{ "cells": [ { "cell_type": "markdown", "source": [ "## Basic Pandas Examples\r\n", "\r\n", "This notebook will walk you through some very basic Pandas concepts. We will start with importing typical data science libraries:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "import pandas as pd\r\n", "import numpy as np\r\n", "import matplotlib.pyplot as plt" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Series\r\n", "\r\n", "Series is like a list or 1D-array, but with index. All operations are index-aligned." ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "a = pd.Series(range(1,10))\r\n", "b = pd.Series([\"I\",\"like\",\"to\",\"use\",\"Python\",\"and\",\"Pandas\",\"very\",\"much\"],index=range(0,9))\r\n", "print(a,b)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0 1\n", "1 2\n", "2 3\n", "3 4\n", "4 5\n", "5 6\n", "6 7\n", "7 8\n", "8 9\n", "dtype: int64 0 I\n", "1 like\n", "2 to\n", "3 use\n", "4 Python\n", "5 and\n", "6 Pandas\n", "7 very\n", "8 much\n", "dtype: object\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "One of the frequent usage of series is **time series**. In time series, index has a special structure - typically a range of dates or datetimes. We can create such an index with `pd.date_range`.\r\n", "\r\n", "Suppose we have a series that shows the amount of product bought every day, and we know that every sunday we also need to take one item for ourselves. Here is how to model that using series:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "start_date = \"Jan 1, 2020\"\r\n", "end_date = \"Dec 31, 2020\"\r\n", "idx = pd.date_range(start_date,end_date)\r\n", "print(f\"Length of index is {len(idx)}\")\r\n", "items_sold = pd.Series(np.random.randint(25,50,size=len(idx)),index=idx)\r\n", "items_sold.plot(figsize=(10,3))\r\n", "plt.show()" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Length of index is 366\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/svg+xml": "\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-08-25T15:37:26.776137\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.4.2, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", "image/png": "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" }, "metadata": {} } ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "additional_items = pd.Series(10,index=pd.date_range(start_date,end_date,freq=\"W\"))\r\n", "print(f\"Additional items (10 item each week):\\n{additional_items}\")\r\n", "total_items = items_sold+additional_items\r\n", "print(f\"Total items (sum of two series):\\n{total_items}\")" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Additional items (10 item each week):\n", "2020-01-05 10\n", "2020-01-12 10\n", "2020-01-19 10\n", "2020-01-26 10\n", "2020-02-02 10\n", "2020-02-09 10\n", "2020-02-16 10\n", "2020-02-23 10\n", "2020-03-01 10\n", "2020-03-08 10\n", "2020-03-15 10\n", "2020-03-22 10\n", "2020-03-29 10\n", "2020-04-05 10\n", "2020-04-12 10\n", "2020-04-19 10\n", "2020-04-26 10\n", "2020-05-03 10\n", "2020-05-10 10\n", "2020-05-17 10\n", "2020-05-24 10\n", "2020-05-31 10\n", "2020-06-07 10\n", "2020-06-14 10\n", "2020-06-21 10\n", "2020-06-28 10\n", "2020-07-05 10\n", "2020-07-12 10\n", "2020-07-19 10\n", "2020-07-26 10\n", "2020-08-02 10\n", "2020-08-09 10\n", "2020-08-16 10\n", "2020-08-23 10\n", "2020-08-30 10\n", "2020-09-06 10\n", "2020-09-13 10\n", "2020-09-20 10\n", "2020-09-27 10\n", "2020-10-04 10\n", "2020-10-11 10\n", "2020-10-18 10\n", "2020-10-25 10\n", "2020-11-01 10\n", "2020-11-08 10\n", "2020-11-15 10\n", "2020-11-22 10\n", "2020-11-29 10\n", "2020-12-06 10\n", "2020-12-13 10\n", "2020-12-20 10\n", "2020-12-27 10\n", "Freq: W-SUN, dtype: int64\n", "Total items (sum of two series):\n", "2020-01-01 NaN\n", "2020-01-02 NaN\n", "2020-01-03 NaN\n", "2020-01-04 NaN\n", "2020-01-05 41.0\n", " ... \n", "2020-12-27 52.0\n", "2020-12-28 NaN\n", "2020-12-29 NaN\n", "2020-12-30 NaN\n", "2020-12-31 NaN\n", "Length: 366, dtype: float64\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "As you can see, we are having problems here, because in the weekly series non-mentioned days are considered to be missing (`NaN`), and adding `NaN` to a number gives us `NaN`. In order to get correct result, we need to specify `fill_value` when adding series:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "total_items = items_sold.add(additional_items,fill_value=0)\r\n", "print(total_items)\r\n", "total_items.plot(figsize=(10,3))\r\n", "plt.show()" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "2020-01-01 49.0\n", "2020-01-02 36.0\n", "2020-01-03 40.0\n", "2020-01-04 26.0\n", "2020-01-05 41.0\n", " ... \n", "2020-12-27 52.0\n", "2020-12-28 48.0\n", "2020-12-29 38.0\n", "2020-12-30 32.0\n", "2020-12-31 37.0\n", "Length: 366, dtype: float64\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/svg+xml": "\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-08-25T15:37:27.502131\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.4.2, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", "image/png": "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" }, "metadata": {} } ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "monthly = total_items.resample(\"1M\").mean()\r\n", "ax = monthly.plot(kind='bar',figsize=(10,3))\r\n", "ax.set_xticklabels([x.strftime(\"%b-%Y\") for x in monthly.index], rotation=45)\r\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/svg+xml": "\r\n\r\n\r\n \r\n \r\n \r\n \r\n 2021-08-25T15:37:27.997763\r\n image/svg+xml\r\n \r\n \r\n Matplotlib v3.4.2, https://matplotlib.org/\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\r\n", "image/png": "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" }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## DataFrame\r\n", "\r\n", "A dataframe is essentially a collection of series with the same index. We can combine several series together into a dataframe. Given `a` and `b` series defined above:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "df = pd.DataFrame([a,b])\r\n", "df" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 0 1 2 3 4 5 6 7 8\n", "0 1 2 3 4 5 6 7 8 9\n", "1 I like to use Python and Pandas very much" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
012345678
0123456789
1IliketousePythonandPandasverymuch
\n", "
" ] }, "metadata": {}, "execution_count": 19 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "We can also use Series as columns, and specify column names using dictionary:" ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "df = pd.DataFrame({ 'A' : a, 'B' : b })\r\n", "df" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " A B\n", "0 1 I\n", "1 2 like\n", "2 3 to\n", "3 4 use\n", "4 5 Python\n", "5 6 and\n", "6 7 Pandas\n", "7 8 very\n", "8 9 much" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AB
01I
12like
23to
34use
45Python
56and
67Pandas
78very
89much
\n", "
" ] }, "metadata": {}, "execution_count": 20 } ], "metadata": {} }, { "cell_type": "code", "execution_count": null, "source": [], "outputs": [], "metadata": {} } ], "metadata": { "orig_nbformat": 4, "language_info": { "name": "python", "version": "3.8.8", "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py" }, "kernelspec": { "name": "python3", "display_name": "Python 3.8.8 64-bit (conda)" }, "interpreter": { "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" } }, "nbformat": 4, "nbformat_minor": 2 }