{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing Data With Radar Charts in Python\n", "\n", "Author: [Paul Jeffries](https://twitter.com/ByPaulJ)\n", "\n", "Welcome! The purpose of this notebook is to provide several exemplar radar charts to demonstrate how they are created and illustrate some use cases where they can prove to be an insightful viz. \n", "\n", "The question that all the exemplar visualizations below attempt to get at is simply **\"how do the various top MBA programs (as of 2018) compare across different rankings (according to the FT)?\"**\n", "\n", "Enjoy!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was last run: 2019-12-30 13:16:10.402522\n" ] } ], "source": [ "import datetime\n", "# prints the present date and time as a form of log\n", "print(\"This notebook was last run: \", datetime.datetime.now())" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# key basic packages\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# packages needed for viz\n", "import matplotlib.pyplot as plt\n", "from math import pi\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Importing and Cleaning the Data\n", "\n", "For this example, I'll be using a data extract pulled from the [FT's MBA school rankings](http://rankings.ft.com/businessschoolrankings/global-mba-ranking-2018). I pulled these stats by picking the rankings I thought would be particularly relevant from their list of available data points. \n", "\n", "To facilitate data cleaning, I make use of the excellent [pyjanitor package](https://github.com/ericmjl/pyjanitor). When I upgraded python versions recently, a new error showed up that I hadn't seen before, so if you have trouble using pyjanitor post-upgrade, check out [this solution here](https://github.com/scipy/scipy/issues/3658) which might fix your problem (as it did for me)!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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School nameRank in 2018Value for money rankCareer progress rankCareers service rankAlumni recommend rankFT research rankCountry
0Stanford17043125US
1Insead26196469France / Singapore
2Wharton398171541US
3London Business School480546527UK
4Harvard586718116US
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" ], "text/plain": [ " School name Rank in 2018 Value for money rank \\\n", "0 Stanford 1 70 \n", "1 Insead 2 6 \n", "2 Wharton 3 98 \n", "3 London Business School 4 80 \n", "4 Harvard 5 86 \n", "\n", " Career progress rank Careers service rank Alumni recommend rank \\\n", "0 4 31 2 \n", "1 19 64 6 \n", "2 17 15 4 \n", "3 5 46 5 \n", "4 7 18 1 \n", "\n", " FT research rank Country \n", "0 5 US \n", "1 9 France / Singapore \n", "2 1 US \n", "3 27 UK \n", "4 16 US " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# importing the dataset which I cleaned up a bit manually in Excel after downloading it\n", "base_mba_rankings_df = pd.read_csv(filepath_or_buffer = './data/ft_mba_2018_rankings.csv')\n", "\n", "# inspecting the data\n", "base_mba_rankings_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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school_namerank_in_2018value_for_money_rankcareer_progress_rankcareers_service_rankalumni_recommend_rankft_research_rank
0Stanford17043125
1Insead26196469
2Wharton398171541
3London Business School480546527
4Harvard586718116
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" ], "text/plain": [ " school_name rank_in_2018 value_for_money_rank \\\n", "0 Stanford 1 70 \n", "1 Insead 2 6 \n", "2 Wharton 3 98 \n", "3 London Business School 4 80 \n", "4 Harvard 5 86 \n", "\n", " career_progress_rank careers_service_rank alumni_recommend_rank \\\n", "0 4 31 2 \n", "1 19 64 6 \n", "2 17 15 4 \n", "3 5 46 5 \n", "4 7 18 1 \n", "\n", " ft_research_rank \n", "0 5 \n", "1 9 \n", "2 1 \n", "3 27 \n", "4 16 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# conducting some basic cleaning with the help of the janitor package\n", "from janitor import clean_names, remove_empty\n", "\n", "# cleaning the column names and dropping any all-NULLs (precautionary)\n", "clean_mba_rankings_df = (base_mba_rankings_df\n", " .clean_names(strip_underscores=True)\n", " .remove_empty()\n", " # also dropping country variable which I don't need for anything at the moment\n", " .drop(['country'], axis=1))\n", "\n", "clean_mba_rankings_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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data_typenull_countunique_count
school_nameobject0101
value_for_money_rankint640101
career_progress_rankint640101
careers_service_rankint640101
alumni_recommend_rankint64095
rank_in_2018int64088
ft_research_rankint64035
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" ], "text/plain": [ " data_type null_count unique_count\n", "school_name object 0 101\n", "value_for_money_rank int64 0 101\n", "career_progress_rank int64 0 101\n", "careers_service_rank int64 0 101\n", "alumni_recommend_rank int64 0 95\n", "rank_in_2018 int64 0 88\n", "ft_research_rank int64 0 35" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# more nuanced EDA \n", "# building a helpful function to look get info on the columns in our data frame\n", "def dataframe_explorer(df):\n", " dict_list = []\n", " for col in df.columns:\n", " data = df[col]\n", " dict_ = {}\n", " # pulls the null count for a column\n", " dict_.update({'null_count' : data.isnull().sum()})\n", " # counts the unique values in a column\n", " dict_.update({'unique_count' : len(data.unique())})\n", " # gets the types of the data in a column\n", " dict_.update({'data_type' : data.dtype})\n", " dict_list.append(dict_)\n", " \n", " col_info_df = pd.DataFrame(dict_list)\n", " col_info_df.index = df.columns\n", " col_info_df.sort_values(by=['null_count','unique_count'], ascending=[True, False], inplace=True)\n", " \n", " return col_info_df\n", "\n", "dataframe_explorer(clean_mba_rankings_df)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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school_namerank_in_2018value_for_money_rankcareer_progress_rankcareers_service_rankalumni_recommend_rankft_research_rank
0Stanford-1-70-4-31-2-5
1Insead-2-6-19-64-6-9
2Wharton-3-98-17-15-4-1
3London Business School-4-80-5-46-5-27
4Harvard-5-86-7-18-1-16
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" ], "text/plain": [ " school_name rank_in_2018 value_for_money_rank \\\n", "0 Stanford -1 -70 \n", "1 Insead -2 -6 \n", "2 Wharton -3 -98 \n", "3 London Business School -4 -80 \n", "4 Harvard -5 -86 \n", "\n", " career_progress_rank careers_service_rank alumni_recommend_rank \\\n", "0 -4 -31 -2 \n", "1 -19 -64 -6 \n", "2 -17 -15 -4 \n", "3 -5 -46 -5 \n", "4 -7 -18 -1 \n", "\n", " ft_research_rank \n", "0 -5 \n", "1 -9 \n", "2 -1 \n", "3 -27 \n", "4 -16 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we don't need any further null handling as can be seen from the df explorer results above\n", "# inverting the sign of all ranks so that radar chart plotting is easier\n", "# we need this bc radar plots plot larger numbers towards the edge\n", "# but we want the higher ranks (i.e. top schools) towards the edge instead\n", "# I do this by multiplying all columns with 'rank' in their name by -1\n", "\n", "# checks for 'rank' in column name and then multiplies that col's contents by -1\n", "clean_mba_rankings_df.loc[:,\n", " (clean_mba_rankings_df.columns[\n", " clean_mba_rankings_df.columns.str.contains(pat = 'rank')])\n", " ] = (clean_mba_rankings_df.loc[:,\n", " (clean_mba_rankings_df.columns[\n", " clean_mba_rankings_df.columns.str.contains(pat = 'rank')])\n", " ] * -1)\n", "\n", "clean_mba_rankings_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single Radar Chart\n", "\n", "For documentation and an exemplar of a simple single radar chart, [check out this link here](https://python-graph-gallery.com/390-basic-radar-chart/).\n", "\n", "For this single radar chart, we'll plot the overall rank for Stanford's MBA program at the top, and every other pole of the radar chart will represent the sub-ranks for the various categories. I chose Stanford because it is the number one ranked program according to these FT rankings." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# setting default figure size and background color\n", "plt.rcParams['figure.figsize'] = (7.5, 7.5)\n", "plt.rcParams['figure.facecolor'] = 'white'\n", "\n", "# creating a color palette to use for this chart\n", "# the second parameter should be the number of colors you need, so here 1\n", "my_palette = plt.cm.get_cmap(\"plasma\", 1)\n", " \n", "# number of variables\n", "categories=list(clean_mba_rankings_df)[1:]\n", "N = len(categories)\n", " \n", "# we start by plotting the first line of the data frame\n", "# we need to repeat the first value to close the circular graph\n", "values=clean_mba_rankings_df.loc[0].drop(['school_name']).values.flatten().tolist()\n", "values += values[:1]\n", " \n", "# we then find the angle of each axis in the plot\n", "# to do this we divide the plot / number of variables\n", "angles = [n / float(N) * 2 * pi for n in range(N)]\n", "angles += angles[:1]\n", " \n", "# initialize the spider plot\n", "ax = plt.subplot(111, polar=True)\n", "\n", "# include 2 lines below if you want the first axis to be on top\n", "ax.set_theta_offset(pi / 2)\n", "ax.set_theta_direction(-1)\n", " \n", "# draw one axis per variable\n", "plt.xticks(angles[:-1], categories, color='grey', size=10)\n", " \n", "# draw ylabels and set label size\n", "ax.set_rlabel_position(0)\n", "plt.yticks([-75,-30,-10], [\"75\",\"30\",\"10\"], color=\"grey\", size=15)\n", "plt.ylim(-100,-1)\n", "# this controls the size of the labels\n", "for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n", " label.set_fontsize(15)\n", "\n", "# add a title\n", "# the larger your 'y' param, the greater the vertical separation between chart and title\n", "plt.title(clean_mba_rankings_df['school_name'][0], size=25, color=my_palette(1), y=1.1)\n", " \n", "# plot data\n", "ax.plot(angles, values, linewidth=1, linestyle='solid', color=my_palette(0))\n", " \n", "# fill area\n", "ax.fill(angles, values, 'b', alpha=0.1, color=my_palette(1))\n", "\n", "# save the figure as well\n", "plt.savefig('output_viz/stanford.png')\n", "\n", "# show chart\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overlayed Radar Charts\n", "\n", "For documentation and an exemplar of simple overlayed radar charts, [check out this link here](https://python-graph-gallery.com/391-radar-chart-with-several-individuals/).\n", "\n", "For this multi-member single radar chart, I chose to go with the same overall structure as the single radar chart above, but this time overlaying Stanford and INSEAD--the two top MBA programs--for comparison. \n", "\n", "**Note:** I personally think that with any more than 2 (sometimes maybe 3-4 at the most) overlayed radar charts, things become unreadable, so if you want to compare many populations with this structure, I'd recommend going with the facetted method shown in the next section below. \n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ------- PART 1: Create background\n", "\n", "# setting default figure size and background color\n", "plt.rcParams['figure.figsize'] = (7.5, 7.5)\n", "plt.rcParams['figure.facecolor'] = 'white'\n", "\n", "# creating a color palette to use for this chart\n", "# the second parameter should be the number of colors you need\n", "# normally, then, I'd pick 2, but the 3 color palette is prettier w/ plasma\n", "# because the default 1st pick in a 2-color palette is a bright yellow\n", "my_palette = plt.cm.get_cmap(\"plasma\", 3)\n", " \n", "# number of variables\n", "categories=list(clean_mba_rankings_df)[1:]\n", "N = len(categories)\n", " \n", "# we then find the angle of each axis in the plot\n", "# to do this we divide the plot / number of variables\n", "angles = [n / float(N) * 2 * pi for n in range(N)]\n", "angles += angles[:1]\n", " \n", "# initialize the spider plot\n", "ax = plt.subplot(111, polar=True)\n", "\n", "# include 2 lines below if you want the first axis to be on top\n", "ax.set_theta_offset(pi / 2)\n", "ax.set_theta_direction(-1)\n", " \n", "# draw one axis per variable\n", "plt.xticks(angles[:-1], categories, color='grey', size=10)\n", " \n", "# draw ylabels and set label size\n", "ax.set_rlabel_position(0)\n", "plt.yticks([-75,-30,-10], [\"75\",\"30\",\"10\"], color=\"grey\", size=15)\n", "plt.ylim(-100,-1)\n", "# this controls the size of the labels\n", "for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n", " label.set_fontsize(15)\n", " \n", "# ------- PART 2: Add plots\n", " \n", "# one code block below for each 'individual' -- each population to be overlayed\n", "# no loop because as explained above you generally don't want a lot of these\n", " \n", "# plot for individual # 1\n", "values=clean_mba_rankings_df.loc[0].drop('school_name').values.flatten().tolist()\n", "values += values[:1]\n", "ax.plot(angles, values, linewidth=1, linestyle='solid', label=clean_mba_rankings_df.iloc[0,0], color=my_palette(0))\n", "ax.fill(angles, values, 'b', alpha=0.1, color=my_palette(0))\n", " \n", "# plot for individual # 2\n", "values=clean_mba_rankings_df.loc[1].drop('school_name').values.flatten().tolist()\n", "values += values[:1]\n", "ax.plot(angles, values, linewidth=1, linestyle='solid', label=clean_mba_rankings_df.iloc[1,0], color=my_palette(1))\n", "ax.fill(angles, values, 'r', alpha=0.1, color=my_palette(1))\n", "\n", "# add a title\n", "# the larger your 'y' param, the greater the vertical separation between chart and title\n", "plt.title(\n", " (clean_mba_rankings_df['school_name'][0] + \" vs. \" + clean_mba_rankings_df['school_name'][1]), \n", " size=20, y=1.1\n", ")\n", " \n", "# add legend; 1st param is location, prop here modulates only size\n", "plt.legend(bbox_to_anchor=(0.1, 0.1), prop={'size': 15})\n", "\n", "# save the figure as well\n", "plt.savefig('output_viz/stanford_vs_insead.png')\n", "\n", "# display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple Radar Charts Using Faceting\n", "\n", "For documentation and an exemplar of multiple radar charts using faceting, [check out this link here](https://python-graph-gallery.com/392-use-faceting-for-radar-chart/). \n", "\n", "For this example, I chose to simply expand the list of schools for which I plot rank info from 2 to 4, giving each of the top 4 MBA programs their own chart." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ------- PART 1: Define a function that does a plot for one line of the dataset!\n", " \n", "def make_spider(row, title, color):\n", " \n", " # number of variables\n", " categories=list(clean_mba_rankings_df)[1:]\n", " N = len(categories)\n", " \n", " # we then find the angle of each axis in the plot\n", " # to do this we divide the plot / number of variables\n", " angles = [n / float(N) * 2 * pi for n in range(N)]\n", " angles += angles[:1]\n", "\n", " # initialize the spider plot\n", " ax = plt.subplot(2,2,row+1, polar=True)\n", " \n", " # increase whitespace between plots so they don't overlap\n", " plt.subplots_adjust(wspace = 0.6)\n", "\n", " # include 2 lines below if you want the first axis to be on top\n", " ax.set_theta_offset(pi / 2)\n", " ax.set_theta_direction(-1)\n", "\n", " # draw one axis per variable\n", " plt.xticks(angles[:-1], categories, color='grey', size=10)\n", "\n", " # draw ylabels and set label size\n", " ax.set_rlabel_position(0)\n", " plt.yticks([-75,-30,-10], [\"75\",\"30\",\"10\"], color=\"grey\", size=15)\n", " plt.ylim(-100,-1)\n", " # this controls the size of the labels\n", " for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n", " label.set_fontsize(10)\n", "\n", " # plot for individual\n", " values=clean_mba_rankings_df.loc[row].drop('school_name').values.flatten().tolist()\n", " values += values[:1]\n", " ax.plot(angles, values, linewidth=1, linestyle='solid', label=clean_mba_rankings_df.iloc[row,0], color=my_palette(row))\n", " ax.fill(angles, values, 'r', alpha=0.1, color=my_palette(row))\n", "\n", " # add a title\n", " # the larger your 'y' param, the greater the vertical separation between chart and title\n", " plt.title(title, size=25, color=color, y=1.1)\n", "\n", "# setting default figure size and background color\n", "plt.rcParams['figure.figsize'] = (10, 10)\n", "plt.rcParams['figure.facecolor'] = 'white'\n", "\n", "# creating a color palette to use for this chart\n", "# the second parameter should be the number of colors you need, so here 2\n", "my_palette = plt.cm.get_cmap(\"viridis\", 4)\n", " \n", "# Loop to plot the top 4 schools (by overall rank)\n", "for row in range(0, 4):\n", " make_spider(row=row, title=clean_mba_rankings_df['school_name'][row], color=my_palette(row))\n", " \n", "# save the figure as well\n", "plt.savefig('output_viz/top_4_schools.png')\n", "\n", "# display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Functionalizing Radar Chart Creation\n", "\n", "Lastly, I wanted to show a simple example of how you could easily functionalize this whole process by creating a function that takes in two row numbers (good approximate for overall rank), and returns a comparison plot of the two schools with those ranks." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def comparative_radar_builder(row_number_1 = 1, row_number_2 = 2):\n", " \n", " \"\"\"Take in any two ranks and return a radar chart comparing the subranks of the schools with those ranks.\n", " \n", " Keyword arguments:\n", " row_number_1 -- row number of 1st university for comparison.\n", " row_number_2 -- row number of 2nd university for comparison.\n", " \n", " \"\"\"\n", " \n", " # setting default figure size and background color\n", " plt.rcParams['figure.figsize'] = (7.5, 7.5)\n", " plt.rcParams['figure.facecolor'] = 'white'\n", "\n", " # creating a color palette to use for this chart\n", " # the second parameter should be the number of colors you need, so here 2\n", " my_palette = plt.cm.get_cmap(\"plasma\", 3)\n", " \n", " # number of variables\n", " categories=list(clean_mba_rankings_df)[1:]\n", " N = len(categories)\n", "\n", " # we then find the angle of each axis in the plot\n", " # to do this we divide the plot / number of variables\n", " angles = [n / float(N) * 2 * pi for n in range(N)]\n", " angles += angles[:1]\n", "\n", " # initialize the spider plot\n", " ax = plt.subplot(111, polar=True)\n", "\n", " # include 2 lines below if you want the first axis to be on top\n", " ax.set_theta_offset(pi / 2)\n", " ax.set_theta_direction(-1)\n", "\n", " # draw one axis per variable\n", " plt.xticks(angles[:-1], categories, color='grey', size=10)\n", "\n", " # draw ylabels and set label size\n", " ax.set_rlabel_position(0)\n", " plt.yticks([-75,-30,-10], [\"75\",\"30\",\"10\"], color=\"grey\", size=15)\n", " plt.ylim(-100,-1)\n", " # this controls the size of the labels\n", " for label in (ax.get_xticklabels() + ax.get_yticklabels()):\n", " label.set_fontsize(15)\n", "\n", " # ------- PART 2: Add plots\n", "\n", " # one code block below for each 'individual' -- each population to be overlayed\n", " # no loop because as explained above you generally don't want a lot of these\n", "\n", " # plot for individual # 1\n", " values=clean_mba_rankings_df.loc[row_number_1-1].drop('school_name').values.flatten().tolist()\n", " values += values[:1]\n", " ax.plot(angles, values, linewidth=1, linestyle='solid', label=clean_mba_rankings_df.iloc[row_number_1-1,0], color=my_palette(0))\n", " ax.fill(angles, values, 'b', alpha=0.1, color=my_palette(0))\n", "\n", " # plot for individual # 2\n", " values=clean_mba_rankings_df.loc[row_number_2-1].drop('school_name').values.flatten().tolist()\n", " values += values[:1]\n", " ax.plot(angles, values, linewidth=1, linestyle='solid', label=clean_mba_rankings_df.iloc[row_number_2-1,0], color=my_palette(1))\n", " ax.fill(angles, values, 'r', alpha=0.1, color=my_palette(1))\n", "\n", " # add a title\n", " # the larger your 'y' param, the greater the vertical separation between chart and title\n", " plt.title(\n", " (clean_mba_rankings_df['school_name'][row_number_1-1] + \" vs. \" + clean_mba_rankings_df['school_name'][row_number_2-1]), \n", " size=20, y=1.1\n", " )\n", "\n", " # add legend; 1st param is location, prop here modulates only size\n", " plt.legend(bbox_to_anchor=(0.1, 0.1), prop={'size': 15})\n", "\n", " # save the figure as well\n", " plt.savefig('output_viz/comparative_plot_ex.png')\n", "\n", " # display the plot\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# testing the function with random schools not in top 5\n", "comparative_radar_builder(9,30)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }