 // It is written in JS because this code used to be executed on the client side.
-// To install dependencies run:
-// $ npm install -g jsdom jquery showdown highlightjs
-// If running on Mac and modules can't be found after installation add:
+// To install the Node.js and npm run:
+// $ sudo apt install nodejs npm  # On macOS use `brew install ...` instead.
+// To install dependencies globally, run:
+// $ npm install -g jsdom jquery showdown highlightjs@9.12.0
+// If running on macOS and modules can't be found after installation add:
 // export NODE_PATH=/usr/local/lib/node_modules
 // to the ~/.bash_profile or ~/.bashrc file and run '$ bash'.
+// To avoid problems with permissions and path variables, install modules
+// into project's directory using:
+// $ npm install jsdom jquery showdown highlightjs@9.12.0
 
 
 const fs = require('fs');

From 6b23015f735d6080670dd358bb6f61cc9a828580 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 28 Jul 2021 20:15:25 +0200
Subject: [PATCH 0297/1007] Updated parse.js documentation

---
 parse.js | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/parse.js b/parse.js
index 69f53d0ea..aaba64012 100755
--- a/parse.js
+++ b/parse.js
@@ -13,6 +13,9 @@
 // To avoid problems with permissions and path variables, install modules
 // into project's directory using:
 // $ npm install jsdom jquery showdown highlightjs@9.12.0
+// It is also advisable to add a script into .git/hooks directory, that will run 
+// this script before every commit. It should be named 'pre-commit' and it should
+// contain the following line: `./parse.js`.
 
 
 const fs = require('fs');

From 332bf7e913a7849943c77824425e4b30afe1876a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 29 Jul 2021 00:58:34 +0200
Subject: [PATCH 0298/1007] Removed .gitignore

---
 .gitignore | 3 ---
 1 file changed, 3 deletions(-)
 delete mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index b8ffe08f2..000000000
--- a/.gitignore
+++ /dev/null
@@ -1,3 +0,0 @@
-node_modules/
-package-lock.json
-

From 1fa9a9939b3ebb086a041d1a021d89f372f308d5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 11 Aug 2021 21:18:55 +0200
Subject: [PATCH 0299/1007] Parse.js now automatically updates the date of
 index.html

---
 index.html        |  6 +++---
 parse.js          | 26 ++++++++++++++++++++++----
 web/template.html |  2 +-
 3 files changed, 26 insertions(+), 8 deletions(-)

diff --git a/index.html b/index.html
index bc964be98..e62fe063f 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>May 20, 2021</aside>
+    <aside>August 11, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -3005,8 +3005,8 @@
  
 
   <footer>
-    <aside>May 20, 2021</aside>
-    <a href="https://github.com/" rel="author">Jure Šorn</a>
+    <aside>August 11, 2021</aside>
+    <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
   <script src="https://github.com/web/jquery-3.4.0.min.js"></script>
diff --git a/parse.js b/parse.js
index aaba64012..ab5bdbe32 100755
--- a/parse.js
+++ b/parse.js
@@ -2,20 +2,25 @@
 // Usage: node parse.js
 //
 // Script that creates index.html out of web/template.html and README.md.
+//
 // It is written in JS because this code used to be executed on the client side.
 // To install the Node.js and npm run:
 // $ sudo apt install nodejs npm  # On macOS use `brew install ...` instead.
+//
 // To install dependencies globally, run:
 // $ npm install -g jsdom jquery showdown highlightjs@9.12.0
+//
 // If running on macOS and modules can't be found after installation add:
 // export NODE_PATH=/usr/local/lib/node_modules
 // to the ~/.bash_profile or ~/.bashrc file and run '$ bash'.
+//
 // To avoid problems with permissions and path variables, install modules
 // into project's directory using:
 // $ npm install jsdom jquery showdown highlightjs@9.12.0
-// It is also advisable to add a script into .git/hooks directory, that will run 
-// this script before every commit. It should be named 'pre-commit' and it should
-// contain the following line: `./parse.js`.
+//
+// It is also advisable to add a Bash script into .git/hooks directory, that will
+// run this script before every commit. It should be named 'pre-commit' and it
+// should contain the following line: `./parse.js`.
 
 
 const fs = require('fs');
@@ -408,7 +413,8 @@ function main() {
   const html = getMd();
   initDom(html);
   modifyPage();
-  const template = readFile('web/template.html');
+  var template = readFile('web/template.html');
+  template = updateDate(template);
   const tokens = template.split('<div id=main_container></div>');
   const text = `${tokens[0]} ${document.body.innerHTML} ${tokens[1]}`;
   writeToFile('index.html', text);
@@ -580,6 +586,18 @@ function removePlotImages() {
   $('img[alt="Covid Cases"]').remove();
 }
 
+
+function updateDate(template) {
+  const date = new Date();
+  const date_str = date.toLocaleString('en-us', {month: 'long', day: 'numeric', year: 'numeric'});
+  template = template.replace('May 20, 2021', date_str);
+  template = template.replace('May 20, 2021', date_str);
+  return template;
+}
+
+
+// UTIL
+
 function readFile(filename) {
   try {  
     return fs.readFileSync(filename, 'utf8');
diff --git a/web/template.html b/web/template.html
index d508fa55b..8db5fe75e 100644
--- a/web/template.html
+++ b/web/template.html
@@ -235,7 +235,7 @@
 
   <footer>
     <aside>May 20, 2021</aside>
-    <a href="https://github.com/" rel="author">Jure Šorn</a>
+    <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
   <script src="https://github.com/web/jquery-3.4.0.min.js"></script>

From dd37505f3fc1c80bef73d9c5ec798a7dc49c550d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 1 Oct 2021 01:22:39 +0200
Subject: [PATCH 0300/1007] Inline

---
 README.md  | 22 +++++++++++-----------
 index.html | 26 +++++++++++++-------------
 2 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/README.md b/README.md
index 19637c4ad..26e451a55 100644
--- a/README.md
+++ b/README.md
@@ -732,10 +732,10 @@ def f(x, *args, z, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3
 
 ### Other Uses
 ```python
-<list> = [*<collection> [, ...]]
-<set>  = {*<collection> [, ...]}
-<tup.> = (*<collection>, [...])
-<dict> = {**<dict> [, ...]}
+<list>  = [*<collection> [, ...]]
+<set>   = {*<collection> [, ...]}
+<tuple> = (*<collection>, [...])
+<dict>  = {**<dict> [, ...]}
 ```
 
 ```python
@@ -774,8 +774,8 @@ Inline
 
 ### Any, All
 ```python
-<bool> = any(<collection>)                                # False if empty.
-<bool> = all(el[1] for el in <collection>)                # True if empty.
+<bool> = any(<collection>)                                # Is `bool(el)` True for any element.
+<bool> = all(<collection>)                                # Is True for all elements or empty.
 ```
 
 ### Conditional Expression
@@ -788,11 +788,11 @@ Inline
 ['zero', 1, 2, 3]
 ```
 
-### Namedtuple, Enum, Dataclass
+### Named Tuple, Enum, Dataclass
 ```python
 from collections import namedtuple
-Point     = namedtuple('Point', 'x y')
-point     = Point(0, 0)
+Point = namedtuple('Point', 'x y')
+point = Point(0, 0)
 ```
 
 ```python
@@ -803,8 +803,8 @@ direction = Direction.n
 
 ```python
 from dataclasses import make_dataclass
-Creature  = make_dataclass('Creature', ['loc', 'dir'])
-creature  = Creature(Point(0, 0), Direction.n)
+Creature = make_dataclass('Creature', ['loc', 'dir'])
+creature = Creature(point, direction)
 ```
 
 
diff --git a/index.html b/index.html
index e62fe063f..6a3e2e703 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>August 11, 2021</aside>
+    <aside>October 1, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -786,10 +786,10 @@
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">f</span><span class="hljs-params">(*args, y, **kwargs)</span>:</span>     <span class="hljs-comment"># f(x=1, y=2, z=3) | f(1, y=2, z=3)</span>
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">f</span><span class="hljs-params">(x, *args, z, **kwargs)</span>:</span>  <span class="hljs-comment"># f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)</span>
 </code></pre>
-<div><h3 id="otheruses">Other Uses</h3><pre><code class="python language-python hljs"><list> = [*<collection> [, ...]]
-<set>  = {*<collection> [, ...]}
-<tup.> = (*<collection>, [...])
-<dict> = {**<dict> [, ...]}
+<div><h3 id="otheruses">Other Uses</h3><pre><code class="python language-python hljs"><list>  = [*<collection> [, ...]]
+<set>   = {*<collection> [, ...]}
+<tuple> = (*<collection>, [...])
+<dict>  = {**<dict> [, ...]}
 </code></pre></div>
 
 <pre><code class="python language-python hljs">head, *body, tail = <collection>
@@ -816,8 +816,8 @@
 <ul>
 <li><strong>Reduce must be imported from functools module.</strong></li>
 </ul>
-<div><h3 id="anyall">Any, All</h3><pre><code class="python language-python hljs"><bool> = any(<collection>)                                <span class="hljs-comment"># False if empty.</span>
-<bool> = all(el[<span class="hljs-number">1</span>] <span class="hljs-keyword">for</span> el <span class="hljs-keyword">in</span> <collection>)                <span class="hljs-comment"># True if empty.</span>
+<div><h3 id="anyall">Any, All</h3><pre><code class="python language-python hljs"><bool> = any(<collection>)                                <span class="hljs-comment"># Is `bool(el)` True for any element.</span>
+<bool> = all(<collection>)                                <span class="hljs-comment"># Is True for all elements or empty.</span>
 </code></pre></div>
 
 <div><h3 id="conditionalexpression">Conditional Expression</h3><pre><code class="python language-python hljs"><obj> = <exp_if_true> <span class="hljs-keyword">if</span> <condition> <span class="hljs-keyword">else</span> <exp_if_false>
@@ -826,9 +826,9 @@
 <pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>[a <span class="hljs-keyword">if</span> a <span class="hljs-keyword">else</span> <span class="hljs-string">'zero'</span> <span class="hljs-keyword">for</span> a <span class="hljs-keyword">in</span> (<span class="hljs-number">0</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)]
 [<span class="hljs-string">'zero'</span>, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>]
 </code></pre>
-<div><h3 id="namedtupleenumdataclass">Namedtuple, Enum, Dataclass</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> collections <span class="hljs-keyword">import</span> namedtuple
-Point     = namedtuple(<span class="hljs-string">'Point'</span>, <span class="hljs-string">'x y'</span>)
-point     = Point(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>)
+<div><h3 id="namedtupleenumdataclass">Named Tuple, Enum, Dataclass</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> collections <span class="hljs-keyword">import</span> namedtuple
+Point = namedtuple(<span class="hljs-string">'Point'</span>, <span class="hljs-string">'x y'</span>)
+point = Point(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>)
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> enum <span class="hljs-keyword">import</span> Enum
@@ -836,8 +836,8 @@
 direction = Direction.n
 </code></pre>
 <pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
-Creature  = make_dataclass(<span class="hljs-string">'Creature'</span>, [<span class="hljs-string">'loc'</span>, <span class="hljs-string">'dir'</span>])
-creature  = Creature(Point(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>), Direction.n)
+Creature = make_dataclass(<span class="hljs-string">'Creature'</span>, [<span class="hljs-string">'loc'</span>, <span class="hljs-string">'dir'</span>])
+creature = Creature(point, direction)
 </code></pre>
 <div><h2 id="closure"><a href="#closure" name="closure">#</a>Closure</h2><p><strong>We have a closure in Python when:</strong></p><ul>
 <li><strong>A nested function references a value of its enclosing function and then</strong></li>
@@ -3005,7 +3005,7 @@
  
 
   <footer>
-    <aside>August 11, 2021</aside>
+    <aside>October 1, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 19eb97ccf52601e83651a5e918d2d96df9e078c1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 1 Oct 2021 04:12:05 +0200
Subject: [PATCH 0301/1007] String

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 26e451a55..79a3f9d10 100644
--- a/README.md
+++ b/README.md
@@ -308,7 +308,7 @@ String
 ```python
 <list> = <str>.split()                       # Splits on one or more whitespace characters.
 <list> = <str>.split(sep=None, maxsplit=-1)  # Splits on 'sep' str at most 'maxsplit' times.
-<list> = <str>.splitlines(keepends=False)    # Splits on [\n\r\f\v\x1c\x1d\x1e\x85] and '\r\n'.
+<list> = <str>.splitlines(keepends=False)    # Splits on [\n\r\f\v\x1c\x1d\x1e\x85…] and \r\n.
 <str>  = <str>.join(<coll_of_strings>)       # Joins elements using string as a separator.
 ```
 
diff --git a/index.html b/index.html
index 6a3e2e703..7afc768d0 100644
--- a/index.html
+++ b/index.html
@@ -449,7 +449,7 @@
 
 <pre><code class="python language-python hljs"><list> = <str>.split()                       <span class="hljs-comment"># Splits on one or more whitespace characters.</span>
 <list> = <str>.split(sep=<span class="hljs-keyword">None</span>, maxsplit=<span class="hljs-number">-1</span>)  <span class="hljs-comment"># Splits on 'sep' str at most 'maxsplit' times.</span>
-<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># Splits on [\n\r\f\v\x1c\x1d\x1e\x85] and '\r\n'.</span>
+<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># Splits on [\n\r\f\v\x1c\x1d\x1e\x85…] and \r\n.</span>
 <str>  = <str>.join(<coll_of_strings>)       <span class="hljs-comment"># Joins elements using string as a separator.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><bool> = <sub_str> <span class="hljs-keyword">in</span> <str>                  <span class="hljs-comment"># Checks if string contains a substring.</span>

From 7af8bec7c34403de4d7c80a316de2f2ee815eb7e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 2 Oct 2021 03:05:05 +0200
Subject: [PATCH 0302/1007] Curses

---
 README.md  | 4 ++--
 index.html | 8 ++++----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 79a3f9d10..57bbf577a 100644
--- a/README.md
+++ b/README.md
@@ -2383,8 +2383,8 @@ def main(screen):
     while ch != ascii.ESC:
         height, _ = screen.getmaxyx()
         screen.clear()
-        for y, a_path in enumerate(paths[first : first+height]):
-            screen.addstr(y, 0, a_path, A_REVERSE * (selected == first + y))
+        for y, filename in enumerate(paths[first : first+height]):
+            screen.addstr(y, 0, filename, A_REVERSE * (selected == first + y))
         ch = screen.getch()
         selected += (ch == KEY_DOWN) - (ch == KEY_UP)
         selected = max(0, min(len(paths)-1, selected))
diff --git a/index.html b/index.html
index 7afc768d0..009e5f7b9 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 1, 2021</aside>
+    <aside>October 2, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -2093,8 +2093,8 @@
     <span class="hljs-keyword">while</span> ch != ascii.ESC:
         height, _ = screen.getmaxyx()
         screen.clear()
-        <span class="hljs-keyword">for</span> y, a_path <span class="hljs-keyword">in</span> enumerate(paths[first : first+height]):
-            screen.addstr(y, <span class="hljs-number">0</span>, a_path, A_REVERSE * (selected == first + y))
+        <span class="hljs-keyword">for</span> y, filename <span class="hljs-keyword">in</span> enumerate(paths[first : first+height]):
+            screen.addstr(y, <span class="hljs-number">0</span>, filename, A_REVERSE * (selected == first + y))
         ch = screen.getch()
         selected += (ch == KEY_DOWN) - (ch == KEY_UP)
         selected = max(<span class="hljs-number">0</span>, min(len(paths)<span class="hljs-number">-1</span>, selected))
@@ -3005,7 +3005,7 @@
  
 
   <footer>
-    <aside>October 1, 2021</aside>
+    <aside>October 2, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 6344398401ca3b9c6466a53e95d966ed398e57ff Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 2 Oct 2021 03:15:42 +0200
Subject: [PATCH 0303/1007] Fixed links at the top

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 57bbf577a..31722a497 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 Comprehensive Python Cheatsheet
 ===============================
-<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
+<sup><a href="https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md">Download text file</a>, <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">Buy PDF</a>, <a href="https://github.com/gto76/python-cheatsheet">Fork me on GitHub</a> or <a href="https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions">Check out FAQ</a>.
 </sup>
 
 ![Monty Python](web/image_888.jpeg)

From fd773050e35876500b810ad4a84d23870320dcb9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 2 Oct 2021 03:20:15 +0200
Subject: [PATCH 0304/1007] Reverted link changes

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 31722a497..57bbf577a 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 Comprehensive Python Cheatsheet
 ===============================
-<sup><a href="https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md">Download text file</a>, <a href="https://transactions.sendowl.com/products/78175486/4422834F/view">Buy PDF</a>, <a href="https://github.com/gto76/python-cheatsheet">Fork me on GitHub</a> or <a href="https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions">Check out FAQ</a>.
+<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
 </sup>
 
 ![Monty Python](web/image_888.jpeg)

From bbde7a70b58ff97b8706e3734794fee4bf346737 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 4 Oct 2021 04:31:29 +0200
Subject: [PATCH 0305/1007] Format, Pygame

---
 README.md  |  8 +++++---
 index.html | 14 ++++++++------
 2 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 57bbf577a..7c213e3aa 100644
--- a/README.md
+++ b/README.md
@@ -412,18 +412,20 @@ Format
 {<el>:.<10}                                    # '<el>......'
 {<el>:0}                                       # '<el>'
 ```
-* **Use `'{<el>:{<str/int/float>}[...]}'` to set options dynamically.**
+* **Options can be generated dynamically: `f'{<el>:{<str/int>}[…]}'`.**
 * **Adding `'!r'` before the colon converts object to string by calling its [repr()](#class) method.**
 
 ### Strings
 ```python
-{'abcde'!r:10}                                 # "'abcde'   "
+{'abcde':10}                                   # 'abcde     '
 {'abcde':10.3}                                 # 'abc       '
 {'abcde':.3}                                   # 'abc'
+{'abcde'!r:10}                                 # "'abcde'   "
 ```
 
 ### Numbers
 ```python
+{ 123456:10}                                   # '    123456'
 { 123456:10,}                                  # '   123,456'
 { 123456:10_}                                  # '   123_456'
 { 123456:+10}                                  # '   +123456'
@@ -2950,7 +2952,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 **Object for representing images.**
 ```python
 <Surf> = pg.display.set_mode((width, height))   # Returns display surface.
-<Surf> = pg.Surface((width, height), …)         # New RGB surface. Add `pg.SRCALPHA` for RGBA.
+<Surf> = pg.Surface((width, height) [, flags])  # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
 <Surf> = pg.image.load('<path>')                # Loads the image. Format depends on source.
 <Surf> = <Surf>.subsurface(<Rect>)              # Returns a subsurface.
 ```
diff --git a/index.html b/index.html
index 009e5f7b9..1d802bbef 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 2, 2021</aside>
+    <aside>October 4, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -537,15 +537,17 @@
 </code></pre></div>
 
 <ul>
-<li><strong>Use <code class="python hljs"><span class="hljs-string">'{<el>:{<str/int/float>}[...]}'</span></code> to set options dynamically.</strong></li>
+<li><strong>Options can be generated dynamically: <code class="python hljs"><span class="hljs-string">f'<span class="hljs-subst">{<el>:{<str/int>}</span>[…]}'</span></code>.</strong></li>
 <li><strong>Adding <code class="python hljs"><span class="hljs-string">'!r'</span></code> before the colon converts object to string by calling its <a href="#class">repr()</a> method.</strong></li>
 </ul>
-<div><h3 id="strings">Strings</h3><pre><code class="python language-python hljs">{<span class="hljs-string">'abcde'</span>!r:<span class="hljs-number">10</span>}                                 <span class="hljs-comment"># "'abcde'   "</span>
+<div><h3 id="strings">Strings</h3><pre><code class="python language-python hljs">{<span class="hljs-string">'abcde'</span>:<span class="hljs-number">10</span>}                                   <span class="hljs-comment"># 'abcde     '</span>
 {<span class="hljs-string">'abcde'</span>:<span class="hljs-number">10.3</span>}                                 <span class="hljs-comment"># 'abc       '</span>
 {<span class="hljs-string">'abcde'</span>:<span class="hljs-number">.3</span>}                                   <span class="hljs-comment"># 'abc'</span>
+{<span class="hljs-string">'abcde'</span>!r:<span class="hljs-number">10</span>}                                 <span class="hljs-comment"># "'abcde'   "</span>
 </code></pre></div>
 
-<div><h3 id="numbers-1">Numbers</h3><pre><code class="python language-python hljs">{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>,}                                  <span class="hljs-comment"># '   123,456'</span>
+<div><h3 id="numbers-1">Numbers</h3><pre><code class="python language-python hljs">{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>}                                   <span class="hljs-comment"># '    123456'</span>
+{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>,}                                  <span class="hljs-comment"># '   123,456'</span>
 { <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>_}                                  <span class="hljs-comment"># '   123_456'</span>
 { <span class="hljs-number">123456</span>:+<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '   +123456'</span>
 {<span class="hljs-number">-123456</span>:=<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '-   123456'</span>
@@ -2538,7 +2540,7 @@
 <list> = <Rect>.collidelistall(<list_of_Rect>)  <span class="hljs-comment"># Returns indexes of all colliding Rects.</span>
 </code></pre>
 <div><h3 id="surface">Surface</h3><p><strong>Object for representing images.</strong></p><pre><code class="python language-python hljs"><Surf> = pg.display.set_mode((width, height))   <span class="hljs-comment"># Returns display surface.</span>
-<Surf> = pg.Surface((width, height), …)         <span class="hljs-comment"># New RGB surface. Add `pg.SRCALPHA` for RGBA.</span>
+<Surf> = pg.Surface((width, height) [, flags])  <span class="hljs-comment"># New RGB surface. RGBA if `flags=pg.SRCALPHA`.</span>
 <Surf> = pg.image.load(<span class="hljs-string">'<path>'</span>)                <span class="hljs-comment"># Loads the image. Format depends on source.</span>
 <Surf> = <Surf>.subsurface(<Rect>)              <span class="hljs-comment"># Returns a subsurface.</span>
 </code></pre></div>
@@ -3005,7 +3007,7 @@
  
 
   <footer>
-    <aside>October 2, 2021</aside>
+    <aside>October 4, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From a9454ebabd0fab409d71eec41eea1a6eade84593 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E8=B0=AD=E4=B9=9D=E9=BC=8E?= <109224573@qq.com>
Date: Wed, 6 Oct 2021 10:21:42 +0800
Subject: [PATCH 0306/1007] subprocess.run: encoding -> text=True

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 7c213e3aa..94f8ada68 100644
--- a/README.md
+++ b/README.md
@@ -1703,7 +1703,7 @@ import os
 #### Sends '1 + 1' to the basic calculator and captures its output:
 ```python
 >>> from subprocess import run
->>> run('bc', input='1 + 1\n', capture_output=True, encoding='utf-8')
+>>> run('bc', input='1 + 1\n', capture_output=True, text=True)
 CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 ```
 

From 2be9c2df86dfd98a8ece1bfed24a2d255785f3ec Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 7 Oct 2021 10:03:17 +0200
Subject: [PATCH 0307/1007] Format, Class, Enum, Exception

---
 README.md    | 20 ++++++++++----------
 index.html   | 24 ++++++++++++------------
 web/faq.html |  2 +-
 3 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/README.md b/README.md
index 7c213e3aa..fde4a5d09 100644
--- a/README.md
+++ b/README.md
@@ -425,12 +425,12 @@ Format
 
 ### Numbers
 ```python
-{ 123456:10}                                   # '    123456'
-{ 123456:10,}                                  # '   123,456'
-{ 123456:10_}                                  # '   123_456'
-{ 123456:+10}                                  # '   +123456'
-{-123456:=10}                                  # '-   123456'
-{ 123456: }                                    # ' 123456'
+{123456:10}                                    # '    123456'
+{123456:10,}                                   # '   123,456'
+{123456:10_}                                   # '   123_456'
+{123456:+10}                                   # '   +123456'
+{123456:=+10}                                  # '+   123456'
+{123456: }                                     # ' 123456'
 {-123456: }                                    # '-123456'
 ```
 
@@ -1031,6 +1031,7 @@ class <class_name>:
     <attr_name_2>: <type> = <default_value>
     <attr_name_3>: list/dict/set = field(default_factory=list/dict/set)
 ```
+* **For arbitrary type use `'typing.Any'`.**
 * **Objects can be made sortable with `'order=True'` and immutable with `'frozen=True'`.**
 * **For object to be hashable, all attributes must be hashable and frozen must be True.**
 * **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances.**
@@ -1333,9 +1334,9 @@ Cutlery = Enum('Cutlery', {'fork': 1, 'knife': 2, 'spoon': 3})
 ```python
 from functools import partial
 LogicOp = Enum('LogicOp', {'AND': partial(lambda l, r: l and r),
-                           'OR' : partial(lambda l, r: l or r)})
+                           'OR':  partial(lambda l, r: l or r)})
 ```
-* **Another solution in this particular case is to use functions and\_() and or\_() from the module [operator](#operator).**
+* **Member names are in all caps because trying to access a member that is named after a reserved keyword raises SyntaxError.**
 
 
 Exceptions
@@ -1362,7 +1363,7 @@ finally:
     <code_3>
 ```
 * **Code inside the `'else'` block will only be executed if `'try'` block had no exceptions.**
-* **Code inside the `'finally'` block will always be executed.**
+* **Code inside the `'finally'` block will always be executed (unless a signal is received).**
 
 ### Catching Exceptions
 ```python
@@ -2131,7 +2132,6 @@ sorted_by_second = sorted(<collection>, key=op.itemgetter(1))
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(1, 0))
 product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
-LogicOp          = enum.Enum('LogicOp', {'AND': op.and_, 'OR': op.or_})
 last_el          = op.methodcaller('pop')(<list>)
 ```
 
diff --git a/index.html b/index.html
index 1d802bbef..3326aeade 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 4, 2021</aside>
+    <aside>October 7, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -546,12 +546,12 @@
 {<span class="hljs-string">'abcde'</span>!r:<span class="hljs-number">10</span>}                                 <span class="hljs-comment"># "'abcde'   "</span>
 </code></pre></div>
 
-<div><h3 id="numbers-1">Numbers</h3><pre><code class="python language-python hljs">{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>}                                   <span class="hljs-comment"># '    123456'</span>
-{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>,}                                  <span class="hljs-comment"># '   123,456'</span>
-{ <span class="hljs-number">123456</span>:<span class="hljs-number">10</span>_}                                  <span class="hljs-comment"># '   123_456'</span>
-{ <span class="hljs-number">123456</span>:+<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '   +123456'</span>
-{<span class="hljs-number">-123456</span>:=<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '-   123456'</span>
-{ <span class="hljs-number">123456</span>: }                                    <span class="hljs-comment"># ' 123456'</span>
+<div><h3 id="numbers-1">Numbers</h3><pre><code class="python language-python hljs">{<span class="hljs-number">123456</span>:<span class="hljs-number">10</span>}                                    <span class="hljs-comment"># '    123456'</span>
+{<span class="hljs-number">123456</span>:<span class="hljs-number">10</span>,}                                   <span class="hljs-comment"># '   123,456'</span>
+{<span class="hljs-number">123456</span>:<span class="hljs-number">10</span>_}                                   <span class="hljs-comment"># '   123_456'</span>
+{<span class="hljs-number">123456</span>:+<span class="hljs-number">10</span>}                                   <span class="hljs-comment"># '   +123456'</span>
+{<span class="hljs-number">123456</span>:=+<span class="hljs-number">10</span>}                                  <span class="hljs-comment"># '+   123456'</span>
+{<span class="hljs-number">123456</span>: }                                     <span class="hljs-comment"># ' 123456'</span>
 {<span class="hljs-number">-123456</span>: }                                    <span class="hljs-comment"># '-123456'</span>
 </code></pre></div>
 
@@ -1025,6 +1025,7 @@
 
 
 <ul>
+<li><strong>For arbitrary type use <code class="python hljs"><span class="hljs-string">'typing.Any'</span></code>.</strong></li>
 <li><strong>Objects can be made sortable with <code class="python hljs"><span class="hljs-string">'order=True'</span></code> and immutable with <code class="python hljs"><span class="hljs-string">'frozen=True'</span></code>.</strong></li>
 <li><strong>For object to be hashable, all attributes must be hashable and frozen must be True.</strong></li>
 <li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances.</strong></li>
@@ -1291,11 +1292,11 @@
 
 <div><h4 id="userdefinedfunctionscannotbevaluessotheymustbewrapped">User-defined functions cannot be values, so they must be wrapped:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> partial
 LogicOp = Enum(<span class="hljs-string">'LogicOp'</span>, {<span class="hljs-string">'AND'</span>: partial(<span class="hljs-keyword">lambda</span> l, r: l <span class="hljs-keyword">and</span> r),
-                           <span class="hljs-string">'OR'</span> : partial(<span class="hljs-keyword">lambda</span> l, r: l <span class="hljs-keyword">or</span> r)})
+                           <span class="hljs-string">'OR'</span>:  partial(<span class="hljs-keyword">lambda</span> l, r: l <span class="hljs-keyword">or</span> r)})
 </code></pre></div>
 
 <ul>
-<li><strong>Another solution in this particular case is to use functions and_() and or_() from the module <a href="#operator">operator</a>.</strong></li>
+<li><strong>Member names are in all caps because trying to access a member that is named after a reserved keyword raises SyntaxError.</strong></li>
 </ul>
 <div><h2 id="exceptions"><a href="#exceptions" name="exceptions">#</a>Exceptions</h2><div><h3 id="basicexample">Basic Example</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">try</span>:
     <code>
@@ -1318,7 +1319,7 @@
 
 <ul>
 <li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'else'</span></code> block will only be executed if <code class="python hljs"><span class="hljs-string">'try'</span></code> block had no exceptions.</strong></li>
-<li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'finally'</span></code> block will always be executed.</strong></li>
+<li><strong>Code inside the <code class="python hljs"><span class="hljs-string">'finally'</span></code> block will always be executed (unless a signal is received).</strong></li>
 </ul>
 <div><h3 id="catchingexceptions">Catching Exceptions</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">except</span> <exception>:
 <span class="hljs-keyword">except</span> <exception> <span class="hljs-keyword">as</span> <name>:
@@ -1903,7 +1904,6 @@
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>))
 product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
-LogicOp          = enum.Enum(<span class="hljs-string">'LogicOp'</span>, {<span class="hljs-string">'AND'</span>: op.and_, <span class="hljs-string">'OR'</span>: op.or_})
 last_el          = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
 </code></pre>
 <div><h2 id="introspection"><a href="#introspection" name="introspection">#</a>Introspection</h2><p><strong>Inspecting code at runtime.</strong></p><div><h3 id="variables">Variables</h3><pre><code class="python language-python hljs"><list> = dir()                             <span class="hljs-comment"># Names of local variables (incl. functions).</span>
@@ -3007,7 +3007,7 @@
  
 
   <footer>
-    <aside>October 4, 2021</aside>
+    <aside>October 7, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/web/faq.html b/web/faq.html
index 088ed6110..1c659c3c1 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -1,5 +1,5 @@
 <details open><summary><strong>Python 2 or Python 3?</strong></summary><br>
-    Python 3.6 (Except for dataclasses and asyncio that require version 3.7).
+    Python 3.7
 </details><br>
 
 <details open><summary><strong>What is the best way to use it?</strong></summary><br>

From 85bbdb43d937a821556eb0a9dd0b1c6bba26c8ae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 8 Oct 2021 17:24:07 +0200
Subject: [PATCH 0308/1007] Path, SQLite, Synthesizer

---
 README.md  | 12 ++++++------
 index.html | 16 ++++++++--------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index fde4a5d09..87e97d3e9 100644
--- a/README.md
+++ b/README.md
@@ -1645,7 +1645,7 @@ from pathlib import Path
 ```
 
 ```python
-<Path> = <Path>.parent              # Returns Path without final component.
+<Path> = <Path>.parent              # Returns Path without the final component.
 <str>  = <Path>.name                # Returns final component as a string.
 <str>  = <Path>.stem                # Returns final component without extension.
 <str>  = <Path>.suffix              # Returns final component's extension.
@@ -1864,11 +1864,11 @@ import sqlite3
 #### Or:
 ```python
 with <conn>:                                    # Exits the block with commit() or rollback(),
-    <conn>.execute('<query>')                   # depending on whether an exception occurred.
+    <conn>.execute('<query>')                   # depending on whether any exception occurred.
 ```
 
 ### Placeholders
-* **Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.**
+* **Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetime.**
 * **Bools will be stored and returned as ints and dates as [ISO formatted strings](#encode).**
 ```python
 <conn>.execute('<query>', <list/tuple>)         # Replaces '?'s in query with values.
@@ -2900,15 +2900,15 @@ Synthesizer
 import math, struct, simpleaudio
 from itertools import repeat, chain
 F  = 44100
-P1 = '71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'
-P2 = '71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'
+P1 = '71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,'
+P2 = '71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,'
 get_pause   = lambda seconds: repeat(0, int(seconds * F))
 sin_f       = lambda i, hz: math.sin(i * 2 * math.pi * hz / F)
 get_wave    = lambda hz, seconds: (sin_f(i, hz) for i in range(int(seconds * F)))
 get_hz      = lambda key: 8.176 * 2 ** (int(key) / 12)
 parse_note  = lambda note: (get_hz(note[:2]), 1/4 if '♩' in note else 1/8)
 get_samples = lambda note: get_wave(*parse_note(note)) if note else get_pause(1/8)
-samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1}{P1}{P2}'.split(','))
+samples_f   = chain.from_iterable(get_samples(n) for n in f'{P1},{P1},{P2}'.split(','))
 samples_b   = b''.join(struct.pack('<h', int(f * 30000)) for f in samples_f)
 simpleaudio.play_buffer(samples_b, 1, 2, F)
 ```
diff --git a/index.html b/index.html
index 3326aeade..94671a3b8 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 7, 2021</aside>
+    <aside>October 8, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -1540,7 +1540,7 @@
 <Path> = Path.home()                <span class="hljs-comment"># Returns user's home directory.</span>
 <Path> = Path(__file__).resolve()   <span class="hljs-comment"># Returns script's path if cwd wasn't changed.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><Path> = <Path>.parent              <span class="hljs-comment"># Returns Path without final component.</span>
+<pre><code class="python language-python hljs"><Path> = <Path>.parent              <span class="hljs-comment"># Returns Path without the final component.</span>
 <str>  = <Path>.name                <span class="hljs-comment"># Returns final component as a string.</span>
 <str>  = <Path>.stem                <span class="hljs-comment"># Returns final component without extension.</span>
 <str>  = <Path>.suffix              <span class="hljs-comment"># Returns final component's extension.</span>
@@ -1698,11 +1698,11 @@
 </code></pre></div>
 
 <div><h4 id="or">Or:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">with</span> <conn>:                                    <span class="hljs-comment"># Exits the block with commit() or rollback(),</span>
-    <conn>.execute(<span class="hljs-string">'<query>'</span>)                   <span class="hljs-comment"># depending on whether an exception occurred.</span>
+    <conn>.execute(<span class="hljs-string">'<query>'</span>)                   <span class="hljs-comment"># depending on whether any exception occurred.</span>
 </code></pre></div>
 
 <div><h3 id="placeholders">Placeholders</h3><ul>
-<li><strong>Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetme.</strong></li>
+<li><strong>Passed values can be of type str, int, float, bytes, None, bool, datetime.date or datetime.datetime.</strong></li>
 <li><strong>Bools will be stored and returned as ints and dates as <a href="#encode">ISO formatted strings</a>.</strong></li>
 </ul><pre><code class="python language-python hljs"><conn>.execute(<span class="hljs-string">'<query>'</span>, <list/tuple>)         <span class="hljs-comment"># Replaces '?'s in query with values.</span>
 <conn>.execute(<span class="hljs-string">'<query>'</span>, <dict/namedtuple>)    <span class="hljs-comment"># Replaces ':<key>'s with values.</span>
@@ -2498,15 +2498,15 @@
 <span class="hljs-keyword">import</span> math, struct, simpleaudio
 <span class="hljs-keyword">from</span> itertools <span class="hljs-keyword">import</span> repeat, chain
 F  = <span class="hljs-number">44100</span>
-P1 = <span class="hljs-string">'71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,,'</span>
-P2 = <span class="hljs-string">'71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,,'</span>
+P1 = <span class="hljs-string">'71♩,69♪,,71♩,66♪,,62♩,66♪,,59♩,,'</span>
+P2 = <span class="hljs-string">'71♩,73♪,,74♩,73♪,,74♪,,71♪,,73♩,71♪,,73♪,,69♪,,71♩,69♪,,71♪,,67♪,,71♩,,'</span>
 get_pause   = <span class="hljs-keyword">lambda</span> seconds: repeat(<span class="hljs-number">0</span>, int(seconds * F))
 sin_f       = <span class="hljs-keyword">lambda</span> i, hz: math.sin(i * <span class="hljs-number">2</span> * math.pi * hz / F)
 get_wave    = <span class="hljs-keyword">lambda</span> hz, seconds: (sin_f(i, hz) <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(int(seconds * F)))
 get_hz      = <span class="hljs-keyword">lambda</span> key: <span class="hljs-number">8.176</span> * <span class="hljs-number">2</span> ** (int(key) / <span class="hljs-number">12</span>)
 parse_note  = <span class="hljs-keyword">lambda</span> note: (get_hz(note[:<span class="hljs-number">2</span>]), <span class="hljs-number">1</span>/<span class="hljs-number">4</span> <span class="hljs-keyword">if</span> <span class="hljs-string">'♩'</span> <span class="hljs-keyword">in</span> note <span class="hljs-keyword">else</span> <span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
 get_samples = <span class="hljs-keyword">lambda</span> note: get_wave(*parse_note(note)) <span class="hljs-keyword">if</span> note <span class="hljs-keyword">else</span> get_pause(<span class="hljs-number">1</span>/<span class="hljs-number">8</span>)
-samples_f   = chain.from_iterable(get_samples(n) <span class="hljs-keyword">for</span> n <span class="hljs-keyword">in</span> <span class="hljs-string">f'<span class="hljs-subst">{P1}</span><span class="hljs-subst">{P1}</span><span class="hljs-subst">{P2}</span>'</span>.split(<span class="hljs-string">','</span>))
+samples_f   = chain.from_iterable(get_samples(n) <span class="hljs-keyword">for</span> n <span class="hljs-keyword">in</span> <span class="hljs-string">f'<span class="hljs-subst">{P1}</span>,<span class="hljs-subst">{P1}</span>,<span class="hljs-subst">{P2}</span>'</span>.split(<span class="hljs-string">','</span>))
 samples_b   = <span class="hljs-string">b''</span>.join(struct.pack(<span class="hljs-string">'<h'</span>, int(f * <span class="hljs-number">30000</span>)) <span class="hljs-keyword">for</span> f <span class="hljs-keyword">in</span> samples_f)
 simpleaudio.play_buffer(samples_b, <span class="hljs-number">1</span>, <span class="hljs-number">2</span>, F)
 </code></pre></div></div>
@@ -3007,7 +3007,7 @@
  
 
   <footer>
-    <aside>October 7, 2021</aside>
+    <aside>October 8, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 4c53f911818aa09712bb2784b2a8a9ac6de40d11 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 8 Oct 2021 17:29:36 +0200
Subject: [PATCH 0309/1007] Parsed changes to OS Commands

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 94671a3b8..c9fca8bde 100644
--- a/index.html
+++ b/index.html
@@ -1579,7 +1579,7 @@
 </code></pre></div>
 
 <div><h4 id="sends11tothebasiccalculatorandcapturesitsoutput">Sends '1 + 1' to the basic calculator and captures its output:</h4><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> subprocess <span class="hljs-keyword">import</span> run
-<span class="hljs-meta">>>> </span>run(<span class="hljs-string">'bc'</span>, input=<span class="hljs-string">'1 + 1\n'</span>, capture_output=<span class="hljs-keyword">True</span>, encoding=<span class="hljs-string">'utf-8'</span>)
+<span class="hljs-meta">>>> </span>run(<span class="hljs-string">'bc'</span>, input=<span class="hljs-string">'1 + 1\n'</span>, capture_output=<span class="hljs-keyword">True</span>, text=<span class="hljs-keyword">True</span>)
 CompletedProcess(args=<span class="hljs-string">'bc'</span>, returncode=<span class="hljs-number">0</span>, stdout=<span class="hljs-string">'2\n'</span>, stderr=<span class="hljs-string">''</span>)
 </code></pre></div>
 

From ac54ab1e1ff2ce8e02970f255ffb654ce7d31fb6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 13 Oct 2021 10:42:30 +0200
Subject: [PATCH 0310/1007] Input, Pygame

---
 README.md  | 4 ++--
 index.html | 8 ++++----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index c08762812..bbed66a37 100644
--- a/README.md
+++ b/README.md
@@ -1489,7 +1489,7 @@ Input
 ```
 * **Trailing newline gets stripped.**
 * **Prompt string is printed to the standard output before reading input.**
-* **Raises EOFError when user hits EOF (ctrl-d/z) or input stream gets exhausted.**
+* **Raises EOFError when user hits EOF (ctrl-d/ctrl-z⏎) or input stream gets exhausted.**
 
 
 Command Line Arguments
@@ -2952,7 +2952,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 **Object for representing images.**
 ```python
 <Surf> = pg.display.set_mode((width, height))   # Returns display surface.
-<Surf> = pg.Surface((width, height) [, flags])  # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
+<Surf> = pg.Surface((width, height), flags=0)   # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
 <Surf> = pg.image.load('<path>')                # Loads the image. Format depends on source.
 <Surf> = <Surf>.subsurface(<Rect>)              # Returns a subsurface.
 ```
diff --git a/index.html b/index.html
index c9fca8bde..14acf5f4b 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 8, 2021</aside>
+    <aside>October 13, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -1422,7 +1422,7 @@
 <ul>
 <li><strong>Trailing newline gets stripped.</strong></li>
 <li><strong>Prompt string is printed to the standard output before reading input.</strong></li>
-<li><strong>Raises EOFError when user hits EOF (ctrl-d/z) or input stream gets exhausted.</strong></li>
+<li><strong>Raises EOFError when user hits EOF (ctrl-d/ctrl-z⏎) or input stream gets exhausted.</strong></li>
 </ul>
 <div><h2 id="commandlinearguments"><a href="#commandlinearguments" name="commandlinearguments">#</a>Command Line Arguments</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> sys
 scripts_path = sys.argv[<span class="hljs-number">0</span>]
@@ -2540,7 +2540,7 @@
 <list> = <Rect>.collidelistall(<list_of_Rect>)  <span class="hljs-comment"># Returns indexes of all colliding Rects.</span>
 </code></pre>
 <div><h3 id="surface">Surface</h3><p><strong>Object for representing images.</strong></p><pre><code class="python language-python hljs"><Surf> = pg.display.set_mode((width, height))   <span class="hljs-comment"># Returns display surface.</span>
-<Surf> = pg.Surface((width, height) [, flags])  <span class="hljs-comment"># New RGB surface. RGBA if `flags=pg.SRCALPHA`.</span>
+<Surf> = pg.Surface((width, height), flags=<span class="hljs-number">0</span>)   <span class="hljs-comment"># New RGB surface. RGBA if `flags=pg.SRCALPHA`.</span>
 <Surf> = pg.image.load(<span class="hljs-string">'<path>'</span>)                <span class="hljs-comment"># Loads the image. Format depends on source.</span>
 <Surf> = <Surf>.subsurface(<Rect>)              <span class="hljs-comment"># Returns a subsurface.</span>
 </code></pre></div>
@@ -3007,7 +3007,7 @@
  
 
   <footer>
-    <aside>October 8, 2021</aside>
+    <aside>October 13, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From dd2f928c29b7cc9c6c47831b317a93dbc4d63943 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 14 Oct 2021 14:56:22 +0200
Subject: [PATCH 0311/1007] Added Imports

---
 README.md  | 11 +++++++++++
 index.html | 13 +++++++++++--
 2 files changed, 22 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index bbed66a37..82b99f930 100644
--- a/README.md
+++ b/README.md
@@ -810,6 +810,17 @@ creature = Creature(point, direction)
 ```
 
 
+Imports
+-------
+```python
+import <module>            # Imports a built-in or '<module>.py'.
+import <package>           # Imports a built-in or '<package>/__init__.py'.
+import <package>.<module>  # Imports a built-in or '<package>/<module>.py'.
+```
+* **Package is a collection of multiple modules, but it can also define its own objects. Python treats any directory containing a file called `'__init__.py'` as a package.**
+* **Running `'import <package>'` does not automatically provide access to package's modules unless they are imported in its init script.**
+
+
 Closure
 -------
 **We have a closure in Python when:**
diff --git a/index.html b/index.html
index 14acf5f4b..a652a550e 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 13, 2021</aside>
+    <aside>October 14, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -841,6 +841,15 @@
 Creature = make_dataclass(<span class="hljs-string">'Creature'</span>, [<span class="hljs-string">'loc'</span>, <span class="hljs-string">'dir'</span>])
 creature = Creature(point, direction)
 </code></pre>
+<div><h2 id="imports"><a href="#imports" name="imports">#</a>Imports</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> <module>            <span class="hljs-comment"># Imports a built-in or '<module>.py'.</span>
+<span class="hljs-keyword">import</span> <package>           <span class="hljs-comment"># Imports a built-in or '<package>/__init__.py'.</span>
+<span class="hljs-keyword">import</span> <package>.<module>  <span class="hljs-comment"># Imports a built-in or '<package>/<module>.py'.</span>
+</code></pre></div>
+
+<ul>
+<li><strong>Package is a collection of multiple modules, but it can also define its own objects. Python treats any directory containing a file called <code class="python hljs"><span class="hljs-string">'__init__.py'</span></code> as a package.</strong></li>
+<li><strong>Running <code class="python hljs"><span class="hljs-string">'import <package>'</span></code> does not automatically provide access to package's modules unless they are imported in its init script.</strong></li>
+</ul>
 <div><h2 id="closure"><a href="#closure" name="closure">#</a>Closure</h2><p><strong>We have a closure in Python when:</strong></p><ul>
 <li><strong>A nested function references a value of its enclosing function and then</strong></li>
 <li><strong>the enclosing function returns the nested function.</strong></li>
@@ -3007,7 +3016,7 @@
  
 
   <footer>
-    <aside>October 13, 2021</aside>
+    <aside>October 14, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From f340968b233f60114eee58bed6f58e0993cf46aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 15 Oct 2021 12:33:14 +0200
Subject: [PATCH 0312/1007] Updated index

---
 index.html                   | 4 ++--
 pdf/index_for_pdf.html       | 1 +
 pdf/index_for_pdf_print.html | 1 +
 3 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index a652a550e..1372d41dc 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 14, 2021</aside>
+    <aside>October 15, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -3016,7 +3016,7 @@
  
 
   <footer>
-    <aside>October 14, 2021</aside>
+    <aside>October 15, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 192cb16f5..3593efe73 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -63,6 +63,7 @@ <h3 id="h">H</h3>
 <strong>hexadecimal representation, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong>  </p>
 <h3 id="i">I</h3>
 <p><strong>image, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a>, <a href="#image">39</a>-<a href="#animation">40</a>, <a href="#surface">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
+<strong>imports, <a href="#imports">12</a></strong><br>
 <strong>inline, <a href="#otheruses">11</a>-<a href="#namedtupleenumdataclass">12</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
 <strong>input function, <a href="#input">22</a></strong><br>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 5d9519c36..1720a9692 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -63,6 +63,7 @@ <h3 id="h">H</h3>
 <strong>hexadecimal representation, 7, 8, 28</strong>  </p>
 <h3 id="i">I</h3>
 <p><strong>image, 35, 39-40, 42-43</strong><br>
+<strong>imports, 12</strong><br>
 <strong>inline, 11-12, 15, 20</strong><br>
 <strong>input function, 22</strong><br>
 <strong>introspection, 31</strong><br>

From cae27c1fb3d6058749110dac65b166d9aeba33a8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 16 Oct 2021 17:18:42 +0200
Subject: [PATCH 0313/1007] Imports

---
 README.md  | 5 +++--
 index.html | 9 +++++----
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 82b99f930..da01ea7b4 100644
--- a/README.md
+++ b/README.md
@@ -817,8 +817,9 @@ import <module>            # Imports a built-in or '<module>.py'.
 import <package>           # Imports a built-in or '<package>/__init__.py'.
 import <package>.<module>  # Imports a built-in or '<package>/<module>.py'.
 ```
-* **Package is a collection of multiple modules, but it can also define its own objects. Python treats any directory containing a file called `'__init__.py'` as a package.**
-* **Running `'import <package>'` does not automatically provide access to package's modules unless they are imported in its init script.**
+* **Package is a collection of modules, but it can also define its own objects.**
+* **On a filesystem this corresponds to a directory of Python files with an optional init script.**
+* **Running `'import <package>'` does not automatically provide access to the package's modules unless they are explicitly imported in its init script.**
 
 
 Closure
diff --git a/index.html b/index.html
index 1372d41dc..2e416ed7e 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 15, 2021</aside>
+    <aside>October 16, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -847,8 +847,9 @@
 </code></pre></div>
 
 <ul>
-<li><strong>Package is a collection of multiple modules, but it can also define its own objects. Python treats any directory containing a file called <code class="python hljs"><span class="hljs-string">'__init__.py'</span></code> as a package.</strong></li>
-<li><strong>Running <code class="python hljs"><span class="hljs-string">'import <package>'</span></code> does not automatically provide access to package's modules unless they are imported in its init script.</strong></li>
+<li><strong>Package is a collection of modules, but it can also define its own objects.</strong></li>
+<li><strong>On a filesystem this corresponds to a directory of Python files with an optional init script.</strong></li>
+<li><strong>Running <code class="python hljs"><span class="hljs-string">'import <package>'</span></code> does not automatically provide access to the package's modules unless they are explicitly imported in its init script.</strong></li>
 </ul>
 <div><h2 id="closure"><a href="#closure" name="closure">#</a>Closure</h2><p><strong>We have a closure in Python when:</strong></p><ul>
 <li><strong>A nested function references a value of its enclosing function and then</strong></li>
@@ -3016,7 +3017,7 @@
  
 
   <footer>
-    <aside>October 15, 2021</aside>
+    <aside>October 16, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From fd1df4a073988f44f635bd8134a6f62b08383815 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 20 Oct 2021 15:20:42 +0200
Subject: [PATCH 0314/1007] CSV, Introspection, Metaprogramming

---
 README.md  | 10 +++++-----
 index.html | 14 +++++++-------
 parse.js   |  4 ++--
 3 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index da01ea7b4..eebf88293 100644
--- a/README.md
+++ b/README.md
@@ -257,7 +257,7 @@ Type
 
 #### Some types do not have built-in names, so they must be imported:
 ```python
-from types import FunctionType, MethodType, LambdaType, GeneratorType
+from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleType
 ```
 
 ### Abstract Base Classes
@@ -1813,7 +1813,7 @@ import csv
 * **`'skipinitialspace'` - Whether whitespace after delimiter gets stripped.**
 * **`'lineterminator'` - Specifies how writer terminates rows.**
 * **`'quoting'` - Controls the amount of quoting: 0 - as necessary, 1 - all.**
-* **`'escapechar'` - Character for escaping 'quotechar' if 'doublequote' is False.**
+* **`'escapechar'` - Character for escaping quotechars if doublequote is False.**
 
 ### Dialects
 ```text
@@ -2165,8 +2165,8 @@ Introspection
 <dict> = vars(<object>)                    # Dict of writable attributes. Also <obj>.__dict__.
 <bool> = hasattr(<object>, '<attr_name>')  # Checks if getattr() raises an AttributeError.
 value  = getattr(<object>, '<attr_name>')  # Raises AttributeError if attribute is missing.
-setattr(<object>, '<attr_name>', value)    # Only works on objects with __dict__ attribute.
-delattr(<object>, '<attr_name>')           # Equivalent to `del <object>.<attr_name>`.
+setattr(<object>, '<attr_name>', value)    # Only works on objects with '__dict__' attribute.
+delattr(<object>, '<attr_name>')           # Same. Also `del <object>.<attr_name>`.
 ```
 
 ### Parameters
@@ -2187,7 +2187,7 @@ Metaprogramming
 **Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.**
 
 ```python
-<class> = type('<class_name>', <parents_tuple>, <attributes_dict>)
+<class> = type('<class_name>', <tuple_of_parents>, <dict_of_class_attributes>)
 ```
 
 ```python
diff --git a/index.html b/index.html
index 2e416ed7e..6af908ee2 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 16, 2021</aside>
+    <aside>October 20, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -412,7 +412,7 @@
 <pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>type(<span class="hljs-string">'a'</span>), <span class="hljs-string">'a'</span>.__class__, str
 (<<span class="hljs-class"><span class="hljs-title">class</span> '<span class="hljs-title">str</span>'>, <<span class="hljs-title">class</span> '<span class="hljs-title">str</span>'>, <<span class="hljs-title">class</span> '<span class="hljs-title">str</span>'>)
 </span></code></pre>
-<div><h4 id="sometypesdonothavebuiltinnamessotheymustbeimported">Some types do not have built-in names, so they must be imported:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> types <span class="hljs-keyword">import</span> FunctionType, MethodType, LambdaType, GeneratorType
+<div><h4 id="sometypesdonothavebuiltinnamessotheymustbeimported">Some types do not have built-in names, so they must be imported:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> types <span class="hljs-keyword">import</span> FunctionType, MethodType, LambdaType, GeneratorType, ModuleType
 </code></pre></div>
 
 <div><h3 id="abstractbaseclasses">Abstract Base Classes</h3><p><strong>Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> collections.abc <span class="hljs-keyword">import</span> Sequence, Collection, Iterable
@@ -1661,7 +1661,7 @@
 <li><strong><code class="python hljs"><span class="hljs-string">'skipinitialspace'</span></code> - Whether whitespace after delimiter gets stripped.</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'lineterminator'</span></code> - Specifies how writer terminates rows.</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'quoting'</span></code> - Controls the amount of quoting: 0 - as necessary, 1 - all.</strong></li>
-<li><strong><code class="python hljs"><span class="hljs-string">'escapechar'</span></code> - Character for escaping 'quotechar' if 'doublequote' is False.</strong></li>
+<li><strong><code class="python hljs"><span class="hljs-string">'escapechar'</span></code> - Character for escaping quotechars if doublequote is False.</strong></li>
 </ul><div><h3 id="dialects">Dialects</h3><pre><code class="text language-text">┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
 ┃                  │     excel    │   excel-tab  │     unix     ┃
 ┠──────────────────┼──────────────┼──────────────┼──────────────┨
@@ -1927,8 +1927,8 @@
 <dict> = vars(<object>)                    <span class="hljs-comment"># Dict of writable attributes. Also <obj>.__dict__.</span>
 <bool> = hasattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Checks if getattr() raises an AttributeError.</span>
 value  = getattr(<object>, <span class="hljs-string">'<attr_name>'</span>)  <span class="hljs-comment"># Raises AttributeError if attribute is missing.</span>
-setattr(<object>, <span class="hljs-string">'<attr_name>'</span>, value)    <span class="hljs-comment"># Only works on objects with __dict__ attribute.</span>
-delattr(<object>, <span class="hljs-string">'<attr_name>'</span>)           <span class="hljs-comment"># Equivalent to `del <object>.<attr_name>`.</span>
+setattr(<object>, <span class="hljs-string">'<attr_name>'</span>, value)    <span class="hljs-comment"># Only works on objects with '__dict__' attribute.</span>
+delattr(<object>, <span class="hljs-string">'<attr_name>'</span>)           <span class="hljs-comment"># Same. Also `del <object>.<attr_name>`.</span>
 </code></pre></div>
 
 <div><h3 id="parameters-1">Parameters</h3><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> inspect <span class="hljs-keyword">import</span> signature
@@ -1938,7 +1938,7 @@
 <memb> = <Param>.kind                      <span class="hljs-comment"># Member of ParameterKind enum.</span>
 </code></pre></div>
 
-<div><h2 id="metaprogramming"><a href="#metaprogramming" name="metaprogramming">#</a>Metaprogramming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <parents_tuple>, <attributes_dict>)</code></pre></div></div>
+<div><h2 id="metaprogramming"><a href="#metaprogramming" name="metaprogramming">#</a>Metaprogramming</h2><p><strong>Code that generates code.</strong></p><div><h3 id="type-1">Type</h3><p><strong>Type is the root class. If only passed an object it returns its type (class). Otherwise it creates a new class.</strong></p><pre><code class="python language-python hljs"><class> = type(<span class="hljs-string">'<class_name>'</span>, <tuple_of_parents>, <dict_of_class_attributes>)</code></pre></div></div>
 
 
 
@@ -3017,7 +3017,7 @@
  
 
   <footer>
-    <aside>October 16, 2021</aside>
+    <aside>October 20, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/parse.js b/parse.js
index ab5bdbe32..b3bba3b7f 100755
--- a/parse.js
+++ b/parse.js
@@ -71,7 +71,7 @@ const OS_RENAME =
   'os.replace(from, to)                <span class="hljs-comment"># Same, but overwrites \'to\' if it exists.</span>\n';
 
 const TYPE =
-  '<class> = type(<span class="hljs-string">\'<class_name>\'</span>, <parents_tuple>, <attributes_dict>)';
+  '<class> = type(<span class="hljs-string">\'<class_name>\'</span>, <tuple_of_parents>, <dict_of_class_attributes>)';
 
 const EVAL =
   '<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> ast <span class="hljs-keyword">import</span> literal_eval\n' +
@@ -526,7 +526,7 @@ function fixHighlights() {
   $(`code:contains(make_dataclass(\'<class_name>\')`).html(DATACLASS);
   $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
   $(`code:contains(os.rename)`).html(OS_RENAME);
-  $(`code:contains(\'<class_name>\', <parents_tuple>, <attributes_dict>)`).html(TYPE);
+  $(`code:contains(\'<class_name>\', <tuple_of_parents>, <dict_of_class_attributes>)`).html(TYPE);
   $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
   $(`code:contains(pip3 install pyinstaller)`).html(PYINSTALLER);

From 2cbeb5d2e7fba702d7d7cd30d7b35c5f0f76983d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 21 Oct 2021 17:57:53 +0200
Subject: [PATCH 0315/1007] Audio, Pygame, Pandas

---
 README.md  |  8 ++++----
 index.html | 12 ++++++------
 parse.js   |  2 +-
 3 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index eebf88293..960e79546 100644
--- a/README.md
+++ b/README.md
@@ -2825,7 +2825,7 @@ nframes      = <Wave_read>.getnframes()         # Number of frames.
 * **Bytes object contains a sequence of frames, each consisting of one or more samples.**
 * **In a stereo signal, the first sample of a frame belongs to the left channel.**
 * **Each sample consists of one or more bytes that, when converted to an integer, indicate the displacement of a speaker membrane at a given moment.**
-* **If sample width is one, then the integer should be encoded unsigned.**
+* **If sample width is one byte, then the integer should be encoded unsigned.**
 * **For all other sizes, the integer should be encoded signed with little-endian byte order.**
 
 ### Sample Values
@@ -2949,7 +2949,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ```python
 <Rect> = pg.Rect(x, y, width, height)           # Floats get truncated into ints.
 <int>  = <Rect>.x/y/centerx/centery/…           # Top, right, bottom, left. Allows assignments.
-<tup.> = <Rect>.topleft/center/…                # Topright, bottomright, bottomleft.
+<tup.> = <Rect>.topleft/center/…                # Topright, bottomright, bottomleft. Same.
 <Rect> = <Rect>.move((x, y))                    # Use move_ip() to move in place.
 ```
 
@@ -3014,7 +3014,7 @@ SIZE, MAX_SPEED = 50, P(5, 10)                  # Screen size, Speed limit
 def main():
     def get_screen():
         pg.init()
-        return pg.display.set_mode(2 * [SIZE*16])
+        return pg.display.set_mode((SIZE*16, SIZE*16))
     def get_images():
         url = 'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'
         img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
@@ -3230,7 +3230,7 @@ c  6  7
 | pd.concat([l, r],      |    x   y   z  |     y      |            | Adds rows at the bottom. |
 |           axis=0,      | a  1   2   .  |     2      |            | Uses 'outer' by default. |
 |           join=…)      | b  3   4   .  |     4      |            | A series is treated as a |
-|                        | b  .   4   5  |     4      |            | column. Use l.append(r)  |
+|                        | b  .   4   5  |     4      |            | column. Use l.append(sr) |
 |                        | c  .   6   7  |     6      |            | to add a row instead.    |
 +------------------------+---------------+------------+------------+--------------------------+
 | pd.concat([l, r],      |    x  y  y  z |            |            | Adds columns at the      |
diff --git a/index.html b/index.html
index 6af908ee2..85803a8a5 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 20, 2021</aside>
+    <aside>October 21, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -2440,7 +2440,7 @@
 <li><strong>Bytes object contains a sequence of frames, each consisting of one or more samples.</strong></li>
 <li><strong>In a stereo signal, the first sample of a frame belongs to the left channel.</strong></li>
 <li><strong>Each sample consists of one or more bytes that, when converted to an integer, indicate the displacement of a speaker membrane at a given moment.</strong></li>
-<li><strong>If sample width is one, then the integer should be encoded unsigned.</strong></li>
+<li><strong>If sample width is one byte, then the integer should be encoded unsigned.</strong></li>
 <li><strong>For all other sizes, the integer should be encoded signed with little-endian byte order.</strong></li>
 </ul>
 <div><h3 id="samplevalues">Sample Values</h3><pre><code class="python hljs">┏━━━━━━━━━━━┯━━━━━━━━━━━━━┯━━━━━━┯━━━━━━━━━━━━━┓
@@ -2539,7 +2539,7 @@
 
 <div><h3 id="rectangle">Rectangle</h3><p><strong>Object for storing rectangular coordinates.</strong></p><pre><code class="python language-python hljs"><Rect> = pg.Rect(x, y, width, height)           <span class="hljs-comment"># Floats get truncated into ints.</span>
 <int>  = <Rect>.x/y/centerx/centery/…           <span class="hljs-comment"># Top, right, bottom, left. Allows assignments.</span>
-<tup.> = <Rect>.topleft/center/…                <span class="hljs-comment"># Topright, bottomright, bottomleft.</span>
+<tup.> = <Rect>.topleft/center/…                <span class="hljs-comment"># Topright, bottomright, bottomleft. Same.</span>
 <Rect> = <Rect>.move((x, y))                    <span class="hljs-comment"># Use move_ip() to move in place.</span>
 </code></pre></div>
 
@@ -2589,7 +2589,7 @@
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">()</span>:</span>
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_screen</span><span class="hljs-params">()</span>:</span>
         pg.init()
-        <span class="hljs-keyword">return</span> pg.display.set_mode(<span class="hljs-number">2</span> * [SIZE*<span class="hljs-number">16</span>])
+        <span class="hljs-keyword">return</span> pg.display.set_mode((SIZE*<span class="hljs-number">16</span>, SIZE*<span class="hljs-number">16</span>))
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_images</span><span class="hljs-params">()</span>:</span>
         url = <span class="hljs-string">'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'</span>
         img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
@@ -2768,7 +2768,7 @@
 ┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃
 ┃           axis=<span class="hljs-number">0</span>,      │ a  <span class="hljs-number">1</span>   <span class="hljs-number">2</span>   .  │     <span class="hljs-number">2</span>      │            │ Uses <span class="hljs-string">'outer'</span> by default. ┃
 ┃           join=…)      │ b  <span class="hljs-number">3</span>   <span class="hljs-number">4</span>   .  │     <span class="hljs-number">4</span>      │            │ A series is treated as a ┃
-┃                        │ b  .   <span class="hljs-number">4</span>   <span class="hljs-number">5</span>  │     <span class="hljs-number">4</span>      │            │ column. Use l.append(r)  ┃
+┃                        │ b  .   <span class="hljs-number">4</span>   <span class="hljs-number">5</span>  │     <span class="hljs-number">4</span>      │            │ column. Use l.append(sr) ┃
 ┃                        │ c  .   <span class="hljs-number">6</span>   <span class="hljs-number">7</span>  │     <span class="hljs-number">6</span>      │            │ to add a row instead.    ┃
 ┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨
 ┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃
@@ -3017,7 +3017,7 @@
  
 
   <footer>
-    <aside>October 20, 2021</aside>
+    <aside>October 21, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/parse.js b/parse.js
index b3bba3b7f..0dea0f86e 100755
--- a/parse.js
+++ b/parse.js
@@ -350,7 +350,7 @@ const DIAGRAM_15_B =
   "┃ pd.concat([l, r],      │    x   y   z  │     y      │            │ Adds rows at the bottom. ┃\n" +
   "┃           axis=0,      │ a  1   2   .  │     2      │            │ Uses 'outer' by default. ┃\n" +
   "┃           join=…)      │ b  3   4   .  │     4      │            │ A series is treated as a ┃\n" +
-  "┃                        │ b  .   4   5  │     4      │            │ column. Use l.append(r)  ┃\n" +
+  "┃                        │ b  .   4   5  │     4      │            │ column. Use l.append(sr) ┃\n" +
   "┃                        │ c  .   6   7  │     6      │            │ to add a row instead.    ┃\n" +
   "┠────────────────────────┼───────────────┼────────────┼────────────┼──────────────────────────┨\n" +
   "┃ pd.concat([l, r],      │    x  y  y  z │            │            │ Adds columns at the      ┃\n" +

From 8ea62aaa8679ca13d3c252cb8d325d33cfd7e0c3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 22 Oct 2021 01:55:58 +0200
Subject: [PATCH 0316/1007] Class, Duck types, Paths, Web, Image

---
 README.md  | 38 +++++++++++++++++++-------------------
 index.html | 42 +++++++++++++++++++++---------------------
 2 files changed, 40 insertions(+), 40 deletions(-)

diff --git a/README.md b/README.md
index 960e79546..50e1b987d 100644
--- a/README.md
+++ b/README.md
@@ -772,7 +772,7 @@ Inline
 <iter> = filter(lambda x: x > 5, range(10))               # (6, 7, 8, 9)
 <obj>  = reduce(lambda out, x: out + x, range(10))        # 45
 ```
-* **Reduce must be imported from functools module.**
+* **Reduce must be imported from the functools module.**
 
 ### Any, All
 ```python
@@ -1043,11 +1043,10 @@ class <class_name>:
     <attr_name_2>: <type> = <default_value>
     <attr_name_3>: list/dict/set = field(default_factory=list/dict/set)
 ```
-* **For arbitrary type use `'typing.Any'`.**
 * **Objects can be made sortable with `'order=True'` and immutable with `'frozen=True'`.**
 * **For object to be hashable, all attributes must be hashable and frozen must be True.**
-* **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances.**
-* **Default_factory can be any [callable](#callable).**
+* **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances. Argument 'default_factory' can be any [callable](#callable).**
+* **For attributes of arbitrary type use `'typing.Any'`.**
 
 #### Inline:
 ```python
@@ -1245,7 +1244,7 @@ class MyCollection:
 
 ### Sequence
 * **Only required methods are len() and getitem().**
-* **Getitem() should return an item at index or raise IndexError.**
+* **Getitem() should return an item at the passed index or raise IndexError.**
 * **Iter() and contains() automatically work on any object that has getitem() defined.**
 * **Reversed() automatically works on any object that has len() and getitem() defined.**
 ```python
@@ -1646,7 +1645,7 @@ from pathlib import Path
 
 ```python
 <Path> = Path(<path> [, ...])       # Accepts strings, Paths and DirEntry objects.
-<Path> = <path> / <path> [/ ...]    # One of the paths must be a Path object.
+<Path> = <path> / <path> [/ ...]    # One of the two paths must be a Path object.
 ```
 
 ```python
@@ -2498,22 +2497,22 @@ run(host='0.0.0.0', port=80)            # Runs globally.
 
 ### Static Request
 ```python
-@route('/img/<image>')
-def send_image(image):
-    return static_file(image, 'img_dir/', mimetype='image/png')
+@route('/img/<filename>')
+def send_file(filename):
+    return static_file(filename, root='img_dir/')
 ```
 
 ### Dynamic Request
 ```python
 @route('/<sport>')
-def send_page(sport):
+def send_html(sport):
     return template('<h1>{{title}}</h1>', title=sport)
 ```
 
 ### REST Request
 ```python
 @post('/<sport>/odds')
-def odds_handler(sport):
+def send_json(sport):
     team = request.forms.get('team')
     home_odds, away_odds = 2.44, 3.29
     response.headers['Content-Type'] = 'application/json'
@@ -2766,16 +2765,17 @@ from PIL import ImageDraw
 ```
 
 ```python
-<ImageDraw>.point((x, y), fill=None)
-<ImageDraw>.line((x1, y1, x2, y2 [, ...]), fill=None, width=0, joint=None) 
-<ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg, fill=None, width=0)
-<ImageDraw>.rectangle((x1, y1, x2, y2), fill=None, outline=None, width=0)
-<ImageDraw>.polygon((x1, y1, x2, y2 [, ...]), fill=None, outline=None)
-<ImageDraw>.ellipse((x1, y1, x2, y2), fill=None, outline=None, width=0)
+<ImageDraw>.point((x, y))
+<ImageDraw>.line((x1, y1, x2, y2 [, ...]))
+<ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg)
+<ImageDraw>.rectangle((x1, y1, x2, y2))
+<ImageDraw>.polygon((x1, y1, x2, y2 [, ...]))
+<ImageDraw>.ellipse((x1, y1, x2, y2))
 ```
 * **Use `'fill=<color>'` to set the primary color.**
-* **Use `'outline=<color>'` to set the secondary color.**
-* **Color can be specified as an int, tuple, `'#rrggbb[aa]'` string or a color name.**
+* **Use `'width=<int>'` to set the width of lines or contours.**
+* **Use `'outline=<color>'` to set the color of the contours.**
+* **Colors can be specified as an int, tuple, `'#rrggbb[aa]'` string or a color name.**
 
 
 Animation
diff --git a/index.html b/index.html
index 85803a8a5..ddf7194ed 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 21, 2021</aside>
+    <aside>October 22, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -816,7 +816,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>Reduce must be imported from functools module.</strong></li>
+<li><strong>Reduce must be imported from the functools module.</strong></li>
 </ul>
 <div><h3 id="anyall">Any, All</h3><pre><code class="python language-python hljs"><bool> = any(<collection>)                                <span class="hljs-comment"># Is `bool(el)` True for any element.</span>
 <bool> = all(<collection>)                                <span class="hljs-comment"># Is True for all elements or empty.</span>
@@ -1035,11 +1035,10 @@
 
 
 <ul>
-<li><strong>For arbitrary type use <code class="python hljs"><span class="hljs-string">'typing.Any'</span></code>.</strong></li>
 <li><strong>Objects can be made sortable with <code class="python hljs"><span class="hljs-string">'order=True'</span></code> and immutable with <code class="python hljs"><span class="hljs-string">'frozen=True'</span></code>.</strong></li>
 <li><strong>For object to be hashable, all attributes must be hashable and frozen must be True.</strong></li>
-<li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances.</strong></li>
-<li><strong>Default_factory can be any <a href="#callable">callable</a>.</strong></li>
+<li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances. Argument 'default_factory' can be any <a href="#callable">callable</a>.</strong></li>
+<li><strong>For attributes of arbitrary type use <code class="python hljs"><span class="hljs-string">'typing.Any'</span></code>.</strong></li>
 </ul>
 <div><h4 id="inline-1">Inline:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
 <class> = make_dataclass(<span class="hljs-string">'<class_name>'</span>, <coll_of_attribute_names>)
@@ -1215,7 +1214,7 @@
 
 <div><h3 id="sequence">Sequence</h3><ul>
 <li><strong>Only required methods are len() and getitem().</strong></li>
-<li><strong>Getitem() should return an item at index or raise IndexError.</strong></li>
+<li><strong>Getitem() should return an item at the passed index or raise IndexError.</strong></li>
 <li><strong>Iter() and contains() automatically work on any object that has getitem() defined.</strong></li>
 <li><strong>Reversed() automatically works on any object that has len() and getitem() defined.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MySequence</span>:</span>
@@ -1543,7 +1542,7 @@
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><Path> = Path(<path> [, ...])       <span class="hljs-comment"># Accepts strings, Paths and DirEntry objects.</span>
-<Path> = <path> / <path> [/ ...]    <span class="hljs-comment"># One of the paths must be a Path object.</span>
+<Path> = <path> / <path> [/ ...]    <span class="hljs-comment"># One of the two paths must be a Path object.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><Path> = Path()                     <span class="hljs-comment"># Returns relative cwd. Also Path('.').</span>
 <Path> = Path.cwd()                 <span class="hljs-comment"># Returns absolute cwd. Also Path().resolve().</span>
@@ -2188,18 +2187,18 @@
 run(host=<span class="hljs-string">'0.0.0.0'</span>, port=<span class="hljs-number">80</span>)            <span class="hljs-comment"># Runs globally.</span>
 </code></pre></div>
 
-<div><h3 id="staticrequest">Static Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@route('/img/<image>')</span>
-<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">send_image</span><span class="hljs-params">(image)</span>:</span>
-    <span class="hljs-keyword">return</span> static_file(image, <span class="hljs-string">'img_dir/'</span>, mimetype=<span class="hljs-string">'image/png'</span>)
+<div><h3 id="staticrequest">Static Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@route('/img/<filename>')</span>
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">send_file</span><span class="hljs-params">(filename)</span>:</span>
+    <span class="hljs-keyword">return</span> static_file(filename, root=<span class="hljs-string">'img_dir/'</span>)
 </code></pre></div>
 
 <div><h3 id="dynamicrequest">Dynamic Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@route('/<sport>')</span>
-<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">send_page</span><span class="hljs-params">(sport)</span>:</span>
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">send_html</span><span class="hljs-params">(sport)</span>:</span>
     <span class="hljs-keyword">return</span> template(<span class="hljs-string">'<h1>{{title}}</h1>'</span>, title=sport)
 </code></pre></div>
 
 <div><h3 id="restrequest">REST Request</h3><pre><code class="python language-python hljs"><span class="hljs-meta">@post('/<sport>/odds')</span>
-<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">odds_handler</span><span class="hljs-params">(sport)</span>:</span>
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">send_json</span><span class="hljs-params">(sport)</span>:</span>
     team = request.forms.get(<span class="hljs-string">'team'</span>)
     home_odds, away_odds = <span class="hljs-number">2.44</span>, <span class="hljs-number">3.29</span>
     response.headers[<span class="hljs-string">'Content-Type'</span>] = <span class="hljs-string">'application/json'</span>
@@ -2390,17 +2389,18 @@
 <ImageDraw> = ImageDraw.Draw(<Image>)
 </code></pre></div>
 
-<pre><code class="python language-python hljs"><ImageDraw>.point((x, y), fill=<span class="hljs-keyword">None</span>)
-<ImageDraw>.line((x1, y1, x2, y2 [, ...]), fill=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>, joint=<span class="hljs-keyword">None</span>) 
-<ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg, fill=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>)
-<ImageDraw>.rectangle((x1, y1, x2, y2), fill=<span class="hljs-keyword">None</span>, outline=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>)
-<ImageDraw>.polygon((x1, y1, x2, y2 [, ...]), fill=<span class="hljs-keyword">None</span>, outline=<span class="hljs-keyword">None</span>)
-<ImageDraw>.ellipse((x1, y1, x2, y2), fill=<span class="hljs-keyword">None</span>, outline=<span class="hljs-keyword">None</span>, width=<span class="hljs-number">0</span>)
+<pre><code class="python language-python hljs"><ImageDraw>.point((x, y))
+<ImageDraw>.line((x1, y1, x2, y2 [, ...]))
+<ImageDraw>.arc((x1, y1, x2, y2), from_deg, to_deg)
+<ImageDraw>.rectangle((x1, y1, x2, y2))
+<ImageDraw>.polygon((x1, y1, x2, y2 [, ...]))
+<ImageDraw>.ellipse((x1, y1, x2, y2))
 </code></pre>
 <ul>
 <li><strong>Use <code class="python hljs"><span class="hljs-string">'fill=<color>'</span></code> to set the primary color.</strong></li>
-<li><strong>Use <code class="python hljs"><span class="hljs-string">'outline=<color>'</span></code> to set the secondary color.</strong></li>
-<li><strong>Color can be specified as an int, tuple, <code class="python hljs"><span class="hljs-string">'#rrggbb[aa]'</span></code> string or a color name.</strong></li>
+<li><strong>Use <code class="python hljs"><span class="hljs-string">'width=<int>'</span></code> to set the width of lines or contours.</strong></li>
+<li><strong>Use <code class="python hljs"><span class="hljs-string">'outline=<color>'</span></code> to set the color of the contours.</strong></li>
+<li><strong>Colors can be specified as an int, tuple, <code class="python hljs"><span class="hljs-string">'#rrggbb[aa]'</span></code> string or a color name.</strong></li>
 </ul>
 <div><h2 id="animation"><a href="#animation" name="animation">#</a>Animation</h2><div><h4 id="createsagifofabouncingball">Creates a GIF of a bouncing ball:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install imageio</span>
 <span class="hljs-keyword">from</span> PIL <span class="hljs-keyword">import</span> Image, ImageDraw
@@ -3017,7 +3017,7 @@
  
 
   <footer>
-    <aside>October 21, 2021</aside>
+    <aside>October 22, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 079ffeea8b9e60bea760e9d17952096ac7486463 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 29 Oct 2021 02:03:18 +0200
Subject: [PATCH 0317/1007] Image, Pygame

---
 README.md  | 12 ++++++------
 index.html | 16 ++++++++--------
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 50e1b987d..e4316ff79 100644
--- a/README.md
+++ b/README.md
@@ -2590,7 +2590,7 @@ Line #         Mem usage      Increment   Line Contents
 ```
 
 ### Call Graph
-#### Generates a PNG image of a call graph with highlighted bottlenecks:
+#### Generates a PNG image of the call graph with highlighted bottlenecks:
 ```python
 # $ pip3 install pycallgraph2
 from pycallgraph2 import output, PyCallGraph
@@ -2742,8 +2742,8 @@ from PIL import Image
 #### Creates a PNG image of a rainbow gradient:
 ```python
 WIDTH, HEIGHT = 100, 100
-size = WIDTH * HEIGHT
-hues = (255 * i/size for i in range(size))
+n_pixels = WIDTH * HEIGHT
+hues = (255 * i/n_pixels for i in range(n_pixels))
 img = Image.new('HSV', (WIDTH, HEIGHT))
 img.putdata([(int(h), 255, 255) for h in hues])
 img.convert('RGB').save('test.png')
@@ -3064,13 +3064,13 @@ def stop_on_collision(spd, bounds):
              y=0 if (D.n in bounds and spd.y < 0) or (D.s in bounds and spd.y > 0) else spd.y)
 
 def draw(screen, images, mario, tiles, pressed):
-    def get_frame_index():
+    def get_marios_image_index():
         if D.s not in get_boundaries(mario.rect, tiles):
             return 4
         return next(mario.frame_cycle) if {D.w, D.e} & pressed else 6
     screen.fill((85, 168, 255))
     mario.facing_left = (D.w in pressed) if {D.w, D.e} & pressed else mario.facing_left
-    screen.blit(images[get_frame_index() + mario.facing_left * 9], mario.rect)
+    screen.blit(images[get_marios_image_index() + mario.facing_left * 9], mario.rect)
     for rect in tiles:
         screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
     pg.display.flip()
@@ -3387,7 +3387,7 @@ df = df.rename({'date': 'Date', 'Continent_Name': 'Continent'}, axis='columns')
 line(df, x='Date', y='Total Deaths per Million', color='Continent').show()
 ```
 
-#### Confirmed covid cases, Dow Jones, gold, and Bitcoin price:
+#### Confirmed covid cases, Dow Jones, Gold, and Bitcoin price:
 
 ![Covid Cases](web/covid_cases.png)
 <div id="e23ccacc-a456-478b-b467-7282a2165921" class="plotly-graph-div" style="height:315px; width:100%;"></div>
diff --git a/index.html b/index.html
index ddf7194ed..ce130e488 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 22, 2021</aside>
+    <aside>October 29, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -2259,7 +2259,7 @@
      3        38.012 MiB      0.344 MiB       a = [*range(10000)]
      4        38.477 MiB      0.465 MiB       b = {*range(10000)}
 </code></pre>
-<div><h3 id="callgraph">Call Graph</h3><div><h4 id="generatesapngimageofacallgraphwithhighlightedbottlenecks">Generates a PNG image of a call graph with highlighted bottlenecks:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pycallgraph2</span>
+<div><h3 id="callgraph">Call Graph</h3><div><h4 id="generatesapngimageofthecallgraphwithhighlightedbottlenecks">Generates a PNG image of the call graph with highlighted bottlenecks:</h4><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install pycallgraph2</span>
 <span class="hljs-keyword">from</span> pycallgraph2 <span class="hljs-keyword">import</span> output, PyCallGraph
 <span class="hljs-keyword">from</span> datetime <span class="hljs-keyword">import</span> datetime
 filename = <span class="hljs-string">f'profile-<span class="hljs-subst">{datetime.now():%Y%m%d%H%M%S}</span>.png'</span>
@@ -2368,8 +2368,8 @@
 <li><strong><code class="python hljs"><span class="hljs-string">'RGBA'</span></code> - 4x8-bit pixels, true color with transparency mask.</strong></li>
 <li><strong><code class="python hljs"><span class="hljs-string">'HSV'</span></code> - 3x8-bit pixels, Hue, Saturation, Value color space.</strong></li>
 </ul><div><h3 id="examples">Examples</h3><div><h4 id="createsapngimageofarainbowgradient">Creates a PNG image of a rainbow gradient:</h4><pre><code class="python language-python hljs">WIDTH, HEIGHT = <span class="hljs-number">100</span>, <span class="hljs-number">100</span>
-size = WIDTH * HEIGHT
-hues = (<span class="hljs-number">255</span> * i/size <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(size))
+n_pixels = WIDTH * HEIGHT
+hues = (<span class="hljs-number">255</span> * i/n_pixels <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(n_pixels))
 img = Image.new(<span class="hljs-string">'HSV'</span>, (WIDTH, HEIGHT))
 img.putdata([(int(h), <span class="hljs-number">255</span>, <span class="hljs-number">255</span>) <span class="hljs-keyword">for</span> h <span class="hljs-keyword">in</span> hues])
 img.convert(<span class="hljs-string">'RGB'</span>).save(<span class="hljs-string">'test.png'</span>)
@@ -2639,13 +2639,13 @@
              y=<span class="hljs-number">0</span> <span class="hljs-keyword">if</span> (D.n <span class="hljs-keyword">in</span> bounds <span class="hljs-keyword">and</span> spd.y < <span class="hljs-number">0</span>) <span class="hljs-keyword">or</span> (D.s <span class="hljs-keyword">in</span> bounds <span class="hljs-keyword">and</span> spd.y > <span class="hljs-number">0</span>) <span class="hljs-keyword">else</span> spd.y)
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">draw</span><span class="hljs-params">(screen, images, mario, tiles, pressed)</span>:</span>
-    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_frame_index</span><span class="hljs-params">()</span>:</span>
+    <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_marios_image_index</span><span class="hljs-params">()</span>:</span>
         <span class="hljs-keyword">if</span> D.s <span class="hljs-keyword">not</span> <span class="hljs-keyword">in</span> get_boundaries(mario.rect, tiles):
             <span class="hljs-keyword">return</span> <span class="hljs-number">4</span>
         <span class="hljs-keyword">return</span> next(mario.frame_cycle) <span class="hljs-keyword">if</span> {D.w, D.e} & pressed <span class="hljs-keyword">else</span> <span class="hljs-number">6</span>
     screen.fill((<span class="hljs-number">85</span>, <span class="hljs-number">168</span>, <span class="hljs-number">255</span>))
     mario.facing_left = (D.w <span class="hljs-keyword">in</span> pressed) <span class="hljs-keyword">if</span> {D.w, D.e} & pressed <span class="hljs-keyword">else</span> mario.facing_left
-    screen.blit(images[get_frame_index() + mario.facing_left * <span class="hljs-number">9</span>], mario.rect)
+    screen.blit(images[get_marios_image_index() + mario.facing_left * <span class="hljs-number">9</span>], mario.rect)
     <span class="hljs-keyword">for</span> rect <span class="hljs-keyword">in</span> tiles:
         screen.blit(images[<span class="hljs-number">18</span> <span class="hljs-keyword">if</span> {*rect.topleft} & {<span class="hljs-number">0</span>, (SIZE<span class="hljs-number">-1</span>)*<span class="hljs-number">16</span>} <span class="hljs-keyword">else</span> <span class="hljs-number">19</span>], rect)
     pg.display.flip()
@@ -2894,7 +2894,7 @@
 
 
 
-<div><h4 id="confirmedcovidcasesdowjonesgoldandbitcoinprice">Confirmed covid cases, Dow Jones, gold, and Bitcoin price:</h4><p></p><div id="e23ccacc-a456-478b-b467-7282a2165921" class="plotly-graph-div" style="height:315px; width:100%;"></div><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> pandas <span class="hljs-keyword">as</span> pd
+<div><h4 id="confirmedcovidcasesdowjonesgoldandbitcoinprice">Confirmed covid cases, Dow Jones, Gold, and Bitcoin price:</h4><p></p><div id="e23ccacc-a456-478b-b467-7282a2165921" class="plotly-graph-div" style="height:315px; width:100%;"></div><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> pandas <span class="hljs-keyword">as</span> pd
 <span class="hljs-keyword">import</span> plotly.graph_objects <span class="hljs-keyword">as</span> go
 
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">main</span><span class="hljs-params">()</span>:</span>
@@ -3017,7 +3017,7 @@
  
 
   <footer>
-    <aside>October 22, 2021</aside>
+    <aside>October 29, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 86fa13022b1f0b09743c27ac1e63c0e7319a589d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 29 Oct 2021 21:57:21 +0200
Subject: [PATCH 0318/1007] String, Regex

---
 README.md  | 8 ++++----
 index.html | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index e4316ff79..abb93643a 100644
--- a/README.md
+++ b/README.md
@@ -308,7 +308,7 @@ String
 ```python
 <list> = <str>.split()                       # Splits on one or more whitespace characters.
 <list> = <str>.split(sep=None, maxsplit=-1)  # Splits on 'sep' str at most 'maxsplit' times.
-<list> = <str>.splitlines(keepends=False)    # Splits on [\n\r\f\v\x1c\x1d\x1e\x85…] and \r\n.
+<list> = <str>.splitlines(keepends=False)    # On [\n\r\f\v\x1c-\x1e\x85\u2028\u2029] and \r\n.
 <str>  = <str>.join(<coll_of_strings>)       # Joins elements using string as a separator.
 ```
 
@@ -329,7 +329,7 @@ String
 <str>  = chr(<int>)                          # Converts int to Unicode char.
 <int>  = ord(<str>)                          # Converts Unicode char to int.
 ```
-* **Also: `'lstrip()'`, `'rstrip()'`.**
+* **Also: `'lstrip()'`, `'rstrip()'` and `'rsplit()'`.**
 * **Also: `'lower()'`, `'upper()'`, `'capitalize()'` and `'title()'`.**
 
 ### Property Methods
@@ -344,7 +344,7 @@ String
 | isdecimal()   |          |          |          |          |   yes    |
 +---------------+----------+----------+----------+----------+----------+
 ```
-* **Also: `'isspace()'` checks for `'[ \t\n\r\f\v…]'`.**
+* **Also: `'isspace()'` checks for `'[ \t\n\r\f\v\x1c-\x1f\x85…]'`.**
 
 
 Regex
@@ -377,7 +377,7 @@ import re
 
 ### Special Sequences
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
-* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'`.**
+* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
 * **Use a capital letter for negation.**
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
diff --git a/index.html b/index.html
index ce130e488..e1da59ee8 100644
--- a/index.html
+++ b/index.html
@@ -449,7 +449,7 @@
 
 <pre><code class="python language-python hljs"><list> = <str>.split()                       <span class="hljs-comment"># Splits on one or more whitespace characters.</span>
 <list> = <str>.split(sep=<span class="hljs-keyword">None</span>, maxsplit=<span class="hljs-number">-1</span>)  <span class="hljs-comment"># Splits on 'sep' str at most 'maxsplit' times.</span>
-<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># Splits on [\n\r\f\v\x1c\x1d\x1e\x85…] and \r\n.</span>
+<list> = <str>.splitlines(keepends=<span class="hljs-keyword">False</span>)    <span class="hljs-comment"># On [\n\r\f\v\x1c-\x1e\x85\u2028\u2029] and \r\n.</span>
 <str>  = <str>.join(<coll_of_strings>)       <span class="hljs-comment"># Joins elements using string as a separator.</span>
 </code></pre>
 <pre><code class="python language-python hljs"><bool> = <sub_str> <span class="hljs-keyword">in</span> <str>                  <span class="hljs-comment"># Checks if string contains a substring.</span>
@@ -465,7 +465,7 @@
 <int>  = ord(<str>)                          <span class="hljs-comment"># Converts Unicode char to int.</span>
 </code></pre>
 <ul>
-<li><strong>Also: <code class="python hljs"><span class="hljs-string">'lstrip()'</span></code>, <code class="python hljs"><span class="hljs-string">'rstrip()'</span></code>.</strong></li>
+<li><strong>Also: <code class="python hljs"><span class="hljs-string">'lstrip()'</span></code>, <code class="python hljs"><span class="hljs-string">'rstrip()'</span></code> and <code class="python hljs"><span class="hljs-string">'rsplit()'</span></code>.</strong></li>
 <li><strong>Also: <code class="python hljs"><span class="hljs-string">'lower()'</span></code>, <code class="python hljs"><span class="hljs-string">'upper()'</span></code>, <code class="python hljs"><span class="hljs-string">'capitalize()'</span></code> and <code class="python hljs"><span class="hljs-string">'title()'</span></code>.</strong></li>
 </ul>
 <div><h3 id="propertymethods">Property Methods</h3><pre><code class="text language-text">┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓
@@ -480,7 +480,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>Also: <code class="python hljs"><span class="hljs-string">'isspace()'</span></code> checks for <code class="python hljs"><span class="hljs-string">'[ \t\n\r\f\v…]'</span></code>.</strong></li>
+<li><strong>Also: <code class="python hljs"><span class="hljs-string">'isspace()'</span></code> checks for <code class="python hljs"><span class="hljs-string">'[ \t\n\r\f\v\x1c-\x1f\x85…]'</span></code>.</strong></li>
 </ul>
 <div><h2 id="regex"><a href="#regex" name="regex">#</a>Regex</h2><pre><code class="python language-python hljs"><span class="hljs-keyword">import</span> re
 <str>   = re.sub(<regex>, new, text, count=<span class="hljs-number">0</span>)  <span class="hljs-comment"># Substitutes all occurrences with 'new'.</span>
@@ -508,7 +508,7 @@
 
 <div><h3 id="specialsequences">Special Sequences</h3><ul>
 <li><strong>By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless <code class="python hljs"><span class="hljs-string">'flags=re.ASCII'</span></code> argument is used.</strong></li>
-<li><strong>As shown below, it restricts special sequence matches to the first 128 characters and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c-\x1f]'</span></code>.</strong></li>
+<li><strong>As shown below, it restricts special sequence matches to the first 128 characters and prevents <code class="python hljs"><span class="hljs-string">'\s'</span></code> from accepting <code class="python hljs"><span class="hljs-string">'[\x1c-\x1f]'</span></code> (the so-called separator characters).</strong></li>
 <li><strong>Use a capital letter for negation.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-string">'\d'</span> == <span class="hljs-string">'[0-9]'</span>                                <span class="hljs-comment"># Matches decimal characters.</span>
 <span class="hljs-string">'\w'</span> == <span class="hljs-string">'[a-zA-Z0-9_]'</span>                         <span class="hljs-comment"># Matches alphanumerics and underscore.</span>

From 4d64e63cbd3edb028d57906998ac0114cc85edaf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 30 Oct 2021 03:41:51 +0200
Subject: [PATCH 0319/1007] Datetime, Decorator

---
 README.md  |  5 +++--
 index.html | 11 +++++++----
 2 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index abb93643a..b6c6fb5b0 100644
--- a/README.md
+++ b/README.md
@@ -648,7 +648,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 >>> dt.strftime("%A, %dth of %B '%y, %I:%M%p %Z")
 "Thursday, 14th of May '15, 11:39PM UTC+02:00"
 ```
-* **When parsing, `'%z'` also accepts `'±HH:MM'`.**
+* **`'%Z'` only accepts `'UTC/GMT'` and local timezone's code. `'%z'` also accepts `'±HH:MM'`.**
 * **For abbreviated weekday and month use `'%a'` and `'%b'`.**
 
 ### Arithmetics
@@ -881,7 +881,8 @@ def get_counter():
 
 Decorator
 ---------
-**A decorator takes a function, adds some functionality and returns it.**
+* **A decorator takes a function, adds some functionality and returns it.**
+* **It can be any [callable](#callable), but is usually implemented as a function that returns a [closure](#closure).**
 
 ```python
 @decorator_name
diff --git a/index.html b/index.html
index e1da59ee8..48e510d29 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 29, 2021</aside>
+    <aside>October 30, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -730,7 +730,7 @@
 </code></pre></div>
 
 <ul>
-<li><strong>When parsing, <code class="python hljs"><span class="hljs-string">'%z'</span></code> also accepts <code class="python hljs"><span class="hljs-string">'±HH:MM'</span></code>.</strong></li>
+<li><strong><code class="python hljs"><span class="hljs-string">'%Z'</span></code> only accepts <code class="python hljs"><span class="hljs-string">'UTC/GMT'</span></code> and local timezone's code. <code class="python hljs"><span class="hljs-string">'%z'</span></code> also accepts <code class="python hljs"><span class="hljs-string">'±HH:MM'</span></code>.</strong></li>
 <li><strong>For abbreviated weekday and month use <code class="python hljs"><span class="hljs-string">'%a'</span></code> and <code class="python hljs"><span class="hljs-string">'%b'</span></code>.</strong></li>
 </ul>
 <div><h3 id="arithmetics">Arithmetics</h3><pre><code class="python language-python apache hljs"><D/DT>   = <D/DT>   ± <TD>                  <span class="hljs-comment"># Returned datetime can fall into missing hour.</span>
@@ -897,7 +897,10 @@
 <span class="hljs-meta">>>> </span>counter(), counter(), counter()
 (<span class="hljs-number">1</span>, <span class="hljs-number">2</span>, <span class="hljs-number">3</span>)
 </code></pre>
-<div class="pagebreak"></div><div><h2 id="decorator"><a href="#decorator" name="decorator">#</a>Decorator</h2><p><strong>A decorator takes a function, adds some functionality and returns it.</strong></p><pre><code class="python language-python hljs"><span class="hljs-meta">@decorator_name</span>
+<div class="pagebreak"></div><div><h2 id="decorator"><a href="#decorator" name="decorator">#</a>Decorator</h2><ul>
+<li><strong>A decorator takes a function, adds some functionality and returns it.</strong></li>
+<li><strong>It can be any <a href="#callable">callable</a>, but is usually implemented as a function that returns a <a href="#closure">closure</a>.</strong></li>
+</ul><pre><code class="python language-python hljs"><span class="hljs-meta">@decorator_name</span>
 <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">function_that_gets_passed_to_decorator</span><span class="hljs-params">()</span>:</span>
     ...
 </code></pre></div>
@@ -3017,7 +3020,7 @@
  
 
   <footer>
-    <aside>October 29, 2021</aside>
+    <aside>October 30, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 4599663ca22f365ad29909f54b0da11df279ad31 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 30 Oct 2021 06:31:13 +0200
Subject: [PATCH 0320/1007] Updated remove_links.py script

---
 pdf/remove_links.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 1dc54a4ed..9bb9f4cb7 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -9,6 +9,7 @@
 MATCHES = {
     '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module \'operator\' (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.</strong>',
     '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its <a href="#class">repr()</a> method.</strong>': '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its repr() method (p. 14).</strong>',
+    '<strong>It can be any <a href="#callable">callable</a>, but is usually implemented as a function that returns a <a href="#closure">closure</a>.</strong>': '<strong>It can be any callable (p. 17), but is usually implemented as a function that returns a closure (p. 12).</strong>',
     '<strong>Default_factory can be any <a href="#callable">callable</a>.</strong>': '<strong>Default_factory can be any callable (p. 17).</strong>',
     '<strong>Sequence iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Sequence iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',
     '<strong>Objects returned by the <a href="#itertools">itertools</a> module, such as count, repeat and cycle.</strong>': '<strong>Objects returned by the itertools module, such as count, repeat and cycle (p. 3).</strong>',

From 017bb13f65cc5cdfcfef8d6943d9a926d188c81c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Sat, 30 Oct 2021 06:44:46 +0200
Subject: [PATCH 0321/1007] Updated TOC

---
 README.md       | 2 +-
 index.html      | 2 +-
 parse.js        | 2 +-
 web/script_2.js | 4 ++--
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index b6c6fb5b0..544b24726 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ Contents
 --------
 **   ** **1. Collections:** ** ** **[`List`](#list)**__,__ **[`Dictionary`](#dictionary)**__,__ **[`Set`](#set)**__,__ **[`Tuple`](#tuple)**__,__ **[`Range`](#range)**__,__ **[`Enumerate`](#enumerate)**__,__ **[`Iterator`](#iterator)**__,__ **[`Generator`](#generator)**__.__  
 **   ** **2. Types:** **          **  **[`Type`](#type)**__,__ **[`String`](#string)**__,__ **[`Regular_Exp`](#regex)**__,__ **[`Format`](#format)**__,__ **[`Numbers`](#numbers-1)**__,__ **[`Combinatorics`](#combinatorics)**__,__ **[`Datetime`](#datetime)**__.__  
-**   ** **3. Syntax:** **         **  **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Closure`](#closure)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__  
+**   ** **3. Syntax:** **         **  **[`Args`](#arguments)**__,__ **[`Inline`](#inline)**__,__ **[`Imports`](#imports)**__,__ **[`Decorator`](#decorator)**__,__ **[`Class`](#class)**__,__ **[`Duck_Type`](#duck-types)**__,__ **[`Enum`](#enum)**__,__ **[`Exception`](#exceptions)**__.__  
 **   ** **4. System:** **        **  **[`Exit`](#exit)**__,__ **[`Print`](#print)**__,__ **[`Input`](#input)**__,__ **[`Command_Line_Arguments`](#command-line-arguments)**__,__ **[`Open`](#open)**__,__ **[`Path`](#paths)**__,__ **[`OS_Commands`](#os-commands)**__.__  
 **   ** **5. Data:** **             **  **[`JSON`](#json)**__,__ **[`Pickle`](#pickle)**__,__ **[`CSV`](#csv)**__,__ **[`SQLite`](#sqlite)**__,__ **[`Bytes`](#bytes)**__,__ **[`Struct`](#struct)**__,__ **[`Array`](#array)**__,__ **[`Memory_View`](#memory-view)**__,__ **[`Deque`](#deque)**__.__  
 **   ** **6. Advanced:** **   **  **[`Threading`](#threading)**__,__ **[`Operator`](#operator)**__,__ **[`Introspection`](#introspection)**__,__ **[`Metaprograming`](#metaprogramming)**__,__ **[`Eval`](#eval)**__,__ **[`Coroutines`](#coroutines)**__.__  
diff --git a/index.html b/index.html
index 48e510d29..759ac0b1d 100644
--- a/index.html
+++ b/index.html
@@ -235,7 +235,7 @@
 </sup></p><p class="banner"><img src="https://github.com/web/image_888.jpeg" alt="Monty Python"></p><br><div><h2 id="toc"><a href="#toc" name="toc">#</a>Contents</h2><pre><code class="hljs bash" style="line-height: 1.3em;"><strong>ToC</strong> = {
     <strong><span class="hljs-string"><span class="hljs-string">'1. Collections'</span></span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'2. Types'</span></span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],
-    <strong><span class="hljs-string"><span class="hljs-string">'3. Syntax'</span></span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],
+    <strong><span class="hljs-string"><span class="hljs-string">'3. Syntax'</span></span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#imports">Imports</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'4. System'</span></span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'5. Data'</span></span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],
     <strong><span class="hljs-string"><span class="hljs-string">'6. Advanced'</span></span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],
diff --git a/parse.js b/parse.js
index 0dea0f86e..5a3dceee8 100755
--- a/parse.js
+++ b/parse.js
@@ -35,7 +35,7 @@ const TOC =
   '<pre><code class="hljs bash" style="line-height: 1.3em;"><strong>ToC</strong> = {\n' +
   '    <strong><span class="hljs-string">\'1. Collections\'</span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],\n' +
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
-  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
+  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#imports">Imports</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
   '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
diff --git a/web/script_2.js b/web/script_2.js
index efb56e947..ebb8b9147 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -2,7 +2,7 @@ const TOC =
   '<strong>ToC</strong> = {\n' +
   '    <strong><span class="hljs-string">\'1. Collections\'</span></strong>: [<a href="#list">List</a>, <a href="#dictionary">Dictionary</a>, <a href="#set">Set</a>, <a href="#tuple">Tuple</a>, <a href="#range">Range</a>, <a href="#enumerate">Enumerate</a>, <a href="#iterator">Iterator</a>, <a href="#generator">Generator</a>],\n' +
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>, <a href="#format">Format</a>, <a href="#numbers">Numbers</a>, <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
-  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
+  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#imports">Imports</a>, <a href="#decorator">Decorator</a>, <a href="#class">Class</a>, <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>, <a href="#exceptions">Exception</a>],\n' +
   '    <strong><span class="hljs-string">\'4. System\'</span></strong>:      [<a href="#exit">Exit</a>, <a href="#print">Print</a>, <a href="#input">Input</a>, <a href="#commandlinearguments">Command_Line_Arguments</a>, <a href="#open">Open</a>, <a href="#paths">Path</a>, <a href="#oscommands">OS_Commands</a>],\n' +
   '    <strong><span class="hljs-string">\'5. Data\'</span></strong>:        [<a href="#json">JSON</a>, <a href="#pickle">Pickle</a>, <a href="#csv">CSV</a>, <a href="#sqlite">SQLite</a>, <a href="#bytes">Bytes</a>, <a href="#struct">Struct</a>, <a href="#array">Array</a>, <a href="#memoryview">Memory_View</a>, <a href="#deque">Deque</a>],\n' +
   '    <strong><span class="hljs-string">\'6. Advanced\'</span></strong>:    [<a href="#threading">Threading</a>, <a href="#operator">Operator</a>, <a href="#introspection">Introspection</a>, <a href="#metaprogramming">Metaprograming</a>, <a href="#eval">Eval</a>, <a href="#coroutines">Coroutine</a>],\n' +
@@ -18,7 +18,7 @@ const TOC_MOBILE =
   '    <strong><span class="hljs-string">\'2. Types\'</span></strong>:       [<a href="#type">Type</a>, <a href="#string">String</a>, <a href="#regex">Regular_Exp</a>,\n' +
   '                       <a href="#format">Format</a>, <a href="#numbers">Numbers</a>,\n' +
   '                       <a href="#combinatorics">Combinatorics</a>, <a href="#datetime">Datetime</a>],\n' +
-  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#closure">Closure</a>,\n' +
+  '    <strong><span class="hljs-string">\'3. Syntax\'</span></strong>:      [<a href="#arguments">Args</a>, <a href="#inline">Inline</a>, <a href="#imports">Imports</a>,\n' +
   '                       <a href="#decorator">Decorator</a>, <a href="#class">Class</a>,\n' +
   '                       <a href="#ducktypes">Duck_Type</a>, <a href="#enum">Enum</a>,\n' +
   '                       <a href="#exceptions">Exception</a>],\n' +

From 4723a309469a151aefa4fe6ff8855b308ed0ae08 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 16 Nov 2021 12:26:32 +0100
Subject: [PATCH 0322/1007] List and Datetime

---
 README.md  | 20 ++++++++++----------
 index.html | 26 +++++++++++++-------------
 2 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/README.md b/README.md
index 544b24726..05a0e60a8 100644
--- a/README.md
+++ b/README.md
@@ -29,7 +29,7 @@ if __name__ == '__main__':     # Runs main() if file wasn't imported.
 List
 ----
 ```python
-<list> = <list>[from_inclusive : to_exclusive : ±step_size]
+<list> = <list>[<slice>]       # Or: <list>[from_inclusive : to_exclusive : ±step]
 ```
 
 ```python
@@ -38,10 +38,10 @@ List
 ```
 
 ```python
-<list>.sort()
-<list>.reverse()
-<list> = sorted(<collection>)
-<iter> = reversed(<list>)
+<list>.sort()                  # Sorts in ascending order.
+<list>.reverse()               # Reverses the list in-place.
+<list> = sorted(<collection>)  # Returns a new sorted list.
+<iter> = reversed(<list>)      # Returns reversed iterator.
 ```
 
 ```python
@@ -643,7 +643,6 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 
 ### Format
 ```python
->>> from datetime import datetime
 >>> dt = datetime.strptime('2015-05-14 23:39:00.00 +0200', '%Y-%m-%d %H:%M:%S.%f %z')
 >>> dt.strftime("%A, %dth of %B '%y, %I:%M%p %Z")
 "Thursday, 14th of May '15, 11:39PM UTC+02:00"
@@ -653,10 +652,11 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 
 ### Arithmetics
 ```python
-<D/DT>   = <D/DT>   ± <TD>                  # Returned datetime can fall into missing hour.
-<TD>     = <D/DTn>  - <D/DTn>               # Returns the difference, ignoring time jumps.
-<TD>     = <DTa>    - <DTa>                 # Ignores time jumps if they share tzinfo object.
-<TD>     = <DT_UTC> - <DT_UTC>              # Convert DTs to UTC to get the actual delta.
+<D/DT>   = <D/DT>  ± <TD>                   # Returned datetime can fall into missing hour.
+<TD>     = <D/DTn> - <D/DTn>                # Returns the difference, ignoring time jumps.
+<TD>     = <DTa>   - <DTa>                  # Ignores time jumps if they share tzinfo object.
+<TD>     = <TD>    * <real>                 # Also: <TD> = abs(<TD>) and <TD> = <TD> ±% <TD>
+<float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also '//'.
 ```
 
 
diff --git a/index.html b/index.html
index 759ac0b1d..4c415c73d 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>October 30, 2021</aside>
+    <aside>November 16, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -253,16 +253,16 @@
     main()
 </code></pre></div>
 
-<div><h2 id="list"><a href="#list" name="list">#</a>List</h2><pre><code class="python language-python hljs"><list> = <list>[from_inclusive : to_exclusive : ±step_size]
+<div><h2 id="list"><a href="#list" name="list">#</a>List</h2><pre><code class="python language-python hljs"><list> = <list>[<slice>]       <span class="hljs-comment"># Or: <list>[from_inclusive : to_exclusive : ±step]</span>
 </code></pre></div>
 
 <pre><code class="python language-python hljs"><list>.append(<el>)            <span class="hljs-comment"># Or: <list> += [<el>]</span>
 <list>.extend(<collection>)    <span class="hljs-comment"># Or: <list> += <collection></span>
 </code></pre>
-<pre><code class="python language-python hljs"><list>.sort()
-<list>.reverse()
-<list> = sorted(<collection>)
-<iter> = reversed(<list>)
+<pre><code class="python language-python hljs"><list>.sort()                  <span class="hljs-comment"># Sorts in ascending order.</span>
+<list>.reverse()               <span class="hljs-comment"># Reverses the list in-place.</span>
+<list> = sorted(<collection>)  <span class="hljs-comment"># Returns a new sorted list.</span>
+<iter> = reversed(<list>)      <span class="hljs-comment"># Returns reversed iterator.</span>
 </code></pre>
 <pre><code class="python language-python hljs">sum_of_elements  = sum(<collection>)
 elementwise_sum  = [sum(pair) <span class="hljs-keyword">for</span> pair <span class="hljs-keyword">in</span> zip(list_a, list_b)]
@@ -723,8 +723,7 @@
 <float>  = <DTa>.timestamp()                <span class="hljs-comment"># Seconds since the Epoch, from DTa.</span>
 </code></pre></div>
 
-<div><h3 id="format-1">Format</h3><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> datetime <span class="hljs-keyword">import</span> datetime
-<span class="hljs-meta">>>> </span>dt = datetime.strptime(<span class="hljs-string">'2015-05-14 23:39:00.00 +0200'</span>, <span class="hljs-string">'%Y-%m-%d %H:%M:%S.%f %z'</span>)
+<div><h3 id="format-1">Format</h3><pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>dt = datetime.strptime(<span class="hljs-string">'2015-05-14 23:39:00.00 +0200'</span>, <span class="hljs-string">'%Y-%m-%d %H:%M:%S.%f %z'</span>)
 <span class="hljs-meta">>>> </span>dt.strftime(<span class="hljs-string">"%A, %dth of %B '%y, %I:%M%p %Z"</span>)
 <span class="hljs-string">"Thursday, 14th of May '15, 11:39PM UTC+02:00"</span>
 </code></pre></div>
@@ -733,10 +732,11 @@
 <li><strong><code class="python hljs"><span class="hljs-string">'%Z'</span></code> only accepts <code class="python hljs"><span class="hljs-string">'UTC/GMT'</span></code> and local timezone's code. <code class="python hljs"><span class="hljs-string">'%z'</span></code> also accepts <code class="python hljs"><span class="hljs-string">'±HH:MM'</span></code>.</strong></li>
 <li><strong>For abbreviated weekday and month use <code class="python hljs"><span class="hljs-string">'%a'</span></code> and <code class="python hljs"><span class="hljs-string">'%b'</span></code>.</strong></li>
 </ul>
-<div><h3 id="arithmetics">Arithmetics</h3><pre><code class="python language-python apache hljs"><D/DT>   = <D/DT>   ± <TD>                  <span class="hljs-comment"># Returned datetime can fall into missing hour.</span>
-<TD>     = <D/DTn>  - <D/DTn>               <span class="hljs-comment"># Returns the difference, ignoring time jumps.</span>
-<TD>     = <DTa>    - <DTa>                 <span class="hljs-comment"># Ignores time jumps if they share tzinfo object.</span>
-<TD>     = <DT_UTC> - <DT_UTC>              <span class="hljs-comment"># Convert DTs to UTC to get the actual delta.</span>
+<div><h3 id="arithmetics">Arithmetics</h3><pre><code class="python language-python apache hljs"><D/DT>   = <D/DT>  ± <TD>                   <span class="hljs-comment"># Returned datetime can fall into missing hour.</span>
+<TD>     = <D/DTn> - <D/DTn>                <span class="hljs-comment"># Returns the difference, ignoring time jumps.</span>
+<TD>     = <DTa>   - <DTa>                  <span class="hljs-comment"># Ignores time jumps if they share tzinfo object.</span>
+<TD>     = <TD>    * <real>                 <span class="hljs-comment"># Also: <TD> = abs(<TD>) and <TD> = <TD> ±% <TD></span>
+<float>  = <TD>    / <TD>                   <span class="hljs-comment"># How many weeks/years there are in TD. Also '//'.</span>
 </code></pre></div>
 
 <div><h2 id="arguments"><a href="#arguments" name="arguments">#</a>Arguments</h2><div><h3 id="insidefunctioncall">Inside Function Call</h3><pre><code class="python language-python hljs"><function>(<positional_args>)                  <span class="hljs-comment"># f(0, 0)</span>
@@ -3020,7 +3020,7 @@
  
 
   <footer>
-    <aside>October 30, 2021</aside>
+    <aside>November 16, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 65a7b69f0f9809f97fdee1a6ea64aa3e82ab2a06 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Tue, 16 Nov 2021 13:19:01 +0100
Subject: [PATCH 0323/1007] Updated faq.html

---
 web/faq.html | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/web/faq.html b/web/faq.html
index 1c659c3c1..6cff9cb42 100644
--- a/web/faq.html
+++ b/web/faq.html
@@ -1,5 +1,5 @@
 <details open><summary><strong>Python 2 or Python 3?</strong></summary><br>
-    Python 3.7
+    Python 3.7 (or higher).
 </details><br>
 
 <details open><summary><strong>What is the best way to use it?</strong></summary><br>
@@ -36,8 +36,16 @@
     This way classes can be copy-pasted into the Python console, which would otherwise raise IndentationError.
 </details><br>
 
-<details open><summary><strong>Why are import statements, virtual environments and tests not covered?</strong></summary><br>
-    Check out <a href="https://docs.python-guide.org/">The Hitchhiker’s Guide to Python</a> for a nice overview of the mentioned topics.
+<details open><summary><strong>Why are virtual environments and tests not covered?</strong></summary><br>
+    Check out <a href="https://docs.python-guide.org/">The Hitchhiker’s Guide to Python</a> for a nice overview of the mentioned topics.<br><br>
+    A quick overview of virtual environments in Unix:<br>
+        <code>python3 -m venv env      # Creates virtual environment in current directory.</code><br>
+        <code>source env/bin/activate  # Activates virtual environment.</code><br>
+        <code>deactivate               # Deactivates virtual environment.</code><br><br>
+    And Windows:<br>
+        <code>py -m venv env           # Creates virtual environment in current directory.</code><br>
+        <code>.\env\Scripts\activate   # Activates virtual environment.</code><br>
+        <code>deactivate               # Deactivates virtual environment.</code><br><br>
 </details><br>
 
 <details open><summary><strong>Why are Flask and Django not covered?</strong></summary><br>

From 6468d768337e269a89df3666d5319a5acfb86140 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 17 Nov 2021 17:21:08 +0100
Subject: [PATCH 0324/1007] Small one character or word changes

---
 README.md                    |  6 +++---
 index.html                   | 10 +++++-----
 pdf/index_for_pdf.html       |  2 +-
 pdf/index_for_pdf_print.html |  2 +-
 4 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 05a0e60a8..5e5783375 100644
--- a/README.md
+++ b/README.md
@@ -1046,7 +1046,7 @@ class <class_name>:
 ```
 * **Objects can be made sortable with `'order=True'` and immutable with `'frozen=True'`.**
 * **For object to be hashable, all attributes must be hashable and frozen must be True.**
-* **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances. Argument 'default_factory' can be any [callable](#callable).**
+* **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances. Its 'default_factory' argument can be any [callable](#callable).**
 * **For attributes of arbitrary type use `'typing.Any'`.**
 
 #### Inline:
@@ -1906,7 +1906,7 @@ with <conn>:                                    # Exits the block with commit()
 # $ pip3 install mysql-connector
 from mysql import connector
 <conn>   = connector.connect(host=<str>, …)     # `user=<str>, password=<str>, database=<str>`.
-<cursor> = <conn>.cursor()                      # Only cursor has execute method.
+<cursor> = <conn>.cursor()                      # Only cursor has execute() method.
 <cursor>.execute('<query>')                     # Can raise a subclass of connector.Error.
 <cursor>.execute('<query>', <list/tuple>)       # Replaces '%s's in query with values.
 <cursor>.execute('<query>', <dict/namedtuple>)  # Replaces '%(<key>)s's with values.
@@ -2951,7 +2951,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 <Rect> = pg.Rect(x, y, width, height)           # Floats get truncated into ints.
 <int>  = <Rect>.x/y/centerx/centery/…           # Top, right, bottom, left. Allows assignments.
 <tup.> = <Rect>.topleft/center/…                # Topright, bottomright, bottomleft. Same.
-<Rect> = <Rect>.move((x, y))                    # Use move_ip() to move in place.
+<Rect> = <Rect>.move((x, y))                    # Use move_ip() to move in-place.
 ```
 
 ```python
diff --git a/index.html b/index.html
index 4c415c73d..af84aebe0 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>November 16, 2021</aside>
+    <aside>November 17, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -1040,7 +1040,7 @@
 <ul>
 <li><strong>Objects can be made sortable with <code class="python hljs"><span class="hljs-string">'order=True'</span></code> and immutable with <code class="python hljs"><span class="hljs-string">'frozen=True'</span></code>.</strong></li>
 <li><strong>For object to be hashable, all attributes must be hashable and frozen must be True.</strong></li>
-<li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances. Argument 'default_factory' can be any <a href="#callable">callable</a>.</strong></li>
+<li><strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">'<attr_name>: list = []'</span></code> would make a list that is shared among all instances. Its 'default_factory' argument can be any <a href="#callable">callable</a>.</strong></li>
 <li><strong>For attributes of arbitrary type use <code class="python hljs"><span class="hljs-string">'typing.Any'</span></code>.</strong></li>
 </ul>
 <div><h4 id="inline-1">Inline:</h4><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> make_dataclass
@@ -1734,7 +1734,7 @@
 <div><h3 id="mysql">MySQL</h3><p><strong>Has a very similar interface, with differences listed below.</strong></p><pre><code class="python language-python hljs"><span class="hljs-comment"># $ pip3 install mysql-connector</span>
 <span class="hljs-keyword">from</span> mysql <span class="hljs-keyword">import</span> connector
 <conn>   = connector.connect(host=<str>, …)     <span class="hljs-comment"># `user=<str>, password=<str>, database=<str>`.</span>
-<cursor> = <conn>.cursor()                      <span class="hljs-comment"># Only cursor has execute method.</span>
+<cursor> = <conn>.cursor()                      <span class="hljs-comment"># Only cursor has execute() method.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>)                     <span class="hljs-comment"># Can raise a subclass of connector.Error.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>, <list/tuple>)       <span class="hljs-comment"># Replaces '%s's in query with values.</span>
 <cursor>.execute(<span class="hljs-string">'<query>'</span>, <dict/namedtuple>)  <span class="hljs-comment"># Replaces '%(<key>)s's with values.</span>
@@ -2543,7 +2543,7 @@
 <div><h3 id="rectangle">Rectangle</h3><p><strong>Object for storing rectangular coordinates.</strong></p><pre><code class="python language-python hljs"><Rect> = pg.Rect(x, y, width, height)           <span class="hljs-comment"># Floats get truncated into ints.</span>
 <int>  = <Rect>.x/y/centerx/centery/…           <span class="hljs-comment"># Top, right, bottom, left. Allows assignments.</span>
 <tup.> = <Rect>.topleft/center/…                <span class="hljs-comment"># Topright, bottomright, bottomleft. Same.</span>
-<Rect> = <Rect>.move((x, y))                    <span class="hljs-comment"># Use move_ip() to move in place.</span>
+<Rect> = <Rect>.move((x, y))                    <span class="hljs-comment"># Use move_ip() to move in-place.</span>
 </code></pre></div>
 
 
@@ -3020,7 +3020,7 @@
  
 
   <footer>
-    <aside>November 16, 2021</aside>
+    <aside>November 17, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 3593efe73..338c4ed28 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -64,7 +64,7 @@ <h3 id="h">H</h3>
 <h3 id="i">I</h3>
 <p><strong>image, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a>, <a href="#image">39</a>-<a href="#animation">40</a>, <a href="#surface">42</a>-<a href="#basicmariobrothersexample">43</a></strong><br>
 <strong>imports, <a href="#imports">12</a></strong><br>
-<strong>inline, <a href="#otheruses">11</a>-<a href="#namedtupleenumdataclass">12</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
+<strong>inline, <a href="#otheruses">11</a>, <a href="#inline-1">15</a>, <a href="#inline-2">20</a></strong><br>
 <strong>input function, <a href="#input">22</a></strong><br>
 <strong>introspection, <a href="#introspection">31</a></strong><br>
 <strong>ints, <a href="#abstractbaseclasses">4</a>, <a href="#ints">7</a>, <a href="#binhex">8</a>, <a href="#encode-1">28</a></strong><br>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 1720a9692..9f1157ae4 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -64,7 +64,7 @@ <h3 id="h">H</h3>
 <h3 id="i">I</h3>
 <p><strong>image, 35, 39-40, 42-43</strong><br>
 <strong>imports, 12</strong><br>
-<strong>inline, 11-12, 15, 20</strong><br>
+<strong>inline, 11, 15, 20</strong><br>
 <strong>input function, 22</strong><br>
 <strong>introspection, 31</strong><br>
 <strong>ints, 4, 7, 8, 28</strong><br>

From 60f1d2be9f4ddf41fc419d0819f8025edb11af0b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Wed, 17 Nov 2021 17:56:04 +0100
Subject: [PATCH 0325/1007] One word change

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5e5783375..9d483ba45 100644
--- a/README.md
+++ b/README.md
@@ -3529,4 +3529,4 @@ Index
 -----
 * **Only available in the [PDF](https://transactions.sendowl.com/products/78175486/4422834F/view).**
 * **Ctrl+F / ⌘F is usually sufficient.**
-* **Searching `'#<title>'` on a [webpage](https://gto76.github.io/python-cheatsheet/) will limit the search to the titles.**
+* **Searching `'#<title>'` on the [webpage](https://gto76.github.io/python-cheatsheet/) will limit the search to the titles.**

From cf5de3d934cf5cbba24f8280a9c72f664e0aeaff Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 19 Nov 2021 14:30:09 +0100
Subject: [PATCH 0326/1007] Operator

---
 README.md  |  4 +++-
 index.html | 10 +++++++---
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 9d483ba45..e43ebb55c 100644
--- a/README.md
+++ b/README.md
@@ -2144,8 +2144,10 @@ sorted_by_second = sorted(<collection>, key=op.itemgetter(1))
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(1, 0))
 product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
-last_el          = op.methodcaller('pop')(<list>)
+last_element     = op.methodcaller('pop')(<list>)
 ```
+* **Functions and\_() and or\_() correspond to operators '&' and '|'.**
+* **They only work on objects with defined and() and or() special methods, ie. ints and sets.**
 
 
 Introspection
diff --git a/index.html b/index.html
index af84aebe0..08b9223ea 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>November 17, 2021</aside>
+    <aside>November 19, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -1916,8 +1916,12 @@
 sorted_by_both   = sorted(<collection>, key=op.itemgetter(<span class="hljs-number">1</span>, <span class="hljs-number">0</span>))
 product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
-last_el          = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
+last_element     = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
 </code></pre>
+<ul>
+<li><strong>Functions and_() and or_() correspond to operators '&' and '|'.</strong></li>
+<li><strong>They only work on objects with defined and() and or() special methods, ie. ints and sets.</strong></li>
+</ul>
 <div><h2 id="introspection"><a href="#introspection" name="introspection">#</a>Introspection</h2><p><strong>Inspecting code at runtime.</strong></p><div><h3 id="variables">Variables</h3><pre><code class="python language-python hljs"><list> = dir()                             <span class="hljs-comment"># Names of local variables (incl. functions).</span>
 <dict> = vars()                            <span class="hljs-comment"># Dict of local variables. Also locals().</span>
 <dict> = globals()                         <span class="hljs-comment"># Dict of global variables.</span>
@@ -3020,7 +3024,7 @@
  
 
   <footer>
-    <aside>November 17, 2021</aside>
+    <aside>November 19, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 

From 47b4c77df7b60f271662c8622b90f58e25c755cd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 19 Nov 2021 14:33:21 +0100
Subject: [PATCH 0327/1007] Operator

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index e43ebb55c..68c0e7005 100644
--- a/README.md
+++ b/README.md
@@ -2147,7 +2147,7 @@ union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
 last_element     = op.methodcaller('pop')(<list>)
 ```
 * **Functions and\_() and or\_() correspond to operators '&' and '|'.**
-* **They only work on objects with defined and() and or() special methods, ie. ints and sets.**
+* **They only work on objects with defined and() and or() special methods, i.e. ints and sets.**
 
 
 Introspection
diff --git a/index.html b/index.html
index 08b9223ea..fc1151d82 100644
--- a/index.html
+++ b/index.html
@@ -1920,7 +1920,7 @@
 </code></pre>
 <ul>
 <li><strong>Functions and_() and or_() correspond to operators '&' and '|'.</strong></li>
-<li><strong>They only work on objects with defined and() and or() special methods, ie. ints and sets.</strong></li>
+<li><strong>They only work on objects with defined and() and or() special methods, i.e. ints and sets.</strong></li>
 </ul>
 <div><h2 id="introspection"><a href="#introspection" name="introspection">#</a>Introspection</h2><p><strong>Inspecting code at runtime.</strong></p><div><h3 id="variables">Variables</h3><pre><code class="python language-python hljs"><list> = dir()                             <span class="hljs-comment"># Names of local variables (incl. functions).</span>
 <dict> = vars()                            <span class="hljs-comment"># Dict of local variables. Also locals().</span>

From e6fb59f478be6f9e4bfac1c83c2dc1b2607eb06c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 19 Nov 2021 14:36:42 +0100
Subject: [PATCH 0328/1007] String

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 68c0e7005..46e8d3899 100644
--- a/README.md
+++ b/README.md
@@ -326,8 +326,8 @@ String
 ```
 
 ```python
-<str>  = chr(<int>)                          # Converts int to Unicode char.
-<int>  = ord(<str>)                          # Converts Unicode char to int.
+<str>  = chr(<int>)                          # Converts int to Unicode character.
+<int>  = ord(<str>)                          # Converts Unicode character to int.
 ```
 * **Also: `'lstrip()'`, `'rstrip()'` and `'rsplit()'`.**
 * **Also: `'lower()'`, `'upper()'`, `'capitalize()'` and `'title()'`.**
diff --git a/index.html b/index.html
index fc1151d82..b59357b96 100644
--- a/index.html
+++ b/index.html
@@ -461,8 +461,8 @@
 <pre><code class="python language-python hljs"><str>  = <str>.replace(old, new [, count])   <span class="hljs-comment"># Replaces 'old' with 'new' at most 'count' times.</span>
 <str>  = <str>.translate(<table>)            <span class="hljs-comment"># Use `str.maketrans(<dict>)` to generate table.</span>
 </code></pre>
-<pre><code class="python language-python hljs"><str>  = chr(<int>)                          <span class="hljs-comment"># Converts int to Unicode char.</span>
-<int>  = ord(<str>)                          <span class="hljs-comment"># Converts Unicode char to int.</span>
+<pre><code class="python language-python hljs"><str>  = chr(<int>)                          <span class="hljs-comment"># Converts int to Unicode character.</span>
+<int>  = ord(<str>)                          <span class="hljs-comment"># Converts Unicode character to int.</span>
 </code></pre>
 <ul>
 <li><strong>Also: <code class="python hljs"><span class="hljs-string">'lstrip()'</span></code>, <code class="python hljs"><span class="hljs-string">'rstrip()'</span></code> and <code class="python hljs"><span class="hljs-string">'rsplit()'</span></code>.</strong></li>

From d362705e2861cb2f67e99b27fe21edd4c52a31dc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 19 Nov 2021 14:38:01 +0100
Subject: [PATCH 0329/1007] Class

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 46e8d3899..cb03be18e 100644
--- a/README.md
+++ b/README.md
@@ -1027,9 +1027,9 @@ class MyClass:
 ```
 
 ```python
->>> el = MyClass()
->>> el.a = 123
->>> el.a
+>>> obj = MyClass()
+>>> obj.a = 123
+>>> obj.a
 123
 ```
 
diff --git a/index.html b/index.html
index b59357b96..fe008bfaf 100644
--- a/index.html
+++ b/index.html
@@ -1022,9 +1022,9 @@
 </code></pre></div>
 
 
-<pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>el = MyClass()
-<span class="hljs-meta">>>> </span>el.a = <span class="hljs-number">123</span>
-<span class="hljs-meta">>>> </span>el.a
+<pre><code class="python language-python hljs"><span class="hljs-meta">>>> </span>obj = MyClass()
+<span class="hljs-meta">>>> </span>obj.a = <span class="hljs-number">123</span>
+<span class="hljs-meta">>>> </span>obj.a
 <span class="hljs-number">123</span>
 </code></pre>
 <div><h3 id="dataclass">Dataclass</h3><p><strong>Decorator that automatically generates init(), repr() and eq() special methods.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> dataclasses <span class="hljs-keyword">import</span> dataclass, field

From d2d1b208419c5b56260cefa9aa9e58eaa71b1b45 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Fri, 19 Nov 2021 14:39:36 +0100
Subject: [PATCH 0330/1007] Numbers

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index cb03be18e..dbedd7a7d 100644
--- a/README.md
+++ b/README.md
@@ -531,9 +531,9 @@ from random import random, randint, choice, shuffle, gauss, seed
 
 ### Bitwise Operators
 ```python
-<int> = <int> & <int>                    # And
-<int> = <int> | <int>                    # Or
-<int> = <int> ^ <int>                    # Xor (0 if both bits equal)
+<int> = <int> & <int>                    # And: `0b1100 & 0b1010 == 0b1000`.
+<int> = <int> | <int>                    # Or:  `0b1100 | 0b1010 == 0b1110`.
+<int> = <int> ^ <int>                    # Xor: `0b1100 ^ 0b1010 == 0b0110`.
 <int> = <int> << n_bits                  # Left shift (>> for right)
 <int> = ~<int>                           # Not (also: -<int> - 1)
 ```
diff --git a/index.html b/index.html
index fe008bfaf..5e1641397 100644
--- a/index.html
+++ b/index.html
@@ -633,9 +633,9 @@
 <str> = bin(<int>)                       <span class="hljs-comment"># Returns '[-]0b<bin>'.</span>
 </code></pre></div>
 
-<div><h3 id="bitwiseoperators">Bitwise Operators</h3><pre><code class="python language-python hljs"><int> = <int> & <int>                    <span class="hljs-comment"># And</span>
-<int> = <int> | <int>                    <span class="hljs-comment"># Or</span>
-<int> = <int> ^ <int>                    <span class="hljs-comment"># Xor (0 if both bits equal)</span>
+<div><h3 id="bitwiseoperators">Bitwise Operators</h3><pre><code class="python language-python hljs"><int> = <int> & <int>                    <span class="hljs-comment"># And: `0b1100 & 0b1010 == 0b1000`.</span>
+<int> = <int> | <int>                    <span class="hljs-comment"># Or:  `0b1100 | 0b1010 == 0b1110`.</span>
+<int> = <int> ^ <int>                    <span class="hljs-comment"># Xor: `0b1100 ^ 0b1010 == 0b0110`.</span>
 <int> = <int> << n_bits                  <span class="hljs-comment"># Left shift (>> for right)</span>
 <int> = ~<int>                           <span class="hljs-comment"># Not (also: -<int> - 1)</span>
 </code></pre></div>

From 298ffed9adbcbd019cff6baef87cce486ae842eb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Mon, 29 Nov 2021 16:08:08 +0100
Subject: [PATCH 0331/1007] List, Duck type, Operator

---
 README.md                    | 16 +++++++++++-----
 index.html                   | 19 ++++++++++++-------
 pdf/index_for_pdf.html       |  2 +-
 pdf/index_for_pdf_print.html |  2 +-
 pdf/remove_links.py          |  3 ++-
 5 files changed, 27 insertions(+), 15 deletions(-)

diff --git a/README.md b/README.md
index dbedd7a7d..f7d312aed 100644
--- a/README.md
+++ b/README.md
@@ -53,6 +53,7 @@ flatter_list     = list(itertools.chain.from_iterable(<list>))
 product_of_elems = functools.reduce(lambda out, el: out * el, <collection>)
 list_of_chars    = list(<str>)
 ```
+* **For details about built-in functions sorted(), min() and max() see [sortable](#sortable).**
 * **Module [operator](#operator) provides functions itemgetter() and mul() that offer the same functionality as [lambda](#lambda) expressions above.**
 
 ```python
@@ -1084,6 +1085,7 @@ Duck Types
 * **If eq() method is not overridden, it returns `'id(self) == id(other)'`, which is the same as `'self is other'`.**
 * **That means all objects compare not equal by default.**
 * **Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted.**
+* **Ne() automatically works on any object that has eq() defined.**
 
 ```python
 class MyComparable:
@@ -1116,7 +1118,10 @@ class MyHashable:
 ```
 
 ### Sortable
-* **With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.**
+* **With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.**
+* **Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.**
+* **When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all elements being equal.**
+
 ```python
 from functools import total_ordering
 
@@ -1230,7 +1235,7 @@ True
 ### Collection
 * **Only required methods are iter() and len().**
 * **This cheatsheet actually means `'<iterable>'` when it uses `'<collection>'`.**
-* **I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'.**
+* **I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.**
 ```python
 class MyCollection:
     def __init__(self, a):
@@ -2133,7 +2138,7 @@ Operator
 ```python
 from operator import add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 from operator import eq, ne, lt, le, gt, ge
-from operator import and_, or_, xor, not_
+from operator import and_, or_, xor, inv
 from operator import itemgetter, attrgetter, methodcaller
 ```
 
@@ -2146,8 +2151,9 @@ product_of_elems = functools.reduce(op.mul, <collection>)
 union_of_sets    = functools.reduce(op.or_, <coll_of_sets>)
 last_element     = op.methodcaller('pop')(<list>)
 ```
-* **Functions and\_() and or\_() correspond to operators '&' and '|'.**
-* **They only work on objects with defined and() and or() special methods, i.e. ints and sets.**
+* **Functions and\_(), or\_(), xor() and inv() correspond to operators '&', '|', '^' and '~'.**
+* **They only work on objects with and(), or(), xor() and invert() special methods.**
+* **Also: `'<int> = <int> &|^ <bool>'` and `'<bool> = <bool> &|^ <bool>'`.**
 
 
 Introspection
diff --git a/index.html b/index.html
index 5e1641397..95b89bad7 100644
--- a/index.html
+++ b/index.html
@@ -226,7 +226,7 @@
 
 <body>
   <header>
-    <aside>November 19, 2021</aside>
+    <aside>November 29, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </header>
 
@@ -273,6 +273,7 @@
 list_of_chars    = list(<str>)
 </code></pre>
 <ul>
+<li><strong>For details about built-in functions sorted(), min() and max() see <a href="#sortable">sortable</a>.</strong></li>
 <li><strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong></li>
 </ul>
 <pre><code class="python language-python hljs"><list>.insert(<int>, <el>)     <span class="hljs-comment"># Inserts item at index and moves the rest to the right.</span>
@@ -1065,6 +1066,7 @@
 <li><strong>If eq() method is not overridden, it returns <code class="python hljs"><span class="hljs-string">'id(self) == id(other)'</span></code>, which is the same as <code class="python hljs"><span class="hljs-string">'self is other'</span></code>.</strong></li>
 <li><strong>That means all objects compare not equal by default.</strong></li>
 <li><strong>Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted.</strong></li>
+<li><strong>Ne() automatically works on any object that has eq() defined.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MyComparable</span>:</span>
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a)</span>:</span>
         self.a = a
@@ -1097,7 +1099,9 @@
 
 
 <div><h3 id="sortable">Sortable</h3><ul>
-<li><strong>With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods.</strong></li>
+<li><strong>With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.</strong></li>
+<li><strong>Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.</strong></li>
+<li><strong>When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all elements being equal.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> functools <span class="hljs-keyword">import</span> total_ordering
 
 <span class="hljs-meta">@total_ordering</span>
@@ -1202,7 +1206,7 @@
 <div><h3 id="collection">Collection</h3><ul>
 <li><strong>Only required methods are iter() and len().</strong></li>
 <li><strong>This cheatsheet actually means <code class="python hljs"><span class="hljs-string">'<iterable>'</span></code> when it uses <code class="python hljs"><span class="hljs-string">'<collection>'</span></code>.</strong></li>
-<li><strong>I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'.</strong></li>
+<li><strong>I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.</strong></li>
 </ul><pre><code class="python language-python hljs"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MyCollection</span>:</span>
     <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, a)</span>:</span>
         self.a = a
@@ -1905,7 +1909,7 @@
 </code></pre>
 <div><h2 id="operator"><a href="#operator" name="operator">#</a>Operator</h2><p><strong>Module of functions that provide the functionality of operators.</strong></p><pre><code class="python language-python hljs"><span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> add, sub, mul, truediv, floordiv, mod, pow, neg, abs
 <span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> eq, ne, lt, le, gt, ge
-<span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> and_, or_, xor, not_
+<span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> and_, or_, xor, inv
 <span class="hljs-keyword">from</span> operator <span class="hljs-keyword">import</span> itemgetter, attrgetter, methodcaller
 </code></pre></div>
 
@@ -1919,8 +1923,9 @@
 last_element     = op.methodcaller(<span class="hljs-string">'pop'</span>)(<list>)
 </code></pre>
 <ul>
-<li><strong>Functions and_() and or_() correspond to operators '&' and '|'.</strong></li>
-<li><strong>They only work on objects with defined and() and or() special methods, i.e. ints and sets.</strong></li>
+<li><strong>Functions and_(), or_(), xor() and inv() correspond to operators '&', '|', '^' and '~'.</strong></li>
+<li><strong>They only work on objects with and(), or(), xor() and invert() special methods.</strong></li>
+<li><strong>Also: <code class="python hljs"><span class="hljs-string">'<int> = <int> &|^ <bool>'</span></code> and <code class="python hljs"><span class="hljs-string">'<bool> = <bool> &|^ <bool>'</span></code>.</strong></li>
 </ul>
 <div><h2 id="introspection"><a href="#introspection" name="introspection">#</a>Introspection</h2><p><strong>Inspecting code at runtime.</strong></p><div><h3 id="variables">Variables</h3><pre><code class="python language-python hljs"><list> = dir()                             <span class="hljs-comment"># Names of local variables (incl. functions).</span>
 <dict> = vars()                            <span class="hljs-comment"># Dict of local variables. Also locals().</span>
@@ -3024,7 +3029,7 @@
  
 
   <footer>
-    <aside>November 19, 2021</aside>
+    <aside>November 29, 2021</aside>
     <a href="https://gto76.github.io/" rel="author">Jure Šorn</a>
   </footer>
 
diff --git a/pdf/index_for_pdf.html b/pdf/index_for_pdf.html
index 338c4ed28..2610191ec 100644
--- a/pdf/index_for_pdf.html
+++ b/pdf/index_for_pdf.html
@@ -14,7 +14,7 @@ <h3 id="a">A</h3>
 <h3 id="b">B</h3>
 <p><strong>beautifulsoup library, <a href="#scrapespythonsurlversionnumberandlogofromitswikipediapage">35</a></strong><br>
 <strong>binary representation, <a href="#ints">7</a>, <a href="#binhex">8</a></strong><br>
-<strong>bitwise operators, <a href="#bitwiseoperators">8</a></strong><br>
+<strong>bitwise operators, <a href="#bitwiseoperators">8</a>, <a href="#operator">31</a></strong><br>
 <strong>bottle library, <a href="#web">36</a></strong><br>
 <strong>bytes, <a href="#open">22</a>-<a href="#modes">23</a>, <a href="#pickle">25</a>, <a href="#bytes">28</a>-<a href="#memoryview">29</a></strong>  </p>
 <h3 id="c">C</h3>
diff --git a/pdf/index_for_pdf_print.html b/pdf/index_for_pdf_print.html
index 9f1157ae4..1b93c3fa6 100644
--- a/pdf/index_for_pdf_print.html
+++ b/pdf/index_for_pdf_print.html
@@ -14,7 +14,7 @@ <h3 id="a">A</h3>
 <h3 id="b">B</h3>
 <p><strong>beautifulsoup library, 35</strong><br>
 <strong>binary representation, 7, 8</strong><br>
-<strong>bitwise operators, 8</strong><br>
+<strong>bitwise operators, 8, 31</strong><br>
 <strong>bottle library, 36</strong><br>
 <strong>bytes, 22-23, 25, 28-29</strong>  </p>
 <h3 id="c">C</h3>
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 9bb9f4cb7..b4dab9d1c 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -7,10 +7,11 @@
 
 
 MATCHES = {
+    '<strong>For details about built-in functions sorted(), min() and max() see <a href="#sortable">sortable</a>.</strong>': '<strong>For details about built-in functions sorted(), min() and max() see sortable (p. 16).</strong>',
     '<strong>Module <a href="#operator">operator</a> provides functions itemgetter() and mul() that offer the same functionality as <a href="#lambda">lambda</a> expressions above.</strong>': '<strong>Module \'operator\' (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.</strong>',
     '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its <a href="#class">repr()</a> method.</strong>': '<strong>Adding <code class="python hljs"><span class="hljs-string">\'!r\'</span></code> before the colon converts object to string by calling its repr() method (p. 14).</strong>',
     '<strong>It can be any <a href="#callable">callable</a>, but is usually implemented as a function that returns a <a href="#closure">closure</a>.</strong>': '<strong>It can be any callable (p. 17), but is usually implemented as a function that returns a closure (p. 12).</strong>',
-    '<strong>Default_factory can be any <a href="#callable">callable</a>.</strong>': '<strong>Default_factory can be any callable (p. 17).</strong>',
+    '<strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">\'<attr_name>: list = []\'</span></code> would make a list that is shared among all instances. Its \'default_factory\' argument can be any <a href="#callable">callable</a>.</strong>': '<strong>Function field() is needed because <code class="python hljs"><span class="hljs-string">\'<attr_name>: list = []\'</span></code> would make a list that is shared among all instances. Its \'default_factory\' argument can be any callable (p. 17).</strong>',
     '<strong>Sequence iterators returned by the <a href="#iterator">iter()</a> function, such as list_iterator and set_iterator.</strong>': '<strong>Sequence iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).</strong>',
     '<strong>Objects returned by the <a href="#itertools">itertools</a> module, such as count, repeat and cycle.</strong>': '<strong>Objects returned by the itertools module, such as count, repeat and cycle (p. 3).</strong>',
     '<strong>Generators returned by the <a href="#generator">generator functions</a> and <a href="#comprehensions">generator expressions</a>.</strong>': '<strong>Generators returned by the generator functions (p. 4) and generator expressions (p. 11).</strong>',

From 5e7a0f35e523168e38736da8fa1d425a3bdefb0b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= <sornjure@gmail.com>
Date: Thu, 16 Dec 2021 10:23:21 +0100
Subject: [PATCH 0332/1007] Added dark styles to webpage

---
 README.md                 |  14 +-
 index.html                | 253 ++++-----------------
 parse.js                  |  32 +++
 pdf/remove_links.py       |   1 +
 web/default_dark.min.css  |   1 +
 web/default_dark1.min.css |   1 +
 web/default_dark2.min.css |   1 +
 web/image_orig_blue6.png  | Bin 0 -> 273716 bytes
 web/style.css             | 196 ++++++++++++++++
 web/style_dark.css        | 464 +++++++++++++++++++++++++++++++++++++
 web/style_dark1.css       | 465 ++++++++++++++++++++++++++++++++++++++
 web/style_dark2.css       | 461 +++++++++++++++++++++++++++++++++++++
 web/template.html         | 214 ++----------------
 13 files changed, 1696 insertions(+), 407 deletions(-)
 create mode 100644 web/default_dark.min.css
 create mode 100644 web/default_dark1.min.css
 create mode 100644 web/default_dark2.min.css
 create mode 100644 web/image_orig_blue6.png
 create mode 100644 web/style_dark.css
 create mode 100644 web/style_dark1.css
 create mode 100644 web/style_dark2.css

diff --git a/README.md b/README.md
index f7d312aed..442cd954e 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 Comprehensive Python Cheatsheet
 ===============================
-<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
+<sup>[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet), [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions) or [Switch to dark theme](index.html?theme=dark2).
 </sup>
 
 ![Monty Python](web/image_888.jpeg)
@@ -1045,7 +1045,7 @@ class <class_name>:
     <attr_name_2>: <type> = <default_value>
     <attr_name_3>: list/dict/set = field(default_factory=list/dict/set)
 ```
-* **Objects can be made sortable with `'order=True'` and immutable with `'frozen=True'`.**
+* **Objects can be made [sortable](#sortable) with `'order=True'` and immutable with `'frozen=True'`.**
 * **For object to be hashable, all attributes must be hashable and frozen must be True.**
 * **Function field() is needed because `'<attr_name>: list = []'` would make a list that is shared among all instances. Its 'default_factory' argument can be any [callable](#callable).**
 * **For attributes of arbitrary type use `'typing.Any'`.**
@@ -3475,15 +3475,15 @@ import <cython_script>
 * **Script needs to be saved with a `'pyx'` extension.**
 
 ```python
-cdef <type> <var_name> = <el>
-cdef <type>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
-cdef <type/void> <func_name>(<type> <arg_name_1>, ...):
+cdef <ctype> <var_name> = <el>
+cdef <ctype>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
+cdef <ctype/void> <func_name>(<ctype> <arg_name_1>, ...):
 ```
 
 ```python
 cdef class <class_name>:
-    cdef public <type> <attr_name>
-    def __init__(self, <type> <arg_name>):
+    cdef public <ctype> <attr_name>
+    def __init__(self, <ctype> <arg_name>):
         self.<attr_name> = <arg_name>
 ```
 
diff --git a/index.html b/index.html
index 95b89bad7..354109d39 100644
--- a/index.html
+++ b/index.html
@@ -7,8 +7,26 @@
   <title>Comprehensive Python Cheatsheet
   
   
+
   
-  
+  
+  
+
+  
 
   
   
@@ -30,209 +48,34 @@
   
 
 
-
-
 
   
    
-    
+    
     
   
    
 
   
-   
    Comprehensive Python Cheatsheet

    #Contents
    ToC = {
+   
    Comprehensive Python Cheatsheet

    #Contents
    ToC = {
     '1. Collections': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],
     '2. Types':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],
     '3. Syntax':      [Args, Inline, Imports, Decorator, Class, Duck_Type, Enum, Exception],
@@ -1039,7 +882,7 @@
 
 
 
      
-
    • Objects can be made sortable with 'order=True' and immutable with 'frozen=True'.
      • 
+
    • Objects can be made sortable with 'order=True' and immutable with 'frozen=True'.
      • 
 
    • For object to be hashable, all attributes must be hashable and frozen must be True.
      • 
 
    • Function field() is needed because '<attr_name>: list = []' would make a list that is shared among all instances. Its 'default_factory' argument can be any callable.
      • 
 
    • For attributes of arbitrary type use 'typing.Any'.
      • 
@@ -2970,15 +2813,15 @@
 
      Definitions:
        
 
      • All 'cdef' definitions are optional, but they contribute to the speed-up.
        • 
 
      • Script needs to be saved with a 'pyx' extension.
        • 
-
      cdef <type> <var_name> = <el>
-cdef <type>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
-cdef <type/void> <func_name>(<type> <arg_name_1>, ...):
+
    cdef <ctype> <var_name> = <el>
+cdef <ctype>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
+cdef <ctype/void> <func_name>(<ctype> <arg_name_1>, ...):
 
    
 
 
 
    cdef class <class_name>:
-    cdef public <type> <attr_name>
-    def __init__(self, <type> <arg_name>):
+    cdef public <ctype> <attr_name>
+    def __init__(self, <ctype> <arg_name>):
         self.<attr_name> = <arg_name>
 
    
 
    cdef enum <enum_name>: <member_name_1>, <member_name_2>, ...
@@ -3029,7 +2872,7 @@
  
 
   
    
-    
+    
     
   
    
 
diff --git a/parse.js b/parse.js
index 5a3dceee8..9308fbe36 100755
--- a/parse.js
+++ b/parse.js
@@ -409,6 +409,29 @@ const DIAGRAM_18_B =
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
 
+const DARK_THEME_SCRIPT =
+  '';
+
+
 function main() {
   const html = getMd();
   initDom(html);
@@ -436,6 +459,7 @@ function initDom(html) {
 }
 
 function modifyPage() {
+  addDarkThemeScript();
   removeOrigToc();
   addToc();
   insertLinks();
@@ -446,6 +470,14 @@ function modifyPage() {
   removePlotImages();
 }
 
+function addDarkThemeScript() {
+
+  // const script = $.parseHTML(DARK_THEME_SCRIPT);
+  // $('banner').second().after(script);
+  // console.log(script)
+  $('#main').before(DARK_THEME_SCRIPT);
+}
+
 function removeOrigToc() {
   const headerContents = $('#contents');
   const contentsList = headerContents.next();
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index b4dab9d1c..86f333539 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -11,6 +11,7 @@
     'Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.': 'Module \'operator\' (p. 31) provides functions itemgetter() and mul() that offer the same functionality as lambda expressions (p. 11) above.',
     'Adding \'!r\' before the colon converts object to string by calling its repr() method.': 'Adding \'!r\' before the colon converts object to string by calling its repr() method (p. 14).',
     'It can be any callable, but is usually implemented as a function that returns a closure.': 'It can be any callable (p. 17), but is usually implemented as a function that returns a closure (p. 12).',
+    'Objects can be made sortable with \'order=True\' and immutable with \'frozen=True\'.': 'Objects can be made sortable with \'order=True\' and immutable with \'frozen=True\'.',
     'Function field() is needed because \'<attr_name>: list = []\' would make a list that is shared among all instances. Its \'default_factory\' argument can be any callable.': 'Function field() is needed because \'<attr_name>: list = []\' would make a list that is shared among all instances. Its \'default_factory\' argument can be any callable (p. 17).',
     'Sequence iterators returned by the iter() function, such as list_iterator and set_iterator.': 'Sequence iterators returned by the iter() function, such as list_iterator and set_iterator (p. 3).',
     'Objects returned by the itertools module, such as count, repeat and cycle.': 'Objects returned by the itertools module, such as count, repeat and cycle (p. 3).',
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new file mode 100644
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+li > p,
+div > p {
+  line-height: 1.5em;
+}
+
+body > p,
+div > p {
+  width: 720px;
+}
+
+body > blockquote {
+  width: 640px;
+}
+
+blockquote q {
+  display: block;
+  font-style: oblique;
+}
+
+ul {
+  padding: 0;
+}
+
+li {
+  width: 690px;
+  margin-left: 30px;
+}
+
+a {
+  color: steelblue;
+}
+
+a:not(:hover) {
+  text-decoration: none;
+}
+
+pre,
+code,
+textarea {
+  font-family: "Menlo", "Menlo Regular", monospace;
+}
+
+code {
+  line-height: 1em;
+}
+
+textarea {
+  font-size: 100%;
+}
+
+pre {
+  border-left: solid 2px hsl(206deg 34% 14%);
+  padding-left: 18px;
+  margin: 1em 0 1em 0;
+  background: hsl(206deg 34% 14%);
+  border-radius: 6px;
+  padding-top: 16px;
+  padding-bottom: 16px;
+}
+
+.html .value,
+.javascript .string,
+.javascript .regexp {
+  color: #756bb1;
+}
+
+.html .tag,
+.css .tag,
+.javascript .keyword {
+  color: #3182bd;
+}
+
+.comment {
+  color: #636363;
+}
+
+.html .doctype,
+.javascript .number {
+  color: #31a354;
+}
+
+.html .attribute,
+.css .attribute,
+.javascript .class,
+.javascript .special {
+  color: #e6550d;
+}
+
+svg {
+  font: 10px sans-serif;
+}
+
+.axis path,
+.axis line {
+  fill: none;
+  stroke: #000;
+  shape-rendering: crispEdges;
+}
+
+sup,
+sub {
+  line-height: 0;
+}
+
+q:before {
+  content: "“";
+}
+
+q:after {
+  content: "”";
+}
+
+blockquote q {
+  line-height: 1.5em;
+  display: inline;
+}
+
+blockquote q:before,
+blockquote q:after {
+  content: "";
+}
+
+h3,
+h4,
+p,
+ul {
+  padding-left: 1.2rem;
+}
+
+.banner {
+  padding: 0;
+}
+
+#toc {
+  margin-top: 0;
+}
+
+@media only screen and (max-device-width: 1023px) {
+  .ocks-org body {
+    font-size: 72%;
+    padding: 0.5rem;
+  }
+
+  body > p,
+  div > p {
+    width: 90vw !important;
+  }
+
+  li {
+    width: 82vw;
+  }
+
+  h3,
+  h4,
+  p,
+  ul {
+    padding-left: .7rem;
+    width: 90vw;
+  }
+
+  h1 {
+    font-size: 2rem;
+  }
+
+  pre {
+    padding-left: 0.5rem;
+  }
+
+  .banner,
+  h1,
+  img {
+    max-width: calc(100vw - 2em);
+    min-width: calc(100vw - 2em);
+  }
+}
+
+
+
+
+
+/*@import url(https://github.com/web/style.css);*/
+
+@font-face {font-family: "Menlo Regular";
+  src: url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff");
+}
+
+.join,
+.link,
+.node rect {
+  fill: none;
+  stroke: #636363;
+  stroke-width: 1.5px;
+}
+
+.link {
+  stroke: #969696;
+}
+
+.node rect {
+  fill: white;
+}
+
+.link path,
+.node rect,
+.node text,
+.join {
+  -webkit-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -moz-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -ms-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -o-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+}
+
+.node .element rect {
+  fill: #bdbdbd;
+  stroke: none;
+}
+
+.node .null rect {
+  fill: none;
+  stroke: none;
+}
+
+.node .null text {
+  fill: #636363;
+}
+
+.node .selection rect {
+  stroke: #e6550d;
+}
+
+.node .data rect {
+  stroke: #3182bd;
+}
+
+.node .datum rect {
+  fill: #d9d9d9;
+  stroke: none;
+}
+
+.node .code text {
+  font-family: monospace;
+  color: hsl(0deg 0% 74%)
+}
+
+.node .key rect {
+  fill: #a1d99b;
+  stroke: none;
+}
+
+.link .to-key,
+.join {
+  stroke: #a1d99b;
+}
+
+.join {
+  stroke-dasharray: 2,2;
+}
+
+.link .to-null {
+  stroke-dasharray: .5,3.5;
+  stroke-linecap: round;
+}
+
+.link .from-data {
+  stroke: #3182bd;
+}
+
+.play circle {
+  fill: #fff;
+  stroke: #000;
+  stroke-width: 3px;
+}
+
+.play:hover path {
+  fill: #f00;
+}
+
+.play.mousedown circle {
+  fill: #f00;
+}
+
+.play.mousedown path {
+  fill: #fff;
+}
+
+.play rect {
+  fill: none;
+  pointer-events: all;
+  cursor: pointer;
+}
+
+code span {
+  -webkit-transition: background 250ms linear;
+  -moz-transition: background 250ms linear;
+  -ms-transition: background 250ms linear;
+  -o-transition: background 250ms linear;
+  transition: background 250ms linear;
+}
+
+pre.prettyprint, code.prettyprint {
+  background-color: #222;
+  border-radius: 8px;
+  font-size: 15px;
+}
+
+pre.prettyprint {
+  width: 90%;
+  margin: 0.5em;
+  padding: 1em;
+  white-space: pre-wrap;
+}
+
+#return-to-top {
+  position: fixed;
+  bottom: 20px;
+  right: 20px;
+  background: rgb(0, 0, 0);
+  background: rgba(0, 0, 0, 0.2);
+  width: 50px;
+  height: 50px;
+  display: block;
+  text-decoration: none;
+  -webkit-border-radius: 35px;
+  -moz-border-radius: 35px;
+  border-radius: 35px;
+  display: none;
+  -webkit-transition: all 0.3s linear;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top i {
+  color: #fff;
+  margin: 0;
+  position: relative;
+  left: 16px;
+  top: 13px;
+  font-size: 19px;
+  -webkit-transition: all 0.3s ease;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top:hover {
+  background: rgba(0, 0, 0, 0.35);
+}
+
+#return-to-top:hover i {
+   color: #f0f0f0;
+}
+
+@media print {
+  .pagebreak { 
+    page-break-before: always; 
+  } 
+  div {
+    page-break-inside: avoid;
+  }
+  pre {
+    page-break-inside: avoid;
+  }
+}
+
+.modebar{
+  display: none !important;
+}
\ No newline at end of file
diff --git a/web/style_dark1.css b/web/style_dark1.css
new file mode 100644
index 000000000..53246d1b1
--- /dev/null
+++ b/web/style_dark1.css
@@ -0,0 +1,465 @@
+/* Copyright 2013 Michael Bostock. All rights reserved. Do not copy. */
+
+@import url(https://fonts.googleapis.com/css?family=PT+Serif|PT+Serif:b|PT+Serif:i|PT+Sans|PT+Sans:b);
+
+.ocks-org body {
+  background: hsl(206deg 47% 9%);
+  color: hsl(0deg 0% 72%);
+  font-family: "PT Serif", serif;
+  margin: 1em auto 4em auto;
+  position: relative;
+  width: 960px;
+  padding: 1rem;
+}
+
+.ocks-org header,
+.ocks-org footer,
+.ocks-org aside,
+.ocks-org h1,
+.ocks-org h2,
+.ocks-org h3,
+.ocks-org h4 {
+  font-family: "PT Sans", sans-serif;
+}
+
+.ocks-org h1,
+.ocks-org h2,
+.ocks-org h3,
+.ocks-org h4 {
+  color: hsl(0deg 1% 77%);
+}
+
+.ocks-org header,
+.ocks-org footer {
+  color: #636363;
+}
+
+h1 {
+  font-size: 67px;
+  font-weight: 300;
+  letter-spacing: -2px;
+  margin: 0.3em 0 0.1em 0;
+}
+
+h2 {
+  margin-top: 2em;
+}
+
+h1,
+h2 {
+  text-rendering: optimizeLegibility;
+}
+
+h2 a[name],
+h2 a[id] {
+  color: hsl(0deg 0% 75% / 49%);
+  padding-right: 0.3em;
+}
+
+header,
+footer {
+  font-size: small;
+}
+
+.ocks-org header aside,
+.ocks-org footer aside {
+  float: left;
+  margin-right: 0.5em;
+}
+
+.ocks-org header aside:after,
+.ocks-org footer aside:after {
+  padding-left: 0.5em;
+  content: "/";
+}
+
+footer {
+  margin-top: 6em;
+}
+
+h1 ~ aside {
+  font-size: small;
+  right: 0;
+  position: absolute;
+  width: 180px;
+}
+
+.attribution {
+  font-size: small;
+  margin-bottom: 2em;
+}
+
+body > p,
+li > p,
+div > p {
+  line-height: 1.5em;
+}
+
+body > p,
+div > p {
+  width: 720px;
+}
+
+body > blockquote {
+  width: 640px;
+}
+
+blockquote q {
+  display: block;
+  font-style: oblique;
+}
+
+ul {
+  padding: 0;
+}
+
+li {
+  width: 690px;
+  margin-left: 30px;
+}
+
+a {
+  color: steelblue;
+}
+
+a:not(:hover) {
+  text-decoration: none;
+}
+
+pre,
+code,
+textarea {
+  font-family: "Menlo", "Menlo Regular", monospace;
+}
+
+code {
+  line-height: 1em;
+  color: hsl(0deg 0% 96% / 65%);
+}
+
+textarea {
+  font-size: 100%;
+}
+
+pre {
+  border-left: solid 2px hsl(206deg 34% 14%);
+  padding-left: 18px;
+  margin: 1em 0 1em 0;
+  background: hsl(206deg 34% 14%);
+  border-radius: 6px;
+  padding-top: 16px;
+  padding-bottom: 16px;
+}
+
+.html .value,
+.javascript .string,
+.javascript .regexp {
+  color: #756bb1;
+}
+
+.html .tag,
+.css .tag,
+.javascript .keyword {
+  color: #3182bd;
+}
+
+.comment {
+  color: #636363;
+}
+
+.html .doctype,
+.javascript .number {
+  color: #31a354;
+}
+
+.html .attribute,
+.css .attribute,
+.javascript .class,
+.javascript .special {
+  color: #e6550d;
+}
+
+svg {
+  font: 10px sans-serif;
+}
+
+.axis path,
+.axis line {
+  fill: none;
+  stroke: #000;
+  shape-rendering: crispEdges;
+}
+
+sup,
+sub {
+  line-height: 0;
+}
+
+q:before {
+  content: "“";
+}
+
+q:after {
+  content: "”";
+}
+
+blockquote q {
+  line-height: 1.5em;
+  display: inline;
+}
+
+blockquote q:before,
+blockquote q:after {
+  content: "";
+}
+
+h3,
+h4,
+p,
+ul {
+  padding-left: 1.2rem;
+}
+
+.banner {
+  padding: 0;
+}
+
+#toc {
+  margin-top: 0;
+}
+
+@media only screen and (max-device-width: 1023px) {
+  .ocks-org body {
+    font-size: 72%;
+    padding: 0.5rem;
+  }
+
+  body > p,
+  div > p {
+    width: 90vw !important;
+  }
+
+  li {
+    width: 82vw;
+  }
+
+  h3,
+  h4,
+  p,
+  ul {
+    padding-left: .7rem;
+    width: 90vw;
+  }
+
+  h1 {
+    font-size: 2rem;
+  }
+
+  pre {
+    padding-left: 0.5rem;
+  }
+
+  .banner,
+  h1,
+  img {
+    max-width: calc(100vw - 2em);
+    min-width: calc(100vw - 2em);
+  }
+}
+
+
+
+
+
+/*@import url(https://github.com/web/style.css);*/
+
+@font-face {font-family: "Menlo Regular";
+  src: url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff");
+}
+
+.join,
+.link,
+.node rect {
+  fill: none;
+  stroke: #636363;
+  stroke-width: 1.5px;
+}
+
+.link {
+  stroke: #969696;
+}
+
+.node rect {
+  fill: white;
+}
+
+.link path,
+.node rect,
+.node text,
+.join {
+  -webkit-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -moz-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -ms-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -o-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+}
+
+.node .element rect {
+  fill: #bdbdbd;
+  stroke: none;
+}
+
+.node .null rect {
+  fill: none;
+  stroke: none;
+}
+
+.node .null text {
+  fill: #636363;
+}
+
+.node .selection rect {
+  stroke: #e6550d;
+}
+
+.node .data rect {
+  stroke: #3182bd;
+}
+
+.node .datum rect {
+  fill: #d9d9d9;
+  stroke: none;
+}
+
+.node .code text {
+  font-family: monospace;
+  color: hsl(0deg 0% 74%)
+}
+
+.node .key rect {
+  fill: #a1d99b;
+  stroke: none;
+}
+
+.link .to-key,
+.join {
+  stroke: #a1d99b;
+}
+
+.join {
+  stroke-dasharray: 2,2;
+}
+
+.link .to-null {
+  stroke-dasharray: .5,3.5;
+  stroke-linecap: round;
+}
+
+.link .from-data {
+  stroke: #3182bd;
+}
+
+.play circle {
+  fill: #fff;
+  stroke: #000;
+  stroke-width: 3px;
+}
+
+.play:hover path {
+  fill: #f00;
+}
+
+.play.mousedown circle {
+  fill: #f00;
+}
+
+.play.mousedown path {
+  fill: #fff;
+}
+
+.play rect {
+  fill: none;
+  pointer-events: all;
+  cursor: pointer;
+}
+
+code span {
+  -webkit-transition: background 250ms linear;
+  -moz-transition: background 250ms linear;
+  -ms-transition: background 250ms linear;
+  -o-transition: background 250ms linear;
+  transition: background 250ms linear;
+}
+
+pre.prettyprint, code.prettyprint {
+  background-color: #222;
+  border-radius: 8px;
+  font-size: 15px;
+}
+
+pre.prettyprint {
+  width: 90%;
+  margin: 0.5em;
+  padding: 1em;
+  white-space: pre-wrap;
+}
+
+#return-to-top {
+  position: fixed;
+  bottom: 20px;
+  right: 20px;
+  background: rgb(0, 0, 0);
+  background: rgba(0, 0, 0, 0.2);
+  width: 50px;
+  height: 50px;
+  display: block;
+  text-decoration: none;
+  -webkit-border-radius: 35px;
+  -moz-border-radius: 35px;
+  border-radius: 35px;
+  display: none;
+  -webkit-transition: all 0.3s linear;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top i {
+  color: #fff;
+  margin: 0;
+  position: relative;
+  left: 16px;
+  top: 13px;
+  font-size: 19px;
+  -webkit-transition: all 0.3s ease;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top:hover {
+  background: rgba(0, 0, 0, 0.35);
+}
+
+#return-to-top:hover i {
+   color: #f0f0f0;
+}
+
+@media print {
+  .pagebreak { 
+    page-break-before: always; 
+  } 
+  div {
+    page-break-inside: avoid;
+  }
+  pre {
+    page-break-inside: avoid;
+  }
+}
+
+.modebar{
+  display: none !important;
+}
\ No newline at end of file
diff --git a/web/style_dark2.css b/web/style_dark2.css
new file mode 100644
index 000000000..3af2e733b
--- /dev/null
+++ b/web/style_dark2.css
@@ -0,0 +1,461 @@
+/* Copyright 2013 Michael Bostock. All rights reserved. Do not copy. */
+
+@import url(https://fonts.googleapis.com/css?family=PT+Serif|PT+Serif:b|PT+Serif:i|PT+Sans|PT+Sans:b);
+
+.ocks-org body {
+  background: hsl(206deg 47% 9%);
+  color: hsl(0deg 0% 72%);
+  font-family: "PT Serif", serif;
+  margin: 1em auto 4em auto;
+  position: relative;
+  width: 960px;
+  padding: 1rem;
+}
+
+.ocks-org header,
+.ocks-org footer,
+.ocks-org aside,
+.ocks-org h1,
+.ocks-org h2,
+.ocks-org h3,
+.ocks-org h4 {
+  font-family: "PT Sans", sans-serif;
+}
+
+.ocks-org h1,
+.ocks-org h2,
+.ocks-org h3,
+.ocks-org h4 {
+  color: hsl(0deg 1% 71%);
+}
+
+.ocks-org header,
+.ocks-org footer {
+  color: #999999;
+}
+
+h1 {
+  font-size: 64px;
+  font-weight: 300;
+  letter-spacing: -2px;
+  margin: 0.3em 0 0.1em 0;
+}
+
+h2 {
+  margin-top: 2em;
+}
+
+h1,
+h2 {
+  text-rendering: optimizeLegibility;
+}
+
+h2 a[name],
+h2 a[id] {
+  color: #5f5c5c;
+  padding-right: 0.3em;
+}
+
+header,
+footer {
+  font-size: small;
+}
+
+.ocks-org header aside,
+.ocks-org footer aside {
+  float: left;
+  margin-right: 0.5em;
+}
+
+.ocks-org header aside:after,
+.ocks-org footer aside:after {
+  padding-left: 0.5em;
+  content: "/";
+}
+
+footer {
+  margin-top: 6em;
+}
+
+h1 ~ aside {
+  font-size: small;
+  right: 0;
+  position: absolute;
+  width: 180px;
+}
+
+.attribution {
+  font-size: small;
+  margin-bottom: 2em;
+}
+
+body > p,
+li > p,
+div > p {
+  line-height: 1.5em;
+}
+
+body > p,
+div > p {
+  width: 720px;
+}
+
+body > blockquote {
+  width: 640px;
+}
+
+blockquote q {
+  display: block;
+  font-style: oblique;
+}
+
+ul {
+  padding: 0;
+}
+
+li {
+  width: 690px;
+  margin-left: 30px;
+}
+
+a {
+  color: hsl(187deg 100% 33%);
+}
+
+a:not(:hover) {
+  text-decoration: none;
+}
+
+pre,
+code,
+textarea {
+  font-family: "Menlo", "Menlo Regular", monospace;
+}
+
+code {
+  line-height: 1em;
+  color: hsl(0deg 0% 74%);
+}
+
+textarea {
+  font-size: 100%;
+}
+
+pre {
+  border-left: solid 2px #424242;
+  padding-left: 18px;
+  margin: 2em 0 2em 0;
+}
+
+.html .value,
+.javascript .string,
+.javascript .regexp {
+  color: #756bb1;
+}
+
+.html .tag,
+.css .tag,
+.javascript .keyword {
+  color: #3182bd;
+}
+
+.comment {
+  color: #636363;
+}
+
+.html .doctype,
+.javascript .number {
+  color: #31a354;
+}
+
+.html .attribute,
+.css .attribute,
+.javascript .class,
+.javascript .special {
+  color: #e6550d;
+}
+
+svg {
+  font: 10px sans-serif;
+}
+
+.axis path,
+.axis line {
+  fill: none;
+  stroke: #000;
+  shape-rendering: crispEdges;
+}
+
+sup,
+sub {
+  line-height: 0;
+}
+
+q:before {
+  content: "“";
+}
+
+q:after {
+  content: "”";
+}
+
+blockquote q {
+  line-height: 1.5em;
+  display: inline;
+}
+
+blockquote q:before,
+blockquote q:after {
+  content: "";
+}
+
+h3,
+h4,
+p,
+ul {
+  padding-left: 1.2rem;
+}
+
+.banner {
+  padding: 0;
+}
+
+#toc {
+  margin-top: 0;
+}
+
+@media only screen and (max-device-width: 1023px) {
+  .ocks-org body {
+    font-size: 72%;
+    padding: 0.5rem;
+  }
+
+  body > p,
+  div > p {
+    width: 90vw !important;
+  }
+
+  li {
+    width: 82vw;
+  }
+
+  h3,
+  h4,
+  p,
+  ul {
+    padding-left: .7rem;
+    width: 90vw;
+  }
+
+  h1 {
+    font-size: 2rem;
+  }
+
+  pre {
+    padding-left: 0.5rem;
+  }
+
+  .banner,
+  h1,
+  img {
+    max-width: calc(100vw - 2em);
+    min-width: calc(100vw - 2em);
+  }
+}
+
+
+
+
+
+/*@import url(https://github.com/web/style.css);*/
+
+@font-face {font-family: "Menlo Regular";
+  src: url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff2") format("woff2"), /* chrome、firefox */
+  url("https://github.com/OnlineWebFonts_COM_cb7eb796ae7de7195a34c485cacebad1//@font-face//9f94dc20bb2a09c15241d3a880b7ad01.woff") format("woff");
+}
+
+.join,
+.link,
+.node rect {
+  fill: none;
+  stroke: #636363;
+  stroke-width: 1.5px;
+}
+
+.link {
+  stroke: #969696;
+}
+
+.node rect {
+  fill: white;
+}
+
+.link path,
+.node rect,
+.node text,
+.join {
+  -webkit-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -moz-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -ms-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  -o-transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+  transition: stroke-opacity 500ms linear, fill-opacity 500ms linear;
+}
+
+.node .element rect {
+  fill: #bdbdbd;
+  stroke: none;
+}
+
+.node .null rect {
+  fill: none;
+  stroke: none;
+}
+
+.node .null text {
+  fill: #636363;
+}
+
+.node .selection rect {
+  stroke: #e6550d;
+}
+
+.node .data rect {
+  stroke: #3182bd;
+}
+
+.node .datum rect {
+  fill: #d9d9d9;
+  stroke: none;
+}
+
+.node .code text {
+  font-family: monospace;
+  color: hsl(0deg 0% 74%)
+}
+
+.node .key rect {
+  fill: #a1d99b;
+  stroke: none;
+}
+
+.link .to-key,
+.join {
+  stroke: #a1d99b;
+}
+
+.join {
+  stroke-dasharray: 2,2;
+}
+
+.link .to-null {
+  stroke-dasharray: .5,3.5;
+  stroke-linecap: round;
+}
+
+.link .from-data {
+  stroke: #3182bd;
+}
+
+.play circle {
+  fill: #fff;
+  stroke: #000;
+  stroke-width: 3px;
+}
+
+.play:hover path {
+  fill: #f00;
+}
+
+.play.mousedown circle {
+  fill: #f00;
+}
+
+.play.mousedown path {
+  fill: #fff;
+}
+
+.play rect {
+  fill: none;
+  pointer-events: all;
+  cursor: pointer;
+}
+
+code span {
+  -webkit-transition: background 250ms linear;
+  -moz-transition: background 250ms linear;
+  -ms-transition: background 250ms linear;
+  -o-transition: background 250ms linear;
+  transition: background 250ms linear;
+}
+
+pre.prettyprint, code.prettyprint {
+  background-color: #222;
+  border-radius: 8px;
+  font-size: 15px;
+}
+
+pre.prettyprint {
+  width: 90%;
+  margin: 0.5em;
+  padding: 1em;
+  white-space: pre-wrap;
+}
+
+#return-to-top {
+  position: fixed;
+  bottom: 20px;
+  right: 20px;
+  background: rgb(0, 0, 0);
+  background: rgba(0, 0, 0, 0.2);
+  width: 50px;
+  height: 50px;
+  display: block;
+  text-decoration: none;
+  -webkit-border-radius: 35px;
+  -moz-border-radius: 35px;
+  border-radius: 35px;
+  display: none;
+  -webkit-transition: all 0.3s linear;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top i {
+  color: #fff;
+  margin: 0;
+  position: relative;
+  left: 16px;
+  top: 13px;
+  font-size: 19px;
+  -webkit-transition: all 0.3s ease;
+  -moz-transition: all 0.3s ease;
+  -ms-transition: all 0.3s ease;
+  -o-transition: all 0.3s ease;
+  transition: all 0.3s ease;
+}
+
+#return-to-top:hover {
+  background: rgba(0, 0, 0, 0.35);
+}
+
+#return-to-top:hover i {
+   color: #f0f0f0;
+}
+
+@media print {
+  .pagebreak { 
+    page-break-before: always; 
+  } 
+  div {
+    page-break-inside: avoid;
+  }
+  pre {
+    page-break-inside: avoid;
+  }
+}
+
+.modebar{
+  display: none !important;
+}
\ No newline at end of file
diff --git a/web/template.html b/web/template.html
index 8db5fe75e..f576383e1 100644
--- a/web/template.html
+++ b/web/template.html
@@ -7,8 +7,26 @@
   Comprehensive Python Cheatsheet
   
   
+
   
-  
+  
+  
+
+  
 
   
   
@@ -30,200 +48,6 @@
   
 
 
-
-
 
   
    
     

From 587eede887a65f304012ff56b66d55f37aa5f420 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 16 Dec 2021 10:29:11 +0100
Subject: [PATCH 0333/1007] Moved return-to-top button to bottom

---
 index.html        | 3 ++-
 web/template.html | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/index.html b/index.html
index 354109d39..d49aa5f10 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,6 @@
     
   
    
 
-  
    
    Comprehensive Python Cheatsheet
    
   
   
diff --git a/web/template.html b/web/template.html
index f576383e1..4e8554be7 100644
--- a/web/template.html
+++ b/web/template.html
@@ -54,7 +54,6 @@
     
   
 
-  
   
    
 
   
 
+  
+
   
   
   

From 7910d7eb20c4e8582b075c801ef522f55a89d661 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 16 Dec 2021 10:35:47 +0100
Subject: [PATCH 0334/1007] Updated empty_script.py

---
 web/empty_script.py | 322 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 322 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index c7dcfbe03..b157263aa 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -15356,4 +15356,326 @@
 ###
 ##
 #
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
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+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
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+#########################################################################
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+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
 

From 90264a86f5e5d74a2b2853041735c03af10661f4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 16 Dec 2021 10:37:00 +0100
Subject: [PATCH 0335/1007] Updated empty_script.py

---
 web/empty_script.py | 230 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 230 insertions(+)

diff --git a/web/empty_script.py b/web/empty_script.py
index b157263aa..5b976ed4c 100644
--- a/web/empty_script.py
+++ b/web/empty_script.py
@@ -15678,4 +15678,234 @@
 ###
 ##
 #
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
+#
+##
+###
+####
+#######
+##########
+#############
+##################
+######################
+###########################
+################################
+#######################################
+############################################
+#################################################
+######################################################
+###########################################################
+###############################################################
+###################################################################
+######################################################################
+#########################################################################
+###########################################################################
+############################################################################
+#############################################################################
+#############################################################################
+############################################################################
+###########################################################################
+#########################################################################
+######################################################################
+###################################################################
+###############################################################
+###########################################################
+######################################################
+#################################################
+############################################
+#######################################
+##################################
+#############################
+########################
+###################
+###############
+###########
+########
+#####
+###
+##
+#
 

From c34208ae1f0017fb617bbe62cbaaeeeb16ccf7ba Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 17 Dec 2021 07:24:00 +0100
Subject: [PATCH 0336/1007] Closure, Class, Pygame

---
 README.md  | 11 +++++------
 index.html | 15 +++++++--------
 2 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 442cd954e..d61bca957 100644
--- a/README.md
+++ b/README.md
@@ -825,7 +825,7 @@ import .  # Imports a built-in or '/.py'.
 
 Closure
 -------
-**We have a closure in Python when:**
+**We have/get a closure in Python when:**
 * **A nested function references a value of its enclosing function and then**
 * **the enclosing function returns the nested function.**
 
@@ -857,7 +857,7 @@ from functools import partial
 >>> multiply_by_3(10)
 30
 ```
-* **Partial is also useful in cases when function needs to be passed as an argument, because it enables us to set its arguments beforehand.**
+* **Partial is also useful in cases when function needs to be passed as an argument because it enables us to set its arguments beforehand.**
 * **A few examples being: `'defaultdict()'`, `'iter(, to_exclusive)'` and dataclass's `'field(default_factory=)'`.**
 
 ### Non-Local
@@ -968,8 +968,8 @@ class :
 print()
 print(f'{}')
 raise Exception()
-loguru.logger.debug()
 csv.writer().writerow([])
+logging.warning()
 ```
 
 #### Repr() use cases:
@@ -977,7 +977,6 @@ csv.writer().writerow([])
 print([])
 print(f'{!r}')
 >>> 
-loguru.logger.exception()
 Z = dataclasses.make_dataclass('Z', ['a']); print(Z())
 ```
 
@@ -1120,7 +1119,7 @@ class MyHashable:
 ### Sortable
 * **With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.**
 * **Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.**
-* **When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all elements being equal.**
+* **When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all values being equal.**
 
 ```python
 from functools import total_ordering
@@ -3052,7 +3051,7 @@ def run(screen, images, mario, tiles):
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x -= x // abs(x) if x else 0
+    x -= (x > 0) - (x < 0)
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
diff --git a/index.html b/index.html
index d49aa5f10..01909177f 100644
--- a/index.html
+++ b/index.html
@@ -50,7 +50,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -694,7 +694,7 @@
 
  • On a filesystem this corresponds to a directory of Python files with an optional init script.
    • 
 
  • Running 'import <package>' does not automatically provide access to the package's modules unless they are explicitly imported in its init script.
    • 
 
-
    #Closure
    We have a closure in Python when:
      
+
      #Closure
      We have/get a closure in Python when:
        
 
      • A nested function references a value of its enclosing function and then
        • 
 
      • the enclosing function returns the nested function.
        • 
 
      def get_multiplier(a):
@@ -723,7 +723,7 @@
 30
 
      
 
        
-
      • Partial is also useful in cases when function needs to be passed as an argument, because it enables us to set its arguments beforehand.
        • 
+
      • Partial is also useful in cases when function needs to be passed as an argument because it enables us to set its arguments beforehand.
        • 
 
      • A few examples being: 'defaultdict(<function>)', 'iter(<function>, to_exclusive)' and dataclass's 'field(default_factory=<function>)'.
        • 
 
      
 
      Non-Local
      If variable is being assigned to anywhere in the scope, it is regarded as a local variable, unless it is declared as a 'global' or a 'nonlocal'.
      def get_counter():
@@ -818,14 +818,13 @@
 
      Str() use cases:
      print(<el>)
 print(f'{<el>}')
 raise Exception(<el>)
-loguru.logger.debug(<el>)
 csv.writer(<file>).writerow([<el>])
+logging.warning(<el>)
 
      
 
 
      Repr() use cases:
      print([<el>])
 print(f'{<el>!r}')
 >>> <el>
-loguru.logger.exception()
 Z = dataclasses.make_dataclass('Z', ['a']); print(Z(<el>))
 
      
 
@@ -943,7 +942,7 @@
 
      Sortable
        
 
      • With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.
        • 
 
      • Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.
        • 
-
      • When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all elements being equal.
        • 
+
      • When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all values being equal.
        • 
 
      from functools import total_ordering
 
 @total_ordering
@@ -2472,7 +2471,7 @@
 def update_speed(mario, tiles, pressed):
     x, y = mario.spd
     x += 2 * ((D.e in pressed) - (D.w in pressed))
-    x -= x // abs(x) if x else 0
+    x -= (x > 0) - (x < 0)
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
     mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
 
@@ -2871,7 +2870,7 @@
  
 
   
      
-    
+    
     
   
      
 

From 8a9d5c3aa41d833f872dcc0f0c55181c9375f082 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 17 Dec 2021 09:11:05 +0100
Subject: [PATCH 0337/1007] Removed dark theme from readme menu

---
 README.md |  2 +-
 parse.js  | 12 +++++++-----
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index d61bca957..4056c10f8 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 Comprehensive Python Cheatsheet
 ===============================
-[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet), [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions) or [Switch to dark theme](index.html?theme=dark2).
+[Download text file](https://raw.githubusercontent.com/gto76/python-cheatsheet/main/README.md), [Buy PDF](https://transactions.sendowl.com/products/78175486/4422834F/view), [Fork me on GitHub](https://github.com/gto76/python-cheatsheet) or [Check out FAQ](https://github.com/gto76/python-cheatsheet/wiki/Frequently-Asked-Questions).
 
 
 ![Monty Python](web/image_888.jpeg)
diff --git a/parse.js b/parse.js
index 9308fbe36..d2ff1b24f 100755
--- a/parse.js
+++ b/parse.js
@@ -409,6 +409,8 @@ const DIAGRAM_18_B =
   "┗━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
 
+const MENU = 'Download text file, Buy PDF, Fork me on GitHub, Check out FAQ or Switch to dark theme.\n';
+
 const DARK_THEME_SCRIPT =
   '
      #Contents
      ToC = {
     '1. Collections': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],
     '2. Types':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],
-    '3. Syntax':      [Args, Inline, Imports, Decorator, Class, Duck_Type, Enum, Exception],
+    '3. Syntax':      [Args, Inline, Import, Decorator, Class, Duck_Types, Enum, Exception],
     '4. System':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],
     '5. Data':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],
     '6. Advanced':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],
@@ -2883,7 +2883,7 @@
  
 
   
      
-    
+    
     
   
      
 
diff --git a/parse.js b/parse.js
index 7c2443a95..0fdc92e77 100755
--- a/parse.js
+++ b/parse.js
@@ -35,7 +35,7 @@ const TOC =
   '
      ToC = {\n' +
   '    \'1. Collections\': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],\n' +
   '    \'2. Types\':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],\n' +
-  '    \'3. Syntax\':      [Args, Inline, Imports, Decorator, Class, Duck_Type, Enum, Exception],\n' +
+  '    \'3. Syntax\':      [Args, Inline, Import, Decorator, Class, Duck_Types, Enum, Exception],\n' +
   '    \'4. System\':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],\n' +
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
diff --git a/web/script_2.js b/web/script_2.js
index ebb8b9147..e6b7d5bdd 100644
--- a/web/script_2.js
+++ b/web/script_2.js
@@ -2,7 +2,7 @@ const TOC =
   'ToC = {\n' +
   '    \'1. Collections\': [List, Dictionary, Set, Tuple, Range, Enumerate, Iterator, Generator],\n' +
   '    \'2. Types\':       [Type, String, Regular_Exp, Format, Numbers, Combinatorics, Datetime],\n' +
-  '    \'3. Syntax\':      [Args, Inline, Imports, Decorator, Class, Duck_Type, Enum, Exception],\n' +
+  '    \'3. Syntax\':      [Args, Inline, Import, Decorator, Class, Duck_Types, Enum, Exception],\n' +
   '    \'4. System\':      [Exit, Print, Input, Command_Line_Arguments, Open, Path, OS_Commands],\n' +
   '    \'5. Data\':        [JSON, Pickle, CSV, SQLite, Bytes, Struct, Array, Memory_View, Deque],\n' +
   '    \'6. Advanced\':    [Threading, Operator, Introspection, Metaprograming, Eval, Coroutine],\n' +
@@ -18,9 +18,9 @@ const TOC_MOBILE =
   '    \'2. Types\':       [Type, String, Regular_Exp,\n' +
   '                       Format, Numbers,\n' +
   '                       Combinatorics, Datetime],\n' +
-  '    \'3. Syntax\':      [Args, Inline, Imports,\n' +
+  '    \'3. Syntax\':      [Args, Inline, Import,\n' +
   '                       Decorator, Class,\n' +
-  '                       Duck_Type, Enum,\n' +
+  '                       Duck_Types, Enum,\n' +
   '                       Exception],\n' +
   '    \'4. System\':      [Exit, Print, Input,\n' +
   '                       Command_Line_Arguments,\n' +

From 63a85ba7e9ecebf9663bd2eb2b2c2f19c24bc19e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 13 Feb 2022 00:19:41 +0100
Subject: [PATCH 0369/1007] Type, String

---
 README.md  |  4 ++--
 index.html |  8 ++++----
 parse.js   | 44 ++++++++++++++++++++++++++++++++++++++++++++
 3 files changed, 50 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 4fe7f2c9c..daf5ef82a 100644
--- a/README.md
+++ b/README.md
@@ -262,7 +262,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleTyp
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Collection ABC looks for methods iter(), contains() and len(), while Iterable ABC only looks for method iter().**
 
 ```python
 >>> from collections.abc import Sequence, Collection, Iterable
@@ -318,7 +318,7 @@ String
  = .startswith()         # Pass tuple of strings for multiple options.
  = .endswith()           # Pass tuple of strings for multiple options.
   = .find()               # Returns start index of the first match or -1.
-  = .index()              # Same but raises ValueError if missing.
+  = .index()              # Same, but raises ValueError if missing.
 ```
 
 ```python
diff --git a/index.html b/index.html
index 6f38a79d7..a62a1b794 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -263,7 +263,7 @@
 
      Some types do not have built-in names, so they must be imported:
      from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleType
 
      
 
-
      Abstract Base Classes
      Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().
      >>> from collections.abc import Sequence, Collection, Iterable
+
      Abstract Base Classes
      Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Collection ABC looks for methods iter(), contains() and len(), while Iterable ABC only looks for method iter().
      >>> from collections.abc import Sequence, Collection, Iterable
 >>> isinstance([1, 2, 3], Iterable)
 True
 
      
@@ -304,7 +304,7 @@
 <bool> = <str>.startswith(<sub_str>)         # Pass tuple of strings for multiple options.
 <bool> = <str>.endswith(<sub_str>)           # Pass tuple of strings for multiple options.
 <int>  = <str>.find(<sub_str>)               # Returns start index of the first match or -1.
-<int>  = <str>.index(<sub_str>)              # Same but raises ValueError if missing.
+<int>  = <str>.index(<sub_str>)              # Same, but raises ValueError if missing.
 
      
 
      <str>  = <str>.replace(old, new [, count])   # Replaces 'old' with 'new' at most 'count' times.
 <str>  = <str>.translate(<table>)            # Use `str.maketrans(<dict>)` to generate table.
@@ -2883,7 +2883,7 @@
  
 
   
      
-    
+    
     
   
      
 
diff --git a/parse.js b/parse.js
index 0fdc92e77..828c4dbb1 100755
--- a/parse.js
+++ b/parse.js
@@ -115,6 +115,15 @@ const DIAGRAM_1_B =
   '┃ iter             │            │            │     ✓      ┃\n' +
   '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 
+// const DIAGRAM_1_B =
+  // '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+  // '┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
+  // '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
+  // '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
+  // '┃ dict, set        │     ✓      │     ✓      │            ┃\n' +
+  // '┃ iter             │     ✓      │            │            ┃\n' +
+  // '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+
 const DIAGRAM_2_A =
   '+--------------------+----------+----------+----------+----------+----------+\n' +
   '|                    | Integral | Rational |   Real   | Complex  |  Number  |\n' +
@@ -131,6 +140,17 @@ const DIAGRAM_2_B =
   '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
   '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
+// const DIAGRAM_2_B =
+//   '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
+//   '┃                    │  Number  │  Complex │   Real   │ Rational │ Integral ┃\n' +
+//   '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
+//   '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+//   '┃ fractions.Fraction │    ✓     │    ✓     │    ✓     │    ✓     │          ┃\n' +
+//   '┃ float              │    ✓     │    ✓     │    ✓     │          │          ┃\n' +
+//   '┃ complex            │    ✓     │    ✓     │          │          │          ┃\n' +
+//   '┃ decimal.Decimal    │    ✓     │          │          │          │          ┃\n' +
+//   '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
+
 const DIAGRAM_3_A =
   '+---------------+----------+----------+----------+----------+----------+\n';
 
@@ -145,6 +165,17 @@ const DIAGRAM_3_B =
   '┃ isdecimal()   │          │          │          │          │    ✓     ┃\n' +
   '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
+// const DIAGRAM_3_B =
+//   '┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
+//   '┃               │  [0-9]   │  [²³¹]   │  [¼½¾]   │ [a-zA-Z] │ [ !#$%…] ┃\n' +
+//   '┠───────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
+//   '┃ isprintable() │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+//   '┃ isalnum()     │    ✓     │    ✓     │    ✓     │    ✓     │          ┃\n' +
+//   '┃ isnumeric()   │    ✓     │    ✓     │    ✓     │          │          ┃\n' +
+//   '┃ isdigit()     │    ✓     │    ✓     │          │          │          ┃\n' +
+//   '┃ isdecimal()   │    ✓     │          │          │          │          ┃\n' +
+//   '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
+
 const DIAGRAM_4_A =
   "+--------------+----------------+----------------+----------------+----------------+\n" +
   "|              |    {}   |   {:f}  |   {:e}  |   {:%}  |\n" +
@@ -199,6 +230,19 @@ const DIAGRAM_6_B =
   '┃ count()    │            │            │            │      ✓       ┃\n' +
   '┗━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n';
 
+// const DIAGRAM_6_B =
+//   '┏━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+//   '┃            │ abc.Sequence │  Sequence  │ Collection │  Iterable  ┃\n' +
+//   '┠────────────┼──────────────┼────────────┼────────────┼────────────┨\n' +
+//   '┃ iter()     │      ✓       │     ✓      │     !      │     !      ┃\n' +
+//   '┃ contains() │      ✓       │     ✓      │     ✓      │     ✓      ┃\n' +
+//   '┃ len()      │      !       │     !      │     !      │            ┃\n' +
+//   '┃ getitem()  │      !       │     !      │            │            ┃\n' +
+//   '┃ reversed() │      ✓       │     ✓      │            │            ┃\n' +
+//   '┃ index()    │      ✓       │            │            │            ┃\n' +
+//   '┃ count()    │      ✓       │            │            │            ┃\n' +
+//   '┗━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+
 const DIAGRAM_7_A =
   'BaseException\n' +
   ' +-- SystemExit';

From daacc4c44160a110d62cd496728b7ce5d3ed5840 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 13 Feb 2022 00:22:49 +0100
Subject: [PATCH 0370/1007] Cleanup of parse.js

---
 parse.js | 38 +++++++-------------------------------
 1 file changed, 7 insertions(+), 31 deletions(-)

diff --git a/parse.js b/parse.js
index 828c4dbb1..8e7348cd8 100755
--- a/parse.js
+++ b/parse.js
@@ -116,13 +116,13 @@ const DIAGRAM_1_B =
   '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 
 // const DIAGRAM_1_B =
-  // '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  // '┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
-  // '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
-  // '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
-  // '┃ dict, set        │     ✓      │     ✓      │            ┃\n' +
-  // '┃ iter             │     ✓      │            │            ┃\n' +
-  // '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+// '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+// '┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
+// '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
+// '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
+// '┃ dict, set        │     ✓      │     ✓      │            ┃\n' +
+// '┃ iter             │     ✓      │            │            ┃\n' +
+// '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_2_A =
   '+--------------------+----------+----------+----------+----------+----------+\n' +
@@ -165,17 +165,6 @@ const DIAGRAM_3_B =
   '┃ isdecimal()   │          │          │          │          │    ✓     ┃\n' +
   '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
-// const DIAGRAM_3_B =
-//   '┏━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-//   '┃               │  [0-9]   │  [²³¹]   │  [¼½¾]   │ [a-zA-Z] │ [ !#$%…] ┃\n' +
-//   '┠───────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-//   '┃ isprintable() │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-//   '┃ isalnum()     │    ✓     │    ✓     │    ✓     │    ✓     │          ┃\n' +
-//   '┃ isnumeric()   │    ✓     │    ✓     │    ✓     │          │          ┃\n' +
-//   '┃ isdigit()     │    ✓     │    ✓     │          │          │          ┃\n' +
-//   '┃ isdecimal()   │    ✓     │          │          │          │          ┃\n' +
-//   '┗━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
-
 const DIAGRAM_4_A =
   "+--------------+----------------+----------------+----------------+----------------+\n" +
   "|              |    {}   |   {:f}  |   {:e}  |   {:%}  |\n" +
@@ -230,19 +219,6 @@ const DIAGRAM_6_B =
   '┃ count()    │            │            │            │      ✓       ┃\n' +
   '┗━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━━━┛\n';
 
-// const DIAGRAM_6_B =
-//   '┏━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-//   '┃            │ abc.Sequence │  Sequence  │ Collection │  Iterable  ┃\n' +
-//   '┠────────────┼──────────────┼────────────┼────────────┼────────────┨\n' +
-//   '┃ iter()     │      ✓       │     ✓      │     !      │     !      ┃\n' +
-//   '┃ contains() │      ✓       │     ✓      │     ✓      │     ✓      ┃\n' +
-//   '┃ len()      │      !       │     !      │     !      │            ┃\n' +
-//   '┃ getitem()  │      !       │     !      │            │            ┃\n' +
-//   '┃ reversed() │      ✓       │     ✓      │            │            ┃\n' +
-//   '┃ index()    │      ✓       │            │            │            ┃\n' +
-//   '┃ count()    │      ✓       │            │            │            ┃\n' +
-//   '┗━━━━━━━━━━━━┷━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
-
 const DIAGRAM_7_A =
   'BaseException\n' +
   ' +-- SystemExit';

From 6a91771156a0c7a57e4a7d7ccc88ffc9e4a1fa16 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 17 Feb 2022 00:15:06 +0100
Subject: [PATCH 0371/1007] Type, Regex, Numbers

---
 README.md  | 25 ++++++++++----------
 index.html | 27 +++++++++++-----------
 parse.js   | 68 +++++++++++++++++++++++++++---------------------------
 3 files changed, 61 insertions(+), 59 deletions(-)

diff --git a/README.md b/README.md
index daf5ef82a..2678e96ca 100644
--- a/README.md
+++ b/README.md
@@ -262,39 +262,39 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleTyp
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Collection ABC looks for methods iter(), contains() and len(), while Iterable ABC only looks for method iter().**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().**
 
 ```python
->>> from collections.abc import Sequence, Collection, Iterable
+>>> from collections.abc import Iterable, Collection, Sequence
 >>> isinstance([1, 2, 3], Iterable)
 True
 ```
 
 ```text
 +------------------+------------+------------+------------+
-|                  |  Sequence  | Collection |  Iterable  |
+|                  |  Iterable  | Collection |  Sequence  |
 +------------------+------------+------------+------------+
 | list, range, str |    yes     |    yes     |    yes     |
-| dict, set        |            |    yes     |    yes     |
-| iter             |            |            |    yes     |
+| dict, set        |    yes     |    yes     |            |
+| iter             |    yes     |            |            |
 +------------------+------------+------------+------------+
 ```
 
 ```python
->>> from numbers import Integral, Rational, Real, Complex, Number
+>>> from numbers import Number, Complex, Real, Rational, Integral
 >>> isinstance(123, Number)
 True
 ```
 
 ```text
 +--------------------+----------+----------+----------+----------+----------+
-|                    | Integral | Rational |   Real   | Complex  |  Number  |
+|                    |  Number  |  Complex |   Real   | Rational | Integral |
 +--------------------+----------+----------+----------+----------+----------+
 | int                |   yes    |   yes    |   yes    |   yes    |   yes    |
-| fractions.Fraction |          |   yes    |   yes    |   yes    |   yes    |
-| float              |          |          |   yes    |   yes    |   yes    |
-| complex            |          |          |          |   yes    |   yes    |
-| decimal.Decimal    |          |          |          |          |   yes    |
+| fractions.Fraction |   yes    |   yes    |   yes    |   yes    |          |
+| float              |   yes    |   yes    |   yes    |          |          |
+| complex            |   yes    |   yes    |          |          |          |
+| decimal.Decimal    |   yes    |          |          |          |          |
 +--------------------+----------+----------+----------+----------+----------+
 ```
 
@@ -360,6 +360,7 @@ import re
   = re.finditer(, text)           # Returns all occurrences as match objects.
 ```
 
+* **Argument 'new' can be a function that accepts a match and returns a string.**
 * **Search() and match() return None if they can't find a match.**
 * **Argument `'flags=re.IGNORECASE'` can be used with all functions.**
 * **Argument `'flags=re.MULTILINE'` makes `'^'` and `'$'` match the start/end of each line.**
@@ -510,7 +511,7 @@ from math import log, log10, log2
 
 ### Statistics
 ```python
-from statistics import mean, median, variance, stdev, pvariance, pstdev
+from statistics import mean, median, variance, stdev, quantiles, groupby
 ```
 
 ### Random
diff --git a/index.html b/index.html
index a62a1b794..3d7926937 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -263,32 +263,32 @@
 
      Some types do not have built-in names, so they must be imported:
      from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleType
 
      
 
-
      Abstract Base Classes
      Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Collection ABC looks for methods iter(), contains() and len(), while Iterable ABC only looks for method iter().
      >>> from collections.abc import Sequence, Collection, Iterable
+
      Abstract Base Classes
      Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().
      >>> from collections.abc import Iterable, Collection, Sequence
 >>> isinstance([1, 2, 3], Iterable)
 True
 
      
 
 
 
      ┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓
-┃                  │  Sequence  │ Collection │  Iterable  ┃
+┃                  │  Iterable  │ Collection │  Sequence  ┃
 ┠──────────────────┼────────────┼────────────┼────────────┨
 ┃ list, range, str │     ✓      │     ✓      │     ✓      ┃
-┃ dict, set        │            │     ✓      │     ✓      ┃
-┃ iter             │            │            │     ✓      ┃
+┃ dict, set        │     ✓      │     ✓      │            ┃
+┃ iter             │     ✓      │            │            ┃
 ┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛
 
      
-
      >>> from numbers import Integral, Rational, Real, Complex, Number
+
      >>> from numbers import Number, Complex, Real, Rational, Integral
 >>> isinstance(123, Number)
 True
 
      
 
      ┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓
-┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃
+┃                    │  Number  │  Complex │   Real   │ Rational │ Integral ┃
 ┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨
 ┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃
-┃ fractions.Fraction │          │    ✓     │    ✓     │    ✓     │    ✓     ┃
-┃ float              │          │          │    ✓     │    ✓     │    ✓     ┃
-┃ complex            │          │          │          │    ✓     │    ✓     ┃
-┃ decimal.Decimal    │          │          │          │          │    ✓     ┃
+┃ fractions.Fraction │    ✓     │    ✓     │    ✓     │    ✓     │          ┃
+┃ float              │    ✓     │    ✓     │    ✓     │          │          ┃
+┃ complex            │    ✓     │    ✓     │          │          │          ┃
+┃ decimal.Decimal    │    ✓     │          │          │          │          ┃
 ┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛
 
      
 
      #String
      <str>  = <str>.strip()                       # Strips all whitespace characters from both ends.
@@ -340,6 +340,7 @@
 
      
 
 
        
+
      • Argument 'new' can be a function that accepts a match and returns a string.
        • 
 
      • Search() and match() return None if they can't find a match.
        • 
 
      • Argument 'flags=re.IGNORECASE' can be used with all functions.
        • 
 
      • Argument 'flags=re.MULTILINE' makes '^' and '$' match the start/end of each line.
        • 
@@ -465,7 +466,7 @@
 from math import log, log10, log2
 
      
 
-
      Statistics
      from statistics import mean, median, variance, stdev, pvariance, pstdev
+
      Statistics
      from statistics import mean, median, variance, stdev, quantiles, groupby
 
      
 
 
      Random
      from random import random, randint, choice, shuffle, gauss, seed
@@ -2883,7 +2884,7 @@
  
 
   
      
-    
+    
     
   
      
 
diff --git a/parse.js b/parse.js
index 8e7348cd8..c77d68ff6 100755
--- a/parse.js
+++ b/parse.js
@@ -103,54 +103,54 @@ const INDEX =
 
 const DIAGRAM_1_A =
   '+------------------+------------+------------+------------+\n' +
-  '|                  |  Sequence  | Collection |  Iterable  |\n' +
+  '|                  |  Iterable  | Collection |  Sequence  |\n' +
   '+------------------+------------+------------+------------+\n';
 
-const DIAGRAM_1_B =
-  '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-  '┃                  │  Sequence  │ Collection │  Iterable  ┃\n' +
-  '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
-  '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
-  '┃ dict, set        │            │     ✓      │     ✓      ┃\n' +
-  '┃ iter             │            │            │     ✓      ┃\n' +
-  '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
-
 // const DIAGRAM_1_B =
-// '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-// '┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
-// '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
-// '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
-// '┃ dict, set        │     ✓      │     ✓      │            ┃\n' +
-// '┃ iter             │     ✓      │            │            ┃\n' +
-// '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+//   '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+//   '┃                  │  Sequence  │ Collection │  Iterable  ┃\n' +
+//   '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
+//   '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
+//   '┃ dict, set        │            │     ✓      │     ✓      ┃\n' +
+//   '┃ iter             │            │            │     ✓      ┃\n' +
+//   '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
+
+const DIAGRAM_1_B =
+'┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
+'┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
+'┠──────────────────┼────────────┼────────────┼────────────┨\n' +
+'┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
+'┃ dict, set        │     ✓      │     ✓      │            ┃\n' +
+'┃ iter             │     ✓      │            │            ┃\n' +
+'┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
 
 const DIAGRAM_2_A =
   '+--------------------+----------+----------+----------+----------+----------+\n' +
-  '|                    | Integral | Rational |   Real   | Complex  |  Number  |\n' +
+  '|                    |  Number  |  Complex |   Real   | Rational | Integral |\n' +
   '+--------------------+----------+----------+----------+----------+----------+\n';
 
-const DIAGRAM_2_B =
-  '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-  '┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃\n' +
-  '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-  '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ fractions.Fraction │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ float              │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
-  '┃ complex            │          │          │          │    ✓     │    ✓     ┃\n' +
-  '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
-  '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
-
 // const DIAGRAM_2_B =
 //   '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-//   '┃                    │  Number  │  Complex │   Real   │ Rational │ Integral ┃\n' +
+//   '┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃\n' +
 //   '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
 //   '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-//   '┃ fractions.Fraction │    ✓     │    ✓     │    ✓     │    ✓     │          ┃\n' +
-//   '┃ float              │    ✓     │    ✓     │    ✓     │          │          ┃\n' +
-//   '┃ complex            │    ✓     │    ✓     │          │          │          ┃\n' +
-//   '┃ decimal.Decimal    │    ✓     │          │          │          │          ┃\n' +
+//   '┃ fractions.Fraction │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+//   '┃ float              │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
+//   '┃ complex            │          │          │          │    ✓     │    ✓     ┃\n' +
+//   '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
 //   '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
 
+const DIAGRAM_2_B =
+  '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
+  '┃                    │  Number  │  Complex │   Real   │ Rational │ Integral ┃\n' +
+  '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
+  '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
+  '┃ fractions.Fraction │    ✓     │    ✓     │    ✓     │    ✓     │          ┃\n' +
+  '┃ float              │    ✓     │    ✓     │    ✓     │          │          ┃\n' +
+  '┃ complex            │    ✓     │    ✓     │          │          │          ┃\n' +
+  '┃ decimal.Decimal    │    ✓     │          │          │          │          ┃\n' +
+  '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
+
 const DIAGRAM_3_A =
   '+---------------+----------+----------+----------+----------+----------+\n';
 

From c6564ccd73059c6cabc4f86d7854435741d9608d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 27 Feb 2022 06:45:30 +0100
Subject: [PATCH 0372/1007] Paths

---
 README.md  | 4 ++--
 index.html | 8 ++++----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 2678e96ca..3f4d7b2f6 100644
--- a/README.md
+++ b/README.md
@@ -1655,7 +1655,7 @@ from pathlib import Path
 
 ```python
  = Path( [, ...])       # Accepts strings, Paths and DirEntry objects.
- =  /  [/ ...]    # One of the two paths must be a Path object.
+ =  /  [/ ...]    # First or second path must be a Path object.
 ```
 
 ```python
@@ -1674,7 +1674,7 @@ from pathlib import Path
 ```
 
 ```python
- = .iterdir()           # Returns dir contents as Path objects.
+ = .iterdir()           # Returns directory contents as Path objects.
  = .glob('')   # Returns Paths matching the wildcard pattern.
 ```
 
diff --git a/index.html b/index.html
index 3d7926937..1987bb77a 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -1400,7 +1400,7 @@
 
      
 
 
      <Path> = Path(<path> [, ...])       # Accepts strings, Paths and DirEntry objects.
-<Path> = <path> / <path> [/ ...]    # One of the two paths must be a Path object.
+<Path> = <path> / <path> [/ ...]    # First or second path must be a Path object.
 
      
 
      <Path> = Path()                     # Returns relative cwd. Also Path('.').
 <Path> = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
@@ -1413,7 +1413,7 @@
 <str>  = <Path>.suffix              # Returns final component's extension.
 <tup.> = <Path>.parts               # Returns all components as strings.
 
      
-
      <iter> = <Path>.iterdir()           # Returns dir contents as Path objects.
+
      <iter> = <Path>.iterdir()           # Returns directory contents as Path objects.
 <iter> = <Path>.glob('<pattern>')   # Returns Paths matching the wildcard pattern.
 
      
 
      <str>  = str(<Path>)                # Returns path as a string.
@@ -2884,7 +2884,7 @@
  
 
   
      
-    
+    
     
   
      
 

From 9af8d0b2cba76f7c5dc427d6c0f8074aa111e0ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 27 Feb 2022 07:29:42 +0100
Subject: [PATCH 0373/1007] Paths

---
 README.md  | 4 ++--
 index.html | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 3f4d7b2f6..33873a20c 100644
--- a/README.md
+++ b/README.md
@@ -1645,7 +1645,7 @@ from os import scandir
  = scandir(path='.')          # Returns DirEntry objects located at path.
   = .path            # Returns whole path as a string.
   = .name            # Returns final component as a string.
- = open()           # Opens the file and returns file object.
+ = open()           # Opens the file and returns a file object.
 ```
 
 ### Path Object
@@ -1680,7 +1680,7 @@ from pathlib import Path
 
 ```python
   = str()                # Returns path as a string.
- = open()               # Opens the file and returns file object.
+ = open()               # Opens the file and returns a file object.
 ```
 
 
diff --git a/index.html b/index.html
index 1987bb77a..a1fb8f998 100644
--- a/index.html
+++ b/index.html
@@ -1394,7 +1394,7 @@
 
      <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
 <str>  = <DirEntry>.path            # Returns whole path as a string.
 <str>  = <DirEntry>.name            # Returns final component as a string.
-<file> = open(<DirEntry>)           # Opens the file and returns file object.
+<file> = open(<DirEntry>)           # Opens the file and returns a file object.
 
      
 
      Path Object
      from pathlib import Path
 
      
@@ -1417,7 +1417,7 @@
 <iter> = <Path>.glob('<pattern>')   # Returns Paths matching the wildcard pattern.
 
      
 
      <str>  = str(<Path>)                # Returns path as a string.
-<file> = open(<Path>)               # Opens the file and returns file object.
+<file> = open(<Path>)               # Opens the file and returns a file object.
 
      
 
      #OS Commands
      Files and Directories
        
 
      • Paths can be either strings, Paths or DirEntry objects.
        • 

From 14233c43fc58744bc6b2b088088191cb4e53b40f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 27 Feb 2022 07:38:03 +0100
Subject: [PATCH 0374/1007] Grammar

---
 README.md  | 6 +++---
 index.html | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 33873a20c..60d415fda 100644
--- a/README.md
+++ b/README.md
@@ -1802,7 +1802,7 @@ import csv
 ```python
  = csv.reader()       # Also: `dialect='excel', delimiter=','`.
    = next()           # Returns next row as a list of strings.
-   = list()           # Returns list of remaining rows.
+   = list()           # Returns a list of remaining rows.
 ```
 * **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
 
@@ -1928,7 +1928,7 @@ Bytes
 
 ```python
  = b''                       # Only accepts ASCII characters and \x00-\xff.
-   = []               # Returns int in range from 0 to 255.
+   = []               # Returns an int in range from 0 to 255.
  = []               # Returns bytes even if it has only one element.
  = .join()  # Joins elements using bytes as a separator.
 ```
@@ -2044,7 +2044,7 @@ Memory View
 ```
 
 ```python
-  = list()                        # Returns list of ints or floats.
+  = list()                        # Returns a list of ints or floats.
    = str(, 'utf-8')                # Treats mview as a bytes object.
    = int.from_bytes(, …)           # `byteorder='big/little', signed=False`.
 '' = .hex()                        # Treats mview as a bytes object.
diff --git a/index.html b/index.html
index a1fb8f998..589747ba5 100644
--- a/index.html
+++ b/index.html
@@ -1496,7 +1496,7 @@
 
 
        Read
        <reader> = csv.reader(<file>)       # Also: `dialect='excel', delimiter=','`.
 <list>   = next(<reader>)           # Returns next row as a list of strings.
-<list>   = list(<reader>)           # Returns list of remaining rows.
+<list>   = list(<reader>)           # Returns a list of remaining rows.
 
        
 
 
          
@@ -1597,7 +1597,7 @@
 
 
 
          #Bytes
          Bytes object is an immutable sequence of single bytes. Mutable version is called bytearray.
          <bytes> = b'<str>'                       # Only accepts ASCII characters and \x00-\xff.
-<int>   = <bytes>[<index>]               # Returns int in range from 0 to 255.
+<int>   = <bytes>[<index>]               # Returns an int in range from 0 to 255.
 <bytes> = <bytes>[<slice>]               # Returns bytes even if it has only one element.
 <bytes> = <bytes>.join(<coll_of_bytes>)  # Joins elements using bytes as a separator.
 
          
@@ -1691,7 +1691,7 @@
 <file>.write(<mview>)                          # Writes mview to the binary file.
 
      
 
-
      <list>  = list(<mview>)                        # Returns list of ints or floats.
+
      <list>  = list(<mview>)                        # Returns a list of ints or floats.
 <str>   = str(<mview>, 'utf-8')                # Treats mview as a bytes object.
 <int>   = int.from_bytes(<mview>, …)           # `byteorder='big/little', signed=False`.
 '<hex>' = <mview>.hex()                        # Treats mview as a bytes object.

From 13d97443bafc06e386b2adac587b0f4dfaf89859 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 1 Mar 2022 08:50:59 +0100
Subject: [PATCH 0375/1007] Coroutines, Pandas

---
 README.md  | 26 +++++++++++++-------------
 index.html | 36 ++++++++++++++++++------------------
 2 files changed, 31 insertions(+), 31 deletions(-)

diff --git a/README.md b/README.md
index 60d415fda..55f09046d 100644
--- a/README.md
+++ b/README.md
@@ -1122,7 +1122,7 @@ class MyHashable:
 ```
 
 ### Sortable
-* **With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.**
+* **With 'total_ordering' decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.**
 * **Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.**
 * **When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all values being equal.**
 
@@ -1525,11 +1525,11 @@ arguments    = sys.argv[1:]
 ```python
 from argparse import ArgumentParser, FileType
 p = ArgumentParser(description=)
-p.add_argument('-', '--', action='https://github.com/store_true')  # Flag
-p.add_argument('-', '--', type=)          # Option
-p.add_argument('', type=, nargs=1)                    # First argument
-p.add_argument('', type=, nargs='+')                  # Remaining arguments
-p.add_argument('', type=, nargs='*')                  # Optional arguments
+p.add_argument('-', '--', action='https://github.com/store_true')  # Flag.
+p.add_argument('-', '--', type=)          # Option.
+p.add_argument('', type=, nargs=1)                    # First argument.
+p.add_argument('', type=, nargs='+')                  # Remaining arguments.
+p.add_argument('', type=, nargs='*')                  # Optional arguments.
 args  = p.parse_args()                                            # Exits on error.
 value = args.
 ```
@@ -2334,7 +2334,7 @@ async def human_controller(screen, moves):
         await asyncio.sleep(0.005)
 
 async def model(moves, state):
-    while state['*'] not in {p for id_, p in state.items() if id_ != '*'}:
+    while state['*'] not in (state[id_] for id_ in range(10)):
         id_, d = await moves.get()
         x, y   = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
@@ -3292,7 +3292,12 @@ b  3  4
 ```
 * **Use `'[col_key_1, col_key_2][row_key]'` to get the fifth result's values.**
 
-#### DataFrame — Encode, Decode, Plot:
+#### DataFrame — Plot, Encode, Decode:
+```python
+import matplotlib.pyplot as plt
+.plot.line/bar/hist/scatter([x=column_key, y=column_key/s]); plt.show()
+```
+
 ```python
  = pd.read_json/html('')
  = pd.read_csv/pickle/excel('')
@@ -3307,11 +3312,6 @@ b  3  4
 .to_sql('', )
 ```
 
-```python
-import matplotlib.pyplot as plt
-.plot.line/bar/hist/scatter([x=column_key, y=column_key/s]); plt.show()
-```
-
 ### GroupBy
 **Object that groups together rows of a dataframe based on the value of the passed column.**
 
diff --git a/index.html b/index.html
index 589747ba5..7edc05340 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -950,7 +950,7 @@
 
 
 
      Sortable
        
-
      • With total_ordering decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.
        • 
+
      • With 'total_ordering' decorator, you only need to provide eq() and one of lt(), gt(), le() or ge() special methods and the rest will be automatically generated.
        • 
 
      • Functions sorted() and min() only require lt() method, while max() only requires gt(). However, it is best to define them all so that confusion doesn't arise in other contexts.
        • 
 
      • When two lists, strings or dataclasses are compared, their values get compared in order until a pair of unequal values is found. The comparison of this two values is then returned. The shorter sequence is considered smaller in case of all values being equal.
        • 
 
      from functools import total_ordering
@@ -1057,7 +1057,7 @@
 
      Collection
        
 
      • Only required methods are iter() and len().
        • 
 
      • This cheatsheet actually means '<iterable>' when it uses '<collection>'.
        • 
-
      • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.
        • 
+
      • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only built-in objects that are not collections while being iterable.
        • 
 
      class MyCollection:
     def __init__(self, a):
         self.a = a
@@ -1298,11 +1298,11 @@
 
 
      Argument Parser
      from argparse import ArgumentParser, FileType
 p = ArgumentParser(description=<str>)
-p.add_argument('-<short_name>', '--<name>', action='store_true')  # Flag
-p.add_argument('-<short_name>', '--<name>', type=<type>)          # Option
-p.add_argument('<name>', type=<type>, nargs=1)                    # First argument
-p.add_argument('<name>', type=<type>, nargs='+')                  # Remaining arguments
-p.add_argument('<name>', type=<type>, nargs='*')                  # Optional arguments
+p.add_argument('-<short_name>', '--<name>', action='store_true')  # Flag.
+p.add_argument('-<short_name>', '--<name>', type=<type>)          # Option.
+p.add_argument('<name>', type=<type>, nargs=1)                    # First argument.
+p.add_argument('<name>', type=<type>, nargs='+')                  # Remaining arguments.
+p.add_argument('<name>', type=<type>, nargs='*')                  # Optional arguments.
 args  = p.parse_args()                                            # Exits on error.
 value = args.<name>
 
      
@@ -1319,7 +1319,7 @@
 
        
 
      • 'encoding=None' means that the default encoding is used, which is platform dependent. Best practice is to use 'encoding="utf-8"' whenever possible.
        • 
 
      • 'newline=None' means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.
        • 
-
      • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on either '\n', '\r' or '\r\n'.
        • 
+
      • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.
        • 
 
      
 
      Modes
        
 
      • 'r'  - Read (default).
        • 
@@ -1330,7 +1330,7 @@
 
      • 'r+' - Read and write from the start.
        • 
 
      • 'a+' - Read and write from the end.
        • 
 
      • 't'  - Text mode (default).
        • 
-
      • 'b'  - Binary mode.
        • 
+
      • 'b'  - Binary mode (must be paired with one of above).
        • 
 
      Exceptions
        
 
      • 'FileNotFoundError' can be raised when reading with 'r' or 'r+'.
        • 
 
      • 'FileExistsError' can be raised when writing with 'x'.
        • 
@@ -1910,7 +1910,7 @@
         await asyncio.sleep(0.005)
 
 async def model(moves, state):
-    while state['*'] not in {p for id_, p in state.items() if id_ != '*'}:
+    while state['*'] not in (state[id_] for id_ in range(10)):
         id_, d = await moves.get()
         x, y   = state[id_]
         deltas = {D.n: P(0, -1), D.e: P(1, 0), D.s: P(0, 1), D.w: P(-1, 0)}
@@ -2680,20 +2680,20 @@
 
          
 
        • Use '<DF>[col_key_1, col_key_2][row_key]' to get the fifth result's values.
          • 
 
        
-
        DataFrame — Encode, Decode, Plot:
        <DF> = pd.read_json/html('<str/path/url>')
+
        DataFrame — Plot, Encode, Decode:
        import matplotlib.pyplot as plt
+<DF>.plot.line/bar/hist/scatter([x=column_key, y=column_key/s]); plt.show()
+
        
+
+
        <DF> = pd.read_json/html('<str/path/url>')
 <DF> = pd.read_csv/pickle/excel('<path/url>')
 <DF> = pd.read_sql('<table_name/query>', <connection>)
 <DF> = pd.read_clipboard()
-
        
-
+
      
 
      <dict> = <DF>.to_dict(['d/l/s/sp/r/i'])
 <str>  = <DF>.to_json/html/csv/markdown/latex([<path>])
 <DF>.to_pickle/excel(<path>)
 <DF>.to_sql('<table_name>', <connection>)
 
      
-
      import matplotlib.pyplot as plt
-<DF>.plot.line/bar/hist/scatter([x=column_key, y=column_key/s]); plt.show()
-
      
 
      GroupBy
      Object that groups together rows of a dataframe based on the value of the passed column.
      >>> df = DataFrame([[1, 2, 3], [4, 5, 6], [7, 8, 6]], index=list('abc'), columns=list('xyz'))
 >>> df.groupby('z').get_group(6)
    x  y
@@ -2884,7 +2884,7 @@
  
 
   
 

From 23f0b7a66fc9d8bcb3707726ccd908fcc20fbd6b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 1 Mar 2022 08:52:04 +0100
Subject: [PATCH 0376/1007] Coroutines, Pandas

---
 index.html | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/index.html b/index.html
index 7edc05340..1ffdd4eed 100644
--- a/index.html
+++ b/index.html
@@ -1057,7 +1057,7 @@
 
      Collection
        
 
      • Only required methods are iter() and len().
        • 
 
      • This cheatsheet actually means '<iterable>' when it uses '<collection>'.
        • 
-
      • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only built-in objects that are not collections while being iterable.
        • 
+
      • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.
        • 
 
      class MyCollection:
     def __init__(self, a):
         self.a = a
@@ -1319,7 +1319,7 @@
 
        
 
      • 'encoding=None' means that the default encoding is used, which is platform dependent. Best practice is to use 'encoding="utf-8"' whenever possible.
        • 
 
      • 'newline=None' means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.
        • 
-
      • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.
        • 
+
      • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on either '\n', '\r' or '\r\n'.
        • 
 
      
 
      Modes
        
 
      • 'r'  - Read (default).
        • 
@@ -1330,7 +1330,7 @@
 
      • 'r+' - Read and write from the start.
        • 
 
      • 'a+' - Read and write from the end.
        • 
 
      • 't'  - Text mode (default).
        • 
-
      • 'b'  - Binary mode (must be paired with one of above).
        • 
+
      • 'b'  - Binary mode.
        • 
 
      Exceptions
        
 
      • 'FileNotFoundError' can be raised when reading with 'r' or 'r+'.
        • 
 
      • 'FileExistsError' can be raised when writing with 'x'.
        • 

From c13adfeadcd43aacc95a329a0b768415d74f2326 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 1 Mar 2022 12:56:07 +0100
Subject: [PATCH 0377/1007] Regex

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 55f09046d..c0d642df8 100644
--- a/README.md
+++ b/README.md
@@ -360,7 +360,7 @@ import re
   = re.finditer(, text)           # Returns all occurrences as match objects.
 ```
 
-* **Argument 'new' can be a function that accepts a match and returns a string.**
+* **Argument 'new' can be a function that accepts a match object and returns a string.**
 * **Search() and match() return None if they can't find a match.**
 * **Argument `'flags=re.IGNORECASE'` can be used with all functions.**
 * **Argument `'flags=re.MULTILINE'` makes `'^'` and `'$'` match the start/end of each line.**
diff --git a/index.html b/index.html
index 1ffdd4eed..32e46a1fe 100644
--- a/index.html
+++ b/index.html
@@ -340,7 +340,7 @@
 
      
 
 
        
-
      • Argument 'new' can be a function that accepts a match and returns a string.
        • 
+
      • Argument 'new' can be a function that accepts a match object and returns a string.
        • 
 
      • Search() and match() return None if they can't find a match.
        • 
 
      • Argument 'flags=re.IGNORECASE' can be used with all functions.
        • 
 
      • Argument 'flags=re.MULTILINE' makes '^' and '$' match the start/end of each line.
        • 

From 4086f76a2038faab4535026f0db3cb476f864ccf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 2 Mar 2022 15:49:52 +0100
Subject: [PATCH 0378/1007] Collection, Open

---
 README.md  |  6 +++---
 index.html | 10 +++++-----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index c0d642df8..0e5cb6bbd 100644
--- a/README.md
+++ b/README.md
@@ -1239,7 +1239,7 @@ True
 ### Collection
 * **Only required methods are iter() and len().**
 * **This cheatsheet actually means `''` when it uses `''`.**
-* **I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.**
+* **I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only built-in objects that are iterable but are not collections.**
 ```python
 class MyCollection:
     def __init__(self, a):
@@ -1548,7 +1548,7 @@ Open
 ```
 * **`'encoding=None'` means that the default encoding is used, which is platform dependent. Best practice is to use `'encoding="utf-8"'` whenever possible.**
 * **`'newline=None'` means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.**
-* **`'newline=""'` means no conversions take place, but input is still broken into chunks by readline() and readlines() on either '\n', '\r' or '\r\n'.**
+* **`'newline=""'` means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.**
 
 ### Modes
 * **`'r'`  - Read (default).**
@@ -1585,7 +1585,7 @@ Open
 ```python
 .write()           # Writes a string or bytes object.
 .writelines()     # Writes a coll. of strings or bytes objects.
-.flush()                      # Flushes write buffer.
+.flush()                      # Flushes write buffer. Runs every 4096/8192 B.
 ```
 * **Methods do not add or strip trailing newlines, even writelines().**
 
diff --git a/index.html b/index.html
index 32e46a1fe..761ccd858 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
        
-    
+    
     
   
        
 
@@ -1057,7 +1057,7 @@
 
        Collection
          
 
        • Only required methods are iter() and len().
          • 
 
        • This cheatsheet actually means '<iterable>' when it uses '<collection>'.
          • 
-
        • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only iterable objects that are not collections.
          • 
+
        • I chose not to use the name 'iterable' because it sounds scarier and more vague than 'collection'. The only drawback of this decision is that a reader could think a certain function doesn't accept iterators when it does, since iterators are the only built-in objects that are iterable but are not collections.
          • 
 
        class MyCollection:
     def __init__(self, a):
         self.a = a
@@ -1319,7 +1319,7 @@
 
          
 
        • 'encoding=None' means that the default encoding is used, which is platform dependent. Best practice is to use 'encoding="utf-8"' whenever possible.
          • 
 
        • 'newline=None' means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.
          • 
-
        • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on either '\n', '\r' or '\r\n'.
          • 
+
        • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.
          • 
 
        
 
        Modes
          
 
        • 'r'  - Read (default).
          • 
@@ -1353,7 +1353,7 @@
 
        
 
        <file>.write(<str/bytes>)           # Writes a string or bytes object.
 <file>.writelines(<collection>)     # Writes a coll. of strings or bytes objects.
-<file>.flush()                      # Flushes write buffer.
+<file>.flush()                      # Flushes write buffer. Runs every 4096/8192 B.
 
        
 
          
 
        • Methods do not add or strip trailing newlines, even writelines().
          • 
@@ -2884,7 +2884,7 @@
  
 
   
 

From 2d135d9883cd7e98fbe4ad477264e827903cd3b2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 3 Mar 2022 10:25:59 +0100
Subject: [PATCH 0379/1007] Open

---
 README.md  | 2 +-
 index.html | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 0e5cb6bbd..4bbd39cfe 100644
--- a/README.md
+++ b/README.md
@@ -1559,7 +1559,7 @@ Open
 * **`'r+'` - Read and write from the start.**
 * **`'a+'` - Read and write from the end.**
 * **`'t'`  - Text mode (default).**
-* **`'b'`  - Binary mode.**
+* **`'b'`  - Binary mode (`'br'`, `'bw'`, `'bx'`, …).**
 
 ### Exceptions
 * **`'FileNotFoundError'` can be raised when reading with `'r'` or `'r+'`.**
diff --git a/index.html b/index.html
index 761ccd858..1a8c61b7a 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
          
-    
+    
     
   
          
 
@@ -1330,7 +1330,7 @@
 
        • 'r+' - Read and write from the start.
          • 
 
        • 'a+' - Read and write from the end.
          • 
 
        • 't'  - Text mode (default).
          • 
-
        • 'b'  - Binary mode.
          • 
+
        • 'b'  - Binary mode ('br', 'bw', 'bx', …).
          • 
 
        Exceptions
          
 
        • 'FileNotFoundError' can be raised when reading with 'r' or 'r+'.
          • 
 
        • 'FileExistsError' can be raised when writing with 'x'.
          • 
@@ -2884,7 +2884,7 @@
  
 
   
 

From 4c3bfcd01c3ac16ddca53eb1f0d87195bd17487a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 3 Mar 2022 15:17:22 +0100
Subject: [PATCH 0380/1007] Bitwise operators

---
 README.md  | 10 +++++-----
 index.html | 10 +++++-----
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 4bbd39cfe..d8709b6fe 100644
--- a/README.md
+++ b/README.md
@@ -533,11 +533,11 @@ from random import random, randint, choice, shuffle, gauss, seed
 
 ### Bitwise Operators
 ```python
- =  &                     # And: `0b1100 & 0b1010 == 0b1000`.
- =  |                     # Or:  `0b1100 | 0b1010 == 0b1110`.
- =  ^                     # Xor: `0b1100 ^ 0b1010 == 0b0110`.
- =  << n_bits                  # Left shift (>> for right)
- = ~                           # Not (also: - - 1)
+ =  &                     # And (0b1100 & 0b1010 == 0b1000).
+ =  |                     # Or  (0b1100 | 0b1010 == 0b1110).
+ =  ^                     # Xor (0b1100 ^ 0b1010 == 0b0110).
+ =  << n_bits                  # Left shift (>> for right).
+ = ~                           # Not (also: - - 1).
 ```
 
 
diff --git a/index.html b/index.html
index 1a8c61b7a..08b9d0a1b 100644
--- a/index.html
+++ b/index.html
@@ -482,11 +482,11 @@
 <str> = bin(<int>)                       # Returns '[-]0b<bin>'.
 
      
 
-
      Bitwise Operators
      <int> = <int> & <int>                    # And: `0b1100 & 0b1010 == 0b1000`.
-<int> = <int> | <int>                    # Or:  `0b1100 | 0b1010 == 0b1110`.
-<int> = <int> ^ <int>                    # Xor: `0b1100 ^ 0b1010 == 0b0110`.
-<int> = <int> << n_bits                  # Left shift (>> for right)
-<int> = ~<int>                           # Not (also: -<int> - 1)
+
      Bitwise Operators
      <int> = <int> & <int>                    # And (0b1100 & 0b1010 == 0b1000).
+<int> = <int> | <int>                    # Or  (0b1100 | 0b1010 == 0b1110).
+<int> = <int> ^ <int>                    # Xor (0b1100 ^ 0b1010 == 0b0110).
+<int> = <int> << n_bits                  # Left shift (>> for right).
+<int> = ~<int>                           # Not (also: -<int> - 1).
 
      
 
 
      #Combinatorics
        

From e78169d34b2b8832a77598bfafeb99d03c9fe457 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 8 Mar 2022 11:54:40 +0100
Subject: [PATCH 0381/1007] Open, Series

---
 README.md  | 13 +++++++++----
 index.html | 15 ++++++++-------
 2 files changed, 17 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index d8709b6fe..0fea7d33b 100644
--- a/README.md
+++ b/README.md
@@ -381,6 +381,7 @@ import re
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
 * **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
 * **Use a capital letter for negation.**
+
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
 '\w' == '[a-zA-Z0-9_]'                         # Matches alphanumerics and underscore.
@@ -1548,7 +1549,7 @@ Open
 ```
 * **`'encoding=None'` means that the default encoding is used, which is platform dependent. Best practice is to use `'encoding="utf-8"'` whenever possible.**
 * **`'newline=None'` means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.**
-* **`'newline=""'` means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.**
+* **`'newline=""'` means no conversions take place, but input is still broken into chunks by readline() and readlines() on every '\n', '\r' and '\r\n'.**
 
 ### Modes
 * **`'r'`  - Read (default).**
@@ -1898,8 +1899,7 @@ with :                                    # Exits the block with commit()
 ```
 
 ### Example
-**In this example values are not actually saved because `'conn.commit()'` is omitted!**
-
+**Values are not actually saved in this example because `'conn.commit()'` is omitted!**
 ```python
 >>> conn = sqlite3.connect('test.db')
 >>> conn.execute('CREATE TABLE person (person_id INTEGER PRIMARY KEY, name, height)')
@@ -3147,7 +3147,6 @@ Name: a, dtype: int64
  = .rank/diff/cumsum/ffill/interpl()  # Or: .agg/transform(lambda : )
  = .fillna()                      # Or: .agg/transform/map(lambda : )
 ```
-* **The way `'agg()'` and `'transform()'` find out whether the passed function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series. `'agg()'` only accepts Attribute/Type/ValueError.**
 
 ```python
 >>> sr = Series([1, 2], index=['x', 'y'])
@@ -3173,6 +3172,12 @@ y    2
 ```
 * **Last result has a hierarchical index. Use `'[key_1, key_2]'` to get its values.**
 
+#### Series — Plot:
+```python
+import matplotlib.pyplot as plt
+.plot.line/area/bar/pie/hist(); plt.show()
+```
+
 ### DataFrame
 **Table with labeled rows and columns.**
 
diff --git a/index.html b/index.html
index 08b9d0a1b..8442484a0 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
        
-    
+    
     
   
        
 
@@ -1319,7 +1319,7 @@
 
          
 
        • 'encoding=None' means that the default encoding is used, which is platform dependent. Best practice is to use 'encoding="utf-8"' whenever possible.
          • 
 
        • 'newline=None' means all different end of line combinations are converted to '\n' on read, while on write all '\n' characters are converted to system's default line separator.
          • 
-
        • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on '\n', '\r' and '\r\n'.
          • 
+
        • 'newline=""' means no conversions take place, but input is still broken into chunks by readline() and readlines() on every '\n', '\r' and '\r\n'.
          • 
 
        
 
        Modes
          
 
        • 'r'  - Read (default).
          • 
@@ -1577,7 +1577,7 @@
 
      
 
 
-
      Example
      In this example values are not actually saved because 'conn.commit()' is omitted!
      >>> conn = sqlite3.connect('test.db')
+
      Example
      Values are not actually saved in this example because 'conn.commit()' is omitted!
      >>> conn = sqlite3.connect('test.db')
 >>> conn.execute('CREATE TABLE person (person_id INTEGER PRIMARY KEY, name, height)')
 >>> conn.execute('INSERT INTO person VALUES (NULL, ?, ?)', ('Jean-Luc', 187)).lastrowid
 1
@@ -2555,9 +2555,6 @@
 <Sr> = <Sr>.fillna(<el>)                      # Or: <Sr>.agg/transform/map(lambda <el>: <el>)
 
      
 
-
        
-
      • The way 'agg()' and 'transform()' find out whether the passed function accepts an element or the whole Series is by passing it a single value at first and if it raises an error, then they pass it the whole Series. 'agg()' only accepts Attribute/Type/ValueError.
        • 
-
      
 
      >>> sr = Series([1, 2], index=['x', 'y'])
 x    1
 y    2
@@ -2580,6 +2577,10 @@
 
        
 
      • Last result has a hierarchical index. Use '<Sr>[key_1, key_2]' to get its values.
        • 
 
      
+
      Series — Plot:
      import matplotlib.pyplot as plt
+<Sr>.plot.line/area/bar/pie/hist(); plt.show()
+
      
+
 
      DataFrame
      Table with labeled rows and columns.
      >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
 a  1  2
@@ -2884,7 +2885,7 @@
  
 
   
 

From 271fe2a0f8ee24a64855d459ebe0f9852a378f27 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 12 Mar 2022 11:59:40 +0100
Subject: [PATCH 0382/1007] Iterator, Datetime

---
 README.md  | 4 ++--
 index.html | 8 ++++----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 0fea7d33b..3539f534d 100644
--- a/README.md
+++ b/README.md
@@ -211,7 +211,7 @@ from itertools import count, repeat, cycle, chain, islice
 ```
 
 ```python
- = chain(,  [, ...])  # Empties collections in order.
+ = chain(,  [, ...])  # Empties collections in order (figuratively).
  = chain.from_iterable()  # Empties collections inside a collection in order.
 ```
 
@@ -657,7 +657,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
    =   ±                    # Returned datetime can fall into missing hour.
      =  -                 # Returns the difference, ignoring time jumps.
      =    -                   # Ignores time jumps if they share tzinfo object.
-     =     *                  # Also:  = abs() and  =  ±% 
+     =     *                  # Also:  = abs() and  =  ±% .
   =     /                    # How many weeks/years there are in TD. Also '//'.
 ```
 
diff --git a/index.html b/index.html
index 8442484a0..1a7795ff5 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -228,7 +228,7 @@
 <iter> = repeat(<el> [, times])             # Returns element endlessly or 'times' times.
 <iter> = cycle(<collection>)                # Repeats the sequence endlessly.
 
      
-
      <iter> = chain(<coll_1>, <coll_2> [, ...])  # Empties collections in order.
+
      <iter> = chain(<coll_1>, <coll_2> [, ...])  # Empties collections in order (figuratively).
 <iter> = chain.from_iterable(<collection>)  # Empties collections inside a collection in order.
 
      
 
      <iter> = islice(<coll>, to_exclusive)       # Only returns first 'to_exclusive' elements.
@@ -583,7 +583,7 @@
 
      Arithmetics
      <D/DT>   = <D/DT>  ± <TD>                   # Returned datetime can fall into missing hour.
 <TD>     = <D/DTn> - <D/DTn>                # Returns the difference, ignoring time jumps.
 <TD>     = <DTa>   - <DTa>                  # Ignores time jumps if they share tzinfo object.
-<TD>     = <TD>    * <real>                 # Also: <TD> = abs(<TD>) and <TD> = <TD> ±% <TD>
+<TD>     = <TD>    * <real>                 # Also: <TD> = abs(<TD>) and <TD> = <TD> ±% <TD>.
 <float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also '//'.
 
      
 
@@ -2885,7 +2885,7 @@
  
 
   
 

From 3633f6db4278c18e3d4924032ea388424d752933 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 12 Apr 2022 06:54:45 +0200
Subject: [PATCH 0383/1007] List, Pandas

---
 README.md  | 13 ++++++-------
 index.html | 13 ++++++-------
 2 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 3539f534d..37bad5886 100644
--- a/README.md
+++ b/README.md
@@ -58,7 +58,7 @@ list_of_chars    = list()
 
 ```python
 .insert(, )     # Inserts item at index and moves the rest to the right.
-  = .pop([])    # Returns and removes item at index or from the end.
+  = .pop([])    # Removes and returns item at index or from the end.
  = .count()     # Returns number of occurrences. Also works on strings.
  = .index()     # Returns index of the first occurrence or raises ValueError.
 .remove()            # Removes first occurrence of the item or raises ValueError.
@@ -3141,6 +3141,11 @@ Name: a, dtype: int64
 .update()                             # Updates items that are already present.
 ```
 
+```python
+.plot.line/area/bar/pie/hist()            # Generates a Matplotlib plot.
+matplotlib.pyplot.show()                      # Displays the plot. Also savefig().
+```
+
 #### Series — Aggregate, Transform, Map:
 ```python
  = .sum/max/mean/idxmax/all()         # Or: .agg(lambda : )
@@ -3172,12 +3177,6 @@ y    2
 ```
 * **Last result has a hierarchical index. Use `'[key_1, key_2]'` to get its values.**
 
-#### Series — Plot:
-```python
-import matplotlib.pyplot as plt
-.plot.line/area/bar/pie/hist(); plt.show()
-```
-
 ### DataFrame
 **Table with labeled rows and columns.**
 
diff --git a/index.html b/index.html
index 1a7795ff5..0f25dea1e 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -124,7 +124,7 @@
 
    • Module operator provides functions itemgetter() and mul() that offer the same functionality as lambda expressions above.
      • 
 
    
 
    <list>.insert(<int>, <el>)     # Inserts item at index and moves the rest to the right.
-<el>  = <list>.pop([<int>])    # Returns and removes item at index or from the end.
+<el>  = <list>.pop([<int>])    # Removes and returns item at index or from the end.
 <int> = <list>.count(<el>)     # Returns number of occurrences. Also works on strings.
 <int> = <list>.index(<el>)     # Returns index of the first occurrence or raises ValueError.
 <list>.remove(<el>)            # Removes first occurrence of the item or raises ValueError.
@@ -2550,6 +2550,9 @@
 <Sr> = <Sr>.combine_first(<Sr>)               # Adds items that are not yet present.
 <Sr>.update(<Sr>)                             # Updates items that are already present.
 
    
+
    <Sr>.plot.line/area/bar/pie/hist()            # Generates a Matplotlib plot.
+matplotlib.pyplot.show()                      # Displays the plot. Also savefig(<path>).
+
    
 
    Series — Aggregate, Transform, Map:
    <el> = <Sr>.sum/max/mean/idxmax/all()         # Or: <Sr>.agg(lambda <Sr>: <el>)
 <Sr> = <Sr>.rank/diff/cumsum/ffill/interpl()  # Or: <Sr>.agg/transform(lambda <Sr>: <Sr>)
 <Sr> = <Sr>.fillna(<el>)                      # Or: <Sr>.agg/transform/map(lambda <el>: <el>)
@@ -2577,10 +2580,6 @@
 
      
 
    • Last result has a hierarchical index. Use '<Sr>[key_1, key_2]' to get its values.
      • 
 
    
-
    Series — Plot:
    import matplotlib.pyplot as plt
-<Sr>.plot.line/area/bar/pie/hist(); plt.show()
-
    
-
 
    DataFrame
    Table with labeled rows and columns.
    >>> DataFrame([[1, 2], [3, 4]], index=['a', 'b'], columns=['x', 'y'])
    x  y
 a  1  2
@@ -2885,7 +2884,7 @@
  
 
   
 

From fccd460292b3a92022cdd0fd369e99f34f03e5ab Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 12 Apr 2022 17:28:39 +0200
Subject: [PATCH 0384/1007] Regex, Format, Numbers

---
 README.md  | 12 ++++++------
 index.html | 15 ++++++++-------
 parse.js   | 11 ++---------
 3 files changed, 16 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index 37bad5886..c4c0baf65 100644
--- a/README.md
+++ b/README.md
@@ -365,8 +365,8 @@ import re
 * **Argument `'flags=re.IGNORECASE'` can be used with all functions.**
 * **Argument `'flags=re.MULTILINE'` makes `'^'` and `'$'` match the start/end of each line.**
 * **Argument `'flags=re.DOTALL'` makes dot also accept the `'\n'`.**
-* **Use `r'\1'` or `'\\1'` for backreference.**
-* **Add `'?'` after an operator to make it non-greedy.**
+* **Use `r'\1'` or `'\\1'` for backreference (`'\1'` returns a character with octal code 1).**
+* **Add `'?'` after `'*'` and `'+'` to make them non-greedy.**
 
 ### Match Object
 ```python
@@ -380,7 +380,7 @@ import re
 ### Special Sequences
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
 * **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
-* **Use a capital letter for negation.**
+* **Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).**
 
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
@@ -458,8 +458,7 @@ Format
 |  5.6789      |   '5.6789'     |    '5.678900'  | '5.678900e+00' |  '567.890000%' |
 | 56.789       |  '56.789'      |   '56.789000'  | '5.678900e+01' | '5678.900000%' |
 +--------------+----------------+----------------+----------------+----------------+
-```
-```text
+
 +--------------+----------------+----------------+----------------+----------------+
 |              |  {:.2}  |  {:.2f} |  {:.2e} |  {:.2%} |
 +--------------+----------------+----------------+----------------+----------------+
@@ -473,6 +472,7 @@ Format
 +--------------+----------------+----------------+----------------+----------------+
 ```
 * **When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes `'{6.5:.0f}'` a `'6'` and `'{7.5:.0f}'` an `'8'`.**
+* **This rule only works for numbers that can be represented exactly by a float (`.5`, `.25`, …).**
 
 ### Ints
 ```python
@@ -493,7 +493,7 @@ Numbers
   = decimal.Decimal()  # Or: Decimal((sign, digits, exponent))
 ```
 * **`'int()'` and `'float()'` raise ValueError on malformed strings.**
-* **Decimal numbers can be represented exactly, unlike floats where `'1.1 + 2.2 != 3.3'`.**
+* **All decimal numbers are stored exactly, unlike floats where `'1.1 + 2.2 != 3.3'`.**
 * **Precision of decimal operations is set with: `'decimal.getcontext().prec = '`.**
 
 ### Basic Functions
diff --git a/index.html b/index.html
index 0f25dea1e..cb99022e6 100644
--- a/index.html
+++ b/index.html
@@ -345,8 +345,8 @@
 
  • Argument 'flags=re.IGNORECASE' can be used with all functions.
    • 
 
  • Argument 'flags=re.MULTILINE' makes '^' and '$' match the start/end of each line.
    • 
 
  • Argument 'flags=re.DOTALL' makes dot also accept the '\n'.
    • 
-
  • Use r'\1' or '\\1' for backreference.
    • 
-
  • Add '?' after an operator to make it non-greedy.
    • 
+
  • Use r'\1' or '\\1' for backreference ('\1' returns a character with octal code 1).
    • 
+
  • Add '?' after '*' and '+' to make them non-greedy.
    • 
 
 
    Match Object
    <str>   = <Match>.group()                      # Returns the whole match. Also group(0).
 <str>   = <Match>.group(1)                     # Returns part in the first bracket.
@@ -358,7 +358,7 @@
 
    Special Sequences
      
 
    • By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless 'flags=re.ASCII' argument is used.
      • 
 
    • As shown below, it restricts special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
      • 
-
    • Use a capital letter for negation.
      • 
+
    • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
      • 
 
    '\d' == '[0-9]'                                # Matches decimal characters.
 '\w' == '[a-zA-Z0-9_]'                         # Matches alphanumerics and underscore.
 '\s' == '[ \t\n\r\f\v]'                        # Matches whitespaces.
@@ -421,9 +421,8 @@
 ┃  5.6789      │   '5.6789'     │    '5.678900'  │ '5.678900e+00' │  '567.890000%' ┃
 ┃ 56.789       │  '56.789'      │   '56.789000'  │ '5.678900e+01' │ '5678.900000%' ┃
 ┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
-
    
 
-
    ┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
+┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
 ┃              │  {<float>:.2}  │  {<float>:.2f} │  {<float>:.2e} │  {<float>:.2%} ┃
 ┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨
 ┃  0.000056789 │    '5.7e-05'   │      '0.00'    │   '5.68e-05'   │      '0.01%'   ┃
@@ -434,9 +433,11 @@
 ┃  5.6789      │    '5.7'       │      '5.68'    │   '5.68e+00'   │    '567.89%'   ┃
 ┃ 56.789       │    '5.7e+01'   │     '56.79'    │   '5.68e+01'   │   '5678.90%'   ┃
 ┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
-
    
+
    
+
 
      
 
    • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
      • 
+
    • This rule only works for numbers that can be represented exactly by a float (.5, .25, …).
      • 
 
    
 
    Ints
    {90:c}                                   # 'Z'
 {90:b}                                   # '1011010'
@@ -453,7 +454,7 @@
 
 
      
 
    • 'int(<str>)' and 'float(<str>)' raise ValueError on malformed strings.
      • 
-
    • Decimal numbers can be represented exactly, unlike floats where '1.1 + 2.2 != 3.3'.
      • 
+
    • All decimal numbers are stored exactly, unlike floats where '1.1 + 2.2 != 3.3'.
      • 
 
    • Precision of decimal operations is set with: 'decimal.getcontext().prec = <int>'.
      • 
 
    
 
    Basic Functions
    <num> = pow(<num>, <num>)                # Or: <num> ** <num>
diff --git a/parse.js b/parse.js
index c77d68ff6..4bab16039 100755
--- a/parse.js
+++ b/parse.js
@@ -181,14 +181,8 @@ const DIAGRAM_4_B =
   "┃  0.56789     │   '0.56789'    │    '0.567890'  │ '5.678900e-01' │   '56.789000%' ┃\n" +
   "┃  5.6789      │   '5.6789'     │    '5.678900'  │ '5.678900e+00' │  '567.890000%' ┃\n" +
   "┃ 56.789       │  '56.789'      │   '56.789000'  │ '5.678900e+01' │ '5678.900000%' ┃\n" +
-  "┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛\n";
-
-const DIAGRAM_5_A =
-  "+--------------+----------------+----------------+----------------+----------------+\n" +
-  "|              |  {:.2}  |  {:.2f} |  {:.2e} |  {:.2%} |\n" +
-  "+--------------+----------------+----------------+----------------+----------------+\n";
-
-const DIAGRAM_5_B =
+  "┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛\n" +
+  "\n" +
   "┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓\n" +
   "┃              │  {<float>:.2}  │  {<float>:.2f} │  {<float>:.2e} │  {<float>:.2%} ┃\n" +
   "┠──────────────┼────────────────┼────────────────┼────────────────┼────────────────┨\n" +
@@ -527,7 +521,6 @@ function updateDiagrams() {
   $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
   $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
   $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
-  $(`code:contains(${DIAGRAM_5_A})`).html(DIAGRAM_5_B);
   $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
   $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
   $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);

From 4f6d5cf3acc62b666dd847aa2c5b8c3a85fd14aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 15 Apr 2022 11:28:56 +0200
Subject: [PATCH 0385/1007] Format, Numbers, Decorator, Class

---
 README.md  | 10 ++++++----
 index.html | 16 ++++++++++------
 parse.js   |  7 +++++++
 3 files changed, 23 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index c4c0baf65..8a5ce7d60 100644
--- a/README.md
+++ b/README.md
@@ -472,7 +472,7 @@ Format
 +--------------+----------------+----------------+----------------+----------------+
 ```
 * **When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes `'{6.5:.0f}'` a `'6'` and `'{7.5:.0f}'` an `'8'`.**
-* **This rule only works for numbers that can be represented exactly by a float (`.5`, `.25`, …).**
+* **This rule only effects numbers that can be represented exactly by a float (`.5`, `.25`, …).**
 
 ### Ints
 ```python
@@ -493,7 +493,7 @@ Numbers
   = decimal.Decimal()  # Or: Decimal((sign, digits, exponent))
 ```
 * **`'int()'` and `'float()'` raise ValueError on malformed strings.**
-* **All decimal numbers are stored exactly, unlike floats where `'1.1 + 2.2 != 3.3'`.**
+* **Decimal numbers are stored exactly, unlike most floats where `'1.1 + 2.2 != 3.3'`.**
 * **Precision of decimal operations is set with: `'decimal.getcontext().prec = '`.**
 
 ### Basic Functions
@@ -921,6 +921,7 @@ from functools import lru_cache
 def fib(n):
     return n if n < 2 else fib(n-2) + fib(n-1)
 ```
+* **Default size of the cache is 128 values. Passing `'maxsize=None'` makes it unbounded.**
 * **CPython interpreter limits recursion depth to 1000 by default. To increase it use `'sys.setrecursionlimit()'`.**
 
 ### Parametrized Decorator
@@ -942,6 +943,7 @@ def debug(print_result=False):
 def add(x, y):
     return x + y
 ```
+* **Using only `'@debug'` to decorate the add() function would not work here, because debug would then receive the add() function as a 'print_result' argument. Decorators can however manually check if the argument they received is a function and act accordingly.**
 
 
 Class
@@ -974,9 +976,9 @@ raise Exception()
 
 #### Repr() use cases:
 ```python
-print([])
+print/str/repr([])
 f'{!r}'
-Z = dataclasses.make_dataclass('Z', ['a']); print(Z())
+Z = dataclasses.make_dataclass('Z', ['a']); print/str/repr(Z())
 >>> 
 ```
 
diff --git a/index.html b/index.html
index cb99022e6..1e609fc8a 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -437,7 +437,7 @@
 
 
      
 
    • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
      • 
-
    • This rule only works for numbers that can be represented exactly by a float (.5, .25, …).
      • 
+
    • This rule only effects numbers that can be represented exactly by a float (.5, .25, …).
      • 
 
    
 
    Ints
    {90:c}                                   # 'Z'
 {90:b}                                   # '1011010'
@@ -454,7 +454,7 @@
 
 
      
 
    • 'int(<str>)' and 'float(<str>)' raise ValueError on malformed strings.
      • 
-
    • All decimal numbers are stored exactly, unlike floats where '1.1 + 2.2 != 3.3'.
      • 
+
    • Decimal numbers are stored exactly, unlike most floats where '1.1 + 2.2 != 3.3'.
      • 
 
    • Precision of decimal operations is set with: 'decimal.getcontext().prec = <int>'.
      • 
 
    
 
    Basic Functions
    <num> = pow(<num>, <num>)                # Or: <num> ** <num>
@@ -784,6 +784,7 @@
 
 
 
      
+
    • Default size of the cache is 128 values. Passing 'maxsize=None' makes it unbounded.
      • 
 
    • CPython interpreter limits recursion depth to 1000 by default. To increase it use 'sys.setrecursionlimit(<depth>)'.
      • 
 
    
 
    Parametrized Decorator
    A decorator that accepts arguments and returns a normal decorator that accepts a function.
    from functools import wraps
@@ -804,6 +805,9 @@
 
    
 
 
+
      
+
    • Using only '@debug' to decorate the add() function would not work here, because debug would then receive the add() function as a 'print_result' argument. Decorators can however manually check if the argument they received is a function and act accordingly.
      • 
+
    
 
    #Class
    class <name>:
     def __init__(self, a):
         self.a = a
@@ -829,9 +833,9 @@
 raise Exception(<el>)
 
    
 
-
    Repr() use cases:
    print([<el>])
+
    Repr() use cases:
    print/str/repr([<el>])
 f'{<el>!r}'
-Z = dataclasses.make_dataclass('Z', ['a']); print(Z(<el>))
+Z = dataclasses.make_dataclass('Z', ['a']); print/str/repr(Z(<el>))
 >>> <el>
 
    
 
@@ -2885,7 +2889,7 @@
  
 
   
 
diff --git a/parse.js b/parse.js
index 4bab16039..8eb91cbb1 100755
--- a/parse.js
+++ b/parse.js
@@ -51,6 +51,12 @@ const LRU_CACHE =
   'def fib(n):\n' +
   '    return n if n < 2 else fib(n-2) + fib(n-1)\n';
 
+const REPR_USE_CASES =
+  'print/str/repr([<el>])\n' +
+  'f\'{<el>!r}\'\n' +
+  'Z = dataclasses.make_dataclass(\'Z\', [\'a\']); print/str/repr(Z(<el>))\n' +
+  '>>> <el>\n';
+
 const CONSTRUCTOR_OVERLOADING =
   'class <name>:\n' +
   '    def __init__(self, a=None):\n' +
@@ -562,6 +568,7 @@ function fixClasses() {
 function fixHighlights() {
   $(`code:contains(@lru_cache(maxsize=None))`).html(LRU_CACHE);
   $(`code:contains((self, a=None):)`).html(CONSTRUCTOR_OVERLOADING);
+  $(`code:contains(print/str/repr([]))`).html(REPR_USE_CASES);
   $(`code:contains(make_dataclass(\'\')`).html(DATACLASS);
   $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
   $(`code:contains(os.rename)`).html(OS_RENAME);

From 9c9aa99510c21e4952dd45b7ef21105c667b447d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 18 Apr 2022 16:26:18 +0200
Subject: [PATCH 0386/1007] OS Commands, Operator

---
 README.md  | 26 +++++++++++---------------
 index.html | 44 +++++++++++++++++++++-----------------------
 2 files changed, 32 insertions(+), 38 deletions(-)

diff --git a/README.md b/README.md
index 8a5ce7d60..144a3385b 100644
--- a/README.md
+++ b/README.md
@@ -1610,7 +1610,7 @@ def write_to_file(filename, text):
 Paths
 -----
 ```python
-from os import getcwd, path, listdir
+from os import getcwd, path, listdir, scandir
 from glob import glob
 ```
 
@@ -1640,10 +1640,6 @@ from glob import glob
 ### DirEntry
 **Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.**
 
-```python
-from os import scandir
-```
-
 ```python
  = scandir(path='.')          # Returns DirEntry objects located at path.
   = .path            # Returns whole path as a string.
@@ -1689,14 +1685,14 @@ from pathlib import Path
 
 OS Commands
 -----------
+```python
+import os, shutil, subprocess
+```
+
 ### Files and Directories
 * **Paths can be either strings, Paths or DirEntry objects.**
 * **Functions report OS related errors by raising either OSError or one of its [subclasses](#exceptions-1).**
 
-```python
-import os, shutil
-```
-
 ```python
 os.chdir()                    # Changes the current working directory.
 os.mkdir(, mode=0o777)        # Creates a directory. Mode is in octal.
@@ -1721,14 +1717,14 @@ shutil.rmtree()               # Deletes the directory.
 
 ### Shell Commands
 ```python
-import os
- = os.popen('').read()
+ = os.popen('')      # Executes command in sh/cmd and returns its stdout pipe.
+  = .read()              # Waits for EOF and returns result. Also readline/s().
+  = .close()             # Closes the pipe. Returns None on success, int on error.
 ```
 
 #### Sends '1 + 1' to the basic calculator and captures its output:
 ```python
->>> from subprocess import run
->>> run('bc', input='1 + 1\n', capture_output=True, text=True)
+>>> subprocess.run('bc', input='1 + 1\n', capture_output=True, text=True)
 CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 ```
 
@@ -1736,7 +1732,7 @@ CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 ```python
 >>> from shlex import split
 >>> os.popen('echo 1 + 1 > test.in')
->>> run(split('bc -s'), stdin=open('test.in'), stdout=open('test.out', 'w'))
+>>> subprocess.run(split('bc -s'), stdin=open('test.in'), stdout=open('test.out', 'w'))
 CompletedProcess(args=['bc', '-s'], returncode=0)
 >>> open('test.out').read()
 '2\n'
@@ -2148,7 +2144,7 @@ import operator as op
       = op.add/sub/mul/truediv/floordiv/mod(, )  # +, -, *, /, //, %
  = op.and_/or_/xor(, )            # &, |, ^
     = op.eq/ne/lt/le/gt/ge(, )     # ==, !=, <, <=, >, >=
-    = op.itemgetter/attrgetter/methodcaller()      # [index/key], ., .()
+    = op.itemgetter/attrgetter/methodcaller()     # [index/key], .name, .name()
 ```
 
 ```python
diff --git a/index.html b/index.html
index 1e609fc8a..9bdd5173b 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1373,7 +1373,7 @@
         file.write(text)
 
    
 
-
    #Paths
    from os import getcwd, path, listdir
+
    #Paths
    from os import getcwd, path, listdir, scandir
 from glob import glob
 
    
 
@@ -1392,15 +1392,13 @@
 <bool> = path.isfile(<path>)        # Or: <DirEntry/Path>.is_file()
 <bool> = path.isdir(<path>)         # Or: <DirEntry/Path>.is_dir()
 
    
-
    DirEntry
    Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.
    from os import scandir
-
    
-
-
-
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
+
    DirEntry
    Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
 <str>  = <DirEntry>.path            # Returns whole path as a string.
 <str>  = <DirEntry>.name            # Returns final component as a string.
 <file> = open(<DirEntry>)           # Opens the file and returns a file object.
-
    
+
    
+
+
 
    Path Object
    from pathlib import Path
 
    
 
@@ -1424,18 +1422,18 @@
 
    <str>  = str(<Path>)                # Returns path as a string.
 <file> = open(<Path>)               # Opens the file and returns a file object.
 
    
-
    #OS Commands
    Files and Directories
      
+
      #OS Commands
      import os, shutil, subprocess
+
      
+
+
      Files and Directories
        
 
      • Paths can be either strings, Paths or DirEntry objects.
        • 
 
      • Functions report OS related errors by raising either OSError or one of its subclasses.
        • 
-
      import os, shutil
-
    
-
-
-
-
    os.chdir(<path>)                    # Changes the current working directory.
+
    os.chdir(<path>)                    # Changes the current working directory.
 os.mkdir(<path>, mode=0o777)        # Creates a directory. Mode is in octal.
 os.makedirs(<path>, mode=0o777)     # Creates all directories in the path.
-
    
+
    
+
+
 
    shutil.copy(from, to)               # Copies the file. 'to' can exist or be a dir.
 shutil.copytree(from, to)           # Copies the directory. 'to' must not exist.
 
    
@@ -1446,18 +1444,18 @@
 os.rmdir(<path>)                    # Deletes the empty directory.
 shutil.rmtree(<path>)               # Deletes the directory.
 
    
-
    Shell Commands
    import os
-<str> = os.popen('<shell_command>').read()
+
    Shell Commands
    <pipe> = os.popen('<command>')      # Executes command in sh/cmd and returns its stdout pipe.
+<str>  = <pipe>.read()              # Waits for EOF and returns result. Also readline/s().
+<int>  = <pipe>.close()             # Closes the pipe. Returns None on success, int on error.
 
    
 
-
    Sends '1 + 1' to the basic calculator and captures its output:
    >>> from subprocess import run
->>> run('bc', input='1 + 1\n', capture_output=True, text=True)
+
    Sends '1 + 1' to the basic calculator and captures its output:
    >>> subprocess.run('bc', input='1 + 1\n', capture_output=True, text=True)
 CompletedProcess(args='bc', returncode=0, stdout='2\n', stderr='')
 
    
 
 
    Sends test.in to the basic calculator running in standard mode and saves its output to test.out:
    >>> from shlex import split
 >>> os.popen('echo 1 + 1 > test.in')
->>> run(split('bc -s'), stdin=open('test.in'), stdout=open('test.out', 'w'))
+>>> subprocess.run(split('bc -s'), stdin=open('test.in'), stdout=open('test.out', 'w'))
 CompletedProcess(args=['bc', '-s'], returncode=0)
 >>> open('test.out').read()
 '2\n'
@@ -1770,7 +1768,7 @@
 <el>      = op.add/sub/mul/truediv/floordiv/mod(<el>, <el>)  # +, -, *, /, //, %
 <int/set> = op.and_/or_/xor(<int/set>, <int/set>)            # &, |, ^
 <bool>    = op.eq/ne/lt/le/gt/ge(<sortable>, <sortable>)     # ==, !=, <, <=, >, >=
-<func>    = op.itemgetter/attrgetter/methodcaller(<el>)      # [index/key], .<str>, .<str>()
+<func>    = op.itemgetter/attrgetter/methodcaller(<obj>)     # [index/key], .name, .name()
 
    
 
 
@@ -2889,7 +2887,7 @@
  
 
   
 

From 77d247cb4381aad7784d0fc73eef508402eae9f7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 19 Apr 2022 11:45:17 +0200
Subject: [PATCH 0387/1007] Bitwise Operators, Datetime, OS Commands

---
 README.md  | 10 +++++-----
 index.html | 14 +++++++-------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index 144a3385b..3e64659a6 100644
--- a/README.md
+++ b/README.md
@@ -537,8 +537,8 @@ from random import random, randint, choice, shuffle, gauss, seed
  =  &                     # And (0b1100 & 0b1010 == 0b1000).
  =  |                     # Or  (0b1100 | 0b1010 == 0b1110).
  =  ^                     # Xor (0b1100 ^ 0b1010 == 0b0110).
- =  << n_bits                  # Left shift (>> for right).
- = ~                           # Not (also: - - 1).
+ =  << n_bits                  # Left shift. Use >> for right.
+ = ~                           # Not. Also - - 1.
 ```
 
 
@@ -645,11 +645,11 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 
 ### Format
 ```python
->>> dt = datetime.strptime('2015-05-14 23:39:00.00 +02:00', '%Y-%m-%d %H:%M:%S.%f %z')
+>>> dt = datetime.strptime('2015-05-14 23:39:00.00 +2000', '%Y-%m-%d %H:%M:%S.%f %z')
 >>> dt.strftime("%A, %dth of %B '%y, %I:%M%p %Z")
 "Thursday, 14th of May '15, 11:39PM UTC+02:00"
 ```
-* **`'%Z'` only accepts `'UTC/GMT'` and local timezone's code. `'%z'` also accepts `'±HHMM'`.**
+* **`'%Z'` only accepts `'UTC/GMT'` and local timezone's code. `'%z'` also accepts `'±02:00'`.**
 * **For abbreviated weekday and month use `'%a'` and `'%b'`.**
 
 ### Arithmetics
@@ -1718,7 +1718,7 @@ shutil.rmtree()               # Deletes the directory.
 ### Shell Commands
 ```python
  = os.popen('')      # Executes command in sh/cmd and returns its stdout pipe.
-  = .read()              # Waits for EOF and returns result. Also readline/s().
+  = .read(size=-1)       # Reads 'size' chars or until EOF. Also readline/s().
   = .close()             # Closes the pipe. Returns None on success, int on error.
 ```
 
diff --git a/index.html b/index.html
index 9bdd5173b..1b1d7ea8b 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -486,8 +486,8 @@
 
    Bitwise Operators
    <int> = <int> & <int>                    # And (0b1100 & 0b1010 == 0b1000).
 <int> = <int> | <int>                    # Or  (0b1100 | 0b1010 == 0b1110).
 <int> = <int> ^ <int>                    # Xor (0b1100 ^ 0b1010 == 0b0110).
-<int> = <int> << n_bits                  # Left shift (>> for right).
-<int> = ~<int>                           # Not (also: -<int> - 1).
+<int> = <int> << n_bits                  # Left shift. Use >> for right.
+<int> = ~<int>                           # Not. Also -<int> - 1.
 
    
 
 
    #Combinatorics
      
@@ -572,13 +572,13 @@
 <float>  = <DTa>.timestamp()                # Seconds since the Epoch, from DTa.
 
    
 
-
    Format
    >>> dt = datetime.strptime('2015-05-14 23:39:00.00 +02:00', '%Y-%m-%d %H:%M:%S.%f %z')
+
    Format
    >>> dt = datetime.strptime('2015-05-14 23:39:00.00 +2000', '%Y-%m-%d %H:%M:%S.%f %z')
 >>> dt.strftime("%A, %dth of %B '%y, %I:%M%p %Z")
 "Thursday, 14th of May '15, 11:39PM UTC+02:00"
 
    
 
 
      
-
    • '%Z' only accepts 'UTC/GMT' and local timezone's code. '%z' also accepts '±HHMM'.
      • 
+
    • '%Z' only accepts 'UTC/GMT' and local timezone's code. '%z' also accepts '±02:00'.
      • 
 
    • For abbreviated weekday and month use '%a' and '%b'.
      • 
 
    
 
    Arithmetics
    <D/DT>   = <D/DT>  ± <TD>                   # Returned datetime can fall into missing hour.
@@ -1445,7 +1445,7 @@
 shutil.rmtree(<path>)               # Deletes the directory.
 
    
 
    Shell Commands
    <pipe> = os.popen('<command>')      # Executes command in sh/cmd and returns its stdout pipe.
-<str>  = <pipe>.read()              # Waits for EOF and returns result. Also readline/s().
+<str>  = <pipe>.read(size=-1)       # Reads 'size' chars or until EOF. Also readline/s().
 <int>  = <pipe>.close()             # Closes the pipe. Returns None on success, int on error.
 
    
 
@@ -2887,7 +2887,7 @@
  
 
   
 

From 9f1e91149072a768ac62cb5a5db585b77f49c731 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 20 Apr 2022 13:09:44 +0200
Subject: [PATCH 0388/1007] Datetime

---
 README.md  | 2 +-
 index.html | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 3e64659a6..f32489365 100644
--- a/README.md
+++ b/README.md
@@ -649,7 +649,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 >>> dt.strftime("%A, %dth of %B '%y, %I:%M%p %Z")
 "Thursday, 14th of May '15, 11:39PM UTC+02:00"
 ```
-* **`'%Z'` only accepts `'UTC/GMT'` and local timezone's code. `'%z'` also accepts `'±02:00'`.**
+* **`'%Z'` only accepts `'UTC/GMT'` and local timezone's code. `'%z'` also accepts `'±HH:MM'`.**
 * **For abbreviated weekday and month use `'%a'` and `'%b'`.**
 
 ### Arithmetics
diff --git a/index.html b/index.html
index 1b1d7ea8b..4065966b7 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -578,7 +578,7 @@
 
    
 
 
      
-
    • '%Z' only accepts 'UTC/GMT' and local timezone's code. '%z' also accepts '±02:00'.
      • 
+
    • '%Z' only accepts 'UTC/GMT' and local timezone's code. '%z' also accepts '±HH:MM'.
      • 
 
    • For abbreviated weekday and month use '%a' and '%b'.
      • 
 
    
 
    Arithmetics
    <D/DT>   = <D/DT>  ± <TD>                   # Returned datetime can fall into missing hour.
@@ -2887,7 +2887,7 @@
  
 
   
 

From 1d552e4c7619b64821f0e31e1f4b5fa00a0dd28b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 20 Apr 2022 16:43:53 +0200
Subject: [PATCH 0389/1007] Regex, Exceptions

---
 README.md  | 12 ++++++------
 index.html | 16 ++++++++--------
 parse.js   |  4 ++--
 3 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index f32489365..73cb8a286 100644
--- a/README.md
+++ b/README.md
@@ -378,16 +378,16 @@ import re
 ```
 
 ### Special Sequences
-* **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
-* **As shown below, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
-* **Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).**
-
 ```python
 '\d' == '[0-9]'                                # Matches decimal characters.
 '\w' == '[a-zA-Z0-9_]'                         # Matches alphanumerics and underscore.
 '\s' == '[ \t\n\r\f\v]'                        # Matches whitespaces.
 ```
 
+* **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
+* **As shown above, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
+* **Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).**
+
 
 Format
 ------
@@ -1436,8 +1436,8 @@ BaseException
       +-- EOFError                # Raised by input() when it hits end-of-file condition.
       +-- LookupError             # Raised when a look-up on a collection fails.
       |    +-- IndexError         # Raised when a sequence index is out of range.
-      |    +-- KeyError           # Raised when a dictionary key or set element is not found.
-      +-- NameError               # Raised when a variable name is not found.
+      |    +-- KeyError           # Raised when a dictionary key or set element is missing.
+      +-- NameError               # Raised when an object is missing.
       +-- OSError                 # Errors such as “file not found” or “disk full” (see Open).
       |    +-- FileNotFoundError  # When a file or directory is requested but doesn't exist.
       +-- RuntimeError            # Raised by errors that don't fall into other categories.
diff --git a/index.html b/index.html
index 4065966b7..26ffda61b 100644
--- a/index.html
+++ b/index.html
@@ -355,16 +355,16 @@
 <int>   = <Match>.end()                        # Returns exclusive end index of the match.
 
    
 
-
    Special Sequences
      
-
    • By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless 'flags=re.ASCII' argument is used.
      • 
-
    • As shown below, it restricts special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
      • 
-
    • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
      • 
-
    '\d' == '[0-9]'                                # Matches decimal characters.
+
    Special Sequences
    '\d' == '[0-9]'                                # Matches decimal characters.
 '\w' == '[a-zA-Z0-9_]'                         # Matches alphanumerics and underscore.
 '\s' == '[ \t\n\r\f\v]'                        # Matches whitespaces.
 
    
 
-
+
      
+
    • By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless 'flags=re.ASCII' argument is used.
      • 
+
    • As shown above, it restricts special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
      • 
+
    • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
      • 
+
    
 
    #Format
    <str> = f'{<el_1>}, {<el_2>}'
 <str> = '{}, {}'.format(<el_1>, <el_2>)
 
    
@@ -1232,8 +1232,8 @@
       ├── EOFError                # Raised by input() when it hits end-of-file condition.
       ├── LookupError             # Raised when a look-up on a collection fails.
       │    ├── IndexError         # Raised when a sequence index is out of range.
-      │    └── KeyError           # Raised when a dictionary key or set element is not found.
-      ├── NameError               # Raised when a variable name is not found.
+      │    └── KeyError           # Raised when a dictionary key or set element is missing.
+      ├── NameError               # Raised when an object is missing.
       ├── OSError                 # Errors such as “file not found” or “disk full” (see Open).
       │    └── FileNotFoundError  # When a file or directory is requested but doesn't exist.
       ├── RuntimeError            # Raised by errors that don't fall into other categories.
diff --git a/parse.js b/parse.js
index 8eb91cbb1..f182b9e6a 100755
--- a/parse.js
+++ b/parse.js
@@ -234,8 +234,8 @@ const DIAGRAM_7_B =
   "      ├── EOFError                # Raised by input() when it hits end-of-file condition.\n" +
   "      ├── LookupError             # Raised when a look-up on a collection fails.\n" +
   "      │    ├── IndexError         # Raised when a sequence index is out of range.\n" +
-  "      │    └── KeyError           # Raised when a dictionary key or set element is not found.\n" +
-  "      ├── NameError               # Raised when a variable name is not found.\n" +
+  "      │    └── KeyError           # Raised when a dictionary key or set element is missing.\n" +
+  "      ├── NameError               # Raised when an object is missing.\n" +
   "      ├── OSError                 # Errors such as “file not found” or “disk full” (see Open).\n" +
   "      │    └── FileNotFoundError  # When a file or directory is requested but doesn't exist.\n" +
   "      ├── RuntimeError            # Raised by errors that don't fall into other categories.\n" +

From f03f5b6e7ea19e7b7b28dd021a78f95cf3d3186e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 2 May 2022 09:15:01 +0200
Subject: [PATCH 0390/1007] Paths, CSV

---
 README.md  |  8 +++++++-
 index.html | 12 ++++++++----
 parse.js   |  2 ++
 3 files changed, 17 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 73cb8a286..bcc760332 100644
--- a/README.md
+++ b/README.md
@@ -658,7 +658,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
      =  -                 # Returns the difference, ignoring time jumps.
      =    -                   # Ignores time jumps if they share tzinfo object.
      =     *                  # Also:  = abs() and  =  ±% .
-  =     /                    # How many weeks/years there are in TD. Also '//'.
+  =     /                    # How many weeks/years there are in TD. Also //.
 ```
 
 
@@ -1637,6 +1637,11 @@ from glob import glob
  = path.isdir()         # Or: .is_dir()
 ```
 
+```python
+ = os.stat()            # Or: .stat()
+ = .st_mtime/st_size/…  # Modification time, size in bytes, …
+```
+
 ### DirEntry
 **Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.**
 
@@ -1803,6 +1808,7 @@ import csv
    = next()           # Returns next row as a list of strings.
    = list()           # Returns a list of remaining rows.
 ```
+* **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
 * **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
 
 ### Write
diff --git a/index.html b/index.html
index 26ffda61b..1eb7ca135 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -585,7 +585,7 @@
 <TD>     = <D/DTn> - <D/DTn>                # Returns the difference, ignoring time jumps.
 <TD>     = <DTa>   - <DTa>                  # Ignores time jumps if they share tzinfo object.
 <TD>     = <TD>    * <real>                 # Also: <TD> = abs(<TD>) and <TD> = <TD> ±% <TD>.
-<float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also '//'.
+<float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also //.
 
    
 
 
    #Arguments
    Inside Function Call
    <function>(<positional_args>)                  # f(0, 0)
@@ -1392,6 +1392,9 @@
 <bool> = path.isfile(<path>)        # Or: <DirEntry/Path>.is_file()
 <bool> = path.isdir(<path>)         # Or: <DirEntry/Path>.is_dir()
 
    
+
    <stat> = os.stat(<path>)            # Or: <DirEntry/Path>.stat()
+<real> = <stat>.st_mtime/st_size/…  # Modification time, size in bytes, …
+
    
 
    DirEntry
    Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
 <str>  = <DirEntry>.path            # Returns whole path as a string.
 <str>  = <DirEntry>.name            # Returns final component as a string.
@@ -1503,6 +1506,7 @@
 
    
 
 
      
+
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
 
    • File must be opened with a 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
 
    
 
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
@@ -1879,7 +1883,7 @@
 
  • Coroutine definition starts with 'async' and its call with 'await'.
    • 
 
  • 'asyncio.run(<coroutine>)' is the main entry point for asynchronous programs.
    • 
 
  • Functions wait(), gather() and as_completed() can be used when multiple coroutines need to be started at the same time.
    • 
-
  • Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.
    • 
+
  • Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.
    • 
 
    Runs a terminal game where you control an asterisk that must avoid numbers:
    import asyncio, collections, curses, curses.textpad, enum, random
 
 P = collections.namedtuple('P', 'x y')         # Position
@@ -2887,7 +2891,7 @@
  
 
   
 
diff --git a/parse.js b/parse.js
index f182b9e6a..16a1fbe8d 100755
--- a/parse.js
+++ b/parse.js
@@ -461,6 +461,8 @@ function main() {
 function getMd() {
   var readme = readFile('README.md');
   var readme = readme.replace("#semaphore-event-barrier", "#semaphoreeventbarrier");
+  var readme = readme.replace("#semaphore-event-barrier", "#semaphoreeventbarrier");
+  var readme = readme.replace("#dataframe-plot-encode-decode", "#dataframeplotencodedecode");
   const converter = new showdown.Converter();
   return converter.makeHtml(readme);
 }

From b7d73cb62705808fb79c887e8209dcbb15ba9ad3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 18 May 2022 10:17:21 +0200
Subject: [PATCH 0391/1007] Iterable Duck Types

---
 README.md  |  4 ++++
 index.html | 17 +++++++++++------
 parse.js   |  5 +++++
 3 files changed, 20 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index bcc760332..367853c7d 100644
--- a/README.md
+++ b/README.md
@@ -1276,6 +1276,10 @@ class MySequence:
         return reversed(self.a)
 ```
 
+#### Discrepancies between glossary definitions and abstract base classes:
+* **Glossary defines iterable as any object with iter() or getitem() and sequence as any object with len() and getitem(). It does not define collection.**
+* **Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has iter(), while ABC Collection checks for iter(), contains() and len().**
+
 ### ABC Sequence
 * **It's a richer interface than the basic sequence.**
 * **Extending it generates iter(), contains(), reversed(), index() and count().**
diff --git a/index.html b/index.html
index 1eb7ca135..40fae20d4 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1096,6 +1096,14 @@
 
    
 
 
+
    Discrepancies between glossary definitions and abstract base classes:
      
+
    • Glossary defines iterable as any object with iter() or getitem() and sequence as any object with len() and getitem(). It does not define collection.
      • 
+
    • Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has iter(), while ABC Collection checks for iter(), contains() and len().
      • 
+
    
+
+
+
+
 
    ABC Sequence
      
 
    • It's a richer interface than the basic sequence.
      • 
 
    • Extending it generates iter(), contains(), reversed(), index() and count().
      • 
@@ -1109,10 +1117,7 @@
         return len(self.a)
     def __getitem__(self, i):
         return self.a[i]
-
    
-
-
-
    Table of required and automatically available special methods:
    ┏━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
+
    Table of required and automatically available special methods:
    ┏━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
 ┃            │  Iterable  │ Collection │  Sequence  │ abc.Sequence ┃
 ┠────────────┼────────────┼────────────┼────────────┼──────────────┨
 ┃ iter()     │     !      │     !      │     ✓      │      ✓       ┃
@@ -2891,7 +2896,7 @@
  
 
   
 
diff --git a/parse.js b/parse.js
index 16a1fbe8d..c8a117e5f 100755
--- a/parse.js
+++ b/parse.js
@@ -486,6 +486,7 @@ function modifyPage() {
   highlightCode();
   fixPandasDiagram();
   removePlotImages();
+  fixABCSequenceDiv();
 }
 
 function changeMenu() {
@@ -634,6 +635,10 @@ function removePlotImages() {
   $('img[alt="Covid Cases"]').remove();
 }
 
+function fixABCSequenceDiv() {
+  $('#abcsequence').parent().insertBefore($('#tableofrequiredandautomaticallyavailablespecialmethods').parent())
+}
+
 function updateDate(template) {
   const date = new Date();
   const date_str = date.toLocaleString('en-us', {month: 'long', day: 'numeric', year: 'numeric'});

From 73adfbd307c29d9ba19d231735236c77f7eb5c10 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 20 May 2022 09:47:56 +0200
Subject: [PATCH 0392/1007] Type

---
 README.md  | 2 +-
 index.html | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 367853c7d..b4796ad46 100644
--- a/README.md
+++ b/README.md
@@ -262,7 +262,7 @@ from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleTyp
 ```
 
 ### Abstract Base Classes
-**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().**
+**Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter(), while Collection ABC looks for iter(), contains() and len().**
 
 ```python
 >>> from collections.abc import Iterable, Collection, Sequence
diff --git a/index.html b/index.html
index 40fae20d4..288348883 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -263,7 +263,7 @@
 
    Some types do not have built-in names, so they must be imported:
    from types import FunctionType, MethodType, LambdaType, GeneratorType, ModuleType
 
    
 
-
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter() while Collection ABC looks for methods iter(), contains() and len().
    >>> from collections.abc import Iterable, Collection, Sequence
+
    Abstract Base Classes
    Each abstract base class specifies a set of virtual subclasses. These classes are then recognized by isinstance() and issubclass() as subclasses of the ABC, although they are really not. ABC can also manually decide whether or not a specific class is its virtual subclass, usually based on which methods the class has implemented. For instance, Iterable ABC looks for method iter(), while Collection ABC looks for iter(), contains() and len().
    >>> from collections.abc import Iterable, Collection, Sequence
 >>> isinstance([1, 2, 3], Iterable)
 True
 
    
@@ -2896,7 +2896,7 @@
  
 
   
 

From 88f2965a4fc545c81021a1acaca22a2406fe9327 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 20 May 2022 10:12:24 +0200
Subject: [PATCH 0393/1007] Iterable Duck Types

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index b4796ad46..5a90356b3 100644
--- a/README.md
+++ b/README.md
@@ -1278,7 +1278,7 @@ class MySequence:
 
 #### Discrepancies between glossary definitions and abstract base classes:
 * **Glossary defines iterable as any object with iter() or getitem() and sequence as any object with len() and getitem(). It does not define collection.**
-* **Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has iter(), while ABC Collection checks for iter(), contains() and len().**
+* **Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has method iter(), while ABC Collection checks for iter(), contains() and len().**
 
 ### ABC Sequence
 * **It's a richer interface than the basic sequence.**
diff --git a/index.html b/index.html
index 288348883..6247cf360 100644
--- a/index.html
+++ b/index.html
@@ -1098,7 +1098,7 @@
 
 
    Discrepancies between glossary definitions and abstract base classes:
      
 
    • Glossary defines iterable as any object with iter() or getitem() and sequence as any object with len() and getitem(). It does not define collection.
      • 
-
    • Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has iter(), while ABC Collection checks for iter(), contains() and len().
      • 
+
    • Passing ABC Iterable to isinstance() or issubclass() checks whether object/class has method iter(), while ABC Collection checks for iter(), contains() and len().
      • 
 
    
 
 

From 27c0f1936d32ed773f548e4fae7fc86a7aaaddab Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 23 May 2022 21:12:20 +0200
Subject: [PATCH 0394/1007] CSV

---
 README.md  | 16 ++++++++--------
 index.html | 20 ++++++++++----------
 2 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 5a90356b3..ee6fde4b5 100644
--- a/README.md
+++ b/README.md
@@ -1824,12 +1824,12 @@ import csv
 * **File must be opened with a `'newline=""'` argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!**
 
 ### Parameters
-* **`'dialect'` - Master parameter that sets the default values.**
+* **`'dialect'` - Master parameter that sets the default values. String or a dialect object.**
 * **`'delimiter'` - A one-character string used to separate fields.**
 * **`'quotechar'` - Character for quoting fields that contain special characters.**
-* **`'doublequote'` - Whether quotechars inside fields get doubled or escaped.**
-* **`'skipinitialspace'` - Whether whitespace after delimiter gets stripped.**
-* **`'lineterminator'` - Specifies how writer terminates rows.**
+* **`'doublequote'` - Whether quotechars inside fields are/get doubled or escaped.**
+* **`'skipinitialspace'` - Whether whitespace after delimiter gets stripped by reader.**
+* **`'lineterminator'` - How writer terminates rows. Reader is hardcoded to '\r', '\n', '\r\n'.**
 * **`'quoting'` - Controls the amount of quoting: 0 - as necessary, 1 - all.**
 * **`'escapechar'` - Character for escaping quotechars if doublequote is False.**
 
@@ -1850,16 +1850,16 @@ import csv
 
 ### Read Rows from CSV File
 ```python
-def read_csv_file(filename):
+def read_csv_file(filename, dialect='excel'):
     with open(filename, encoding='utf-8', newline='') as file:
-        return list(csv.reader(file))
+        return list(csv.reader(file, dialect))
 ```
 
 ### Write Rows to CSV File
 ```python
-def write_to_csv_file(filename, rows):
+def write_to_csv_file(filename, rows, dialect='excel'):
     with open(filename, 'w', encoding='utf-8', newline='') as file:
-        writer = csv.writer(file)
+        writer = csv.writer(file, dialect)
         writer.writerows(rows)
 ```
 
diff --git a/index.html b/index.html
index 6247cf360..ed7c15dd9 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1523,12 +1523,12 @@
 
  • File must be opened with a 'newline=""' argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!
    • 
 
 
    Parameters
      
-
    • 'dialect' - Master parameter that sets the default values.
      • 
+
    • 'dialect' - Master parameter that sets the default values. String or a dialect object.
      • 
 
    • 'delimiter' - A one-character string used to separate fields.
      • 
 
    • 'quotechar' - Character for quoting fields that contain special characters.
      • 
-
    • 'doublequote' - Whether quotechars inside fields get doubled or escaped.
      • 
-
    • 'skipinitialspace' - Whether whitespace after delimiter gets stripped.
      • 
-
    • 'lineterminator' - Specifies how writer terminates rows.
      • 
+
    • 'doublequote' - Whether quotechars inside fields are/get doubled or escaped.
      • 
+
    • 'skipinitialspace' - Whether whitespace after delimiter gets stripped by reader.
      • 
+
    • 'lineterminator' - How writer terminates rows. Reader is hardcoded to '\r', '\n', '\r\n'.
      • 
 
    • 'quoting' - Controls the amount of quoting: 0 - as necessary, 1 - all.
      • 
 
    • 'escapechar' - Character for escaping quotechars if doublequote is False.
      • 
 
    Dialects
    ┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
@@ -1546,14 +1546,14 @@
 
 
 
-
    Read Rows from CSV File
    def read_csv_file(filename):
+
    Read Rows from CSV File
    def read_csv_file(filename, dialect='excel'):
     with open(filename, encoding='utf-8', newline='') as file:
-        return list(csv.reader(file))
+        return list(csv.reader(file, dialect))
 
    
 
-
    Write Rows to CSV File
    def write_to_csv_file(filename, rows):
+
    Write Rows to CSV File
    def write_to_csv_file(filename, rows, dialect='excel'):
     with open(filename, 'w', encoding='utf-8', newline='') as file:
-        writer = csv.writer(file)
+        writer = csv.writer(file, dialect)
         writer.writerows(rows)
 
    
 
@@ -2896,7 +2896,7 @@
  
 
   
 

From ebad00587a95416c86aee2831f0e5901da27b7c4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 28 May 2022 16:22:32 +0200
Subject: [PATCH 0395/1007] Paths, OS Commands

---
 README.md  | 28 ++++++++++++++--------------
 index.html | 32 ++++++++++++++++----------------
 parse.js   |  8 ++++----
 3 files changed, 34 insertions(+), 34 deletions(-)

diff --git a/README.md b/README.md
index ee6fde4b5..181598983 100644
--- a/README.md
+++ b/README.md
@@ -1647,7 +1647,7 @@ from glob import glob
 ```
 
 ### DirEntry
-**Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.**
+**Unlike listdir(), scandir() returns DirEntry objects that cache isfile, isdir and on Windows also stat information, thus significantly increasing the performance of code that requires it.**
 
 ```python
  = scandir(path='.')          # Returns DirEntry objects located at path.
@@ -1703,32 +1703,32 @@ import os, shutil, subprocess
 * **Functions report OS related errors by raising either OSError or one of its [subclasses](#exceptions-1).**
 
 ```python
-os.chdir()                    # Changes the current working directory.
-os.mkdir(, mode=0o777)        # Creates a directory. Mode is in octal.
-os.makedirs(, mode=0o777)     # Creates all directories in the path.
+os.chdir()                 # Changes the current working directory.
+os.mkdir(, mode=0o777)     # Creates a directory. Mode is in octal.
+os.makedirs(, mode=0o777)  # Creates dirs in path. Also: `exist_ok=False`.
 ```
 
 ```python
-shutil.copy(from, to)               # Copies the file. 'to' can exist or be a dir.
-shutil.copytree(from, to)           # Copies the directory. 'to' must not exist.
+shutil.copy(from, to)            # Copies the file. 'to' can exist or be a dir.
+shutil.copytree(from, to)        # Copies the directory. 'to' must not exist.
 ```
 
 ```python
-os.rename(from, to)                 # Renames/moves the file or directory.
-os.replace(from, to)                # Same, but overwrites 'to' if it exists.
+os.rename(from, to)              # Renames/moves the file or directory.
+os.replace(from, to)             # Same, but overwrites 'to' if it exists.
 ```
 
 ```python
-os.remove()                   # Deletes the file.
-os.rmdir()                    # Deletes the empty directory.
-shutil.rmtree()               # Deletes the directory.
+os.remove()                # Deletes the file.
+os.rmdir()                 # Deletes the empty directory.
+shutil.rmtree()            # Deletes the directory.
 ```
 
 ### Shell Commands
 ```python
- = os.popen('')      # Executes command in sh/cmd and returns its stdout pipe.
-  = .read(size=-1)       # Reads 'size' chars or until EOF. Also readline/s().
-  = .close()             # Closes the pipe. Returns None on success, int on error.
+ = os.popen('')   # Executes command in sh/cmd and returns its stdout pipe.
+  = .read(size=-1)    # Reads 'size' chars or until EOF. Also readline/s().
+  = .close()          # Closes the pipe. Returns None on success, int on error.
 ```
 
 #### Sends '1 + 1' to the basic calculator and captures its output:
diff --git a/index.html b/index.html
index ed7c15dd9..feacb8990 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1400,7 +1400,7 @@
 
    <stat> = os.stat(<path>)            # Or: <DirEntry/Path>.stat()
 <real> = <stat>.st_mtime/st_size/…  # Modification time, size in bytes, …
 
    
-
    DirEntry
    Using scandir() instead of listdir() can significantly increase the performance of code that also needs file type information.
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
+
    DirEntry
    Unlike listdir(), scandir() returns DirEntry objects that cache isfile, isdir and on Windows also stat information, thus significantly increasing the performance of code that requires it.
    <iter> = scandir(path='.')          # Returns DirEntry objects located at path.
 <str>  = <DirEntry>.path            # Returns whole path as a string.
 <str>  = <DirEntry>.name            # Returns final component as a string.
 <file> = open(<DirEntry>)           # Opens the file and returns a file object.
@@ -1436,25 +1436,25 @@
 
    Files and Directories
      
 
    • Paths can be either strings, Paths or DirEntry objects.
      • 
 
    • Functions report OS related errors by raising either OSError or one of its subclasses.
      • 
-
    os.chdir(<path>)                    # Changes the current working directory.
-os.mkdir(<path>, mode=0o777)        # Creates a directory. Mode is in octal.
-os.makedirs(<path>, mode=0o777)     # Creates all directories in the path.
+
    os.chdir(<path>)                 # Changes the current working directory.
+os.mkdir(<path>, mode=0o777)     # Creates a directory. Mode is in octal.
+os.makedirs(<path>, mode=0o777)  # Creates dirs in path. Also: `exist_ok=False`.
 
    
 
 
-
    shutil.copy(from, to)               # Copies the file. 'to' can exist or be a dir.
-shutil.copytree(from, to)           # Copies the directory. 'to' must not exist.
+
    shutil.copy(from, to)            # Copies the file. 'to' can exist or be a dir.
+shutil.copytree(from, to)        # Copies the directory. 'to' must not exist.
 
    
-
    os.rename(from, to)                 # Renames/moves the file or directory.
-os.replace(from, to)                # Same, but overwrites 'to' if it exists.
+
    os.rename(from, to)              # Renames/moves the file or directory.
+os.replace(from, to)             # Same, but overwrites 'to' if it exists.
 
    
-
    os.remove(<path>)                   # Deletes the file.
-os.rmdir(<path>)                    # Deletes the empty directory.
-shutil.rmtree(<path>)               # Deletes the directory.
+
    os.remove(<path>)                # Deletes the file.
+os.rmdir(<path>)                 # Deletes the empty directory.
+shutil.rmtree(<path>)            # Deletes the directory.
 
    
-
    Shell Commands
    <pipe> = os.popen('<command>')      # Executes command in sh/cmd and returns its stdout pipe.
-<str>  = <pipe>.read(size=-1)       # Reads 'size' chars or until EOF. Also readline/s().
-<int>  = <pipe>.close()             # Closes the pipe. Returns None on success, int on error.
+
    Shell Commands
    <pipe> = os.popen('<command>')   # Executes command in sh/cmd and returns its stdout pipe.
+<str>  = <pipe>.read(size=-1)    # Reads 'size' chars or until EOF. Also readline/s().
+<int>  = <pipe>.close()          # Closes the pipe. Returns None on success, int on error.
 
    
 
 
    Sends '1 + 1' to the basic calculator and captures its output:
    >>> subprocess.run('bc', input='1 + 1\n', capture_output=True, text=True)
@@ -2896,7 +2896,7 @@
  
 
   
 
diff --git a/parse.js b/parse.js
index c8a117e5f..f2e719e72 100755
--- a/parse.js
+++ b/parse.js
@@ -69,12 +69,12 @@ const DATACLASS =
   '<tuple> = (\'<attr_name>\', <type> [, <default_value>])';
 
 const SHUTIL_COPY =
-  'shutil.copy(from, to)               # Copies the file. \'to\' can exist or be a dir.\n' +
-  'shutil.copytree(from, to)           # Copies the directory. \'to\' must not exist.\n';
+  'shutil.copy(from, to)            # Copies the file. \'to\' can exist or be a dir.\n' +
+  'shutil.copytree(from, to)        # Copies the directory. \'to\' must not exist.\n';
 
 const OS_RENAME =
-  'os.rename(from, to)                 # Renames/moves the file or directory.\n' +
-  'os.replace(from, to)                # Same, but overwrites \'to\' if it exists.\n';
+  'os.rename(from, to)              # Renames/moves the file or directory.\n' +
+  'os.replace(from, to)             # Same, but overwrites \'to\' if it exists.\n';
 
 const TYPE =
   '<class> = type(\'<class_name>\', <tuple_of_parents>, <dict_of_class_attributes>)';

From 5ed03387699add981ca495e593500f0457f7a0ee Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 31 May 2022 03:46:55 +0200
Subject: [PATCH 0396/1007] Bytes, Profile

---
 README.md  | 14 +++++++-------
 index.html | 18 +++++++++---------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index 181598983..9dc373757 100644
--- a/README.md
+++ b/README.md
@@ -1946,7 +1946,7 @@ Bytes
  = bytes()          # Ints must be in range from 0 to 255.
  = bytes(, 'utf-8')          # Or: .encode('utf-8')
  = .to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
- = bytes.fromhex('')         # Hex pairs can be separated by spaces.
+ = bytes.fromhex('')         # Hex pairs can be separated by whitespaces.
 ```
 
 ### Decode
@@ -1954,7 +1954,7 @@ Bytes
   = list()                  # Returns ints in range from 0 to 255.
    = str(, 'utf-8')          # Or: .decode('utf-8')
    = int.from_bytes(, …)     # `byteorder='big/little', signed=False`.
-'' = .hex()                  # Returns a string of hexadecimal pairs.
+'' = .hex()                  # Returns hex pairs. Accepts `sep=`.
 ```
 
 ### Read Bytes from File
@@ -2615,11 +2615,11 @@ Line #         Mem usage      Increment   Line Contents
 #### Generates a PNG image of the call graph with highlighted bottlenecks:
 ```python
 # $ pip3 install pycallgraph2
-from pycallgraph2 import output, PyCallGraph
-from datetime import datetime
-filename = f'profile-{datetime.now():%Y%m%d%H%M%S}.png'
-drawer = output.GraphvizOutput(output_file=filename)
-with PyCallGraph(drawer):
+# $ apt install graphviz
+import pycallgraph2 as cg, datetime
+filename = f'profile-{datetime.datetime.now():%Y%m%d%H%M%S}.png'
+drawer = cg.output.GraphvizOutput(output_file=filename)
+with cg.PyCallGraph(drawer):
     
 ```
 
diff --git a/index.html b/index.html
index feacb8990..6e8f2ba53 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1618,13 +1618,13 @@
 
    Encode
    <bytes> = bytes(<coll_of_ints>)          # Ints must be in range from 0 to 255.
 <bytes> = bytes(<str>, 'utf-8')          # Or: <str>.encode('utf-8')
 <bytes> = <int>.to_bytes(n_bytes, …)     # `byteorder='big/little', signed=False`.
-<bytes> = bytes.fromhex('<hex>')         # Hex pairs can be separated by spaces.
+<bytes> = bytes.fromhex('<hex>')         # Hex pairs can be separated by whitespaces.
 
    
 
 
    Decode
    <list>  = list(<bytes>)                  # Returns ints in range from 0 to 255.
 <str>   = str(<bytes>, 'utf-8')          # Or: <bytes>.decode('utf-8')
 <int>   = int.from_bytes(<bytes>, …)     # `byteorder='big/little', signed=False`.
-'<hex>' = <bytes>.hex()                  # Returns a string of hexadecimal pairs.
+'<hex>' = <bytes>.hex()                  # Returns hex pairs. Accepts `sep=<str>`.
 
    
 
 
    Read Bytes from File
    def read_bytes(filename):
@@ -2137,11 +2137,11 @@
      4        38.477 MiB      0.465 MiB       b = {*range(10000)}
 
    
 
    Call Graph
    Generates a PNG image of the call graph with highlighted bottlenecks:
    # $ pip3 install pycallgraph2
-from pycallgraph2 import output, PyCallGraph
-from datetime import datetime
-filename = f'profile-{datetime.now():%Y%m%d%H%M%S}.png'
-drawer = output.GraphvizOutput(output_file=filename)
-with PyCallGraph(drawer):
+# $ apt install graphviz
+import pycallgraph2 as cg, datetime
+filename = f'profile-{datetime.datetime.now():%Y%m%d%H%M%S}.png'
+drawer = cg.output.GraphvizOutput(output_file=filename)
+with cg.PyCallGraph(drawer):
     <code_to_be_profiled>
 
    
 
@@ -2896,7 +2896,7 @@
  
 
   
 

From 3ec57592a4f2927989fc1e3b72aaa23f06e151f3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 1 Jun 2022 17:50:20 +0200
Subject: [PATCH 0397/1007] Mario

---
 README.md  | 14 +++++++-------
 index.html | 18 +++++++++---------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index 9dc373757..abfcf5224 100644
--- a/README.md
+++ b/README.md
@@ -3031,7 +3031,7 @@ from random import randint
 
 P = collections.namedtuple('P', 'x y')          # Position
 D = enum.Enum('D', 'n e s w')                   # Direction
-SIZE, MAX_SPEED = 50, P(5, 10)                  # Screen size, Speed limit
+W, H, MAX_S = 50, 50, P(5, 10)                  # Width, Height, Max speed
 
 def main():
     def get_screen():
@@ -3045,9 +3045,9 @@ def main():
         Mario = dataclasses.make_dataclass('Mario', 'rect spd facing_left frame_cycle'.split())
         return Mario(get_rect(1, 1), P(0, 0), False, it.cycle(range(3)))
     def get_tiles():
-        positions = [p for p in it.product(range(SIZE), repeat=2) if {*p} & {0, SIZE-1}] + \
-            [(randint(1, SIZE-2), randint(2, SIZE-2)) for _ in range(SIZE**2 // 10)]
-        return [get_rect(*p) for p in positions]
+        border = [(x, y) for x in range(W) for y in range(H) if x in [0, W-1] or y in [0, H-1]]
+        platforms = [(randint(1, W-2), randint(2, H-2)) for _ in range(W*H // 10)]
+        return [get_rect(x, y) for x, y in border + platforms]
     def get_rect(x, y):
         return pg.Rect(x*16, y*16, 16, 16)
     run(get_screen(), get_images(), get_mario(), get_tiles())
@@ -3067,7 +3067,7 @@ def update_speed(mario, tiles, pressed):
     x += 2 * ((D.e in pressed) - (D.w in pressed))
     x -= (x > 0) - (x < 0)
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
-    mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
+    mario.spd = P(x=max(-MAX_S.x, min(MAX_S.x, x)), y=max(-MAX_S.y, min(MAX_S.y, y)))
 
 def update_position(mario, tiles):
     x, y = mario.rect.topleft
@@ -3093,8 +3093,8 @@ def draw(screen, images, mario, tiles, pressed):
     screen.fill((85, 168, 255))
     mario.facing_left = (D.w in pressed) if {D.w, D.e} & pressed else mario.facing_left
     screen.blit(images[get_marios_image_index() + mario.facing_left * 9], mario.rect)
-    for rect in tiles:
-        screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
+    for t in tiles:
+        screen.blit(images[18 if t.x in [0, (W-1)*16] or t.y in [0, (H-1)*16] else 19], t)
     pg.display.flip()
 
 if __name__ == '__main__':
diff --git a/index.html b/index.html
index 6e8f2ba53..0e5d53872 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -2461,7 +2461,7 @@
 
 P = collections.namedtuple('P', 'x y')          # Position
 D = enum.Enum('D', 'n e s w')                   # Direction
-SIZE, MAX_SPEED = 50, P(5, 10)                  # Screen size, Speed limit
+W, H, MAX_S = 50, 50, P(5, 10)                  # Width, Height, Max speed
 
 def main():
     def get_screen():
@@ -2475,9 +2475,9 @@
         Mario = dataclasses.make_dataclass('Mario', 'rect spd facing_left frame_cycle'.split())
         return Mario(get_rect(1, 1), P(0, 0), False, it.cycle(range(3)))
     def get_tiles():
-        positions = [p for p in it.product(range(SIZE), repeat=2) if {*p} & {0, SIZE-1}] + \
-            [(randint(1, SIZE-2), randint(2, SIZE-2)) for _ in range(SIZE**2 // 10)]
-        return [get_rect(*p) for p in positions]
+        border = [(x, y) for x in range(W) for y in range(H) if x in [0, W-1] or y in [0, H-1]]
+        platforms = [(randint(1, W-2), randint(2, H-2)) for _ in range(W*H // 10)]
+        return [get_rect(x, y) for x, y in border + platforms]
     def get_rect(x, y):
         return pg.Rect(x*16, y*16, 16, 16)
     run(get_screen(), get_images(), get_mario(), get_tiles())
@@ -2497,7 +2497,7 @@
     x += 2 * ((D.e in pressed) - (D.w in pressed))
     x -= (x > 0) - (x < 0)
     y += 1 if D.s not in get_boundaries(mario.rect, tiles) else (D.n in pressed) * -10
-    mario.spd = P(*[max(-limit, min(limit, s)) for limit, s in zip(MAX_SPEED, P(x, y))])
+    mario.spd = P(x=max(-MAX_S.x, min(MAX_S.x, x)), y=max(-MAX_S.y, min(MAX_S.y, y)))
 
 def update_position(mario, tiles):
     x, y = mario.rect.topleft
@@ -2523,8 +2523,8 @@
     screen.fill((85, 168, 255))
     mario.facing_left = (D.w in pressed) if {D.w, D.e} & pressed else mario.facing_left
     screen.blit(images[get_marios_image_index() + mario.facing_left * 9], mario.rect)
-    for rect in tiles:
-        screen.blit(images[18 if {*rect.topleft} & {0, (SIZE-1)*16} else 19], rect)
+    for t in tiles:
+        screen.blit(images[18 if t.x in [0, (W-1)*16] or t.y in [0, (H-1)*16] else 19], t)
     pg.display.flip()
 
 if __name__ == '__main__':
@@ -2896,7 +2896,7 @@
  
 
   
 

From 26c8280269c845ce4f93dc31a2b3edbff9177ac4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 1 Jun 2022 17:57:54 +0200
Subject: [PATCH 0398/1007] Mario

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index abfcf5224..2e88e09d5 100644
--- a/README.md
+++ b/README.md
@@ -3036,7 +3036,7 @@ W, H, MAX_S = 50, 50, P(5, 10)                  # Width, Height, Max speed
 def main():
     def get_screen():
         pg.init()
-        return pg.display.set_mode((SIZE*16, SIZE*16))
+        return pg.display.set_mode((W*16, H*16))
     def get_images():
         url = 'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'
         img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))
diff --git a/index.html b/index.html
index 0e5d53872..b6c4ca98c 100644
--- a/index.html
+++ b/index.html
@@ -2466,7 +2466,7 @@
 def main():
     def get_screen():
         pg.init()
-        return pg.display.set_mode((SIZE*16, SIZE*16))
+        return pg.display.set_mode((W*16, H*16))
     def get_images():
         url = 'https://gto76.github.io/python-cheatsheet/web/mario_bros.png'
         img = pg.image.load(io.BytesIO(urllib.request.urlopen(url).read()))

From 26f1eb967bd0dc330388c74545b2383ce672e00b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Thu, 2 Jun 2022 17:14:08 +0200
Subject: [PATCH 0399/1007] Image, Animation

---
 README.md  |  8 ++++----
 index.html | 12 ++++++------
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 2e88e09d5..6c2712135 100644
--- a/README.md
+++ b/README.md
@@ -2742,8 +2742,8 @@ from PIL import Image
 ```python
  = .getpixel((x, y))          # Returns a pixel.
 .putpixel((x, y), )           # Writes a pixel to the image.
- = .getdata()               # Returns a sequence of pixels.
-.putdata()             # Writes a sequence of pixels.
+ = .getdata()               # Returns a flattened sequence of pixels.
+.putdata()             # Writes a flattened sequence of pixels.
 .paste(, (x, y))                  # Writes an image to the image.
 ```
 
@@ -2807,11 +2807,11 @@ Animation
 # $ pip3 install imageio
 from PIL import Image, ImageDraw
 import imageio
-WIDTH, R = 126, 10
+WIDTH, HEIGHT, R = 126, 126, 10
 frames = []
 for velocity in range(1, 16):
     y = sum(range(velocity))
-    frame = Image.new('L', (WIDTH, WIDTH))
+    frame = Image.new('L', (WIDTH, HEIGHT))
     draw  = ImageDraw.Draw(frame)
     draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
     frames.append(frame)
diff --git a/index.html b/index.html
index b6c4ca98c..97daad66d 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -2230,8 +2230,8 @@
 
    
 
    <int/tuple> = <Image>.getpixel((x, y))          # Returns a pixel.
 <Image>.putpixel((x, y), <int/tuple>)           # Writes a pixel to the image.
-<ImagingCore> = <Image>.getdata()               # Returns a sequence of pixels.
-<Image>.putdata(<list/ImagingCore>)             # Writes a sequence of pixels.
+<ImagingCore> = <Image>.getdata()               # Returns a flattened sequence of pixels.
+<Image>.putdata(<list/ImagingCore>)             # Writes a flattened sequence of pixels.
 <Image>.paste(<Image>, (x, y))                  # Writes an image to the image.
 
    
 
    <2d_array> = np.array(<Image_L>)                # Creates NumPy array from greyscale image.
@@ -2282,11 +2282,11 @@
 
    #Animation
    Creates a GIF of a bouncing ball:
    # $ pip3 install imageio
 from PIL import Image, ImageDraw
 import imageio
-WIDTH, R = 126, 10
+WIDTH, HEIGHT, R = 126, 126, 10
 frames = []
 for velocity in range(1, 16):
     y = sum(range(velocity))
-    frame = Image.new('L', (WIDTH, WIDTH))
+    frame = Image.new('L', (WIDTH, HEIGHT))
     draw  = ImageDraw.Draw(frame)
     draw.ellipse((WIDTH/2-R, y, WIDTH/2+R, y+R*2), fill='white')
     frames.append(frame)
@@ -2896,7 +2896,7 @@
  
 
   
 

From 943248450798d1d1daa08ebc28ca03101b7d3f8b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 3 Jun 2022 23:00:31 +0200
Subject: [PATCH 0400/1007] Class, Table, Wave

---
 README.md  | 11 ++++++-----
 index.html | 15 ++++++++-------
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index 6c2712135..f1982d447 100644
--- a/README.md
+++ b/README.md
@@ -964,6 +964,7 @@ class :
 ```
 * **Return value of repr() should be unambiguous and of str() readable.**
 * **If only repr() is defined, it will also be used for str().**
+* **Methods decorated with `'@staticmethod'` do not receive 'self' nor 'cls' as their first arg.**
 
 #### Str() use cases:
 ```python
@@ -2400,7 +2401,7 @@ Table
 import csv, tabulate
 with open('test.csv', encoding='utf-8', newline='') as file:
     rows   = csv.reader(file)
-    header = [a.title() for a in next(rows)]
+    header = next(rows)
     table  = tabulate.tabulate(rows, header)
 print(table)
 ```
@@ -2548,8 +2549,8 @@ def send_json(sport):
 >>> import threading, requests
 >>> threading.Thread(target=run, daemon=True).start()
 >>> url = 'http://localhost:8080/football/odds'
->>> data = {'team': 'arsenal f.c.'}
->>> response = requests.post(url, data=data)
+>>> request_data = {'team': 'arsenal f.c.'}
+>>> response = requests.post(url, data=request_data)
 >>> response.json()
 {'team': 'arsenal f.c.', 'odds': [2.09, 3.74, 3.68]}
 ```
@@ -2891,7 +2892,7 @@ def write_to_wav_file(filename, float_samples, nchannels=1, sampwidth=2, framera
 ```
 
 ### Examples
-#### Saves a sine wave to a mono WAV file:
+#### Saves a 440 Hz sine wave to a mono WAV file:
 ```python
 from math import pi, sin
 samples_f = (sin(i * 2 * pi * 440 / 44100) for i in range(100000))
@@ -3494,7 +3495,7 @@ import 
 ```python
 cdef   = 
 cdef [n_elements]  = [, , ...]
-cdef  ( , ...):
+cdef  ( , ...): …
 ```
 
 ```python
diff --git a/index.html b/index.html
index 97daad66d..6b762c32d 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -825,6 +825,7 @@
 
      
 
    • Return value of repr() should be unambiguous and of str() readable.
      • 
 
    • If only repr() is defined, it will also be used for str().
      • 
+
    • Methods decorated with '@staticmethod' do not receive 'self' nor 'cls' as their first arg.
      • 
 
    
 
    Str() use cases:
    print(<el>)
 f'{<el>}'
@@ -1967,7 +1968,7 @@
 import csv, tabulate
 with open('test.csv', encoding='utf-8', newline='') as file:
     rows   = csv.reader(file)
-    header = [a.title() for a in next(rows)]
+    header = next(rows)
     table  = tabulate.tabulate(rows, header)
 print(table)
 
    
@@ -2087,8 +2088,8 @@
 >>> import threading, requests
 >>> threading.Thread(target=run, daemon=True).start()
 >>> url = 'http://localhost:8080/football/odds'
->>> data = {'team': 'arsenal f.c.'}
->>> response = requests.post(url, data=data)
+>>> request_data = {'team': 'arsenal f.c.'}
+>>> response = requests.post(url, data=request_data)
 >>> response.json()
 {'team': 'arsenal f.c.', 'odds': [2.09, 3.74, 3.68]}
 
    
@@ -2354,7 +2355,7 @@
         file.writeframes(b''.join(get_bytes(f) for f in float_samples))
 
    
 
-
    Examples
    Saves a sine wave to a mono WAV file:
    from math import pi, sin
+
    Examples
    Saves a 440 Hz sine wave to a mono WAV file:
    from math import pi, sin
 samples_f = (sin(i * 2 * pi * 440 / 44100) for i in range(100000))
 write_to_wav_file('test.wav', samples_f)
 
    
@@ -2839,7 +2840,7 @@
 
  • Script needs to be saved with a 'pyx' extension.
    • 
 
    cdef <ctype> <var_name> = <el>
 cdef <ctype>[n_elements] <var_name> = [<el_1>, <el_2>, ...]
-cdef <ctype/void> <func_name>(<ctype> <arg_name_1>, ...):
+cdef <ctype/void> <func_name>(<ctype> <arg_name_1>, ...): …
 
    
 
 
@@ -2896,7 +2897,7 @@
  
 
   
 

From 62ed5162000710c04eb1f5ee6abfe5c64051c7a3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 6 Jun 2022 16:48:33 +0200
Subject: [PATCH 0401/1007] Struct

---
 README.md  |  6 +++---
 index.html | 10 +++++-----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index f1982d447..fe07974ec 100644
--- a/README.md
+++ b/README.md
@@ -1776,7 +1776,7 @@ def write_to_json_file(filename, an_object):
 
 Pickle
 ------
-**Binary file format for storing objects.**
+**Binary file format for storing Python objects.**
 
 ```python
 import pickle
@@ -1976,7 +1976,7 @@ def write_bytes(filename, bytes_obj):
 Struct
 ------
 * **Module that performs conversions between a sequence of numbers and a bytes object.**
-* **System’s type sizes and byte order are used by default.**
+* **System’s type sizes, byte order, and alignment rules are used by default.**
 
 ```python
 from struct import pack, unpack, iter_unpack
@@ -1997,7 +1997,7 @@ b'\x00\x01\x00\x02\x00\x00\x00\x03'
 ```
 
 ### Format
-#### For standard type sizes start format string with:
+#### For standard type sizes and manual alignment (padding) start format string with:
 * **`'='` - system's byte order (usually little-endian)**
 * **`'<'` - little-endian**
 * **`'>'` - big-endian (also `'!'`)**
diff --git a/index.html b/index.html
index 6b762c32d..fd8b44c1d 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1486,7 +1486,7 @@
         json.dump(an_object, file, ensure_ascii=False, indent=2)
 
    
 
-
    #Pickle
    Binary file format for storing objects.
    import pickle
+
    #Pickle
    Binary file format for storing Python objects.
    import pickle
 <bytes>  = pickle.dumps(<object>)
 <object> = pickle.loads(<bytes>)
 
    
@@ -1640,7 +1640,7 @@
 
 
    #Struct
      
 
    • Module that performs conversions between a sequence of numbers and a bytes object.
      • 
-
    • System’s type sizes and byte order are used by default.
      • 
+
    • System’s type sizes, byte order, and alignment rules are used by default.
      • 
 
    from struct import pack, unpack, iter_unpack
 
    
 
@@ -1655,7 +1655,7 @@
 (1, 2, 3)
 
    
 
-
    Format
    For standard type sizes start format string with:
      
+
      Format
      For standard type sizes and manual alignment (padding) start format string with:
        
 
      • '=' - system's byte order (usually little-endian)
        • 
 
      • '<' - little-endian
        • 
 
      • '>' - big-endian (also '!')
        • 
@@ -2897,7 +2897,7 @@
  
 
   
 

From 13062b2dfeb2c6e69727c9ad832c188625dc7adb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 6 Jun 2022 16:54:54 +0200
Subject: [PATCH 0402/1007] Updated remove_links.py

---
 pdf/remove_links.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 8a35856ac..6a05afed0 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -17,6 +17,7 @@
     'Generators returned by the generator functions and generator expressions.': 'Generators returned by the generator functions (p. 4) and generator expressions (p. 11).',
     'File objects returned by the open() function, etc.': 'File objects returned by the open() function (p. 22), etc.',
     'Functions report OS related errors by raising either OSError or one of its subclasses.': 'Functions report OS related errors by raising OSError or one of its subclasses (p. 23).',
+    'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.': 'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library (p. 46).',
     'Bools will be stored and returned as ints and dates as ISO formatted strings.': 'Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).',
     'An object with the same interface called ProcessPoolExecutor provides true parallelism by running a separate interpreter in each process. All arguments must be pickable.': 'An object with the same interface called ProcessPoolExecutor provides true parallelism by running a separate interpreter in each process. All arguments must be pickable (p. 25).',
     'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.': 'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes (p. 30).',

From ec86a0e4d7df2566616d65afcb73f56b017e8adf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 6 Jun 2022 19:26:34 +0200
Subject: [PATCH 0403/1007] Command line arguments, CSV

---
 README.md           | 11 ++++++-----
 index.html          | 11 ++++++-----
 pdf/remove_links.py |  1 +
 3 files changed, 13 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index fe07974ec..6dd94a598 100644
--- a/README.md
+++ b/README.md
@@ -1542,9 +1542,9 @@ args  = p.parse_args()                                            # Exits on err
 value = args.
 ```
 
-* **Use `'help='` to set argument description.**
+* **Use `'help='` to set argument description that will be displayed in help message.**
 * **Use `'default='` to set the default value.**
-* **Use `'type=FileType()'` for files.**
+* **Use `'type=FileType()'` for files. Also accepts 'encoding', but not 'newline'.**
 
 
 Open
@@ -1813,8 +1813,9 @@ import csv
    = next()           # Returns next row as a list of strings.
    = list()           # Returns a list of remaining rows.
 ```
-* **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
 * **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
+* **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
+* **To print the table to console use [Tabulate](#table) library.**
 
 ### Write
 ```python
@@ -1830,7 +1831,7 @@ import csv
 * **`'quotechar'` - Character for quoting fields that contain special characters.**
 * **`'doublequote'` - Whether quotechars inside fields are/get doubled or escaped.**
 * **`'skipinitialspace'` - Whether whitespace after delimiter gets stripped by reader.**
-* **`'lineterminator'` - How writer terminates rows. Reader is hardcoded to '\r', '\n', '\r\n'.**
+* **`'lineterminator'` - How writer terminates rows. Reader is hardcoded to '\n', '\r', '\r\n'.**
 * **`'quoting'` - Controls the amount of quoting: 0 - as necessary, 1 - all.**
 * **`'escapechar'` - Character for escaping quotechars if doublequote is False.**
 
@@ -2980,7 +2981,7 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
  = .collidepoint((x, y))            # Checks if rectangle contains a point.
  = .colliderect()             # Checks if two rectangles overlap.
   = .collidelist()     # Returns index of first colliding Rect or -1.
- = .collidelistall()  # Returns indexes of all colliding Rects.
+ = .collidelistall()  # Returns indexes of all colliding rectangles.
 ```
 
 ### Surface
diff --git a/index.html b/index.html
index fd8b44c1d..0e86d9964 100644
--- a/index.html
+++ b/index.html
@@ -1319,9 +1319,9 @@
 
    
 
 
      
-
    • Use 'help=<str>' to set argument description.
      • 
+
    • Use 'help=<str>' to set argument description that will be displayed in help message.
      • 
 
    • Use 'default=<el>' to set the default value.
      • 
-
    • Use 'type=FileType(<mode>)' for files.
      • 
+
    • Use 'type=FileType(<mode>)' for files. Also accepts 'encoding', but not 'newline'.
      • 
 
    
 
    #Open
    Opens the file and returns a corresponding file object.
    <file> = open(<path>, mode='r', encoding=None, newline=None)
 
    
@@ -1512,8 +1512,9 @@
 
    
 
 
      
-
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
 
    • File must be opened with a 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
+
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
+
    • To print the table to console use Tabulate library.
      • 
 
    
 
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
 <writer>.writerow(<collection>)     # Encodes objects using `str(<el>)`.
@@ -1529,7 +1530,7 @@
 
  • 'quotechar' - Character for quoting fields that contain special characters.
    • 
 
  • 'doublequote' - Whether quotechars inside fields are/get doubled or escaped.
    • 
 
  • 'skipinitialspace' - Whether whitespace after delimiter gets stripped by reader.
    • 
-
  • 'lineterminator' - How writer terminates rows. Reader is hardcoded to '\r', '\n', '\r\n'.
    • 
+
  • 'lineterminator' - How writer terminates rows. Reader is hardcoded to '\n', '\r', '\r\n'.
    • 
 
  • 'quoting' - Controls the amount of quoting: 0 - as necessary, 1 - all.
    • 
 
  • 'escapechar' - Character for escaping quotechars if doublequote is False.
    • 
 
    Dialects
    ┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
@@ -2425,7 +2426,7 @@
 
    <bool> = <Rect>.collidepoint((x, y))            # Checks if rectangle contains a point.
 <bool> = <Rect>.colliderect(<Rect>)             # Checks if two rectangles overlap.
 <int>  = <Rect>.collidelist(<list_of_Rect>)     # Returns index of first colliding Rect or -1.
-<list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding Rects.
+<list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding rectangles.
 
    
 
    Surface
    Object for representing images.
    <Surf> = pg.display.set_mode((width, height))   # Returns display surface.
 <Surf> = pg.Surface((width, height), flags=0)   # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index 6a05afed0..49c3e3736 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -17,6 +17,7 @@
     'Generators returned by the generator functions and generator expressions.': 'Generators returned by the generator functions (p. 4) and generator expressions (p. 11).',
     'File objects returned by the open() function, etc.': 'File objects returned by the open() function (p. 22), etc.',
     'Functions report OS related errors by raising either OSError or one of its subclasses.': 'Functions report OS related errors by raising OSError or one of its subclasses (p. 23).',
+    'To print the table to console use Tabulate library.': 'To print the table to console use Tabulate library (p. 34).',
     'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.': 'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library (p. 46).',
     'Bools will be stored and returned as ints and dates as ISO formatted strings.': 'Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).',
     'An object with the same interface called ProcessPoolExecutor provides true parallelism by running a separate interpreter in each process. All arguments must be pickable.': 'An object with the same interface called ProcessPoolExecutor provides true parallelism by running a separate interpreter in each process. All arguments must be pickable (p. 25).',

From f84d6b977f880572da64a66a64974ed3ac12913d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 6 Jun 2022 23:34:02 +0200
Subject: [PATCH 0404/1007] Regex, Format

---
 README.md  | 54 +++++++++++++++++++++++++++---------------------------
 index.html | 54 +++++++++++++++++++++++++++---------------------------
 2 files changed, 54 insertions(+), 54 deletions(-)

diff --git a/README.md b/README.md
index 6dd94a598..fb50f1557 100644
--- a/README.md
+++ b/README.md
@@ -357,10 +357,10 @@ import re
   = re.split(, text, maxsplit=0)  # Use brackets in regex to include the matches.
  = re.search(, text)             # Searches for first occurrence of the pattern.
  = re.match(, text)              # Searches only at the beginning of the text.
-  = re.finditer(, text)           # Returns all occurrences as match objects.
+  = re.finditer(, text)           # Returns all occurrences as Match objects.
 ```
 
-* **Argument 'new' can be a function that accepts a match object and returns a string.**
+* **Argument 'new' can be a function that accepts a Match object and returns a string.**
 * **Search() and match() return None if they can't find a match.**
 * **Argument `'flags=re.IGNORECASE'` can be used with all functions.**
 * **Argument `'flags=re.MULTILINE'` makes `'^'` and `'$'` match the start/end of each line.**
@@ -385,21 +385,21 @@ import re
 ```
 
 * **By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless `'flags=re.ASCII'` argument is used.**
-* **As shown above, it restricts special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
+* **As shown above, it restricts all special sequence matches to the first 128 characters and prevents `'\s'` from accepting `'[\x1c-\x1f]'` (the so-called separator characters).**
 * **Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).**
 
 
 Format
 ------
 ```python
- = f'{}, {}'
- = '{}, {}'.format(, )
+ = f'{}, {}'            # Curly braces also accept expressions.
+ = '{}, {}'.format(, )  # Or: '{0}, {1}'.format(, )
+ = '%s, %s' % (, )      # Redundant and inferior C style formatting.
 ```
 
 ### Attributes
 ```python
->>> from collections import namedtuple
->>> Person = namedtuple('Person', 'name height')
+>>> Person = collections.namedtuple('Person', 'name height')
 >>> person = Person('Jean-Luc', 187)
 >>> f'{person.height}'
 '187'
@@ -409,40 +409,40 @@ Format
 
 ### General Options
 ```python
-{:<10}                                     # '      '
-{:^10}                                     # '      '
-{:>10}                                     # '      '
-{:.<10}                                    # '......'
-{:0}                                       # ''
+{:<10}                               # '      '
+{:^10}                               # '      '
+{:>10}                               # '      '
+{:.<10}                              # '......'
+{:0}                                 # ''
 ```
 * **Options can be generated dynamically: `f'{:{}[…]}'`.**
 * **Adding `'!r'` before the colon converts object to string by calling its [repr()](#class) method.**
 
 ### Strings
 ```python
-{'abcde':10}                                   # 'abcde     '
-{'abcde':10.3}                                 # 'abc       '
-{'abcde':.3}                                   # 'abc'
-{'abcde'!r:10}                                 # "'abcde'   "
+{'abcde':10}                             # 'abcde     '
+{'abcde':10.3}                           # 'abc       '
+{'abcde':.3}                             # 'abc'
+{'abcde'!r:10}                           # "'abcde'   "
 ```
 
 ### Numbers
 ```python
-{123456:10}                                    # '    123456'
-{123456:10,}                                   # '   123,456'
-{123456:10_}                                   # '   123_456'
-{123456:+10}                                   # '   +123456'
-{123456:=+10}                                  # '+   123456'
-{123456: }                                     # ' 123456'
-{-123456: }                                    # '-123456'
+{123456:10}                              # '    123456'
+{123456:10,}                             # '   123,456'
+{123456:10_}                             # '   123_456'
+{123456:+10}                             # '   +123456'
+{123456:=+10}                            # '+   123456'
+{123456: }                               # ' 123456'
+{-123456: }                              # '-123456'
 ```
 
 ### Floats
 ```python
-{1.23456:10.3}                                 # '      1.23'
-{1.23456:10.3f}                                # '     1.235'
-{1.23456:10.3e}                                # ' 1.235e+00'
-{1.23456:10.3%}                                # '  123.456%'
+{1.23456:10.3}                           # '      1.23'
+{1.23456:10.3f}                          # '     1.235'
+{1.23456:10.3e}                          # ' 1.235e+00'
+{1.23456:10.3%}                          # '  123.456%'
 ```
 
 #### Comparison of presentation types:
diff --git a/index.html b/index.html
index 0e86d9964..300fbd6fc 100644
--- a/index.html
+++ b/index.html
@@ -336,11 +336,11 @@
 <list>  = re.split(<regex>, text, maxsplit=0)  # Use brackets in regex to include the matches.
 <Match> = re.search(<regex>, text)             # Searches for first occurrence of the pattern.
 <Match> = re.match(<regex>, text)              # Searches only at the beginning of the text.
-<iter>  = re.finditer(<regex>, text)           # Returns all occurrences as match objects.
+<iter>  = re.finditer(<regex>, text)           # Returns all occurrences as Match objects.
 
    
 
 
      
-
    • Argument 'new' can be a function that accepts a match object and returns a string.
      • 
+
    • Argument 'new' can be a function that accepts a Match object and returns a string.
      • 
 
    • Search() and match() return None if they can't find a match.
      • 
 
    • Argument 'flags=re.IGNORECASE' can be used with all functions.
      • 
 
    • Argument 'flags=re.MULTILINE' makes '^' and '$' match the start/end of each line.
      • 
@@ -362,15 +362,15 @@
 
 
        
 
      • By default, decimal characters, alphanumerics and whitespaces from all alphabets are matched unless 'flags=re.ASCII' argument is used.
        • 
-
      • As shown above, it restricts special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
        • 
+
      • As shown above, it restricts all special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
        • 
 
      • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
        • 
 
      
-
      #Format
      <str> = f'{<el_1>}, {<el_2>}'
-<str> = '{}, {}'.format(<el_1>, <el_2>)
+
      #Format
      <str> = f'{<el_1>}, {<el_2>}'            # Curly braces also accept expressions.
+<str> = '{}, {}'.format(<el_1>, <el_2>)  # Or: '{0}, {1}'.format(<el_1>, <el_2>)
+<str> = '%s, %s' % (<el_1>, <el_2>)      # Redundant and inferior C style formatting.
 
      
 
-
      Attributes
      >>> from collections import namedtuple
->>> Person = namedtuple('Person', 'name height')
+
      Attributes
      >>> Person = collections.namedtuple('Person', 'name height')
 >>> person = Person('Jean-Luc', 187)
 >>> f'{person.height}'
 '187'
@@ -378,36 +378,36 @@
 '187'
 
      
 
-
      General Options
      {<el>:<10}                                     # '<el>      '
-{<el>:^10}                                     # '   <el>   '
-{<el>:>10}                                     # '      <el>'
-{<el>:.<10}                                    # '<el>......'
-{<el>:0}                                       # '<el>'
+
      General Options
      {<el>:<10}                               # '<el>      '
+{<el>:^10}                               # '   <el>   '
+{<el>:>10}                               # '      <el>'
+{<el>:.<10}                              # '<el>......'
+{<el>:0}                                 # '<el>'
 
      
 
 
        
 
      • Options can be generated dynamically: f'{<el>:{<str/int>}[…]}'.
        • 
 
      • Adding '!r' before the colon converts object to string by calling its repr() method.
        • 
 
      
-
      Strings
      {'abcde':10}                                   # 'abcde     '
-{'abcde':10.3}                                 # 'abc       '
-{'abcde':.3}                                   # 'abc'
-{'abcde'!r:10}                                 # "'abcde'   "
+
      Strings
      {'abcde':10}                             # 'abcde     '
+{'abcde':10.3}                           # 'abc       '
+{'abcde':.3}                             # 'abc'
+{'abcde'!r:10}                           # "'abcde'   "
 
      
 
-
      Numbers
      {123456:10}                                    # '    123456'
-{123456:10,}                                   # '   123,456'
-{123456:10_}                                   # '   123_456'
-{123456:+10}                                   # '   +123456'
-{123456:=+10}                                  # '+   123456'
-{123456: }                                     # ' 123456'
-{-123456: }                                    # '-123456'
+
      Numbers
      {123456:10}                              # '    123456'
+{123456:10,}                             # '   123,456'
+{123456:10_}                             # '   123_456'
+{123456:+10}                             # '   +123456'
+{123456:=+10}                            # '+   123456'
+{123456: }                               # ' 123456'
+{-123456: }                              # '-123456'
 
      
 
-
      Floats
      {1.23456:10.3}                                 # '      1.23'
-{1.23456:10.3f}                                # '     1.235'
-{1.23456:10.3e}                                # ' 1.235e+00'
-{1.23456:10.3%}                                # '  123.456%'
+
      Floats
      {1.23456:10.3}                           # '      1.23'
+{1.23456:10.3f}                          # '     1.235'
+{1.23456:10.3e}                          # ' 1.235e+00'
+{1.23456:10.3%}                          # '  123.456%'
 
      
 
 
      Comparison of presentation types:
      ┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓

From 1b6004bce5f1b9fca1eaa4edf213d70a178f66c0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 7 Jun 2022 00:28:57 +0200
Subject: [PATCH 0405/1007] Numbers

---
 README.md  |  2 +-
 index.html | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index fb50f1557..9054b8604 100644
--- a/README.md
+++ b/README.md
@@ -484,7 +484,6 @@ Format
 
 Numbers
 -------
-### Types
 ```python
       = int()       # Or: math.floor()
     = float()       # Or: e±
@@ -494,6 +493,7 @@ Numbers
 ```
 * **`'int()'` and `'float()'` raise ValueError on malformed strings.**
 * **Decimal numbers are stored exactly, unlike most floats where `'1.1 + 2.2 != 3.3'`.**
+* **Floats can be compared with: `'math.isclose(, )'`.**
 * **Precision of decimal operations is set with: `'decimal.getcontext().prec = '`.**
 
 ### Basic Functions
diff --git a/index.html b/index.html
index 300fbd6fc..1ec7470ae 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -444,17 +444,17 @@
 {90:X}                                   # '5A'
 
      
 
-
      #Numbers
      Types
      <int>      = int(<float/str/bool>)       # Or: math.floor(<float>)
+
      #Numbers
      <int>      = int(<float/str/bool>)       # Or: math.floor(<float>)
 <float>    = float(<int/str/bool>)       # Or: <real>e±<int>
 <complex>  = complex(real=0, imag=0)     # Or: <real> ± <real>j
 <Fraction> = fractions.Fraction(0, 1)    # Or: Fraction(numerator=0, denominator=1)
 <Decimal>  = decimal.Decimal(<str/int>)  # Or: Decimal((sign, digits, exponent))
-
      
-
+
      
 
 
        
 
      • 'int(<str>)' and 'float(<str>)' raise ValueError on malformed strings.
        • 
 
      • Decimal numbers are stored exactly, unlike most floats where '1.1 + 2.2 != 3.3'.
        • 
+
      • Floats can be compared with: 'math.isclose(<float>, <float>)'.
        • 
 
      • Precision of decimal operations is set with: 'decimal.getcontext().prec = <int>'.
        • 
 
      
 
      Basic Functions
      <num> = pow(<num>, <num>)                # Or: <num> ** <num>
@@ -2898,7 +2898,7 @@
  
 
   
 

From 7de5aa4b9b1dab255c7d8334fccc9d8e815859d3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 7 Jun 2022 01:15:49 +0200
Subject: [PATCH 0406/1007] Format

---
 README.md  | 51 +++++++++++++++++++++++++--------------------------
 index.html | 51 +++++++++++++++++++++++++--------------------------
 2 files changed, 50 insertions(+), 52 deletions(-)

diff --git a/README.md b/README.md
index 9054b8604..ee4e421d5 100644
--- a/README.md
+++ b/README.md
@@ -392,9 +392,8 @@ import re
 Format
 ------
 ```python
- = f'{}, {}'            # Curly braces also accept expressions.
- = '{}, {}'.format(, )  # Or: '{0}, {1}'.format(, )
- = '%s, %s' % (, )      # Redundant and inferior C style formatting.
+ = f'{}, {}'        # Or: '{}, {}'.format(, )
+ = '%s, %s' % (, )  # Redundant and inferior C style formatting.
 ```
 
 ### Attributes
@@ -409,40 +408,40 @@ Format
 
 ### General Options
 ```python
-{:<10}                               # '      '
-{:^10}                               # '      '
-{:>10}                               # '      '
-{:.<10}                              # '......'
-{:0}                                 # ''
+{:<10}                           # '      '
+{:^10}                           # '      '
+{:>10}                           # '      '
+{:.<10}                          # '......'
+{:0}                             # ''
 ```
 * **Options can be generated dynamically: `f'{:{}[…]}'`.**
 * **Adding `'!r'` before the colon converts object to string by calling its [repr()](#class) method.**
 
 ### Strings
 ```python
-{'abcde':10}                             # 'abcde     '
-{'abcde':10.3}                           # 'abc       '
-{'abcde':.3}                             # 'abc'
-{'abcde'!r:10}                           # "'abcde'   "
+{'abcde':10}                         # 'abcde     '
+{'abcde':10.3}                       # 'abc       '
+{'abcde':.3}                         # 'abc'
+{'abcde'!r:10}                       # "'abcde'   "
 ```
 
 ### Numbers
 ```python
-{123456:10}                              # '    123456'
-{123456:10,}                             # '   123,456'
-{123456:10_}                             # '   123_456'
-{123456:+10}                             # '   +123456'
-{123456:=+10}                            # '+   123456'
-{123456: }                               # ' 123456'
-{-123456: }                              # '-123456'
+{123456:10}                          # '    123456'
+{123456:10,}                         # '   123,456'
+{123456:10_}                         # '   123_456'
+{123456:+10}                         # '   +123456'
+{123456:=+10}                        # '+   123456'
+{123456: }                           # ' 123456'
+{-123456: }                          # '-123456'
 ```
 
 ### Floats
 ```python
-{1.23456:10.3}                           # '      1.23'
-{1.23456:10.3f}                          # '     1.235'
-{1.23456:10.3e}                          # ' 1.235e+00'
-{1.23456:10.3%}                          # '  123.456%'
+{1.23456:10.3}                       # '      1.23'
+{1.23456:10.3f}                      # '     1.235'
+{1.23456:10.3e}                      # ' 1.235e+00'
+{1.23456:10.3%}                      # '  123.456%'
 ```
 
 #### Comparison of presentation types:
@@ -476,9 +475,9 @@ Format
 
 ### Ints
 ```python
-{90:c}                                   # 'Z'
-{90:b}                                   # '1011010'
-{90:X}                                   # '5A'
+{90:c}                               # 'Z'
+{90:b}                               # '1011010'
+{90:X}                               # '5A'
 ```
 
 
diff --git a/index.html b/index.html
index 1ec7470ae..046c2da9f 100644
--- a/index.html
+++ b/index.html
@@ -365,9 +365,8 @@
 
    • As shown above, it restricts all special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
      • 
 
    • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
      • 
 
    
-
    #Format
    <str> = f'{<el_1>}, {<el_2>}'            # Curly braces also accept expressions.
-<str> = '{}, {}'.format(<el_1>, <el_2>)  # Or: '{0}, {1}'.format(<el_1>, <el_2>)
-<str> = '%s, %s' % (<el_1>, <el_2>)      # Redundant and inferior C style formatting.
+
    #Format
    <str> = f'{<el_1>}, {<el_2>}'        # Or: '{}, {}'.format(<el_1>, <el_2>)
+<str> = '%s, %s' % (<el_1>, <el_2>)  # Redundant and inferior C style formatting.
 
    
 
 
    Attributes
    >>> Person = collections.namedtuple('Person', 'name height')
@@ -378,36 +377,36 @@
 '187'
 
    
 
-
    General Options
    {<el>:<10}                               # '<el>      '
-{<el>:^10}                               # '   <el>   '
-{<el>:>10}                               # '      <el>'
-{<el>:.<10}                              # '<el>......'
-{<el>:0}                                 # '<el>'
+
    General Options
    {<el>:<10}                           # '<el>      '
+{<el>:^10}                           # '   <el>   '
+{<el>:>10}                           # '      <el>'
+{<el>:.<10}                          # '<el>......'
+{<el>:0}                             # '<el>'
 
    
 
 
      
 
    • Options can be generated dynamically: f'{<el>:{<str/int>}[…]}'.
      • 
 
    • Adding '!r' before the colon converts object to string by calling its repr() method.
      • 
 
    
-
    Strings
    {'abcde':10}                             # 'abcde     '
-{'abcde':10.3}                           # 'abc       '
-{'abcde':.3}                             # 'abc'
-{'abcde'!r:10}                           # "'abcde'   "
+
    Strings
    {'abcde':10}                         # 'abcde     '
+{'abcde':10.3}                       # 'abc       '
+{'abcde':.3}                         # 'abc'
+{'abcde'!r:10}                       # "'abcde'   "
 
    
 
-
    Numbers
    {123456:10}                              # '    123456'
-{123456:10,}                             # '   123,456'
-{123456:10_}                             # '   123_456'
-{123456:+10}                             # '   +123456'
-{123456:=+10}                            # '+   123456'
-{123456: }                               # ' 123456'
-{-123456: }                              # '-123456'
+
    Numbers
    {123456:10}                          # '    123456'
+{123456:10,}                         # '   123,456'
+{123456:10_}                         # '   123_456'
+{123456:+10}                         # '   +123456'
+{123456:=+10}                        # '+   123456'
+{123456: }                           # ' 123456'
+{-123456: }                          # '-123456'
 
    
 
-
    Floats
    {1.23456:10.3}                           # '      1.23'
-{1.23456:10.3f}                          # '     1.235'
-{1.23456:10.3e}                          # ' 1.235e+00'
-{1.23456:10.3%}                          # '  123.456%'
+
    Floats
    {1.23456:10.3}                       # '      1.23'
+{1.23456:10.3f}                      # '     1.235'
+{1.23456:10.3e}                      # ' 1.235e+00'
+{1.23456:10.3%}                      # '  123.456%'
 
    
 
 
    Comparison of presentation types:
    ┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
@@ -439,9 +438,9 @@
 
  • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
    • 
 
  • This rule only effects numbers that can be represented exactly by a float (.5, .25, …).
    • 
 
-
    Ints
    {90:c}                                   # 'Z'
-{90:b}                                   # '1011010'
-{90:X}                                   # '5A'
+
    Ints
    {90:c}                               # 'Z'
+{90:b}                               # '1011010'
+{90:X}                               # '5A'
 
    
 
 
    #Numbers
    <int>      = int(<float/str/bool>)       # Or: math.floor(<float>)

From 4fddcbc9da46d4f000506b51856b7a13aca399a0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 7 Jun 2022 14:19:33 +0200
Subject: [PATCH 0407/1007] Updated pdf/README.md

---
 pdf/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pdf/README.md b/pdf/README.md
index 82f00bf04..038ecbf8f 100644
--- a/pdf/README.md
+++ b/pdf/README.md
@@ -1,6 +1,6 @@
 How To Create PDF (on macOS)
 ============================
-PDF file can also be purchased here: https://transactions.sendowl.com/products/78175486/4422834F/view
+**PDF file can also be purchased here: https://transactions.sendowl.com/products/78175486/4422834F/view**
 
 
 Setup

From d07ca15537bcbfa479789ec61924472c1d8da2e0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 7 Jun 2022 14:42:42 +0200
Subject: [PATCH 0408/1007] Format

---
 README.md  |  5 ++++-
 index.html |  4 +++-
 parse.js   | 26 ++++++--------------------
 3 files changed, 13 insertions(+), 22 deletions(-)

diff --git a/README.md b/README.md
index ee4e421d5..b286188b7 100644
--- a/README.md
+++ b/README.md
@@ -398,7 +398,8 @@ Format
 
 ### Attributes
 ```python
->>> Person = collections.namedtuple('Person', 'name height')
+>>> from collections import namedtuple
+>>> Person = namedtuple('Person', 'name height')
 >>> person = Person('Jean-Luc', 187)
 >>> f'{person.height}'
 '187'
@@ -457,7 +458,9 @@ Format
 |  5.6789      |   '5.6789'     |    '5.678900'  | '5.678900e+00' |  '567.890000%' |
 | 56.789       |  '56.789'      |   '56.789000'  | '5.678900e+01' | '5678.900000%' |
 +--------------+----------------+----------------+----------------+----------------+
+```
 
+```text
 +--------------+----------------+----------------+----------------+----------------+
 |              |  {:.2}  |  {:.2f} |  {:.2e} |  {:.2%} |
 +--------------+----------------+----------------+----------------+----------------+
diff --git a/index.html b/index.html
index 046c2da9f..3a7a6b23f 100644
--- a/index.html
+++ b/index.html
@@ -369,7 +369,8 @@
 <str> = '%s, %s' % (<el_1>, <el_2>)  # Redundant and inferior C style formatting.
 
    
 
-
    Attributes
    >>> Person = collections.namedtuple('Person', 'name height')
+
    Attributes
    >>> from collections import namedtuple
+>>> Person = namedtuple('Person', 'name height')
 >>> person = Person('Jean-Luc', 187)
 >>> f'{person.height}'
 '187'
@@ -434,6 +435,7 @@
 ┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
 
    
 
+
    
 
      
 
    • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
      • 
 
    • This rule only effects numbers that can be represented exactly by a float (.5, .25, …).
      • 
diff --git a/parse.js b/parse.js
index f2e719e72..41c707851 100755
--- a/parse.js
+++ b/parse.js
@@ -112,15 +112,6 @@ const DIAGRAM_1_A =
   '|                  |  Iterable  | Collection |  Sequence  |\n' +
   '+------------------+------------+------------+------------+\n';
 
-// const DIAGRAM_1_B =
-//   '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
-//   '┃                  │  Sequence  │ Collection │  Iterable  ┃\n' +
-//   '┠──────────────────┼────────────┼────────────┼────────────┨\n' +
-//   '┃ list, range, str │     ✓      │     ✓      │     ✓      ┃\n' +
-//   '┃ dict, set        │            │     ✓      │     ✓      ┃\n' +
-//   '┃ iter             │            │            │     ✓      ┃\n' +
-//   '┗━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┷━━━━━━━━━━━━┛\n';
-
 const DIAGRAM_1_B =
 '┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┯━━━━━━━━━━━━┓\n' +
 '┃                  │  Iterable  │ Collection │  Sequence  ┃\n' +
@@ -135,17 +126,6 @@ const DIAGRAM_2_A =
   '|                    |  Number  |  Complex |   Real   | Rational | Integral |\n' +
   '+--------------------+----------+----------+----------+----------+----------+\n';
 
-// const DIAGRAM_2_B =
-//   '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
-//   '┃                    │ Integral │ Rational │   Real   │ Complex  │  Number  ┃\n' +
-//   '┠────────────────────┼──────────┼──────────┼──────────┼──────────┼──────────┨\n' +
-//   '┃ int                │    ✓     │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-//   '┃ fractions.Fraction │          │    ✓     │    ✓     │    ✓     │    ✓     ┃\n' +
-//   '┃ float              │          │          │    ✓     │    ✓     │    ✓     ┃\n' +
-//   '┃ complex            │          │          │          │    ✓     │    ✓     ┃\n' +
-//   '┃ decimal.Decimal    │          │          │          │          │    ✓     ┃\n' +
-//   '┗━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┷━━━━━━━━━━┛\n';
-
 const DIAGRAM_2_B =
   '┏━━━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┯━━━━━━━━━━┓\n' +
   '┃                    │  Number  │  Complex │   Real   │ Rational │ Integral ┃\n' +
@@ -201,6 +181,11 @@ const DIAGRAM_4_B =
   "┃ 56.789       │    '5.7e+01'   │     '56.79'    │   '5.68e+01'   │   '5678.90%'   ┃\n" +
   "┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛\n";
 
+const DIAGRAM_5_A =
+  "+--------------+----------------+----------------+----------------+----------------+\n" +
+  "|              |  {:.2}  |  {:.2f} |  {:.2e} |  {:.2%} |\n" +
+  "+--------------+----------------+----------------+----------------+----------------+\n";
+
 const DIAGRAM_6_A =
   '+------------+------------+------------+------------+--------------+\n' +
   '|            |  Iterable  | Collection |  Sequence  | abc.Sequence |\n' +
@@ -530,6 +515,7 @@ function updateDiagrams() {
   $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
   $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
   $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
+  $(`code:contains(${DIAGRAM_5_A})`).remove();
   $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
   $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
   $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);

From 3d151bca6732a1fc8573b9163cb6cdfa972f89ea Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 7 Jun 2022 17:36:00 +0200
Subject: [PATCH 0409/1007] Pandas

---
 README.md  |  4 ++++
 index.html |  4 +++-
 parse.js   | 10 +++++++++-
 3 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index b286188b7..aef51702b 100644
--- a/README.md
+++ b/README.md
@@ -3178,7 +3178,9 @@ y    2
 | sr.apply(…)     |      3      |    sum  3   |     s  3      |
 | sr.agg(…)       |             |             |               |
 +-----------------+-------------+-------------+---------------+
+```
 
+```text
 +-----------------+-------------+-------------+---------------+
 |                 |    'rank'   |   ['rank']  | {'r': 'rank'} |
 +-----------------+-------------+-------------+---------------+
@@ -3296,7 +3298,9 @@ b  3  4
 | df.agg(…)       |     x  4    |  sum  4  6  |     x  4      |
 |                 |     y  6    |             |               |
 +-----------------+-------------+-------------+---------------+
+```
 
+```text
 +-----------------+-------------+-------------+---------------+
 |                 |    'rank'   |   ['rank']  | {'x': 'rank'} |
 +-----------------+-------------+-------------+---------------+
diff --git a/index.html b/index.html
index 3a7a6b23f..f2160f31b 100644
--- a/index.html
+++ b/index.html
@@ -435,7 +435,7 @@
 ┗━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━┛
 
    
 
-
    
+
 
      
 
    • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
      • 
 
    • This rule only effects numbers that can be represented exactly by a float (.5, .25, …).
      • 
@@ -2592,6 +2592,7 @@
 ┃ sr.transform(…) │     y  2    │   y     2   │       y  2    ┃
 ┗━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
+
 
      
 
    • Last result has a hierarchical index. Use '<Sr>[key_1, key_2]' to get its values.
      • 
 
    
@@ -2692,6 +2693,7 @@
 ┃                 │             │ b    2    2 │               ┃
 ┗━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛
 
    
+
 
      
 
    • Use '<DF>[col_key_1, col_key_2][row_key]' to get the fifth result's values.
      • 
 
    
diff --git a/parse.js b/parse.js
index 41c707851..e84051f12 100755
--- a/parse.js
+++ b/parse.js
@@ -331,6 +331,9 @@ const DIAGRAM_13_B =
   "┃ sr.transform(…) │     y  2    │   y     2   │       y  2    ┃\n" +
   "┗━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
+const DIAGRAM_14_A =
+  "|                 |    'rank'   |   ['rank']  | {'r': 'rank'} |";
+
 const DIAGRAM_15_A =
   '+------------------------+---------------+------------+------------+--------------------------+';
 
@@ -386,6 +389,9 @@ const DIAGRAM_16_B =
   "┃                 │             │ b    2    2 │               ┃\n" +
   "┗━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━┛\n";
 
+const DIAGRAM_17_A =
+  "|                 |    'rank'   |   ['rank']  | {'x': 'rank'} |";
+
 const DIAGRAM_18_A =
   '| gb.agg(…)       |      x   y  |      x  y   |      x    y |        x      |';
 
@@ -515,7 +521,7 @@ function updateDiagrams() {
   $(`code:contains(${DIAGRAM_2_A})`).html(DIAGRAM_2_B);
   $(`code:contains(${DIAGRAM_3_A})`).html(DIAGRAM_3_B);
   $(`code:contains(${DIAGRAM_4_A})`).html(DIAGRAM_4_B);
-  $(`code:contains(${DIAGRAM_5_A})`).remove();
+  $(`code:contains(${DIAGRAM_5_A})`).parent().remove();
   $(`code:contains(${DIAGRAM_6_A})`).html(DIAGRAM_6_B);
   $(`code:contains(${DIAGRAM_7_A})`).html(DIAGRAM_7_B);
   $(`code:contains(${DIAGRAM_8_A})`).html(DIAGRAM_8_B);
@@ -524,8 +530,10 @@ function updateDiagrams() {
   $(`code:contains(${DIAGRAM_11_A})`).html(DIAGRAM_11_B);
   $(`code:contains(${DIAGRAM_12_A})`).html(DIAGRAM_12_B).removeClass("text").removeClass("language-text").addClass("python");
   $(`code:contains(${DIAGRAM_13_A})`).html(DIAGRAM_13_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_14_A})`).parent().remove();
   $(`code:contains(${DIAGRAM_15_A})`).html(DIAGRAM_15_B).removeClass("text").removeClass("language-text").addClass("python");
   $(`code:contains(${DIAGRAM_16_A})`).html(DIAGRAM_16_B).removeClass("text").removeClass("language-text").addClass("python");
+  $(`code:contains(${DIAGRAM_17_A})`).parent().remove();
   $(`code:contains(${DIAGRAM_18_A})`).html(DIAGRAM_18_B).removeClass("text").removeClass("language-text").addClass("python");
 }
 

From ff47ccf096fb88657048ee16df1e898cbb36bcb1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 10 Jun 2022 03:25:36 +0200
Subject: [PATCH 0410/1007] Datetime

---
 README.md  |  8 ++++----
 index.html | 12 ++++++------
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index aef51702b..8d619a999 100644
--- a/README.md
+++ b/README.md
@@ -604,7 +604,7 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
 
     = datetime(year, month, day, hour=0, minute=0, second=0, ...)
  = timedelta(weeks=0, days=0, hours=0, minutes=0, seconds=0, ...)
 ```
-* **Use `'.weekday()'` to get the day of the week (Mon == 0).**
+* **Use `'.weekday()'` to get the day of the week as an int, with Monday being 0.**
 * **`'fold=1'` means the second pass in case of time jumping back for one hour.**
 * **Timedelta normalizes arguments to ±days, seconds (< 86 400) and microseconds (< 1M).**
 
@@ -633,16 +633,16 @@ from dateutil.tz import UTC, tzlocal, gettz, datetime_exists, resolve_imaginary
     = DT.fromtimestamp()         # Local time DTn from seconds since the Epoch.
     = DT.fromtimestamp(, )  # Aware datetime from seconds since the Epoch.
 ```
-* **ISO strings come in following forms: `'YYYY-MM-DD'`, `'HH:MM:SS.ffffff[±]'`, or both separated by an arbitrary character. Offset is formatted as: `'HH:MM'`.**
+* **ISO strings come in following forms: `'YYYY-MM-DD'`, `'HH:MM:SS.mmmuuu[±HH:MM]'`, or both separated by an arbitrary character. All parts following hours are optional.**
 * **Python uses the Unix Epoch: `'1970-01-01 00:00 UTC'`, `'1970-01-01 01:00 CET'`, ...**
 
 ### Decode
 ```python
-    = .isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
+    = .isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds/…'.
     = .strftime('')    # Custom string representation.
     = .toordinal()               # Days since Gregorian NYE 1, ignoring time and tz.
   = .timestamp()                # Seconds since the Epoch, from DTn in local tz.
-  = .timestamp()                # Seconds since the Epoch, from DTa.
+  = .timestamp()                # Seconds since the Epoch, from aware datetime.
 ```
 
 ### Format
diff --git a/index.html b/index.html
index f2160f31b..c28a2c30e 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -536,7 +536,7 @@
 
    
 
 
      
-
    • Use '<D/DT>.weekday()' to get the day of the week (Mon == 0).
      • 
+
    • Use '<D/DT>.weekday()' to get the day of the week as an int, with Monday being 0.
      • 
 
    • 'fold=1' means the second pass in case of time jumping back for one hour.
      • 
 
    • Timedelta normalizes arguments to ±days, seconds (< 86 400) and microseconds (< 1M).
      • 
 
    
@@ -563,14 +563,14 @@
 
    
 
 
      
-
    • ISO strings come in following forms: 'YYYY-MM-DD', 'HH:MM:SS.ffffff[±<offset>]', or both separated by an arbitrary character. Offset is formatted as: 'HH:MM'.
      • 
+
    • ISO strings come in following forms: 'YYYY-MM-DD', 'HH:MM:SS.mmmuuu[±HH:MM]', or both separated by an arbitrary character. All parts following hours are optional.
      • 
 
    • Python uses the Unix Epoch: '1970-01-01 00:00 UTC', '1970-01-01 01:00 CET', …
      • 
 
    
-
    Decode
    <str>    = <D/T/DT>.isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds'.
+
    Decode
    <str>    = <D/T/DT>.isoformat(sep='T')      # Also timespec='auto/hours/minutes/seconds/…'.
 <str>    = <D/T/DT>.strftime('<format>')    # Custom string representation.
 <int>    = <D/DT>.toordinal()               # Days since Gregorian NYE 1, ignoring time and tz.
 <float>  = <DTn>.timestamp()                # Seconds since the Epoch, from DTn in local tz.
-<float>  = <DTa>.timestamp()                # Seconds since the Epoch, from DTa.
+<float>  = <DTa>.timestamp()                # Seconds since the Epoch, from aware datetime.
 
    
 
 
    Format
    >>> dt = datetime.strptime('2015-05-14 23:39:00.00 +2000', '%Y-%m-%d %H:%M:%S.%f %z')
@@ -2901,7 +2901,7 @@
  
 
   
 

From babfda1dc9be144daf51affedb520020068838c7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 00:22:22 +0200
Subject: [PATCH 0411/1007] Iterable duck types

---
 README.md  | 2 +-
 index.html | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 8d619a999..6538b50b4 100644
--- a/README.md
+++ b/README.md
@@ -1286,7 +1286,7 @@ class MySequence:
 ### ABC Sequence
 * **It's a richer interface than the basic sequence.**
 * **Extending it generates iter(), contains(), reversed(), index() and count().**
-* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined.**
+* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined. It however recognizes any list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.**
 ```python
 from collections import abc
 
diff --git a/index.html b/index.html
index c28a2c30e..aa72eaaee 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1109,7 +1109,7 @@
 
    ABC Sequence
      
 
    • It's a richer interface than the basic sequence.
      • 
 
    • Extending it generates iter(), contains(), reversed(), index() and count().
      • 
-
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined.
      • 
+
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined. It however recognizes any list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.
      • 
 
    from collections import abc
 
 class MyAbcSequence(abc.Sequence):
@@ -2901,7 +2901,7 @@
  
 
   
 

From c901e88f7f626850a52a41469b3fee5855e86c4b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 00:29:24 +0200
Subject: [PATCH 0412/1007] Iterable duck types

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 6538b50b4..5304c5304 100644
--- a/README.md
+++ b/README.md
@@ -1286,7 +1286,7 @@ class MySequence:
 ### ABC Sequence
 * **It's a richer interface than the basic sequence.**
 * **Extending it generates iter(), contains(), reversed(), index() and count().**
-* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined. It however recognizes any list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.**
+* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.**
 ```python
 from collections import abc
 
diff --git a/index.html b/index.html
index aa72eaaee..42c4be497 100644
--- a/index.html
+++ b/index.html
@@ -1109,7 +1109,7 @@
 
    ABC Sequence
      
 
    • It's a richer interface than the basic sequence.
      • 
 
    • Extending it generates iter(), contains(), reversed(), index() and count().
      • 
-
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined. It however recognizes any list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.
      • 
+
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.
      • 
 
    from collections import abc
 
 class MyAbcSequence(abc.Sequence):

From e5a85b342479e30b9e2159fde5e13b7119613870 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 00:43:12 +0200
Subject: [PATCH 0413/1007] Iterable duck types

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 5304c5304..c5c45e7b8 100644
--- a/README.md
+++ b/README.md
@@ -1286,7 +1286,7 @@ class MySequence:
 ### ABC Sequence
 * **It's a richer interface than the basic sequence.**
 * **Extending it generates iter(), contains(), reversed(), index() and count().**
-* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.**
+* **Unlike `'abc.Iterable'` and `'abc.Collection'`, it is not a duck type. That is why `'issubclass(MySequence, abc.Sequence)'` would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray, memoryview and deque, because they are registered as Sequence's virtual subclasses.**
 ```python
 from collections import abc
 
diff --git a/index.html b/index.html
index 42c4be497..69b329bef 100644
--- a/index.html
+++ b/index.html
@@ -1109,7 +1109,7 @@
 
    ABC Sequence
      
 
    • It's a richer interface than the basic sequence.
      • 
 
    • Extending it generates iter(), contains(), reversed(), index() and count().
      • 
-
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray and memoryview, because they are registered as Sequence's virtual subclasses.
      • 
+
    • Unlike 'abc.Iterable' and 'abc.Collection', it is not a duck type. That is why 'issubclass(MySequence, abc.Sequence)' would return False even if MySequence had all the methods defined. It however recognizes list, tuple, range, str, bytes, bytearray, memoryview and deque, because they are registered as Sequence's virtual subclasses.
      • 
 
    from collections import abc
 
 class MyAbcSequence(abc.Sequence):

From f505d0beff74ee48cb4507028c4a264124ebbaa6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 00:52:37 +0200
Subject: [PATCH 0414/1007] Duck types

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c5c45e7b8..7869e0de6 100644
--- a/README.md
+++ b/README.md
@@ -1094,7 +1094,7 @@ Duck Types
 ### Comparable
 * **If eq() method is not overridden, it returns `'id(self) == id(other)'`, which is the same as `'self is other'`.**
 * **That means all objects compare not equal by default.**
-* **Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted.**
+* **Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted. False is returned if both return NotImplemented.**
 * **Ne() automatically works on any object that has eq() defined.**
 
 ```python
diff --git a/index.html b/index.html
index 69b329bef..05fe4ed3f 100644
--- a/index.html
+++ b/index.html
@@ -923,7 +923,7 @@
 
    #Duck Types
    A duck type is an implicit type that prescribes a set of special methods. Any object that has those methods defined is considered a member of that duck type.
    Comparable
      
 
    • If eq() method is not overridden, it returns 'id(self) == id(other)', which is the same as 'self is other'.
      • 
 
    • That means all objects compare not equal by default.
      • 
-
    • Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted.
      • 
+
    • Only the left side object has eq() method called, unless it returns NotImplemented, in which case the right object is consulted. False is returned if both return NotImplemented.
      • 
 
    • Ne() automatically works on any object that has eq() defined.
      • 
 
    class MyComparable:
     def __init__(self, a):

From 4cfa709f76939d4c1ed4e22a9c266bf9a431487b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 01:57:12 +0200
Subject: [PATCH 0415/1007] OS Commands

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 7869e0de6..c53c48c12 100644
--- a/README.md
+++ b/README.md
@@ -1708,7 +1708,7 @@ import os, shutil, subprocess
 ```python
 os.chdir()                 # Changes the current working directory.
 os.mkdir(, mode=0o777)     # Creates a directory. Mode is in octal.
-os.makedirs(, mode=0o777)  # Creates dirs in path. Also: `exist_ok=False`.
+os.makedirs(, mode=0o777)  # Creates all path's dirs. Also: `exist_ok=False`.
 ```
 
 ```python
diff --git a/index.html b/index.html
index 05fe4ed3f..c15930cef 100644
--- a/index.html
+++ b/index.html
@@ -1440,7 +1440,7 @@
 
  • Functions report OS related errors by raising either OSError or one of its subclasses.
    • 
 
    os.chdir(<path>)                 # Changes the current working directory.
 os.mkdir(<path>, mode=0o777)     # Creates a directory. Mode is in octal.
-os.makedirs(<path>, mode=0o777)  # Creates dirs in path. Also: `exist_ok=False`.
+os.makedirs(<path>, mode=0o777)  # Creates all path's dirs. Also: `exist_ok=False`.
 
    
 
 

From 3b8d61d4c073bfa20a4292a88baeb85f4ca5fa51 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 02:04:25 +0200
Subject: [PATCH 0416/1007] NumPy

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index c53c48c12..c28dff00c 100644
--- a/README.md
+++ b/README.md
@@ -2656,7 +2656,7 @@ indexes = .argmin(axis)
 ```
 
 * **Shape is a tuple of dimension sizes.**
-* **Axis is an index of the dimension that gets collapsed. Leftmost dimension has index 0.**
+* **Axis is an index of the dimension that gets aggregated. Leftmost dimension has index 0.**
 
 ### Indexing
 ```bash
diff --git a/index.html b/index.html
index c15930cef..8a3eabb8e 100644
--- a/index.html
+++ b/index.html
@@ -2168,7 +2168,7 @@
 
    
 
      
 
    • Shape is a tuple of dimension sizes.
      • 
-
    • Axis is an index of the dimension that gets collapsed. Leftmost dimension has index 0.
      • 
+
    • Axis is an index of the dimension that gets aggregated. Leftmost dimension has index 0.
      • 
 
    
 
    Indexing
    <el>       = <2d_array>[row_index, column_index]
 <1d_view>  = <2d_array>[row_index]

From a3a87e099ab0fcbad81ae26bbd6cc9212aa7436e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sat, 11 Jun 2022 02:15:08 +0200
Subject: [PATCH 0417/1007] Format

---
 README.md  | 50 +++++++++++++++++++++++++-------------------------
 index.html | 50 +++++++++++++++++++++++++-------------------------
 2 files changed, 50 insertions(+), 50 deletions(-)

diff --git a/README.md b/README.md
index c28dff00c..4dbb9ee4b 100644
--- a/README.md
+++ b/README.md
@@ -392,8 +392,8 @@ import re
 Format
 ------
 ```python
- = f'{}, {}'        # Or: '{}, {}'.format(, )
- = '%s, %s' % (, )  # Redundant and inferior C style formatting.
+ = f'{}, {}'            # Or: '{}, {}'.format(, )
+ = '%s, %s' % (, )      # Redundant and inferior C style formatting.
 ```
 
 ### Attributes
@@ -409,40 +409,40 @@ Format
 
 ### General Options
 ```python
-{:<10}                           # '      '
-{:^10}                           # '      '
-{:>10}                           # '      '
-{:.<10}                          # '......'
-{:0}                             # ''
+{:<10}                               # '      '
+{:^10}                               # '      '
+{:>10}                               # '      '
+{:.<10}                              # '......'
+{:0}                                 # ''
 ```
 * **Options can be generated dynamically: `f'{:{}[…]}'`.**
 * **Adding `'!r'` before the colon converts object to string by calling its [repr()](#class) method.**
 
 ### Strings
 ```python
-{'abcde':10}                         # 'abcde     '
-{'abcde':10.3}                       # 'abc       '
-{'abcde':.3}                         # 'abc'
-{'abcde'!r:10}                       # "'abcde'   "
+{'abcde':10}                             # 'abcde     '
+{'abcde':10.3}                           # 'abc       '
+{'abcde':.3}                             # 'abc'
+{'abcde'!r:10}                           # "'abcde'   "
 ```
 
 ### Numbers
 ```python
-{123456:10}                          # '    123456'
-{123456:10,}                         # '   123,456'
-{123456:10_}                         # '   123_456'
-{123456:+10}                         # '   +123456'
-{123456:=+10}                        # '+   123456'
-{123456: }                           # ' 123456'
-{-123456: }                          # '-123456'
+{123456:10}                              # '    123456'
+{123456:10,}                             # '   123,456'
+{123456:10_}                             # '   123_456'
+{123456:+10}                             # '   +123456'
+{123456:=+10}                            # '+   123456'
+{123456: }                               # ' 123456'
+{-123456: }                              # '-123456'
 ```
 
 ### Floats
 ```python
-{1.23456:10.3}                       # '      1.23'
-{1.23456:10.3f}                      # '     1.235'
-{1.23456:10.3e}                      # ' 1.235e+00'
-{1.23456:10.3%}                      # '  123.456%'
+{1.23456:10.3}                           # '      1.23'
+{1.23456:10.3f}                          # '     1.235'
+{1.23456:10.3e}                          # ' 1.235e+00'
+{1.23456:10.3%}                          # '  123.456%'
 ```
 
 #### Comparison of presentation types:
@@ -478,9 +478,9 @@ Format
 
 ### Ints
 ```python
-{90:c}                               # 'Z'
-{90:b}                               # '1011010'
-{90:X}                               # '5A'
+{90:c}                                   # 'Z'
+{90:b}                                   # '1011010'
+{90:X}                                   # '5A'
 ```
 
 
diff --git a/index.html b/index.html
index 8a3eabb8e..b6bef04c2 100644
--- a/index.html
+++ b/index.html
@@ -365,8 +365,8 @@
 
  • As shown above, it restricts all special sequence matches to the first 128 characters and prevents '\s' from accepting '[\x1c-\x1f]' (the so-called separator characters).
    • 
 
  • Use a capital letter for negation (all non-ASCII characters will be matched when used in combination with ASCII flag).
    • 
 
-
    #Format
    <str> = f'{<el_1>}, {<el_2>}'        # Or: '{}, {}'.format(<el_1>, <el_2>)
-<str> = '%s, %s' % (<el_1>, <el_2>)  # Redundant and inferior C style formatting.
+
    #Format
    <str> = f'{<el_1>}, {<el_2>}'            # Or: '{}, {}'.format(<el_1>, <el_2>)
+<str> = '%s, %s' % (<el_1>, <el_2>)      # Redundant and inferior C style formatting.
 
    
 
 
    Attributes
    >>> from collections import namedtuple
@@ -378,36 +378,36 @@
 '187'
 
    
 
-
    General Options
    {<el>:<10}                           # '<el>      '
-{<el>:^10}                           # '   <el>   '
-{<el>:>10}                           # '      <el>'
-{<el>:.<10}                          # '<el>......'
-{<el>:0}                             # '<el>'
+
    General Options
    {<el>:<10}                               # '<el>      '
+{<el>:^10}                               # '   <el>   '
+{<el>:>10}                               # '      <el>'
+{<el>:.<10}                              # '<el>......'
+{<el>:0}                                 # '<el>'
 
    
 
 
      
 
    • Options can be generated dynamically: f'{<el>:{<str/int>}[…]}'.
      • 
 
    • Adding '!r' before the colon converts object to string by calling its repr() method.
      • 
 
    
-
    Strings
    {'abcde':10}                         # 'abcde     '
-{'abcde':10.3}                       # 'abc       '
-{'abcde':.3}                         # 'abc'
-{'abcde'!r:10}                       # "'abcde'   "
+
    Strings
    {'abcde':10}                             # 'abcde     '
+{'abcde':10.3}                           # 'abc       '
+{'abcde':.3}                             # 'abc'
+{'abcde'!r:10}                           # "'abcde'   "
 
    
 
-
    Numbers
    {123456:10}                          # '    123456'
-{123456:10,}                         # '   123,456'
-{123456:10_}                         # '   123_456'
-{123456:+10}                         # '   +123456'
-{123456:=+10}                        # '+   123456'
-{123456: }                           # ' 123456'
-{-123456: }                          # '-123456'
+
    Numbers
    {123456:10}                              # '    123456'
+{123456:10,}                             # '   123,456'
+{123456:10_}                             # '   123_456'
+{123456:+10}                             # '   +123456'
+{123456:=+10}                            # '+   123456'
+{123456: }                               # ' 123456'
+{-123456: }                              # '-123456'
 
    
 
-
    Floats
    {1.23456:10.3}                       # '      1.23'
-{1.23456:10.3f}                      # '     1.235'
-{1.23456:10.3e}                      # ' 1.235e+00'
-{1.23456:10.3%}                      # '  123.456%'
+
    Floats
    {1.23456:10.3}                           # '      1.23'
+{1.23456:10.3f}                          # '     1.235'
+{1.23456:10.3e}                          # ' 1.235e+00'
+{1.23456:10.3%}                          # '  123.456%'
 
    
 
 
    Comparison of presentation types:
    ┏━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━━━┓
@@ -440,9 +440,9 @@
 
  • When both rounding up and rounding down are possible, the one that returns result with even last digit is chosen. That makes '{6.5:.0f}' a '6' and '{7.5:.0f}' an '8'.
    • 
 
  • This rule only effects numbers that can be represented exactly by a float (.5, .25, …).
    • 
 
-
    Ints
    {90:c}                               # 'Z'
-{90:b}                               # '1011010'
-{90:X}                               # '5A'
+
    Ints
    {90:c}                                   # 'Z'
+{90:b}                                   # '1011010'
+{90:X}                                   # '5A'
 
    
 
 
    #Numbers
    <int>      = int(<float/str/bool>)       # Or: math.floor(<float>)

From d97a2158622b4f0b65ddf0ec223f6f9d0de4c7ed Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 14 Jun 2022 20:51:24 +0200
Subject: [PATCH 0418/1007] Command line arguments, Struct, MemoryView

---
 README.md  | 33 ++++++++++++++++-----------------
 index.html | 48 +++++++++++++++++++++++++-----------------------
 parse.js   | 18 ++++++++++++++++++
 3 files changed, 59 insertions(+), 40 deletions(-)

diff --git a/README.md b/README.md
index 4dbb9ee4b..92254ab5b 100644
--- a/README.md
+++ b/README.md
@@ -1546,7 +1546,7 @@ value = args.
 
 * **Use `'help='` to set argument description that will be displayed in help message.**
 * **Use `'default='` to set the default value.**
-* **Use `'type=FileType()'` for files. Also accepts 'encoding', but not 'newline'.**
+* **Use `'type=FileType()'` for files. Accepts 'encoding', but 'newline' is always None.**
 
 
 Open
@@ -1672,7 +1672,7 @@ from pathlib import Path
 ```python
  = Path()                     # Returns relative cwd. Also Path('.').
  = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
- = Path.home()                # Returns user's home directory.
+ = Path.home()                # Returns user's home directory (absolute).
  = Path(__file__).resolve()   # Returns script's path if cwd wasn't changed.
 ```
 
@@ -1828,13 +1828,13 @@ import csv
 * **File must be opened with a `'newline=""'` argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!**
 
 ### Parameters
-* **`'dialect'` - Master parameter that sets the default values. String or a dialect object.**
+* **`'dialect'` - Master parameter that sets the default values. String or a Dialect object.**
 * **`'delimiter'` - A one-character string used to separate fields.**
 * **`'quotechar'` - Character for quoting fields that contain special characters.**
 * **`'doublequote'` - Whether quotechars inside fields are/get doubled or escaped.**
 * **`'skipinitialspace'` - Whether whitespace after delimiter gets stripped by reader.**
 * **`'lineterminator'` - How writer terminates rows. Reader is hardcoded to '\n', '\r', '\r\n'.**
-* **`'quoting'` - Controls the amount of quoting: 0 - as necessary, 1 - all.**
+* **`'quoting'` - 0: As necessary, 1: All, 2: All but numbers which are read as floats, 3: None.**
 * **`'escapechar'` - Character for escaping quotechars if doublequote is False.**
 
 ### Dialects
@@ -1982,16 +1982,11 @@ Struct
 * **System’s type sizes, byte order, and alignment rules are used by default.**
 
 ```python
-from struct import pack, unpack, iter_unpack
+from struct import pack, unpack
+ = pack('',  [, ...])  # Packages arguments into bytes object.
+ = unpack('', )     # Use iter_unpack() for iterator of tuples.
 ```
 
-```python
-  = pack('',  [, , ...])
-  = unpack('', )
- = iter_unpack('', )
-```
-
-### Example
 ```python
 >>> pack('>hhl', 1, 2, 3)
 b'\x00\x01\x00\x02\x00\x00\x00\x03'
@@ -2001,12 +1996,15 @@ b'\x00\x01\x00\x02\x00\x00\x00\x03'
 
 ### Format
 #### For standard type sizes and manual alignment (padding) start format string with:
-* **`'='` - system's byte order (usually little-endian)**
-* **`'<'` - little-endian**
-* **`'>'` - big-endian (also `'!'`)**
+* **`'='` - System's byte order (usually little-endian).**
+* **`'<'` - Little-endian.**
+* **`'>'` - Big-endian (also `'!'`).**
+
+#### Besides numbers, pack() and unpack() also support bytes objects as part of the seqence:
+* **`'c'` - A bytes object with single element. Use `'x'` for pad byte.**
+* **`'s'` - A bytes object with n elements.**
 
 #### Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
-* **`'x'` - pad byte**
 * **`'b'` - char (1/1)**
 * **`'h'` - short (2/2)**
 * **`'i'` - int (2/4)**
@@ -2037,7 +2035,8 @@ Memory View
 * **A sequence object that points to the memory of another object.**
 * **Each element can reference a single or multiple consecutive bytes, depending on format.**
 * **Order and number of elements can be changed with slicing.**
-* **Casting only works between char and other types and uses system's sizes and byte order.**
+* **Casting only works between char and other types and uses system's sizes.**
+* **Byte order is always determined by the system.**
 
 ```python
  = memoryview()  # Immutable if bytes, else mutable.
diff --git a/index.html b/index.html
index b6bef04c2..2007bd37f 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1322,7 +1322,7 @@
 
      
 
    • Use 'help=<str>' to set argument description that will be displayed in help message.
      • 
 
    • Use 'default=<el>' to set the default value.
      • 
-
    • Use 'type=FileType(<mode>)' for files. Also accepts 'encoding', but not 'newline'.
      • 
+
    • Use 'type=FileType(<mode>)' for files. Accepts 'encoding', but 'newline' is always None.
      • 
 
    
 
    #Open
    Opens the file and returns a corresponding file object.
    <file> = open(<path>, mode='r', encoding=None, newline=None)
 
    
@@ -1417,7 +1417,7 @@
 
    
 
    <Path> = Path()                     # Returns relative cwd. Also Path('.').
 <Path> = Path.cwd()                 # Returns absolute cwd. Also Path().resolve().
-<Path> = Path.home()                # Returns user's home directory.
+<Path> = Path.home()                # Returns user's home directory (absolute).
 <Path> = Path(__file__).resolve()   # Returns script's path if cwd wasn't changed.
 
    
 
    <Path> = <Path>.parent              # Returns Path without the final component.
@@ -1526,13 +1526,13 @@
 
  • File must be opened with a 'newline=""' argument, or '\r' will be added in front of every '\n' on platforms that use '\r\n' line endings!
    • 
 
 
    Parameters
      
-
    • 'dialect' - Master parameter that sets the default values. String or a dialect object.
      • 
+
    • 'dialect' - Master parameter that sets the default values. String or a Dialect object.
      • 
 
    • 'delimiter' - A one-character string used to separate fields.
      • 
 
    • 'quotechar' - Character for quoting fields that contain special characters.
      • 
 
    • 'doublequote' - Whether quotechars inside fields are/get doubled or escaped.
      • 
 
    • 'skipinitialspace' - Whether whitespace after delimiter gets stripped by reader.
      • 
 
    • 'lineterminator' - How writer terminates rows. Reader is hardcoded to '\n', '\r', '\r\n'.
      • 
-
    • 'quoting' - Controls the amount of quoting: 0 - as necessary, 1 - all.
      • 
+
    • 'quoting' - 0: As necessary, 1: All, 2: All but numbers which are read as floats, 3: None.
      • 
 
    • 'escapechar' - Character for escaping quotechars if doublequote is False.
      • 
 
    Dialects
    ┏━━━━━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┯━━━━━━━━━━━━━━┓
 ┃                  │     excel    │   excel-tab  │     unix     ┃
@@ -1643,26 +1643,25 @@
 
    #Struct
      
 
    • Module that performs conversions between a sequence of numbers and a bytes object.
      • 
 
    • System’s type sizes, byte order, and alignment rules are used by default.
      • 
-
    from struct import pack, unpack, iter_unpack
+
    from struct import pack, unpack
+<bytes> = pack('<format>', <el> [, ...])  # Packages arguments into bytes object.
+<tuple> = unpack('<format>', <bytes>)     # Use iter_unpack() for iterator of tuples.
 
    
 
 
-
    <bytes>  = pack('<format>', <num_1> [, <num_2>, ...])
-<tuple>  = unpack('<format>', <bytes>)
-<tuples> = iter_unpack('<format>', <bytes>)
-
    
-
    Example
    >>> pack('>hhl', 1, 2, 3)
+
    >>> pack('>hhl', 1, 2, 3)
 b'\x00\x01\x00\x02\x00\x00\x00\x03'
 >>> unpack('>hhl', b'\x00\x01\x00\x02\x00\x00\x00\x03')
 (1, 2, 3)
-
    
-
-
    Format
    For standard type sizes and manual alignment (padding) start format string with:
      
-
    • '=' - system's byte order (usually little-endian)
      • 
-
    • '<' - little-endian
      • 
-
    • '>' - big-endian (also '!')
      • 
-
    Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
      
-
    • 'x' - pad byte
      • 
+
    
+
    Format
    For standard type sizes and manual alignment (padding) start format string with:
      
+
    • '=' - System's byte order (usually little-endian).
      • 
+
    • '<' - Little-endian.
      • 
+
    • '>' - Big-endian (also '!').
      • 
+
    Besides numbers, pack() and unpack() also support bytes objects as part of the seqence:
      
+
    • 'c' - A bytes object with single element. Use 'x' for pad byte.
      • 
+
    • '<n>s' - A bytes object with n elements.
      • 
+
    Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
      
 
    • 'b' - char (1/1)
      • 
 
    • 'h' - short (2/2)
      • 
 
    • 'i' - int (2/4)
      • 
@@ -1671,7 +1670,9 @@
 
    Floating point types:
      
 
    • 'f' - float (4/4)
      • 
 
    • 'd' - double (8/8)
      • 
-
    
+
    
+
+
 
 
 
@@ -1691,7 +1692,8 @@
 
  • A sequence object that points to the memory of another object.
    • 
 
  • Each element can reference a single or multiple consecutive bytes, depending on format.
    • 
 
  • Order and number of elements can be changed with slicing.
    • 
-
  • Casting only works between char and other types and uses system's sizes and byte order.
    • 
+
  • Casting only works between char and other types and uses system's sizes.
    • 
+
  • Byte order is always determined by the system.
    • 
 
    <mview> = memoryview(<bytes/bytearray/array>)  # Immutable if bytes, else mutable.
 <real>  = <mview>[<index>]                     # Returns an int or a float.
 <mview> = <mview>[<slice>]                     # Mview with rearranged elements.
@@ -2195,7 +2197,7 @@
 right = [[0.1, 0.6, 0.8], [0.1, 0.6, 0.8], [0.1, 0.6, 0.8]]  # Shape: (3, 3) <- !
 
    
 
-
    3. If neither non-matching dimension has size 1, raise an error.
    Example
    For each point returns index of its nearest point ([0.1, 0.6, 0.8] => [1, 2, 1]):
    >>> points = np.array([0.1, 0.6, 0.8])
+
    3. If neither non-matching dimension has size 1, raise an error.
    Example
    For each point returns index of its nearest point ([0.1, 0.6, 0.8] => [1, 2, 1]):
    >>> points = np.array([0.1, 0.6, 0.8])
  [ 0.1,  0.6,  0.8]
 >>> wrapped_points = points.reshape(3, 1)
 [[ 0.1],
@@ -2901,7 +2903,7 @@
  
 
   
 
diff --git a/parse.js b/parse.js
index e84051f12..d4ecd754b 100755
--- a/parse.js
+++ b/parse.js
@@ -76,6 +76,9 @@ const OS_RENAME =
   'os.rename(from, to)              # Renames/moves the file or directory.\n' +
   'os.replace(from, to)             # Same, but overwrites \'to\' if it exists.\n';
 
+const STRUCT_FORMAT =
+  '\'<n>s\'';
+
 const TYPE =
   '<class> = type(\'<class_name>\', <tuple_of_parents>, <dict_of_class_attributes>)';
 
@@ -478,6 +481,7 @@ function modifyPage() {
   fixPandasDiagram();
   removePlotImages();
   fixABCSequenceDiv();
+  fixStructFormatDiv();
 }
 
 function changeMenu() {
@@ -569,6 +573,7 @@ function fixHighlights() {
   $(`code:contains(make_dataclass(\'\')`).html(DATACLASS);
   $(`code:contains(shutil.copy)`).html(SHUTIL_COPY);
   $(`code:contains(os.rename)`).html(OS_RENAME);
+  $(`code:contains(\'s\')`).html(STRUCT_FORMAT);
   $(`code:contains(\'\', , )`).html(TYPE);
   $(`code:contains(ValueError: malformed node)`).html(EVAL);
   $(`code:contains(pip3 install tqdm)`).html(PROGRESS_BAR);
@@ -633,6 +638,19 @@ function fixABCSequenceDiv() {
   $('#abcsequence').parent().insertBefore($('#tableofrequiredandautomaticallyavailablespecialmethods').parent())
 }
 
+function fixStructFormatDiv() {
+  const div = $('#format-2').parent()
+  $('#format-2').insertBefore(div)
+  $('#forstandardtypesizesandmanualalignmentpaddingstartformatstringwith').parent().insertBefore(div)
+}
+
+
+function fixStructFormat() {
+  const div = $('#format-2').parent()
+  $('#format-2').insertBefore(div)
+  $('#forstandardtypesizesandmanualalignmentpaddingstartformatstringwith').parent().insertBefore(div)
+}
+
 function updateDate(template) {
   const date = new Date();
   const date_str = date.toLocaleString('en-us', {month: 'long', day: 'numeric', year: 'numeric'});

From bb44b25b23b5d888852bf94203c1ec5c3cb06108 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Wed, 15 Jun 2022 02:53:31 +0200
Subject: [PATCH 0419/1007] Command line arguments, OS Commands

---
 README.md  |  8 +++-----
 index.html | 19 +++++++++----------
 2 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/README.md b/README.md
index 92254ab5b..6a7a184d2 100644
--- a/README.md
+++ b/README.md
@@ -1546,7 +1546,7 @@ value = args.
 
 * **Use `'help='` to set argument description that will be displayed in help message.**
 * **Use `'default='` to set the default value.**
-* **Use `'type=FileType()'` for files. Accepts 'encoding', but 'newline' is always None.**
+* **Use `'type=FileType()'` for files. Accepts 'encoding', but not 'newline'.**
 
 
 Open
@@ -1701,10 +1701,6 @@ OS Commands
 import os, shutil, subprocess
 ```
 
-### Files and Directories
-* **Paths can be either strings, Paths or DirEntry objects.**
-* **Functions report OS related errors by raising either OSError or one of its [subclasses](#exceptions-1).**
-
 ```python
 os.chdir()                 # Changes the current working directory.
 os.mkdir(, mode=0o777)     # Creates a directory. Mode is in octal.
@@ -1726,6 +1722,8 @@ os.remove()                # Deletes the file.
 os.rmdir()                 # Deletes the empty directory.
 shutil.rmtree()            # Deletes the directory.
 ```
+* **Paths can be either strings, Paths or DirEntry objects.**
+* **Functions report OS related errors by raising either OSError or one of its [subclasses](#exceptions-1).**
 
 ### Shell Commands
 ```python
diff --git a/index.html b/index.html
index 2007bd37f..3b580390d 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1322,7 +1322,7 @@
 
      
 
    • Use 'help=<str>' to set argument description that will be displayed in help message.
      • 
 
    • Use 'default=<el>' to set the default value.
      • 
-
    • Use 'type=FileType(<mode>)' for files. Accepts 'encoding', but 'newline' is always None.
      • 
+
    • Use 'type=FileType(<mode>)' for files. Accepts 'encoding', but not 'newline'.
      • 
 
    
 
    #Open
    Opens the file and returns a corresponding file object.
    <file> = open(<path>, mode='r', encoding=None, newline=None)
 
    
@@ -1435,15 +1435,10 @@
 
    #OS Commands
    import os, shutil, subprocess
 
    
 
-
    Files and Directories
      
-
    • Paths can be either strings, Paths or DirEntry objects.
      • 
-
    • Functions report OS related errors by raising either OSError or one of its subclasses.
      • 
-
    os.chdir(<path>)                 # Changes the current working directory.
+
    os.chdir(<path>)                 # Changes the current working directory.
 os.mkdir(<path>, mode=0o777)     # Creates a directory. Mode is in octal.
 os.makedirs(<path>, mode=0o777)  # Creates all path's dirs. Also: `exist_ok=False`.
-
    
-
-
+
    
 
    shutil.copy(from, to)            # Copies the file. 'to' can exist or be a dir.
 shutil.copytree(from, to)        # Copies the directory. 'to' must not exist.
 
    
@@ -1454,6 +1449,10 @@
 os.rmdir(<path>)                 # Deletes the empty directory.
 shutil.rmtree(<path>)            # Deletes the directory.
 
    
+
      
+
    • Paths can be either strings, Paths or DirEntry objects.
      • 
+
    • Functions report OS related errors by raising either OSError or one of its subclasses.
      • 
+
    
 
    Shell Commands
    <pipe> = os.popen('<command>')   # Executes command in sh/cmd and returns its stdout pipe.
 <str>  = <pipe>.read(size=-1)    # Reads 'size' chars or until EOF. Also readline/s().
 <int>  = <pipe>.close()          # Closes the pipe. Returns None on success, int on error.
@@ -2903,7 +2902,7 @@ 
    Format
    
 
 
-
    Debugger Example
    Decorator that prints function's name every time it gets called.
    from functools import wraps
+
    Debugger Example
    Decorator that prints function's name every time the function is called.
    from functools import wraps
 
 def debug(func):
     @wraps(func)
@@ -1559,7 +1559,7 @@
         writer.writerows(rows)
 
    
 
-
    #SQLite
    Server-less database engine that stores each database into a separate file.
    Connect
    Opens a connection to the database file. Creates a new file if path doesn't exist.
    import sqlite3
+
    #SQLite
    A server-less database engine that stores each database into a separate file.
    Connect
    Opens a connection to the database file. Creates a new file if path doesn't exist.
    import sqlite3
 <conn> = sqlite3.connect(<path>)                # Also ':memory:'.
 <conn>.close()                                  # Closes the connection.
 
    
@@ -1643,8 +1643,8 @@
 
  • Module that performs conversions between a sequence of numbers and a bytes object.
    • 
 
  • System’s type sizes, byte order, and alignment rules are used by default.
    • 
 
    from struct import pack, unpack
-<bytes> = pack('<format>', <el> [, ...])  # Packages arguments into bytes object.
-<tuple> = unpack('<format>', <bytes>)     # Use iter_unpack() for iterator of tuples.
+<bytes> = pack('<format>', <el_1> [, ...])  # Packages arguments into bytes object.
+<tuple> = unpack('<format>', <bytes>)       # Use iter_unpack() for iterator of tuples.
 
    
 
 
@@ -1658,7 +1658,7 @@ 
    Format
    '<' - Little-endian.
 
  • '>' - Big-endian (also '!').
    • 
 
    Besides numbers, pack() and unpack() also support bytes objects as part of the seqence:
      
-
    • 'c' - A bytes object with single element. Use 'x' for pad byte.
      • 
+
    • 'c' - A bytes object with a single element. Use 'x' for pad byte.
      • 
 
    • '<n>s' - A bytes object with n elements.
      • 
 
    Integer types. Use a capital letter for unsigned type. Minimum and standard sizes are in brackets:
      
 
    • 'b' - char (1/1)
      • 
@@ -2902,7 +2902,7 @@ 
      Format
    
 
@@ -1266,11 +1267,8 @@
 raise RuntimeError('None of above!')
 
    
 
-
    User-defined Exceptions
    class MyError(Exception):
-    pass
-
-class MyInputError(MyError):
-    pass
+
    User-defined Exceptions
    class MyError(Exception): pass
+class MyInputError(MyError): pass
 
    
 
 
    #Exit
    Exits the interpreter by raising SystemExit exception.
    import sys
@@ -2902,7 +2900,7 @@ 
    Format
    
 
-
    MRO determines the order in which parent classes are traversed when searching for a method:
    
+
    MRO determines the order in which parent classes are traversed when searching for a method or an attribute:
    
 
    >>> C.mro()
 [<class 'C'>, <class 'A'>, <class 'B'>, <class 'object'>]
 
    

From 1ea542ca1931d5bea6b8cfde8fc355eec88f46c1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Fri, 17 Jun 2022 22:42:49 +0200
Subject: [PATCH 0424/1007] Class

---
 README.md  | 2 +-
 index.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 089a718a6..18072d666 100644
--- a/README.md
+++ b/README.md
@@ -1815,7 +1815,7 @@ import csv
 ```
 * **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
 * **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
-* **To print the table to console use [Tabulate](#table) library.**
+* **To print the table to the console use [Tabulate](#table) library.**
 
 ### Write
 ```python
diff --git a/index.html b/index.html
index 2bc7ae5d1..d4ef62a8c 100644
--- a/index.html
+++ b/index.html
@@ -1514,7 +1514,7 @@
 
      
 
    • File must be opened with a 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
 
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
-
    • To print the table to console use Tabulate library.
      • 
+
    • To print the table to the console use Tabulate library.
      • 
 
    
 
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
 <writer>.writerow(<collection>)     # Encodes objects using `str(<el>)`.

From 96d976786e6b6849e5545baf3c04c9ea85b00868 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 19 Jun 2022 04:27:28 +0200
Subject: [PATCH 0425/1007] Arguments

---
 README.md           |  6 +++---
 index.html          | 10 +++++-----
 pdf/remove_links.py |  2 +-
 3 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 18072d666..2c4122ffe 100644
--- a/README.md
+++ b/README.md
@@ -679,8 +679,8 @@ def f():                      # def f(x, y):
 def f():                         # def f(x=0, y=0):
 def f(, ):      # def f(x, y=0):
 ```
-* **A function has its default values evaluated when it's first encountered in the scope.**
-* **Any changes to default values that are mutable will persist between invocations.**
+* **Value of a default argument is evaluated when function is first encountered in the scope.**
+* **If this value is a mutable object, then all its mutations will persist between invocations.**
 
 
 Splat Operator
@@ -1814,8 +1814,8 @@ import csv
    = list()           # Returns a list of remaining rows.
 ```
 * **File must be opened with a `'newline=""'` argument, or newlines embedded inside quoted fields will not be interpreted correctly!**
-* **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
 * **To print the table to the console use [Tabulate](#table) library.**
+* **For XML and binary Excel files (xlsx, xlsm and xlsb) use [Pandas](#dataframe-plot-encode-decode) library.**
 
 ### Write
 ```python
diff --git a/index.html b/index.html
index d4ef62a8c..f4b182168 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -601,8 +601,8 @@
 
    
 
 
      
-
    • A function has its default values evaluated when it's first encountered in the scope.
      • 
-
    • Any changes to default values that are mutable will persist between invocations.
      • 
+
    • Value of a default argument is evaluated when function is first encountered in the scope.
      • 
+
    • If this value is a mutable object, then all its mutations will persist between invocations.
      • 
 
    
 
    #Splat Operator
    Inside Function Call
    Splat expands a collection into positional arguments, while splatty-splat expands a dictionary into keyword arguments.
    args   = (1, 2)
 kwargs = {'x': 3, 'y': 4, 'z': 5}
@@ -1513,8 +1513,8 @@
 
 
      
 
    • File must be opened with a 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
-
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
 
    • To print the table to the console use Tabulate library.
      • 
+
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
 
    
 
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
 <writer>.writerow(<collection>)     # Encodes objects using `str(<el>)`.
@@ -2902,7 +2902,7 @@ 
    Format
    
 
 
      
-
    • Value of a default argument is evaluated when function is first encountered in the scope.
      • 
-
    • If this value is a mutable object, then all its mutations will persist between invocations.
      • 
+
    • Default values are evaluated when function is first encountered in the scope.
      • 
+
    • Any mutations of mutable default values will persist between invocations.
      • 
 
    
 
    #Splat Operator
    Inside Function Call
    Splat expands a collection into positional arguments, while splatty-splat expands a dictionary into keyword arguments.
    args   = (1, 2)
 kwargs = {'x': 3, 'y': 4, 'z': 5}

From e7c1d50e067732a6fe7e91ff405c21c4e610b61c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 20 Jun 2022 22:20:07 +0200
Subject: [PATCH 0427/1007] A lot of changes in Arguments and Inline

---
 README.md  | 66 ++++++++++++++++++++++----------------------
 index.html | 80 +++++++++++++++++++++++++++---------------------------
 2 files changed, 73 insertions(+), 73 deletions(-)

diff --git a/README.md b/README.md
index 5b1ae77a2..950b10575 100644
--- a/README.md
+++ b/README.md
@@ -668,16 +668,16 @@ Arguments
 ---------
 ### Inside Function Call
 ```python
-()                  # f(0, 0)
-()                     # f(x=0, y=0)
-(, )  # f(0, y=0)
+func()                           # func(1, 2)
+func()                              # func(x=1, y=2)
+func(, )           # func(1, y=2)
 ```
 
 ### Inside Function Definition
 ```python
-def f():                      # def f(x, y):
-def f():                         # def f(x=0, y=0):
-def f(, ):      # def f(x, y=0):
+def func(): ...                  # def func(x, y): ...
+def func(): ...                     # def func(x=0, y=0): ...
+def func(, ): ...  # def func(x, y=0): ...
 ```
 * **Default values are evaluated when function is first encountered in the scope.**
 * **Any mutations of mutable default values will persist between invocations.**
@@ -712,39 +712,39 @@ def add(*a):
 
 #### Legal argument combinations:
 ```python
-def f(*, x, y, z):          # f(x=1, y=2, z=3)
-def f(x, *, y, z):          # f(x=1, y=2, z=3) | f(1, y=2, z=3)
-def f(x, y, *, z):          # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)
+def f(*, x, y, z): ...          # f(x=1, y=2, z=3)
+def f(x, *, y, z): ...          # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+def f(x, y, *, z): ...          # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)
 ```
 
 ```python
-def f(*args):               # f(1, 2, 3)
-def f(x, *args):            # f(1, 2, 3)
-def f(*args, z):            # f(1, 2, z=3)
+def f(*args): ...               # f(1, 2, 3)
+def f(x, *args): ...            # f(1, 2, 3)
+def f(*args, z): ...            # f(1, 2, z=3)
 ```
 
 ```python
-def f(**kwargs):            # f(x=1, y=2, z=3)
-def f(x, **kwargs):         # f(x=1, y=2, z=3) | f(1, y=2, z=3)
-def f(*, x, **kwargs):      # f(x=1, y=2, z=3)
+def f(**kwargs): ...            # f(x=1, y=2, z=3)
+def f(x, **kwargs): ...         # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+def f(*, x, **kwargs): ...      # f(x=1, y=2, z=3)
 ```
 
 ```python
-def f(*args, **kwargs):     # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
-def f(x, *args, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
-def f(*args, y, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+def f(*args, **kwargs): ...     # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
+def f(x, *args, **kwargs): ...  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
+def f(*args, y, **kwargs): ...  # f(x=1, y=2, z=3) | f(1, y=2, z=3)
 ```
 
 ### Other Uses
 ```python
-  = [* [, ...]]
-   = {* [, ...]}
- = (*, [...])
-  = {** [, ...]}
+  = [* [, ...]]    # Or: list() [+ ...]
+ = (*, [...])     # Or: tuple() [+ ...]
+   = {* [, ...]}    # Or: set() [| ...]
+  = {** [, ...]}    # Or: dict(** [, ...])
 ```
 
 ```python
-head, *body, tail = 
+head, *body, tail =      # Also `head, *body = ` and `*body, tail = `.
 ```
 
 
@@ -752,16 +752,16 @@ Inline
 ------
 ### Lambda
 ```python
- = lambda: 
- = lambda , : 
+ = lambda:                            # A single statement function.
+ = lambda , :           # Also accepts default arguments.
 ```
 
 ### Comprehensions
 ```python
- = [i+1 for i in range(10)]                         # [1, 2, ..., 10]
-  = {i for i in range(10) if i > 5}                  # {6, 7, 8, 9}
- = (i+5 for i in range(10))                         # (5, 6, ..., 14)
- = {i: i*2 for i in range(10)}                      # {0: 0, 1: 2, ..., 9: 18}
+ = [i+1 for i in range(10)]                         # Or: [1, 2, ..., 10]
+ = (i for i in range(10) if i > 5)                  # Or: iter([6, 7, 8, 9])
+  = {i+5 for i in range(10)}                         # Or: {5, 6, ..., 14}
+ = {i: i*2 for i in range(10)}                      # Or: {0: 0, 1: 2, ..., 9: 18}
 ```
 
 ```python
@@ -771,9 +771,9 @@ Inline
 
 ### Map, Filter, Reduce
 ```python
- = map(lambda x: x + 1, range(10))                  # (1, 2, ..., 10)
- = filter(lambda x: x > 5, range(10))               # (6, 7, 8, 9)
-  = reduce(lambda out, x: out + x, range(10))        # 45
+ = map(lambda x: x + 1, range(10))                  # Or: iter([1, 2, ..., 10])
+ = filter(lambda x: x > 5, range(10))               # Or: iter([6, 7, 8, 9])
+  = reduce(lambda out, x: out + x, range(10))        # Or: 45
 ```
 * **Reduce must be imported from the functools module.**
 
@@ -1064,7 +1064,7 @@ from dataclasses import make_dataclass
 
 #### Rest of type annotations (CPython interpreter ignores them all):
 ```python
-def func(:  [= ]) -> :
+def func(:  [= ]) -> : ...
 : typing.List/Set/Iterable/Sequence/Optional[]
 : typing.Dict/Tuple/Union[, ...]
 ```
diff --git a/index.html b/index.html
index 8c71ccd11..da52fc716 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -589,15 +589,15 @@
 <float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also //.
 
    
 
-
    #Arguments
    Inside Function Call
    <function>(<positional_args>)                  # f(0, 0)
-<function>(<keyword_args>)                     # f(x=0, y=0)
-<function>(<positional_args>, <keyword_args>)  # f(0, y=0)
+
    #Arguments
    Inside Function Call
    func(<positional_args>)                           # func(1, 2)
+func(<keyword_args>)                              # func(x=1, y=2)
+func(<positional_args>, <keyword_args>)           # func(1, y=2)
 
    
 
 
-
    Inside Function Definition
    def f(<nondefault_args>):                      # def f(x, y):
-def f(<default_args>):                         # def f(x=0, y=0):
-def f(<nondefault_args>, <default_args>):      # def f(x, y=0):
+
    Inside Function Definition
    def func(<nondefault_args>): ...                  # def func(x, y): ...
+def func(<default_args>): ...                     # def func(x=0, y=0): ...
+def func(<nondefault_args>, <default_args>): ...  # def func(x, y=0): ...
 
    
 
 
      
@@ -622,48 +622,48 @@
 
      >>> add(1, 2, 3)
 6
 
      
-
      Legal argument combinations:
      def f(*, x, y, z):          # f(x=1, y=2, z=3)
-def f(x, *, y, z):          # f(x=1, y=2, z=3) | f(1, y=2, z=3)
-def f(x, y, *, z):          # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)
+
      Legal argument combinations:
      def f(*, x, y, z): ...          # f(x=1, y=2, z=3)
+def f(x, *, y, z): ...          # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+def f(x, y, *, z): ...          # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3)
 
      
 
-
      def f(*args):               # f(1, 2, 3)
-def f(x, *args):            # f(1, 2, 3)
-def f(*args, z):            # f(1, 2, z=3)
+
      def f(*args): ...               # f(1, 2, 3)
+def f(x, *args): ...            # f(1, 2, 3)
+def f(*args, z): ...            # f(1, 2, z=3)
 
      
-
      def f(**kwargs):            # f(x=1, y=2, z=3)
-def f(x, **kwargs):         # f(x=1, y=2, z=3) | f(1, y=2, z=3)
-def f(*, x, **kwargs):      # f(x=1, y=2, z=3)
+
      def f(**kwargs): ...            # f(x=1, y=2, z=3)
+def f(x, **kwargs): ...         # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+def f(*, x, **kwargs): ...      # f(x=1, y=2, z=3)
 
      
-
      def f(*args, **kwargs):     # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
-def f(x, *args, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
-def f(*args, y, **kwargs):  # f(x=1, y=2, z=3) | f(1, y=2, z=3)
+
      def f(*args, **kwargs): ...     # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
+def f(x, *args, **kwargs): ...  # f(x=1, y=2, z=3) | f(1, y=2, z=3) | f(1, 2, z=3) | f(1, 2, 3)
+def f(*args, y, **kwargs): ...  # f(x=1, y=2, z=3) | f(1, y=2, z=3)
 
      
-
      Other Uses
      <list>  = [*<collection> [, ...]]
-<set>   = {*<collection> [, ...]}
-<tuple> = (*<collection>, [...])
-<dict>  = {**<dict> [, ...]}
+
      Other Uses
      <list>  = [*<coll.> [, ...]]    # Or: list(<collection>) [+ ...]
+<tuple> = (*<coll.>, [...])     # Or: tuple(<collection>) [+ ...]
+<set>   = {*<coll.> [, ...]}    # Or: set(<collection>) [| ...]
+<dict>  = {**<dict> [, ...]}    # Or: dict(**<dict> [, ...])
 
      
 
-
      head, *body, tail = <collection>
+
      head, *body, tail = <coll.>     # Also `head, *body = <coll.>` and `*body, tail = <coll.>`.
 
      
-
      #Inline
      Lambda
      <func> = lambda: <return_value>
-<func> = lambda <arg_1>, <arg_2>: <return_value>
+
      #Inline
      Lambda
      <func> = lambda: <return_value>                           # A single statement function.
+<func> = lambda <arg_1>, <arg_2>: <return_value>          # Also accepts default arguments.
 
      
 
 
-
      Comprehensions
      <list> = [i+1 for i in range(10)]                         # [1, 2, ..., 10]
-<set>  = {i for i in range(10) if i > 5}                  # {6, 7, 8, 9}
-<iter> = (i+5 for i in range(10))                         # (5, 6, ..., 14)
-<dict> = {i: i*2 for i in range(10)}                      # {0: 0, 1: 2, ..., 9: 18}
+
      Comprehensions
      <list> = [i+1 for i in range(10)]                         # Or: [1, 2, ..., 10]
+<iter> = (i for i in range(10) if i > 5)                  # Or: iter([6, 7, 8, 9])
+<set>  = {i+5 for i in range(10)}                         # Or: {5, 6, ..., 14}
+<dict> = {i: i*2 for i in range(10)}                      # Or: {0: 0, 1: 2, ..., 9: 18}
 
      
 
 
      >>> [l+r for l in 'abc' for r in 'abc']
 ['aa', 'ab', 'ac', ..., 'cc']
 
      
-
      Map, Filter, Reduce
      <iter> = map(lambda x: x + 1, range(10))                  # (1, 2, ..., 10)
-<iter> = filter(lambda x: x > 5, range(10))               # (6, 7, 8, 9)
-<obj>  = reduce(lambda out, x: out + x, range(10))        # 45
+
      Map, Filter, Reduce
      <iter> = map(lambda x: x + 1, range(10))                  # Or: iter([1, 2, ..., 10])
+<iter> = filter(lambda x: x > 5, range(10))               # Or: iter([6, 7, 8, 9])
+<obj>  = reduce(lambda out, x: out + x, range(10))        # Or: 45
 
      
 
 
        
@@ -903,7 +903,7 @@
 <class> = make_dataclass('<class_name>', <coll_of_tuples>)
 <tuple> = ('<attr_name>', <type> [, <default_value>])
      
 
-
      Rest of type annotations (CPython interpreter ignores them all):
      def func(<arg_name>: <type> [= <obj>]) -> <type>:
+
      Rest of type annotations (CPython interpreter ignores them all):
      def func(<arg_name>: <type> [= <obj>]) -> <type>: ...
 <var_name>: typing.List/Set/Iterable/Sequence/Optional[<type>]
 <var_name>: typing.Dict/Tuple/Union[<type>, ...]
 
      
@@ -2370,7 +2370,8 @@ 
      Format
      'test.wav', samples_f)
 
      
 
-
      Plays a WAV file:
      # $ pip3 install simpleaudio
+
      Plays a WAV file:
      # $ sudo apt install libasound2-dev
+# $ pip3 install simpleaudio
 from simpleaudio import play_buffer
 with wave.open('test.wav', 'rb') as file:
     p = file.getparams()
@@ -2378,11 +2379,10 @@ 
      Format
      Text to Speech
      # $ pip3 install pyttsx3
+
      Text to Speech
      # $ sudo apt install espeak ffmpeg libespeak1
+# $ pip3 install pyttsx3
 import pyttsx3
-engine = pyttsx3.init()
-engine.say('Sally sells seashells by the seashore.')
-engine.runAndWait()
+pyttsx3.speak(<str>)                            # Reads the string while blocking.
 
      
 
 
      #Synthesizer
      Plays Popcorn by Gershon Kingsley:
      # $ pip3 install simpleaudio
@@ -2902,7 +2902,7 @@ 
      Format
      
 
-
      Plays a WAV file:
      # $ sudo apt install libasound2-dev
-# $ pip3 install simpleaudio
+
      Plays a WAV file:
      # $ pip3 install simpleaudio
 from simpleaudio import play_buffer
 with wave.open('test.wav', 'rb') as file:
     p = file.getparams()
@@ -2379,10 +2378,11 @@ 
      Format
      Text to Speech
      # $ sudo apt install espeak ffmpeg libespeak1
-# $ pip3 install pyttsx3
+
      Text to Speech
      # $ pip3 install pyttsx3
 import pyttsx3
-pyttsx3.speak(<str>)                            # Reads the string while blocking.
+engine = pyttsx3.init()
+engine.say('Sally sells seashells by the seashore.')
+engine.runAndWait()
 
      
 
 
      #Synthesizer
      Plays Popcorn by Gershon Kingsley:
      # $ pip3 install simpleaudio

From c15942fc77de427ff59429f9594e3ac290029009 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Tue, 21 Jun 2022 15:24:37 +0200
Subject: [PATCH 0429/1007] Arguments, Exceptions, Profiling

---
 README.md  |  19 ++++---
 index.html |  33 ++++++------
 parse.js   | 148 +++++++++++++++++++++++++++++++++++++++++++++++++++++
 3 files changed, 173 insertions(+), 27 deletions(-)

diff --git a/README.md b/README.md
index 950b10575..62ad69e7f 100644
--- a/README.md
+++ b/README.md
@@ -668,9 +668,9 @@ Arguments
 ---------
 ### Inside Function Call
 ```python
-func()                           # func(1, 2)
-func()                              # func(x=1, y=2)
-func(, )           # func(1, y=2)
+func()                           # func(0, 0)
+func()                              # func(x=0, y=0)
+func(, )           # func(0, y=0)
 ```
 
 ### Inside Function Definition
@@ -744,7 +744,7 @@ def f(*args, y, **kwargs): ...  # f(x=1, y=2, z=3) | f(1, y=2, z=3)
 ```
 
 ```python
-head, *body, tail =      # Also `head, *body = ` and `*body, tail = `.
+head, *body, tail =      # Head or tail can be omitted.
 ```
 
 
@@ -1398,10 +1398,10 @@ finally:
 
 ### Catching Exceptions
 ```python
-except :
-except  as :
-except (, [...]):
-except (, [...]) as :
+except : ...
+except  as : ...
+except (, [...]): ...
+except (, [...]) as : ...
 ```
 * **Also catches subclasses of the exception.**
 * **Use `'traceback.print_exc()'` to print the error message to stderr.**
@@ -2615,8 +2615,7 @@ Line #         Mem usage      Increment   Line Contents
 ### Call Graph
 #### Generates a PNG image of the call graph with highlighted bottlenecks:
 ```python
-# $ pip3 install pycallgraph2
-# $ apt install graphviz
+# $ pip3 install pycallgraph2; brew/apt install graphviz
 import pycallgraph2 as cg, datetime
 filename = f'profile-{datetime.datetime.now():%Y%m%d%H%M%S}.png'
 drawer = cg.output.GraphvizOutput(output_file=filename)
diff --git a/index.html b/index.html
index 3f3bfb1e9..fea01b9f7 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
      
-    
+    
     
   
      
 
@@ -589,9 +589,9 @@
 <float>  = <TD>    / <TD>                   # How many weeks/years there are in TD. Also //.
 
      
 
-
      #Arguments
      Inside Function Call
      func(<positional_args>)                           # func(1, 2)
-func(<keyword_args>)                              # func(x=1, y=2)
-func(<positional_args>, <keyword_args>)           # func(1, y=2)
+
      #Arguments
      Inside Function Call
      func(<positional_args>)                           # func(0, 0)
+func(<keyword_args>)                              # func(x=0, y=0)
+func(<positional_args>, <keyword_args>)           # func(0, y=0)
 
      
 
 
@@ -645,7 +645,7 @@
 <dict>  = {**<dict> [, ...]}    # Or: dict(**<dict> [, ...])
 
      
 
-
      head, *body, tail = <coll.>     # Also `head, *body = <coll.>` and `*body, tail = <coll.>`.
+
      head, *body, tail = <coll.>     # Head or tail can be omitted.
 
      
 
      #Inline
      Lambda
      <func> = lambda: <return_value>                           # A single statement function.
 <func> = lambda <arg_1>, <arg_2>: <return_value>          # Also accepts default arguments.
@@ -790,7 +790,7 @@
 
    
 
    Parametrized Decorator
    A decorator that accepts arguments and returns a normal decorator that accepts a function.
    from functools import wraps
 
-def debug(print_result=False):
+def debug(print_result=False):
     def decorator(func):
         @wraps(func)
         def out(*args, **kwargs):
@@ -1200,10 +1200,10 @@
 
  • Code inside the 'else' block will only be executed if 'try' block had no exceptions.
    • 
 
  • Code inside the 'finally' block will always be executed (unless a signal is received).
    • 
 
-
    Catching Exceptions
    except <exception>:
-except <exception> as <name>:
-except (<exception>, [...]):
-except (<exception>, [...]) as <name>:
+
    Catching Exceptions
    except <exception>: ...
+except <exception> as <name>: ...
+except (<exception>, [...]): ...
+except (<exception>, [...]) as <name>: ...
 
    
 
 
      
@@ -1936,7 +1936,7 @@ 
      Format
      2 - W//2, curses.LINES//2 - H//2)
     while True:
         screen.erase()
-        curses.textpad.rectangle(screen, offset.y-1, offset.x-1, offset.y+H, offset.x+W)
+        curses.textpad.rectangle(screen, offset.y-1, offset.x-1, offset.y+H, offset.x+W)
         for id_, p in state.items():
             screen.addstr(offset.y + (p.y - state['*'].y + H//2) % H,
                           offset.x + (p.x - state['*'].x + W//2) % W, str(id_))
@@ -2140,8 +2140,7 @@ 
      Format
      Call Graph
      Generates a PNG image of the call graph with highlighted bottlenecks:
      # $ pip3 install pycallgraph2
-# $ apt install graphviz
+
      Call Graph
      Generates a PNG image of the call graph with highlighted bottlenecks:
      # $ pip3 install pycallgraph2; brew/apt install graphviz
 import pycallgraph2 as cg, datetime
 filename = f'profile-{datetime.datetime.now():%Y%m%d%H%M%S}.png'
 drawer = cg.output.GraphvizOutput(output_file=filename)
@@ -2479,8 +2478,8 @@ 
      Format
      'Mario', 'rect spd facing_left frame_cycle'.split())
         return Mario(get_rect(1, 1), P(0, 0), False, it.cycle(range(3)))
     def get_tiles():
-        border = [(x, y) for x in range(W) for y in range(H) if x in [0, W-1] or y in [0, H-1]]
-        platforms = [(randint(1, W-2), randint(2, H-2)) for _ in range(W*H // 10)]
+        border = [(x, y) for x in range(W) for y in range(H) if x in [0, W-1] or y in [0, H-1]]
+        platforms = [(randint(1, W-2), randint(2, H-2)) for _ in range(W*H // 10)]
         return [get_rect(x, y) for x, y in border + platforms]
     def get_rect(x, y):
         return pg.Rect(x*16, y*16, 16, 16)
@@ -2528,7 +2527,7 @@ 
      Format
      in pressed) if {D.w, D.e} & pressed else mario.facing_left
     screen.blit(images[get_marios_image_index() + mario.facing_left * 9], mario.rect)
     for t in tiles:
-        screen.blit(images[18 if t.x in [0, (W-1)*16] or t.y in [0, (H-1)*16] else 19], t)
+        screen.blit(images[18 if t.x in [0, (W-1)*16] or t.y in [0, (H-1)*16] else 19], t)
     pg.display.flip()
 
 if __name__ == '__main__':
@@ -2902,7 +2901,7 @@ 
      Format
    
-
    #Format
    <str> = f'{<el_1>}, {<el_2>}'            # Or: '{}, {}'.format(<el_1>, <el_2>)
+
    #Format
    <str> = f'{<el_1>}, {<el_2>}'            # Curly brackets can also contain expressions.
+<str> = '{}, {}'.format(<el_1>, <el_2>)  # Or: '{0}, {a}'.format(<el_1>, a=<el_2>)
 <str> = '%s, %s' % (<el_1>, <el_2>)      # Redundant and inferior C style formatting.
 
    
 
-
    Attributes
    >>> from collections import namedtuple
->>> Person = namedtuple('Person', 'name height')
+
    Attributes
    >>> Person = collections.namedtuple('Person', 'name height')
 >>> person = Person('Jean-Luc', 187)
 >>> f'{person.height}'
 '187'
@@ -673,7 +673,7 @@
 <bool> = all(<collection>)                                # Is True for all elements or empty.
 
    
 
-
    Conditional Expression
    <obj> = <exp_if_true> if <condition> else <exp_if_false>
+
    Conditional Expression
    <obj> = <exp_if_true> if <condition> else <exp_if_false>  # Only one expression gets evaluated.
 
    
 
 
    >>> [a if a else 'zero' for a in (0, 1, 2, 3)]
@@ -1513,7 +1513,7 @@
 
 
      
 
    • File must be opened with a 'newline=""' argument, or newlines embedded inside quoted fields will not be interpreted correctly!
      • 
-
    • To print the table to the console use Tabulate library.
      • 
+
    • To print the spreadsheet to the console use Tabulate library.
      • 
 
    • For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.
      • 
 
    
 
    Write
    <writer> = csv.writer(<file>)       # Also: `dialect='excel', delimiter=','`.
@@ -2379,9 +2379,9 @@ 
    Format
    Text to Speech
    # $ pip3 install pyttsx3
 import pyttsx3
-engine = pyttsx3.init()
-engine.say('Sally sells seashells by the seashore.')
-engine.runAndWait()
+<Engine> = pyttsx3.init()                       # Returns a new Engine.
+<Engine>.say(<str>)                             # Stages the string to be read.
+<Engine>.runAndWait()                           # Reads all staged strings while blocking.
 
    
 
 
    #Synthesizer
    Plays Popcorn by Gershon Kingsley:
    # $ pip3 install simpleaudio
@@ -2901,7 +2901,7 @@ 
    Format
    
 
-
    #Set
    <set> = set()
+
    #Set
    <set> = set()                                   # {} returns a dictionary.
 
    
 
 
    <set>.add(<el>)                                 # Or: <set> |= {<el>}
@@ -647,50 +647,50 @@
 
 
    head, *body, tail = <coll.>     # Head or tail can be omitted.
 
    
-
    #Inline
    Lambda
    <func> = lambda: <return_value>                           # A single statement function.
-<func> = lambda <arg_1>, <arg_2>: <return_value>          # Also accepts default arguments.
+
    #Inline
    Lambda
    <func> = lambda: <return_value>                     # A single statement function.
+<func> = lambda <arg_1>, <arg_2>: <return_value>    # Also accepts default arguments.
 
    
 
 
-
    Comprehensions
    <list> = [i+1 for i in range(10)]                         # Or: [1, 2, ..., 10]
-<iter> = (i for i in range(10) if i > 5)                  # Or: iter([6, 7, 8, 9])
-<set>  = {i+5 for i in range(10)}                         # Or: {5, 6, ..., 14}
-<dict> = {i: i*2 for i in range(10)}                      # Or: {0: 0, 1: 2, ..., 9: 18}
+
    Comprehensions
    <list> = [i+1 for i in range(10)]                   # Or: [1, 2, ..., 10]
+<iter> = (i for i in range(10) if i > 5)            # Or: iter([6, 7, 8, 9])
+<set>  = {i+5 for i in range(10)}                   # Or: {5, 6, ..., 14}
+<dict> = {i: i*2 for i in range(10)}                # Or: {0: 0, 1: 2, ..., 9: 18}
 
    
 
 
    >>> [l+r for l in 'abc' for r in 'abc']
 ['aa', 'ab', 'ac', ..., 'cc']
 
    
-
    Map, Filter, Reduce
    <iter> = map(lambda x: x + 1, range(10))                  # Or: iter([1, 2, ..., 10])
-<iter> = filter(lambda x: x > 5, range(10))               # Or: iter([6, 7, 8, 9])
-<obj>  = reduce(lambda out, x: out + x, range(10))        # Or: 45
+
    Map, Filter, Reduce
    <iter> = map(lambda x: x + 1, range(10))            # Or: iter([1, 2, ..., 10])
+<iter> = filter(lambda x: x > 5, range(10))         # Or: iter([6, 7, 8, 9])
+<obj>  = reduce(lambda out, x: out + x, range(10))  # Or: 45
 
    
 
 
      
 
    • Reduce must be imported from the functools module.
      • 
 
    
-
    Any, All
    <bool> = any(<collection>)                                # Is `bool(el)` True for any element.
-<bool> = all(<collection>)                                # Is True for all elements or empty.
+
    Any, All
    <bool> = any(<collection>)                          # Is `bool(el)` True for any element.
+<bool> = all(<collection>)                          # Is True for all elements or empty.
 
    
 
-
    Conditional Expression
    <obj> = <exp_if_true> if <condition> else <exp_if_false>  # Only one expression gets evaluated.
+
    Conditional Expression
    <obj> = <exp> if <condition> else <exp>             # Only one expression gets evaluated.
 
    
 
 
    >>> [a if a else 'zero' for a in (0, 1, 2, 3)]
 ['zero', 1, 2, 3]
 
    
 
    Named Tuple, Enum, Dataclass
    from collections import namedtuple
-Point = namedtuple('Point', 'x y')
-point = Point(0, 0)
+Point = namedtuple('Point', 'x y')                  # Tuple's subclass with named elements.
+point = Point(0, 0)                                 # Tuple with x and y attributes.
 
    
 
 
    from enum import Enum
-Direction = Enum('Direction', 'n e s w')
-direction = Direction.n
+Direction = Enum('Direction', 'n e s w')            # Enum with n, e, s and w members.
+direction = Direction.n                             # Member with name and value attributes.
 
    
 
    from dataclasses import make_dataclass
-Creature = make_dataclass('Creature', ['loc', 'dir'])
-creature = Creature(point, direction)
+Player = make_dataclass('Player', ['loc', 'dir'])   # Class with init, repr and eq methods.
+player = Player(point, direction)                   # Object with loc and dir attributes.
 
    
 
    #Imports
    import <module>            # Imports a built-in or '<module>.py'.
 import <package>           # Imports a built-in or '<package>/__init__.py'.
@@ -2901,7 +2901,7 @@ 
    Format
    
 
 
-
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()
+
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()                                # Or: tuple()
 <tuple> = (<el>,)                           # Or: <el>,
 <tuple> = (<el_1>, <el_2> [, ...])          # Or: <el_1>, <el_2> [, ...]
 
    
@@ -1852,7 +1852,7 @@ 
    Format
    >>> MyClass.a, MyClass.b
 ('abcde', 12345)
 
    
-
    Type Diagram
    type(MyClass)     == MyMetaClass     # MyClass is an instance of MyMetaClass.
+
    Type Diagram
    type(MyClass) == MyMetaClass         # MyClass is an instance of MyMetaClass.
 type(MyMetaClass) == type            # MyMetaClass is an instance of type.
 
    
 
@@ -1866,7 +1866,7 @@ 
    Format
    Inheritance Diagram
    MyClass.__base__     == object       # MyClass is a subclass of object.
+
    Inheritance Diagram
    MyClass.__base__ == object           # MyClass is a subclass of object.
 MyMetaClass.__base__ == type         # MyMetaClass is a subclass of type.
 
    
 
@@ -2379,9 +2379,9 @@ 
    Format
    Text to Speech
    # $ pip3 install pyttsx3
 import pyttsx3
-<Engine> = pyttsx3.init()                       # Returns a new Engine.
-<Engine>.say(<str>)                             # Stages the string to be read.
-<Engine>.runAndWait()                           # Reads all staged strings while blocking.
+engine = pyttsx3.init()
+engine.say('Sally sells seashells by the seashore.')
+engine.runAndWait()
 
    
 
 
    #Synthesizer
    Plays Popcorn by Gershon Kingsley:
    # $ pip3 install simpleaudio
@@ -2901,7 +2901,7 @@ 
    Format
    
 
    <str>  = str(<Path>)                # Returns path as a string.
-<file> = open(<Path>)               # Opens the file and returns a file object.
+<file> = open(<Path>)               # Also <Path>.read/write_text/bytes().
 
    
 
    #OS Commands
    import os, shutil, subprocess
 
    

From fe9a0d123fe6ec15e2279298e0670ff064e962f4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Sun, 26 Jun 2022 11:22:37 +0200
Subject: [PATCH 0435/1007] Inline

---
 README.md  | 12 ++++++------
 index.html | 12 ++++++------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index cd4e101c1..4e7f9e196 100644
--- a/README.md
+++ b/README.md
@@ -796,20 +796,20 @@ Inline
 ### Named Tuple, Enum, Dataclass
 ```python
 from collections import namedtuple
-Point = namedtuple('Point', 'x y')                  # Tuple's subclass with named elements.
-point = Point(0, 0)                                 # Tuple with x and y attributes.
+Point = namedtuple('Point', 'x y')                  # Creates a tuple's subclass.
+point = Point(0, 0)                                 # Returns its instance.
 ```
 
 ```python
 from enum import Enum
-Direction = Enum('Direction', 'n e s w')            # Enum with n, e, s and w members.
-direction = Direction.n                             # Member with name and value attributes.
+Direction = Enum('Direction', 'n e s w')            # Creates an enum.
+direction = Direction.n                             # Returns its member.
 ```
 
 ```python
 from dataclasses import make_dataclass
-Player = make_dataclass('Player', ['loc', 'dir'])   # Class with init, repr and eq methods.
-player = Player(point, direction)                   # Object with loc and dir attributes.
+Player = make_dataclass('Player', ['loc', 'dir'])   # Creates a class.
+player = Player(point, direction)                   # Returns its instance.
 ```
 
 
diff --git a/index.html b/index.html
index 53a8553cd..6a01b81d1 100644
--- a/index.html
+++ b/index.html
@@ -680,17 +680,17 @@
 ['zero', 1, 2, 3]
 
    
 
    Named Tuple, Enum, Dataclass
    from collections import namedtuple
-Point = namedtuple('Point', 'x y')                  # Tuple's subclass with named elements.
-point = Point(0, 0)                                 # Tuple with x and y attributes.
+Point = namedtuple('Point', 'x y')                  # Creates a tuple's subclass.
+point = Point(0, 0)                                 # Returns its instance.
 
    
 
 
    from enum import Enum
-Direction = Enum('Direction', 'n e s w')            # Enum with n, e, s and w members.
-direction = Direction.n                             # Member with name and value attributes.
+Direction = Enum('Direction', 'n e s w')            # Creates an enum.
+direction = Direction.n                             # Returns its member.
 
    
 
    from dataclasses import make_dataclass
-Player = make_dataclass('Player', ['loc', 'dir'])   # Class with init, repr and eq methods.
-player = Player(point, direction)                   # Object with loc and dir attributes.
+Player = make_dataclass('Player', ['loc', 'dir'])   # Creates a class.
+player = Player(point, direction)                   # Returns its instance.
 
    
 
    #Imports
    import <module>            # Imports a built-in or '<module>.py'.
 import <package>           # Imports a built-in or '<package>/__init__.py'.

From 3f51fe4ea25d0f6e0ffab1093979f2d3c74b4365 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jure=20=C5=A0orn?= 
Date: Mon, 27 Jun 2022 06:36:26 +0200
Subject: [PATCH 0436/1007] JSON, Pickle, Pygame

---
 README.md  | 16 ++++++++--------
 index.html | 20 ++++++++++----------
 2 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 4e7f9e196..f7b53b1df 100644
--- a/README.md
+++ b/README.md
@@ -1755,8 +1755,8 @@ JSON
 
 ```python
 import json
-    = json.dumps(, ensure_ascii=True, indent=None)
- = json.loads()
+    = json.dumps()    # Converts object to JSON string.
+ = json.loads()       # Converts JSON string to object.
 ```
 
 ### Read Object from JSON File
@@ -1780,8 +1780,8 @@ Pickle
 
 ```python
 import pickle
-  = pickle.dumps()
- = pickle.loads()
+  = pickle.dumps()  # Converts object to bytes.
+ = pickle.loads()   # Converts bytes to object.
 ```
 
 ### Read Object from File
@@ -2985,8 +2985,8 @@ while all(event.type != pg.QUIT for event in pg.event.get()):
 ### Surface
 **Object for representing images.**
 ```python
- = pg.display.set_mode((width, height))   # Returns display surface.
- = pg.Surface((width, height), flags=0)   # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
+ = pg.display.set_mode((width, height))   # Returns a display surface.
+ = pg.Surface((width, height))            # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
  = pg.image.load('')                # Loads the image. Format depends on source.
  = .subsurface()              # Returns a subsurface.
 ```
@@ -3007,8 +3007,8 @@ from pygame.transform import scale, ...
 ```python
 from pygame.draw import line, ...
 line(, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
-arc(, color, , from_rad, to_rad)    # Also: ellipse(, color, )
-rect(, color, )                     # Also: polygon(, color, points)
+arc(, color, , from_rad, to_rad)    # Also: ellipse(, color, , width=0)
+rect(, color, , width=0)            # Also: polygon(, color, points, width=0)
 ```
 
 ### Font
diff --git a/index.html b/index.html
index 6a01b81d1..960485f28 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,7 @@
 
 
   
    
-    
+    
     
   
    
 
@@ -1471,8 +1471,8 @@
 
 
 
    #JSON
    Text file format for storing collections of strings and numbers.
    import json
-<str>    = json.dumps(<object>, ensure_ascii=True, indent=None)
-<object> = json.loads(<str>)
+<str>    = json.dumps(<object>)    # Converts object to JSON string.
+<object> = json.loads(<str>)       # Converts JSON string to object.
 
    
 
 
@@ -1487,8 +1487,8 @@
 
 
 
    #Pickle
    Binary file format for storing Python objects.
    import pickle
-<bytes>  = pickle.dumps(<object>)
-<object> = pickle.loads(<bytes>)
+<bytes>  = pickle.dumps(<object>)  # Converts object to bytes.
+<object> = pickle.loads(<bytes>)   # Converts bytes to object.
 
    
 
 
@@ -2429,8 +2429,8 @@ 
    Format
    # Returns index of first colliding Rect or -1.
 <list> = <Rect>.collidelistall(<list_of_Rect>)  # Returns indexes of all colliding rectangles.
 
-
    Surface
    Object for representing images.
    <Surf> = pg.display.set_mode((width, height))   # Returns display surface.
-<Surf> = pg.Surface((width, height), flags=0)   # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
+
    Surface
    Object for representing images.
    <Surf> = pg.display.set_mode((width, height))   # Returns a display surface.
+<Surf> = pg.Surface((width, height))            # New RGB surface. RGBA if `flags=pg.SRCALPHA`.
 <Surf> = pg.image.load('<path>')                # Loads the image. Format depends on source.
 <Surf> = <Surf>.subsurface(<Rect>)              # Returns a subsurface.
 
    
@@ -2447,8 +2447,8 @@ 
    Format
    from pygame.draw import line, ...
 line(<Surf>, color, (x1, y1), (x2, y2), width)  # Draws a line to the surface.
-arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>)
-rect(<Surf>, color, <Rect>)                     # Also: polygon(<Surf>, color, points)
+arc(<Surf>, color, <Rect>, from_rad, to_rad)    # Also: ellipse(<Surf>, color, <Rect>, width=0)
+rect(<Surf>, color, <Rect>, width=0)            # Also: polygon(<Surf>, color, points, width=0)
 
    
 
    Font
    <Font> = pg.font.SysFont('<name>', size)        # Loads the system font or default if missing.
 <Font> = pg.font.Font('<path>', size)           # Loads the TTF file. Pass None for default.
@@ -2901,7 +2901,7 @@ 
    Format
    
 
 
-
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()                                # Or: tuple()
-<tuple> = (<el>,)                           # Or: <el>,
-<tuple> = (<el_1>, <el_2> [, ...])          # Or: <el_1>, <el_2> [, ...]
+
    #Tuple
    Tuple is an immutable and hashable list.
    <tuple> = ()                        # Empty tuple.
+<tuple> = (<el>,)                   # Or: <el>,
+<tuple> = (<el_1>, <el_2> [, ...])  # Or: <el_1>, <el_2> [, ...]
 
    
 
 
@@ -198,16 +198,15 @@
 1
 >>> getattr(p, 'y')
 2
->>> p._fields  # Or: Point._fields
-('x', 'y')
 
    
 
 
-
    #Range
    <range> = range(to_exclusive)
-<range> = range(from_inclusive, to_exclusive)
-<range> = range(from_inclusive, to_exclusive, ±step_size)
+
    #Range
    An immutable and hashable sequence of evenly spaced integers.
    <range> = range(to_exclusive)                         # `list(range(3))        == [0, 1, 2]`
+<range> = range(from_inclusive, to_exclusive)         # `list(range(1, 4))     == [1, 2, 3]`
+<range> = range(from_inclusive, to_exclusive, ±step)  # `list(range(3, 0, -1)) == [3, 2, 1]`
 
    
 
+
 
    from_inclusive = <range>.start
 to_exclusive   = <range>.stop
 
    
@@ -229,10 +228,10 @@
 <iter> = cycle(<collection>)                # Repeats the sequence endlessly.
 
    
 
    <iter> = chain(<coll_1>, <coll_2> [, ...])  # Empties collections in order (figuratively).
-<iter> = chain.from_iterable(<collection>)  # Empties collections inside a collection in order.
+<iter> = chain.from_iterable(<coll>)        # Empties collections inside a collection in order.
 
    
 
    <iter> = islice(<coll>, to_exclusive)       # Only returns first 'to_exclusive' elements.
-<iter> = islice(<coll>, from_inclusive, …)  # `to_exclusive, step_size`.
+<iter> = islice(<coll>, from_inclusive, …)  # `to_exclusive, +step`.
 
    
 
    #Generator