Created
January 15, 2018 19:57
-
-
Save amirziai/beb9c34895861fffff959d838f68c508 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Synthetic data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "countries = ['US', 'Canada', 'Mexico', 'Japan', 'Germany',\n", | |
| " 'China', 'UAE', 'Kenya', 'UK', 'Russia', 'Austria']\n", | |
| "p = np.array([5, 4, 1, 2, 2, 2, 2, 1, 3, 1, 3])\n", | |
| "p = p / p.sum()\n", | |
| "data1 = pd.DataFrame({'Country': np.random.choice(countries,\n", | |
| " 1000,\n", | |
| " p = p,\n", | |
| " replace=True)})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Original code" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHCCAYAAADoyB1GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEDZI/w8a2gkzF7WOvQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x114789f98>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig = plt.figure(figsize=(8,5))\n", | |
| "ax = fig.add_subplot(111)\n", | |
| "ax.set(title = \"Top 10 Countries with Most Number of Starbucks Stores\")\n", | |
| "data1.Country.value_counts().head(10).plot(kind=\"bar\", color = \"green\")\n", | |
| "\n", | |
| "# create a list to collect the plt.patches data\n", | |
| "totals = []\n", | |
| "total = float(len(data1.Country))\n", | |
| "\n", | |
| "# find the values and append to list\n", | |
| "for i in ax.patches:\n", | |
| " totals.append(i.get_height())\n", | |
| "# set individual bar lables using above list\n", | |
| "total = sum(totals)\n", | |
| "\n", | |
| "for i in ax.patches:\n", | |
| " ax.text(i.get_x()-.03, i.get_height()+.5, \\\n", | |
| " str(round((data1.Country.value_counts().head(10)/total)*100, 2))+'%', fontsize=10,\n", | |
| " color='dimgrey', ha=\"center\") \n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## v2" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAFjCAYAAADy0kgqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x11589e748>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# https://stackoverflow.com/questions/25447700/annotate-bars-with-values-on-pandas-bar-plots\n", | |
| "\n", | |
| "fig = plt.figure(figsize=(8,5))\n", | |
| "ax = fig.add_subplot(111)\n", | |
| "ax.set(title = \"Top 10 Countries with Most Number of Starbucks Stores\")\n", | |
| "data1.Country.value_counts().head(10).plot(kind=\"bar\", color = \"green\")\n", | |
| "\n", | |
| "pcts = (data1.Country.value_counts(normalize=True) * 100).apply(lambda x: '{:.2f}%'.format(x))\n", | |
| "\n", | |
| "for i, p in enumerate(ax.patches):\n", | |
| " ax.annotate(pcts[i], (p.get_x(), p.get_height() * 1.01))\n", | |
| " \n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "anaconda-cloud": {}, | |
| "kernelspec": { | |
| "display_name": "Python [default]", | |
| "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": "3.5.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment