diff --git a/Iris Dataset/Iris_Dataset.ipynb b/Iris Dataset/Iris_Dataset.ipynb new file mode 100644 index 00000000..398f454e --- /dev/null +++ b/Iris Dataset/Iris_Dataset.ipynb @@ -0,0 +1,1174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Science\n", + "### Exploring the Iris Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load Data\n", + "Load the data from CSV file into a Pandas dataframe, and print the top few rows." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + " | id | \n", + "sepal_length | \n", + "sepal_width | \n", + "petal_length | \n", + "petal_width | \n", + "species | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "0 | \n", + "5.1 | \n", + "3.5 | \n", + "1.4 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
1 | \n", + "1 | \n", + "4.9 | \n", + "3.0 | \n", + "1.4 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
2 | \n", + "2 | \n", + "4.7 | \n", + "3.2 | \n", + "1.3 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
3 | \n", + "3 | \n", + "4.6 | \n", + "3.1 | \n", + "1.5 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
4 | \n", + "4 | \n", + "5.0 | \n", + "3.6 | \n", + "1.4 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
\n", + " | 0 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "species | \n", + "
---|---|---|---|---|---|
0 | \n", + "5.1 | \n", + "3.5 | \n", + "1.4 | \n", + "0.2 | \n", + "Iris-setosa | \n", + "
50 | \n", + "7.0 | \n", + "3.2 | \n", + "4.7 | \n", + "1.4 | \n", + "Iris-versicolor | \n", + "
100 | \n", + "6.3 | \n", + "3.3 | \n", + "6.0 | \n", + "2.5 | \n", + "Iris-virginica | \n", + "
\n", + " | 0 | \n", + "1 | \n", + "2 | \n", + "3 | \n", + "
---|---|---|---|---|
count | \n", + "150.000000 | \n", + "150.000000 | \n", + "150.000000 | \n", + "150.000000 | \n", + "
mean | \n", + "5.843333 | \n", + "3.054000 | \n", + "3.758667 | \n", + "1.198667 | \n", + "
std | \n", + "0.828066 | \n", + "0.433594 | \n", + "1.764420 | \n", + "0.763161 | \n", + "
min | \n", + "4.300000 | \n", + "2.000000 | \n", + "1.000000 | \n", + "0.100000 | \n", + "
25% | \n", + "5.100000 | \n", + "2.800000 | \n", + "1.600000 | \n", + "0.300000 | \n", + "
50% | \n", + "5.800000 | \n", + "3.000000 | \n", + "4.350000 | \n", + "1.300000 | \n", + "
75% | \n", + "6.400000 | \n", + "3.300000 | \n", + "5.100000 | \n", + "1.800000 | \n", + "
max | \n", + "7.900000 | \n", + "4.400000 | \n", + "6.900000 | \n", + "2.500000 | \n", + "