diff --git a/Matplotlib/Python Matplotlib Tutorial.ipynb b/Matplotlib/Python Matplotlib Tutorial.ipynb index a5a7f77c..67d279ea 100644 --- a/Matplotlib/Python Matplotlib Tutorial.ipynb +++ b/Matplotlib/Python Matplotlib Tutorial.ipynb @@ -1,436 +1,527 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Python Matplotlib Tutorial\n", - "Ten examples using Python 3.6" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 1. Simple plot with 4 numbers" - ] + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + }, + "colab": { + "name": "Python Matplotlib Tutorial.ipynb", + "provenance": [] + } }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ + "cells": [ { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "id": "g9k7YXLbFVQC" + }, + "source": [ + "# Python Matplotlib Tutorial\n", + "Ten examples using Python 3.6" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot([1, 3, 2, 4])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 2. Points have x and y values; add title and axis labels" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ + }, + { + "cell_type": "code", + "metadata": { + "id": "8hnbgFwSFYjg" + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": null, + "outputs": [] + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "l98jIehxFVQF" + }, + "source": [ + "----\n", + "### 1. Simple plot with 4 numbers" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])\n", - "plt.title('Test Plot', fontsize=8, color='g')\n", - "plt.xlabel('number n')\n", - "plt.ylabel('n^2')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 3. Change figure size. plot red dots; set axis scales x: 0-6 and y: 0-20" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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m2bK3Q9elszPXbiVx8Hrz4osn125Fc/B6U+hbMv72TMkcvN7ccw/U1LyzraYm124lcfB609AATU0waRJIudumJp9YDACf1falocFBOwW8x7MkHDxLwsGzJBw8S8LBsyQcPEvCwbMkHDxLwsGzJBw8S8LBsyQcPEui38GTdIGkn0h6RtIOSZ/N02e2pMNZtdCtku4qbbhWKUr5dsox4O8joi0r3NMqaWNE/G+PfpsjYmEJ27EK1O89XkTsj4i27P7rwDO44KIVaUDe40maDLwfeDLP6g9J2ibph5IKT5JqVaXkL4JKOhP4NnBbRLzWY3UbMCkifitpPvBdckW48z2PK4JWkVILM44kF7rmiPhOz/UR8VpE/Da7vx4YKWlsvudyRdDqUspZrYBvAs9ExNcK9Hlv1g9Jl2bbe7W/27TKUcqh9nLgY8DTkrZmbf8ITITjxRlvAD4t6RjwBnBjDMW56G3Q9Tt4EfEz8ld0797nPuC+/m7DKpevXFgSDp4l4eBZEg6eJeHgWRIOniXh4FkSDp4l4eBZEg6eJeHgWRIOniVRmcHzpChDXuWVovWkKGWh8vZ4nhSlLFRe8DwpSlmovOB5UpSyUHnB86QoZaHygudJUcpC5Z3VgidFKQOVt8ezsuDgWRIOniXh4FkSDp4lUWrRnnmSnpW0W9Idedb/gaSHsvVPZuXMzEoq2jMc+AZwNXAxsEjSxT26fQL4dUT8MfB14J/6uz2rLKXs8S4FdkfE8xHxO+BbwLU9+lwLPJjdXwt8tKt6lFW3UoJ3PrCv23I7J5aiPd4nIo4Bh4F3l7BNqxClXLnIt+fqWYKsmD65jt0qggL/J2l7CWM7FcYCr6QeRA9DcUxTi+lUSvDagQu6LU8AOgr0aZc0AjgLOJTvySKiCWgCkNQSEfUljG3AeUzFkdRSTL9SDrVPAVMkXSjpNOBGYF2PPuuAJdn9G4AfuzCjQWmFGY9J+gzwKDAcWBkROyR9EWiJiHXkStX+h6Td5PZ0Nw7EoK38lfTtlKyg9voebXd1u38U+Mt+PHVTKeM6RTym4hQ1JvnIZyn4kpklMaSC19cluATj6XOiwFQkDZf0P5IeST2WLpLOlrRW0s7s3+xDBfsOlUNtdgnul8Acch/DPAUsyjMp32COaRwwrvtEgcB1KcfURdLfAfXAu4bKJIWSHiQ3aeID2ScdNRHxm3x9h9Ier5hLcINqqE4UKGkCsAB4IPVYukh6F/Cn5D7JICJ+Vyh0MLSCV8wluGT6mChwsP0L8A/AW6kH0s0fAgeBf8/eAjwgaVShzkMpeEVfXhtsfUwUONhjWQgciIjWlOPIYwTwAeD+iHg/cAQo+D59KAWvmEtwg66viQITuBy4RtIecm9HPiLpP9MOCcj9/7VHRNcRYS25IOY1lIJXzCW4QVXMRIGDLSLujIgJETGZ3L/RjyNiceJhEREvAfskdX1J4KNAwZOwIfO72kKX4BIPK+9EgdkVGzvRLUBztuN4Hvh4oY5D5uMUqy5D6VBrVcTBsyQcPEvCwbMkHDxLwsGzJBw8S8LBsyT+H2CR15so5DDBAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "id": "XsVRHt4tFVQH", + "outputId": "1cedf18a-7903-44ee-f1f3-85be4300cf1b" + }, + "source": [ + "plt.plot([1, 3, 2, 4])\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(2,5)) # 2 inches wide x 5 inches tall\n", - "plt.plot([1, 2, 3, 4], [1, 4, 9, 16], 'ro') # red-o\n", - "plt.axis([0, 6, 0, 20]) # [xmin, xmax, ymin, ymax]\n", - "plt.annotate('square it', (3,6))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 4. Bar chart with four bars" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "ZVSqGozkFVQO" + }, + "source": [ + "----\n", + "### 2. Points have x and y values; add title and axis labels" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.clf() # clear figure\n", - "x = np.arange(4)\n", - "y = [8.8, 5.2, 3.6, 5.9]\n", - "plt.xticks(x, ('Ankit', 'Hans', 'Joe', 'Flaco'))\n", - "# plt.bar(x, y)\n", - "# plt.bar(x, y, color='y')\n", - "plt.bar(x, y, color=['lime', 'r', 'k', 'tan'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 5. Two sets of 10 random dots plotted" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "id": "jDf2wJVJFVQP", + "outputId": "ba407c76-7532-42a3-a50a-afe5e5bd603a" + }, + "source": [ + "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])\n", + "plt.title('Test Plot', fontsize=8, color='g')\n", + "plt.xlabel('number n')\n", + "plt.ylabel('n^2')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "d = {'Red O' : np.random.rand(10),\n", - " 'Grn X' : np.random.rand(10)}\n", - "df = pd.DataFrame(d)\n", - "df.plot(style=['ro','gx'])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 6. Time series - six months of random floats" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "3WYQAkuCFVQU" + }, + "source": [ + "----\n", + "### 3. Change figure size. plot red dots; set axis scales x: 0-6 and y: 0-20" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ts = pd.Series(np.random.randn(180), index=pd.date_range('1/1/2018', periods=180))\n", - "df = pd.DataFrame(np.random.randn(180, 3), index=ts.index, columns=list('ABC'))\n", - "df.cumsum().plot()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 7. Random dots in a scatter" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "id": "nGm36vgpFVQV", + "outputId": "028eb887-1a05-4b45-9c61-f416f5381742" + }, + "source": [ + "plt.figure(figsize=(2,5)) # 2 inches wide x 5 inches tall\n", + "plt.plot([1, 2, 3, 4], [1, 4, 9, 16], 'ro') # red-o\n", + "plt.axis([0, 6, 0, 20]) # [xmin, xmax, ymin, ymax]\n", + "plt.annotate('square it', (3,6))\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "N = 50\n", - "x = np.random.rand(N)\n", - "y = np.random.rand(N)\n", - "colors = np.random.rand(N)\n", - "sizes = (30 * np.random.rand(N))**2 # 0 to 15 point radii\n", - "plt.scatter(x, y, s=sizes, c=colors, alpha=0.5)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 8. Load csv file and show multiple chart types\n", - "Or use plt.figlegend() to show a legend outside the plot area" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - " month avg_high avg_low record_high record_low avg_precipitation\n", - "0 Jan 58 42 74 22 2.95\n", - "1 Feb 61 45 78 26 3.02\n", - "2 Mar 65 48 84 25 2.34\n", - "3 Apr 67 50 92 28 1.02\n", - "4 May 71 53 98 35 0.48\n", - "5 Jun 75 56 107 41 0.11\n", - "6 Jul 77 58 105 44 0.00\n", - "7 Aug 77 59 102 43 0.03\n", - "8 Sep 77 57 103 40 0.17\n", - "9 Oct 73 54 96 34 0.81\n", - "10 Nov 64 48 84 30 1.70\n", - "11 Dec 58 42 73 21 2.56\n" - ] + "cell_type": "markdown", + "metadata": { + "id": "TkqvuJ-WFVQa" + }, + "source": [ + "----\n", + "### 4. Bar chart with four bars" + ] }, { - "data": { - "image/png": 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JtrTJOGka6yYlMSLivPPOO1x99dU8//zznAU8APRPQZw6MuyCqbYz1o0kjQPeoXas9hJgOfBaMP8L+KsXJ+NHI1RtXdKpV69eLFmyhAceeIDrrrqKIfjxc76Nzv/Upxp9Y8JUm2skzr59+yjt1q3R+51+GrFcZ2A4PrFPooUTqCF/z7I6Tkhr9JF2mHEl8Gfgn4D7gRNTEEc1eskon+HvnFQClP7855SUlPj7npaUsHv37prl2uEHm8rD946JvBHH59FJHMkOffC3OrwH36trMHA78E1UuwfV6BuXJbW5yKaWOvc7xXdDizxBddxxx9W5LV7eDTeQj2/TTMrt8bLkPWuTcdpAjT4yzlZ8gn8Jf7OZhfhKS7LjJI1q9BLpIL7NfDHwd2AzvhdMterb4w0HLqe2Zj7ggw/o3r173ZXdcEPKyyuSDv3xQ2v8An8l7eDg/6/Sdmv3SvQZbjd+sK/n8D9N9+MT+pnAWdS932mTt8ern+RFQq4dMBM/bs404F/wF+/dAxyXxnKlixJ9hnH4S76rx4VZFUzrhb/oaDJwDroTj0g08oCXgXn4C/tOxbfhTyfJNyzPcEr0GeDgwYMsX76cxYsX8xywPZheAPwYn9yH0nZ/dookoj1wPb69fiZwA/BT/EV/s4C+aStZ61GiT5PdwB8efJDFixezdOlS9u/fT6dOnTgX+AH+oIzrBJKINOpUfPfLdfga/p34tvuL8Tc8GZm+oqWcet00JgVn25tskunVi0mTJjF58mTOOeccOnXunFCcxoOnqWdHluyb0MdpY71uorULuAP4Ff4ettW3MZxMcK5LvW4kGgfxozVWJ/fIJpkbgclr1nD66adjuuepSKvrjR8y+z/xF1jNBy4EBgDXAdM+/ZTOqah4pUFC18OYWTcze9LMNpnZRjMrNLNjzexPZrY5+NumunyU4e9k/8/44VX/H/4gGoLvz/sO/iYcN+KHW1WSF0mvrvjE/hZ+pNVu+Bvi9OnThx/96Ee8//776SxeUiR64eMC4AXn3ED8nb424ruuvuicGwC8GDwPJYe/OOlB/Fn8wfjR9b4JrMT3klkMlAPPAlejdneRTNUBmIpvVv0rMHbsWH72s59x0kkncdVVV2X1DU/ibqM3s6748a76u4iVmFkJMN459w8zOwFY7pzLb2o9kD1t9J/ga+NFwIrgUR7M7oa/i9JY/B3tTyeKXjJZ1qaZ9hiKk7wYrRUnW9+zIE5paSm33347Dz74IBUVFZyHP3F7NknsBdcKbfSJJPqh+NaIDfja/Bp876V3nHPdIpbb65xrtvkmExO9c47t27dTVFTEihUrKPrlL3kNqL6nzUBgTPAoDJ7H/PMoTB+MMG1L2OIo0Sccp6ysjLvvvptf3ngjZfiK3BzgUpIwimuGJ/oCfAvFWOfcKjNbgD95/b1oEr2ZTce3eNCnT5/h27dvr79ItAWJ73X1VABr8bX0oilTKCoq4r333gPgqKOOYtQnn1CIT+yjSdLdksL0wQjTtmR4nM/oyAfBEXg878f3yzGKODHL4PcsWXEqzPg//L2ON+JP6F6LT2THJDFOtFoj0X8OWOmc6xs8PxPfHn8yWdB08y5BUg/+rsGP+AjQv39/CgsLGTNmDIWFhXzxi1+kQ8cUjL4epg9GmLalleI44NP9jj17oLw84nH5DPbQk3J61HlUT/uYrjXrOJqPyKOUPErJp6Tm/zxKOZr9TW9LCrYnTPumpTiHgefx/fGXAV3w5+BmAiclI06UUp7ogyB/A65yzpWY2Y+Bo4JZ5c65m83s+8Cxzrnrm1tPqhN9Jf5kQnVSL6K2q+OR+O6O1U0whcDnMuBAyro4YdqWOOM4YA892Ur/mqTcXMIupwcHyWlyfcfwYb1X+kdP9tCDcqpoz2YGUEI+peSxnZNwEQ2IJ/CuT/7TzyY/H/Ly/KNfP+jYseXtiVkG75tUxlmLT/iPBc+rL8AakUicKLVWoh8K3AccQe3ooO3wN2zvA+wALnHOfdDcelKd6N8Evhj8/3n8CdPqZpjTg8LXkWEHUlbECdO2tBDnUzqxmQGUkleTZKv/fkjD01HtqeRYPmiQqHtQTo+br6dHD+jZE3r0CB6nHs+xfEBHKmMqcgVHsoWTG5arxxjKy2uX69AB+veH/NJnG/wa+BzvxX+SMQP2TTrj7MRfgLUQ34Zdgh9rJ644UWqVRJ8sqU70h4En8Mn9RNpYb5jWihOmbQGqKh3bt0NpKZSUBH/v+jOl5LGTPnWW7c3OmkSZTwlf4C1yKatJ6l35iHY08TlrpX1TXu63oc72PPUGmxlQ51dFdVNQZDPQabzGQDY1vQ2tuS1ZEOcj4AX8idq440RJiT4RGX4gZWScLNyW6qaW6tpvZE14yxGn8tlntcsecwzk71tVJwnmU8LJbOGoOjdgjLUQ6e11cxhjB30abH8J+eygT01TUDf2MpqVjKGIQlYwilW15wBac1vaSpwoaQgEkQg76c0rjGQTA+sks8imlo58xslsIY9SJs06lbw8atq2c3PB2o1O4xakRjscfdlOX7bzZf5UZ94BctjCyaxhOCsopIgx3MhNONrRjioG8yZjKKpJ/l9wqcmDkjjV6BvTFmoMIa7Rf0ZHXmUoRYypSVC7Im4V3ZudDWrmeZRyEtvpUH2lRAZtT0pixBlnH11ZxaggvY9hFaP4KOhYmJsLhYUwZox/FBRAp85Z+p6lO06UVKOXNmM3uTUJvYgxFFNARXBrlj5s5wxeppAVjGYlp7I+saaWNu4YPuLL/Kmm9l9FOzYwyH+pnvcriorg2Wf9sh06wOmsqqnxj6GIE9mVxtK3XarRN6Yt1BiytEZfVel4800oKvKPFSvgrbf8vI58xnDW1CSVQlbQi3fjCxT2fZPCOGVlsHKl3zdF/7OcVxjJAfwokL3ZWbN/xlDEUF7lCA7FFaeObN03TcWJkk7GJqItHEhZkuj30o2VjK5phlnV5Vz2B+cAjz8+aCZ4ei6FrGA4a8jhYMIxgfDvm9aKY8YhOvA6Q2p+ca2gkO30BSCHAxRQTCErmMpjDGdt3HGSTok+uZToQxAnCTEOY5SQX6cZZiODAGhHFafxGoXXDKtpA+7bNwiRre9Za8XJwCtj3+WEOvt5LcP4jCM5i+XM5VbO4w/p7ZKa7jhRUqJPRFs4kDIg0e/nKF5hZE0tbwWF7A3GcOnOB3V+4o9gNV34JFzvWWvFycBEX98+unIfV7GAmeykD/lsYja38XUeoRMVSYsTEyX65FKiD0GcFmI44G361ekJ8zpDOEx7AAaxvs5JuzxKG6/Rhek9a604WZDoqx2iA09yMbcyl7UMJ5fdzOBOruEuctmTtDhRUaJPLiX6EMSpF+PAAVjT+YyapL6CQt7ncwB04WNGs7ImqY9iFd35MK44QPa+Z60VJ4sSfc2qgL9yFvOYw3NMJocDfIOHmc1t5LuSpMVpvhBK9EmlRJ/9cXbtdL6XRdATZu1aOBR0pjiZzXV6wgzmTdpzOL5AIXrPWi1OFib6SBsZyO1cx8N8g4PkMHkyzJkD48ZFrD5b901TcaKkRJ+IMH3IUxDnEB0aXJBUPf5LTg6MGOFPlhb+7wUUsoLjKIs7VgNZ+p6lNU6WJ/pqu8nlLq7hzp4/Zs8eGD7cJ/yLL4aOR2TpvmkqTpSU6BMRpg95EuKU0bPBBUnV/aJPZIevrc+fypgxcNppcET1cKAZuC1tMk5IEn21A586Hn4YbrvND87Wpw/M3DGbq7iPrnycvEBK9MmlRJ8ZcfbRtc7gViXks5ZhbGEA4C9IOp11dcY36c07McVImOIkJ0ZrxUnhe3b4MCxZAvPmwV//Cl3Zx3QWci13JOcKXCX65FKib704n30GW7dC6SnnNxhLvfpkKfh+633Zxhd5oyaxD2dNw65ujcSoEZL3LOvjhDTRRyq2AuYxhye4BMNxKY8zh3kMY11S4yjRJ0CJPrlxHPAun68dfve6e2rGIH/7baiqql02l90NBvfKo5Qv8BZH8lmTMVprWxQnRTFaK04rv2fb6cMCZnIfV/ExXRnPMuZyKxN5vuXx9GOIk1RK9FHI1g9fEuJENrVE1sxLyeMTutQs16lT7W3kam4p941R5FEafbfGlmTJe9Ym47ShRF9tH125l6tZwEx2cSID2VhzAVbUw2Qo0SeXEn3LcT6mS81VpEWMYR2nN9rUUr9mnk8Jvap20q5dvRWG+EOuOFHEaK04aX7PDtGBJ7iEW5nLOoY1fgFWEuIkRIk+Ctn64WsmjgO20r9O98U3+CKHaY9xmEFsYASrGcimOreva7KpJQOujFWcNMZpw4m+5iXAcsYzjzksYRI5HGAaD3Edt5NPadLixEWJPgoZciAlEufAASguDoZ1veH3rKCQ3RwP+Ht41r+KtBv74opTRxv6kLf5OEr0dWxkILcxm0f4OgfJ4XyeYQ7zOJO/1b2ftBJ9crW1RL+T3r6mPvNxiopg3TqorPTzTmZzne6Lp7I+/qtIqynRt+04SvSNep/j/AVYzKCcnhSwmjnM42Ke9HcaU6JPrjAn+uZua5eTAyNHBleRFvpH7nGZvT1pjaE4yYvRWnGy4D37lE48zDe4jdlsJo8+bGcW87ly3+107Zq8OE1Soo9Chh1ILd3WLnLo3dM+K6Zjx/jixESJvm3HUaKPymGM55jEPObwEmfRtStMnw7XXgsnVt9yWIk+ftma6Ktox5sMrnPnnLc4GfBXkQ5jbU0TTJ2rSGOMkzAl+rYdR4k+ZqspYN7U1Tz5pF/11Kl+XJ3ThynRxy1bEn2D29oxiv0cDcDxvFdnPPWobmsXog9GqLYlbHGU6OOOs307LFgA994L+/fD2fyFOcyL7wKsZuLES4k+Ec5x+DCUlNQOu1t0/4aGt7WLaIbpyzZiLkmYPhhh2pawxVGiTzjOhx/6ZL/g+l28Q29OYQOzuY1/4f8Sv0+xEn0UkrSDqy9IWkEhRRN/xsqVsHevn9e9OxTuXdLwtnaJCtMHI0zb0kQcW748+WHGj284UYk+Y+Mcso48zqXMYw7rGMZxvF9zAVZPypMWJ1pK9M1w1N7WrroZps5t7QZRcwPqwkI/ZEC79uE6YPUhjz2OEn0ccUJ2DFTHccAyzmYec/gDX6ETn9ZcgJXH5sTjRCnaRN8h7ghZ5CBHsJoRdbo4Vl+QVH1bux/wX7W3tVu/N80llrbMli1L6vrSX5ULHwPOYRnnsIwNnMJtzOYBvsWv+DaTWdz4BVhp1CYS/Vt8gTN5GfAXJE3ghZr29aRckCQibdYgNnIfV/Nf/IA7mcFdXMOzXEAJebHX7lMk4URvZu2BYuAd59wkM+sH/A44FlgLfN05F8N4t8k3kE08w/mMZmVyb2snIhI4nt38hBv5PjfzZ87NmCQPyanRzwQ2AtXXkP0vcLtz7ndmdg9wJXB3EuLErR2O81mcziJICiW7qQPU3CHx68yBjMs39QevjYmZ9Qa+AtwXPPdNV/BksMhDwIWJxBARkcQkWqOfD1wPwVVD0AP40DkXDNHFLqBXYy80s+nAdIA+ffokWAwRiZVO+rYdcdfozWwSsNs5tyZyciOLNrr/nXMLnXMFzrmC3NzceIshIiItSKRGPxY438zOA3LwbfTzgW5m1iGo1fcG3k28mCIiEq+4a/TOuX93zvV2zvUFLgP+4pz7GrAMuDhYbBrwTMKlFBGRuCV0MrYJNwCzzWwLvs3+/hTEEBGRKCXlginn3HJgefD/VmBkMtYrIiKJS0WNXkREMogSvYhIyCnRi4iEnBK9iEjItYnRKyU9NAaNSGZQjV5EJORUoxeRlNGvusygGr2ISMgp0YuIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMipH72IZD3112+eavQiIiGnRC8iEnJK9CIiIac2+jYq2W2aYWrPFAkb1ehFREJOiV5EJOTUdBMldd8SkWylGr2ISMipRp9h9MtBRJJNNXoRkZBTohcRCTklehGRkFOiFxEJOSV6EZGQi7vXjZmdCDwMfA44DCx0zi0ws2OBx4C+wDbgUufc3sSL2kQ51EtFRKRZidToK4E5zrlTgNHADDMbBHwfeNE5NwB4MXguIiJpEneN3jn3D+Afwf8fm9lGoBdwATA+WOyJqrkSAAAKJUlEQVQhYDlwQ0KlFBHJANnagpCUNnoz6wucDqwCjg++BKq/DI5LRgwREYlPwonezLoATwGznHMfxfC66WZWbGbFZWVliRZDRESakFCiN7OO+CT/G+fcomDy+2Z2QjD/BGB3Y691zi10zhU45wpyc3MTKYaIiDQj7kRvZgbcD2x0zt0WMetZYFrw/zTgmfiLJyIiiUpkULOxwNeBN8zs1WDafwA3A4+b2ZXADuCSxIooIiKJSKTXzcuANTH7S/GuV0REkktXxoqIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMgp0YuIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMgp0YuIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMgp0YuIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMgp0YuIhJwSvYhIyCnRi4iEnBK9iEjIKdGLiIScEr2ISMilJNGb2QQzKzGzLWb2/VTEEBGR6CQ90ZtZe+BOYCIwCLjczAYlO46IiEQnFTX6kcAW59xW59xnwO+AC1IQR0REopCKRN8L2BnxfFcwTURE0qBDCtZpjUxzDRYymw5MD57uN7OSFJSlvp7AnpYWamwDkh0jbHESjBG2ONo3itNax8BJ0SyUikS/Czgx4nlv4N36CznnFgILUxC/SWZW7JwryPYYipPZccK0LYqTuTFikYqmm9XAADPrZ2ZHAJcBz6YgjoiIRCHpNXrnXKWZ/SvwR6A98IBzbn2y44iISHRS0XSDc+4PwB9Sse4EtUZTUWs1RylO5sYJ07YoTubGiJo51+A8qYiIhIiGQBARCbnQJXoz25/i9VeZ2asRj77NLDvezJ6LM44zs0cinncws7J419dCrIuCeANTsO5W246IGCk9BmKNZ2bLzSzmHhip3C/14vzAzNab2evBMT0qhbF6m9kzZrbZzN4yswVBp42mlp9lZp1jWL8zs3kRz+ea2Y8TLHZjcarzwHoze83MZptZxubTjC1YBjvgnBsa8diWojifAIPNrFPw/J+Ad2JZgZlFew7mcuBlfA+pWNbfPorFEt6ONiyu/RILMysEJgHDnHNDgHOpe8FjMmMZsAj4vXNuAJAHdAH+q5mXzQKiTvTAQWCKmfWMu6DRqc4Dp+KP6fOAG1McM26hTPRm1sXMXjSztWb2hpldEEzva2Ybzeze4Jt4aUQCSiReezP7uZmtDmpF346Y3dXMnjazDWZ2T4zf+s8DXwn+vxx4NCLmSDMrMrN1wd/8YPoVZvaEmS0GlkZR9i7AWOBKgoQS/BJ5qbFym9l+M/uJma0CClO4HX8zs6ERy/3dzIZEGa/Brykz+6WZXRH8v83Mboo4PhKuMTcXL871NbVfmtqm88xsk5m9bGZ3xPCL6QRgj3PuIIBzbo9z7l0zG25mfzWzNWb2RzM7IYiz3MzmB/vqTTMbGcNmnQNUOOd+HcSqAq4DvmVmR5nZrcH+eN3Mvmdm1wKfB5aZ2bIoY1TiT4ReV3+GmZ0U5IXXg799zOyY4HioPr47m9lOM+sY7UY553bjL/78V/OazAdmdn2wja+Z2c3RxkhUKBM9UAFc5JwbBpwNzAtqEwADgDuDb+IPgX+Ocd2drLbZ5ulg2pXAPufcCGAEcLWZ9QvmjQTmAF8EvgBMiSHW74DLzCwHGAKsipi3CRjnnDsd+BHw3xHzCoFpzrlzoohxIfCCc64U+MDMhrVQ7qOAN51zo5xzL6dwO+4DrgAwszzgSOfc61HGi8ae4Pi4G5ibxPUmS1P7pYHgff0VMNE5dwaQG0OcpcCJZlZqZneZ2VlBkvsFcLFzbjjwAHVr3Uc558YA1wTzonUqsCZygnPuI2AHcBXQDzg9+GXxG+fcHfiLLc92zp0dQ5w7ga+Z2TH1pv8SeLh6/cAdzrl9wGvAWcEyk4E/OucOxRAP59xWfD49jibygZlNxO/XUc6504BbYomRiLAmegP+28xeB/6MH2vn+GDe2865V4P/1wB9Y1x3ZNPNRcG0LwPfMLNX8UmsB/4LBeCVYIC3KnxN9oxoAwWJrS++Fly/u+oxwBNm9iZwO/5DVO1PzrkPogxzOT4RE/y9vIVyVwFPRbsNCWzHE8CkIOl8C3gwlphRWBT8jecYaA1N7ZfGDAS2OufeDp4/2syydTjn9gPD8TXSMuAx4NvAYOBPwTH9n/gr3Ks9Grz2Jfwv1m5RhjMaGQ4lmD4OuMc5VxmsO9rjt4Hgy+Nh4Np6swqB3wb/P0LtMf0YMDX4/7LgeTyqK5NN5YNzgV875z4Nyhn3NsYqJf3oM8DX8LWa4c65Q2a2DcgJ5h2MWK4KSLjpBr+Dv+ec+2OdiWbjaXhgx9qf9VngVmA8/oCp9lNgmXPuIvMnhJdHzPskmhWbWQ/8z+nBZubwF7g5fDJuqtwVQfKPVUzb4Zz71Mz+hB/59FIg1pOZldStyOTUm199HFSRnM9BS/Gi1sx+ebaJGAkNlxLsz+XAcjN7A5gBrHfONdU0F+8xvZ56v6DNrCt+yJStMawnGvOBtcCvm1mmOt6zwP+Y2bH4L72/xBrMzPrjj6XdNJ0PJpDcbYxaWGv0xwC7gyR/NlEO/JOAPwLfrW7XM7M8MzsqmDcy+NnWDl9riLa5o9oDwE+cc2/Um34MtSc1r4iv2FyM/yl7knOur3PuROBtfE0n0XLXF8923AfcAayOo/azHRhkZkcGP+G/FOPrY5XMeE3tF5qIsQnob7U9wKYSJTPLN7MBEZOGAhuBXPMnajGzjmYW+YtxajD9DHwTxb4ow70IdDazbwSvbw/Mw/9aWwp8x4IOBEHSBfgYODra7akWHC+P45tRqhVRe2L7awTHdPCr5hVgAfBcrBUZM8sF7gF+6fyFSU3lg6X48xGd621jyoWqRh8cJAfx7W+LzawYeBX/QUil+/A//9cG5wLK8G1xACuAm/Ft3S8BTze2gqY453bhD8D6bgEeMrPZxFEDCVwelC3SU8B3SbDc9cWzHc65NWb2Ec3XyuqoPgacczvN7HHgdWAzsC7uwrd+vKb2y1fxyatODOfcATO7BnjBzPbgk1a0ugC/CJpfKoEt+GachcAdwRdKB3wNuXook71mVgR0xTerRcU558zsIuAuM/shvqL5B+A/8LXhPOB1MzsE3ItvU18IPG9m/4ixnR78l8i/Rjy/FnjAzP4N/xn9ZsS8x/DNheOjXHenoGmmI/59ewS4LZjXaD5wzr1gvoNBsZl9Ru22p1yorow1s9OAe51zsfQEkHqCJqe5zrlJaS7H5/FNCgOdc4ejfE2rHgOZcsyZWRfn3P4gsdwJbHbO3Z6COMvxx0ZxstctqROaphsz+w7+JNF/prsskrjg5/0q4AcxJPlWPQYy7Ji7Oqhhrsc3h/0qzeWRDBKqGr2IiDQUmhq9iIg0ToleRCTklOhFREJOiV5EJOSU6EVEQk6JXkQk5P4/YpuLA7c1sEwAAAAASUVORK5CYII=\n", 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" + "cell_type": "code", + "metadata": { + "id": "r-vlFeRJFVQb", + "outputId": "347609ab-ce5e-4897-f0d0-83abc710e91a" + }, + "source": [ + "plt.clf() # clear figure\n", + "x = np.arange(4)\n", + "y = [8.8, 5.2, 3.6, 5.9]\n", + "plt.xticks(x, ('Ankit', 'Hans', 'Joe', 'Flaco'))\n", + "# plt.bar(x, y)\n", + "# plt.bar(x, y, color='y')\n", + "plt.bar(x, y, color=['lime', 'r', 'k', 'tan'])\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df = pd.read_csv('Fremont_weather.txt')\n", - "print(df)\n", - "plt.bar(df['month'], df['record_high'], color='r')\n", - "plt.bar(df['month'], df['record_low'], color='c')\n", - "plt.plot(df['month'], df['avg_high'], color='k')\n", - "plt.plot(df['month'], df['avg_low'], color='b')\n", - "plt.legend()\n", - "plt.show() " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 9.1. Subplots, part 1\n", - "221 = top left subplot \n", - "222 = top right subplot \n", - "223 = bottom left subplot \n", - "224 = bottom right subplot " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "EA98_9gRFVQf" + }, + "source": [ + "----\n", + "### 5. Two sets of 10 random dots plotted" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure()\n", - "fig.suptitle('My SubPlots')\n", - "fig.add_subplot(221)\n", - "plt.plot([np.log(n) for n in range(1,10)])\n", - "fig.add_subplot(222, facecolor='y')\n", - "fig.add_subplot(223)\n", - "fig.add_subplot(224) \n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 9.2. Subplots, part 2" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ + }, { - "data": { - "image/png": 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GpWzaFK7QTHSlnHSSppsVKUEKdAmWLQut8GnT4NlnYedOOOAAOOus0AofOlRdKSIlToFeqdxDH/jDD4cQX7QobD/iCJgwAUaPhq9/XaNSRMqIAr2SbN8e5kp55JFwW7UKWrWCgQPh1lvhlFPCFZsiUpYU6HG3aVPoB3/44XCl5vr14bL6ESNgzJjQH77vvsWuUkRyQIEeRx9/HEakPPRQCPMtW0JojxkTbsOHh5OcIhIrTQa6mfUA/grsD+wCJrr77WbWEZgKVAPvAqe5+7r8lSqNqq0N3SgPPRSGGe7cCd27w7hx8J3vhPU0W+v/b5E4y+Q3fAdwpbsvMLN2wHwzexI4B3jK3W8yswnABMLC0VIoK1bAgw/CAw/A88+HbYccAlddFeZMqanR+HCRCtJkoLt7LVAbfb/RzBYD3YDRwJBot0mExaMV6Pm2dGl9iM+bF7YddRT88pfwve/BYYcpxEUqVLP+BjezaqAvMBfoEoU97l5rZimvNDGzccA4gKqqqmxqrVxLloQAf+CBcOk9wNFHw803hxA/6KDi1iciJSHjQDezvYAHgcvdfYNl2Ap094nARICamhpvSZEV6a234L774P774bXXwrZjj4VbbgndKT17Frc+ESk5GQW6me1GCPPJ7v5QtPkDM+satc67AmvzVWTFeOutEOD33x/mEwcYMABuvz20xLt1K259IlLSMhnlYsDdwGJ3vyXpoenAWOCm6Ou0vFQYd++8A1OnhluiO+XYY+G220KId+9e3PpEpGxk0kIfAJwNvG5mUeLwM0KQ32dm5wPvAd/PT4kxtHp1aIVPmQIvvBC29e8fulNOPRV69ChufSJSljIZ5fIskK7DfFhuy4mxjz4Ko1OmTIHZs8NcKkceCTfeCKefrpXtRSRrutIknz79NCwGMXlyWCR5x44wTvzaa0OIH3ZYsSsUkRhRoOfazp1hbc3Jk8NVmxs3hpOZl18OP/gB9O2rceIikhcK9FxILM32t7+FLpXa2rCi/fe/H+YTHzQozGooIpJHCvRsrFkTWuKTJsHrr0ObNmH2wjPPDF+1IISIFJACvbm2bAkr+0yaFGYy3LkzjFD5r/8K/eIdOxa7QhGpUAr0TCRW97n77tClsn59GB/+05/C2LHQp0+xKxQRUaA36uOPQ5fKXXeFy+/btg0X+4wdC8cfr35xESkpCvSGdu0Ky7TddVcYN751a5iG9s474YwzYO+9i12hiEhKCvSEurrQpXLXXbBsGXToAP/+73D++WF6WhGRElfZge4Oc+fCH/8YZjbctg0GD4brrw8zGrZtW+wKRUQyVpmBvnkz3HtvCPIFC6Bdu7BU28UX6+pNESlblRXoK1bAH/4A99wD69bBV74ShhuedVYIdRGRMlYZgf7aa/Cb34Qhh2Zh0eRLLglXcOoyfBGJifgGunsYrXLzzfD447DXXnDZZfCTn2iOcRGJpfgF+q5d8MgjIchffBH22w9+9Su46CLYZ59iVycikjfxCvSZM+HSS+HNN8PCyXfcES4C0mgVEakAXyp2ATmxdi2cfTYMHx7mVpk6FZYsgQsvVJiLSMXIKtDNbISZLTGzpWY2IVdFZWzXrnAx0KGHhhC/9tpwAvS003RZvohUnBZ3uZhZK+CPwHBgJfCSmU139zdyVVyjFi+GCy6AZ56BgQPhv/9bY8hFpKJl00I/Bljq7svdfRswBRidm7IasWVLaIkfeSQsXBgu1Z89W2EuIhUvm5Oi3YD3k+6vBPpnV04T3MOl+S++GC4G+t3vwigWERHJKtBTXZHjX9jJbBwwDqCqqiqLtyNcBHTFFWERieHDs3stEZGYySbQVwI9ku53B1Y33MndJwITAWpqar4Q+M12+ulZv4SISBxl04f+EtDbzHqZWRvgDGB6bsoSEZHmanEL3d13mNmPgRlAK+Aed1+Us8pERKRZzD37XpCM38ysDliRg5fqBHyYg9fJtVKtC0q3NtXVPKVaF5RubXGoq6e7d25qp4IGeq6Y2Tx3ryl2HQ2Val1QurWpruYp1bqgdGurpLricem/iIgo0EVE4qJcA31isQtIo1TrgtKtTXU1T6nWBaVbW8XUVZZ96CIi8kXl2kIXEZEGFOgiIjGhQBcRiQkFuohITCjQRURiQoEuIhITCnQRkZhQoIuIxIQCXUQkJhToIiIxoUAXEYkJBbqISEwo0EVEYkKBLiISEy1eJLolOnXq5NXV1YV8SxGRsjd//vwPM1lTtKCBXl1dzbx58wr5liIiBfXIy6v47YwlrF6/mQM6tOWqE/swpm+3rF7TzFZksl9BA11EJM4eeXkV1zz0Opu37wRg1frNXPPQ6wBZh3omFOgiIs2UrhX+2xlLPgvzhM3bd/LbGUsU6CIipaaxVvjq9ZtTPifd9lxToIuINNBYP3hjrfADOrRlVYrwPqBD24LUrWGLIiJJEi3wVes349S3wB95eRXQeCv8qhP70Ha3Vp/b3na3Vlx1Yp98lw0o0EWkQj3y8ioG3DSLXhMeZcBNsz4L7MZa4JC+tX1Ah7aM6duNG797BN06tMWAbh3acuN3jyhI/zmoy0VEKlA2/eBXndjnc8+Fz7fCx/TtVrAAb0iBLiKxlK9+8OTXyOVY81xQoItI7DQ1HryxVvitpx/VaAs88RqlEOANqQ9dRMpSuj5wKO9+8Gxk1EI3sw7AXcBXAQfOA5YAU4Fq4F3gNHdfl5cqRUSSZNMCh9LuB89Gpi3024HH3f1Q4EhgMTABeMrdewNPRfdFRHImHyNRgLJuhTemyRa6mbUHBgHnALj7NmCbmY0GhkS7TQJmA1fno0gRqTz5HIkC5dsKb0wmXS4HAnXAn83sSGA+cBnQxd1rAdy91sz2S/VkMxsHjAOoqqrKSdEiEg+VOBIlnzIJ9NZAP+BSd59rZrfTjO4Vd58ITASoqanxFlUpIrFTqSNR8imTPvSVwEp3nxvdf4AQ8B+YWVeA6Ova/JQoIuVKI1EKq8kWuruvMbP3zayPuy8BhgFvRLexwE3R12l5rVRESlK6bhONRCm8TC8suhSYbGZtgOXAuYTW/X1mdj7wHvD9/JQoIqWqsdBuam5w9YPnXkaB7u6vADUpHhqW23JEpNS09MSlRqIUni79F5G0suk2UQu88BToIhWupS3wprpN1AIvPM3lIlLBslnMAWh0QQeNRCk8tdBFKkBLFzXOtttELfDCUqCLxJwuoa8cCnSRGNAl9AIKdJGyp0voJUEnRUXKgC6hl0yohS5S4nQJvWRKLXSREqHFHCRbaqGLlACNRJFcUKCLFIhGoki+KdBFCkAjUaQQ1IcukiMaiSLFpha6SA5oJIqUArXQRXJAI1GkFKiFLtIM6U5saiSKlIKMA93MWgHzgFXufrKZ9QKmAB2BBcDZ7r4tP2WKFF9j3SoaiSKloDkt9MuAxUD76P7NwK3uPsXM7gTOB+7IcX0iBdXSoYVqgUspyKgP3cy6AycBd0X3DRgKPBDtMgkYk48CRQolm8Ue1AcupSDTFvptwE+BdtH9fYH17r4jur8SSPnJNbNxwDiAqqqqllcqkgP5Wm4N1AKX4muyhW5mJwNr3X1+8uYUu3qq57v7RHevcfeazp07t7BMkezlc7k1kVKQSQt9AHCKmY0C9iD0od8GdDCz1lErvTuwOn9limSuWMutiRRbk4Hu7tcA1wCY2RBgvLufaWb3A6cSRrqMBablsU6RjGiSK6lk2YxDvxqYYmY3AC8Dd+emJJHGaZIrkdSaFejuPhuYHX2/HDgm9yWJpKdJrkTS06X/UnI0yZVIy+jSfykpmuRKpOXUQpei0HJrIrmnFroUnEaiiOSHWuhScE2NRElFLXCRpqmFLnnR2NBCjUQRyQ8FuuRcUyc2GxsPrrHgIi2nQJcWyWaSK41EEckPBbo0W7ZDC9UKF8kPBbqkla9JrkCtcJF80CgXSamxqWY1zaxIaVKgS0oaWihSftTlUsE0tFAkXhToFUpDC0XiR4Eecy09samhhSLlR4EeY9nMmaJWuEj5UaCXuXyt3gNqhYuUmyZHuZhZDzN72swWm9kiM7ss2t7RzJ40s7ejr/vkv1xJls0q9hpaKBI/mQxb3AFc6e6HAd8ALjGzw4EJwFPu3ht4KrovBaTVe0QkWZNdLu5eC9RG3280s8VAN2A0MCTabRJhrdGr81JlBWvp0ELQ6j0ilaZZfehmVg30BeYCXaKwx91rzWy/nFdX4bIZWpjYB3RiU6RSZBzoZrYX8CBwubtvMLNMnzcOGAdQVVXVkhorVrZDC0GtcJFKklGgm9luhDCf7O4PRZs/MLOuUeu8K7A21XPdfSIwEaCmpsZzUHPspOtW0dBCEWmOJgPdQlP8bmCxu9+S9NB0YCxwU/R1Wl4qjLnGulU0tFBEmiOTUS4DgLOBoWb2SnQbRQjy4Wb2NjA8ui8ppFvhHhrvVtHQQhFpjkxGuTwLpOswH5bbcuInm8Ug1KUiIs2hK0XzLNvFINSlIiKZ0nzoOdBYl4oWgxCRQlELPUsaKy4ipUKBniWNFReRUqFAz5DGiotIqVOgZ0BjxUWkHOikaAY0VlxEyoFa6JGWzmqoLhURKRUKdHIzUkUBLiLFpi4Xml4oQt0qIlIOKqaFns1CEepWEZFyUBGBnm2XSmI/BbiIlLKK6HJRl4qIVIJYtdB18Y+IVLLYBLou/hGRShebLhdd/CMilS42LXRd/CMilS42ga6Lf0Sk0mXV5WJmI8xsiZktNbMJuSoqncYWklC3iohUuha30M2sFfBHwgLRK4GXzGy6u7+Rq+KSNTWWXN0qIlLpsulyOQZY6u7LAcxsCjAayEugN7WQBKhbRUQqWzZdLt2A95Pur4y2fY6ZjTOzeWY2r66ursVv1tRYchGRSpdNoFuKbf6FDe4T3b3G3Ws6d+7c4jdLHjOeyXYRkUqTTaCvBHok3e8OrM6unPR00lNEpHHZ9KG/BPQ2s17AKuAM4Ic5qSoFnfQUEWlciwPd3XeY2Y+BGUAr4B53X5SzylLQSU8RkfTM/Qvd3vl7M7M6YEUOXqoT8GEOXifXSrUuKN3aVFfzlGpdULq1xaGunu7e5EnIggZ6rpjZPHevKXYdDZVqXVC6tamu5inVuqB0a6ukumIzOZeISKVToIuIxES5BvrEYheQRqnWBaVbm+pqnlKtC0q3toqpqyz70EVE5IvKtYUuIiINlFWgF3q63iZq6WFmT5vZYjNbZGaXRduvM7NVZvZKdBtVhNreNbPXo/efF23raGZPmtnb0dd9ClxTn6Rj8oqZbTCzy4t1vMzsHjNba2YLk7alPEYW/D763L1mZv0KXNdvzezN6L0fNrMO0fZqM9ucdOzuLHBdaX92ZnZNdLyWmNmJBa5ralJN75rZK9H2Qh6vdPmQ38+Yu5fFjXDx0jLgQKAN8CpweBHr6Qr0i75vB7wFHA5cB4wv8rF6F+jUYNtvgAnR9xOAm4v8s1wD9CzW8QIGAf2AhU0dI2AU8Bhh/qJvAHMLXNcJQOvo+5uT6qpO3q8Ixyvlzy76PXgV2B3oFf3etipUXQ0e/x1wbRGOV7p8yOtnrJxa6J9N1+vu24DEdL1F4e617r4g+n4jsJgUs02WkNHApOj7ScCYItYyDFjm7rm4yKxF3P1fwMcNNqc7RqOBv3rwAtDBzLoWqi53f8Ldd0R3XyDMm1RQaY5XOqOBKe6+1d3fAZYSfn8LWpeZGXAacG8+3rsxjeRDXj9j5RToGU3XWwxmVg30BeZGm34c/dl0T6G7NiIOPGFm881sXLSti7vXQviwAfsVoa6EM/j8L1mxj1dCumNUSp+98wgtuYReZvaymc0xs4FFqCfVz65UjtdA4AN3fztpW8GPV4N8yOtnrJwCPaPpegvNzPYCHgQud/cNwB3AQcBRQC3hT75CG+Du/YCRwCVmNqgINaRkZm2AU4D7o02lcLyaUhKfPTP7ObADmBxtqgWq3L0vcAXwP2bWvoAlpfvZlcTxAn7A5xsOBT9eKfIh7a4ptjX7mJVToBd0ut5MmNluhB/WZHd/CMDdP3D3ne6+C/gTefpTszHuvjr6uhZ4OKrhg8SfcNHXtYWuKzISWODuH0Q1Fv14JUl3jIr+2TOzscDJwJkedbpGXRofRd/PJ/S9Y6wwAAABe0lEQVRVH1Komhr52ZXC8WoNfBeYmthW6OOVKh/I82esnAL9s+l6o1beGcD0YhUT9c/dDSx291uStif3e30HWNjwuXmu68tm1i7xPeGE2kLCsRob7TYWmFbIupJ8rtVU7OPVQLpjNB34t2gkwjeATxJ/NheCmY0ArgZOcfdPk7Z3trC2L2Z2INAbWF7AutL97KYDZ5jZ7ham1+4NvFiouiLfAt5095WJDYU8XunygXx/xgpxxjeHZ45HEc4WLwN+XuRajiP8SfQa8Ep0GwX8DXg92j4d6Frgug4kjDB4FViUOE7AvsBTwNvR145FOGZ7Ah8BeydtK8rxIvynUgtsJ7SOzk93jAh/Dv8x+ty9DtQUuK6lhP7VxOfszmjf70U/41eBBcC3C1xX2p8d8PPoeC0BRhayrmj7X4ALG+xbyOOVLh/y+hnTlaIiIjFRTl0uIiLSCAW6iEhMKNBFRGJCgS4iEhMKdBGRmFCgi4jEhAJdRCQmFOgiIjHx/wF9p8YJPVvNDwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "id": "ryGZoTsqFVQg", + "outputId": "ba556ce1-2294-44c8-88d8-9f2100b26711" + }, + "source": [ + "d = {'Red O' : np.random.rand(10),\n", + " 'Grn X' : np.random.rand(10)}\n", + "df = pd.DataFrame(d)\n", + "df.plot(style=['ro','gx'])\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, plots = plt.subplots(2, sharex=True)\n", - "fig.suptitle('Sharing X axis')\n", - "x = range(0,200,5)\n", - "y = [n**0.8 for n in x]\n", - "plots[0].plot(x, y, color='r')\n", - "plots[1].scatter(x, y)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "----\n", - "### 10. Save figure to image file" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wRpx5ePcFVQl" + }, + "source": [ + "----\n", + "### 6. Time series - six months of random floats" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JyfKP4u1FVQl", + "outputId": "1f763599-2c6c-4648-efcc-f1ad7cc5a19f" + }, + "source": [ + "ts = pd.Series(np.random.randn(180), index=pd.date_range('1/1/2018', periods=180))\n", + "df = pd.DataFrame(np.random.randn(180, 3), index=ts.index, columns=list('ABC'))\n", + "df.cumsum().plot()\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Eqf7ohk_FVQq" + }, + "source": [ + "----\n", + "### 7. Random dots in a scatter" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "OqM70fWlFVQq", + "outputId": "77b1db1d-f19f-419f-c766-27c7da549e5c" + }, + "source": [ + "N = 50\n", + "x = np.random.rand(N)\n", + "y = np.random.rand(N)\n", + "colors = np.random.rand(N)\n", + "sizes = (30 * np.random.rand(N))**2 # 0 to 15 point radii\n", + "plt.scatter(x, y, s=sizes, c=colors, alpha=0.5)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hGL7LTZMFVQt" + }, + "source": [ + "----\n", + "### 8. Load csv file and show multiple chart types\n", + "Or use plt.figlegend() to show a legend outside the plot area" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SmcHoov6FVQv", + "outputId": "07c52513-239e-426e-cef3-803bab425371" + }, + "source": [ + "df = pd.read_csv('Fremont_weather.txt')\n", + "print(df)\n", + "plt.bar(df['month'], df['record_high'], color='r')\n", + "plt.bar(df['month'], df['record_low'], color='c')\n", + "plt.plot(df['month'], df['avg_high'], color='k')\n", + "plt.plot(df['month'], df['avg_low'], color='b')\n", + "plt.legend()\n", + "plt.show() " + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + " month avg_high avg_low record_high record_low avg_precipitation\n", + "0 Jan 58 42 74 22 2.95\n", + "1 Feb 61 45 78 26 3.02\n", + "2 Mar 65 48 84 25 2.34\n", + "3 Apr 67 50 92 28 1.02\n", + "4 May 71 53 98 35 0.48\n", + "5 Jun 75 56 107 41 0.11\n", + "6 Jul 77 58 105 44 0.00\n", + "7 Aug 77 59 102 43 0.03\n", + "8 Sep 77 57 103 40 0.17\n", + "9 Oct 73 54 96 34 0.81\n", + "10 Nov 64 48 84 30 1.70\n", + "11 Dec 58 42 73 21 2.56\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1a0YQL6MFVQy" + }, + "source": [ + "----\n", + "### 9.1. Subplots, part 1\n", + "221 = top left subplot \n", + "222 = top right subplot \n", + "223 = bottom left subplot \n", + "224 = bottom right subplot " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JUYy3NyLFVQz", + "outputId": "b5bd9c5a-d282-4a29-e5ec-43f5f7fe12e1" + }, + "source": [ + "fig = plt.figure()\n", + "fig.suptitle('My SubPlots')\n", + "fig.add_subplot(221)\n", + "plt.plot([np.log(n) for n in range(1,10)])\n", + "fig.add_subplot(222, facecolor='y')\n", + "fig.add_subplot(223)\n", + "fig.add_subplot(224) \n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wBRIGcWpFVQ2" + }, + "source": [ + "----\n", + "### 9.2. Subplots, part 2" + ] + }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "id": "ZcwrkTY7FVQ3", + "outputId": "a6333130-531c-4f44-9f3e-bf830fbde563" + }, + "source": [ + "fig, plots = plt.subplots(2, sharex=True)\n", + "fig.suptitle('Sharing X axis')\n", + "x = range(0,200,5)\n", + "y = [n**0.8 for n in x]\n", + "plots[0].plot(x, y, color='r')\n", + "plots[1].scatter(x, y)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } ] - }, - "metadata": {}, - "output_type": "display_data" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ta73CypwFVQ8" + }, + "source": [ + "----\n", + "### 10. Save figure to image file" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DqNN8emeFVQ8", + "outputId": "afca7cd8-b9d4-47ff-feb3-b48b2096e47b" + }, + "source": [ + "plt.figure(figsize=(4,3), dpi=100)\n", + "plt.plot([245, 170, 148, 239, 161, 196, 112, 258])\n", + "plt.axis([0, 7, 0, 300])\n", + "plt.title('Flight Data')\n", + "plt.xlabel('Speed')\n", + "plt.savefig('Flights.png')\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "choNoplVFVRA" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] } - ], - "source": [ - "plt.figure(figsize=(4,3), dpi=100)\n", - "plt.plot([245, 170, 148, 239, 161, 196, 112, 258])\n", - "plt.axis([0, 7, 0, 300])\n", - "plt.title('Flight Data')\n", - "plt.xlabel('Speed')\n", - "plt.savefig('Flights.png')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} + ] +} \ No newline at end of file