{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## First, we need to import the library, please make sure you have installed matplotlib" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from collections import Counter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define some functios for python visualization" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def make_chart_simple_line_chart(plt):\n", "\n", " years = [1950, 1960, 1970, 1980, 1990, 2000, 2010]\n", " gdp = [300.2, 543.3, 1075.9, 2862.5, 5979.6, 10289.7, 14958.3]\n", "\n", " # create a line chart, years on x-axis, gdp on y-axis\n", " plt.plot(years, gdp, color='green', marker='o', linestyle='solid')\n", "\n", " # add a title\n", " plt.title(\"Nominal GDP\")\n", "\n", " # add a label to the y-axis\n", " plt.ylabel(\"Billions of $\")\n", " plt.show()\n", "\n", "\n", "def make_chart_simple_bar_chart(plt):\n", "\n", " movies = [\"Annie Hall\", \"Ben-Hur\", \"Casablanca\", \"Gandhi\", \"West Side Story\"]\n", " num_oscars = [5, 11, 3, 8, 10]\n", "\n", " # bars are by default width 0.8, so we'll add 0.1 to the left coordinates\n", " # so that each bar is centered\n", " xs = [i + 0.1 for i, _ in enumerate(movies)]\n", "\n", " # plot bars with left x-coordinates [xs], heights [num_oscars]\n", " plt.bar(xs, num_oscars)\n", " plt.ylabel(\"# of Academy Awards\")\n", " plt.title(\"My Favorite Movies\")\n", "\n", " # label x-axis with movie names at bar centers\n", " plt.xticks([i + 0.5 for i, _ in enumerate(movies)], movies)\n", "\n", " plt.show()\n", "\n", "def make_chart_histogram(plt):\n", " grades = [83,95,91,87,70,0,85,82,100,67,73,77,0]\n", " decile = lambda grade: grade // 10 * 10\n", " histogram = Counter(decile(grade) for grade in grades)\n", "\n", " plt.bar([x - 4 for x in histogram.keys()], # shift each bar to the left by 4\n", " histogram.values(), # give each bar its correct height\n", " 8) # give each bar a width of 8\n", " plt.axis([-5, 105, 0, 5]) # x-axis from -5 to 105,\n", " # y-axis from 0 to 5\n", " plt.xticks([10 * i for i in range(11)]) # x-axis labels at 0, 10, ..., 100\n", " plt.xlabel(\"Decile\")\n", " plt.ylabel(\"# of Students\")\n", " plt.title(\"Distribution of Exam 1 Grades\")\n", " plt.show()\n", "\n", "def make_chart_misleading_y_axis(plt, mislead=True):\n", "\n", " mentions = [500, 505]\n", " years = [2013, 2014]\n", "\n", " plt.bar([2012.6, 2013.6], mentions, 0.8)\n", " plt.xticks(years)\n", " plt.ylabel(\"# of times I heard someone say 'data science'\")\n", "\n", " # if you don't do this, matplotlib will label the x-axis 0, 1\n", " # and then add a +2.013e3 off in the corner (bad matplotlib!)\n", " plt.ticklabel_format(useOffset=False)\n", "\n", " if mislead:\n", " # misleading y-axis only shows the part above 500\n", " plt.axis([2012.5,2014.5,499,506])\n", " plt.title(\"Look at the 'Huge' Increase!\")\n", " else:\n", " plt.axis([2012.5,2014.5,0,550])\n", " plt.title(\"Not So Huge Anymore.\")\n", " plt.show()\n", "\n", "def make_chart_several_line_charts(plt):\n", "\n", " variance = [1,2,4,8,16,32,64,128,256]\n", " bias_squared = [256,128,64,32,16,8,4,2,1]\n", " total_error = [x + y for x, y in zip(variance, bias_squared)]\n", "\n", " xs = range(len(variance))\n", "\n", " # we can make multiple calls to plt.plot\n", " # to show multiple series on the same chart\n", " plt.plot(xs, variance, 'g-', label='variance') # green solid line\n", " plt.plot(xs, bias_squared, 'r-.', label='bias^2') # red dot-dashed line\n", " plt.plot(xs, total_error, 'b:', label='total error') # blue dotted line\n", "\n", " # because we've assigned labels to each series\n", " # we can get a legend for free\n", " # loc=9 means \"top center\"\n", " plt.legend(loc=9)\n", " plt.xlabel(\"model complexity\")\n", " plt.title(\"The Bias-Variance Tradeoff\")\n", " plt.show()\n", "\n", "def make_chart_scatter_plot(plt):\n", "\n", " friends = [ 70, 65, 72, 63, 71, 64, 60, 64, 67]\n", " minutes = [175, 170, 205, 120, 220, 130, 105, 145, 190]\n", " labels = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i']\n", "\n", " plt.scatter(friends, minutes)\n", "\n", " # label each point\n", " for label, friend_count, minute_count in zip(labels, friends, minutes):\n", " plt.annotate(label,\n", " xy=(friend_count, minute_count), # put the label with its point\n", " xytext=(5, -5), # but slightly offset\n", " textcoords='offset points')\n", "\n", " plt.title(\"Daily Minutes vs. Number of Friends\")\n", " plt.xlabel(\"# of friends\")\n", " plt.ylabel(\"daily minutes spent on the site\")\n", " plt.show()\n", "\n", "def make_chart_scatterplot_axes(plt, equal_axes=False):\n", "\n", " test_1_grades = [ 99, 90, 85, 97, 80]\n", " test_2_grades = [100, 85, 60, 90, 70]\n", "\n", " plt.scatter(test_1_grades, test_2_grades)\n", " plt.xlabel(\"test 1 grade\")\n", " plt.ylabel(\"test 2 grade\")\n", "\n", " if equal_axes:\n", " plt.title(\"Axes Are Comparable\")\n", " plt.axis(\"equal\")\n", " else:\n", " plt.title(\"Axes Aren't Comparable\")\n", "\n", " plt.show()\n", "\n", "def make_chart_pie_chart(plt):\n", "\n", " plt.pie([0.95, 0.05], labels=[\"Uses pie charts\", \"Knows better\"])\n", "\n", " # make sure pie is a circle and not an oval\n", " plt.axis(\"equal\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now we want to try each plotting method for different pictures" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_simple_line_chart(plt)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_simple_bar_chart(plt)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_histogram(plt)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_misleading_y_axis(plt, mislead=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEICAYAAABF82P+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHkNJREFUeJzt3WmYXWWZ7vH/TZiRMIMhDAGNKNpMIoNwFHAAAYVWRhkiotGW0YlJ+ygqiscWBUciCAFFoAUOEEDkAHFogSZhEDBg0ggkEkEghCAYCNznw3qLbCo7VStJrdqVqvt3Xfvaa71renbY1LPXOy3ZJiIiortlOh1AREQMTEkQERHRVhJERES0lQQRERFtJUFERERbSRAREdFWEkRERLSVBBF9RtJDkh6TtEpL2cckTax5/ERJH+tlnyMl3S9pTrnWNZJWXYxYvyzpZ23KLen1i3q+vqDKg5L+1InrR3SXBBF9bVnguCZOLOmdwNeBg22vCrwJuLSJa3XIO4B1gU0lva3TwfRG0rKdjiGalQQRfe1bwOckrd5uo6S3S7pd0uzy/vZSfhrwv4DvS3pW0vfbHP424BbbdwLYfsr2eNtzyjlWk3SBpL9LeljSFyUt9ndc0vmSvtayvoukGS3r20i6s9zN/KekS7rtv7ekuyQ9LekPkrbo5ZJjgCuBa8tyaywTJX1V0n+V6/1a0tpl2zWSjum2/x8l7VuWLelTkqaWY78q6XWSbpH0jKRLJS3fcuzHJU2T9JSkqySt37LNko6SNBWYWsreKOmGsv8Dkg6o/Y8cA1oSRPS1ScBE4HPdN0haE7gGOAtYCzgDuEbSWra/APwOONr2a2wf3ebctwG7SzpV0k6SVui2/XvAasCmwDuBw4Ej+uZjLfBZlgeuAM4H1gR+Afxry/ZtgJ8Cn6D6rGcDV7WJuWv/lYH9gJ+X10Gtf7SLD1N9nnWB5Zn/bzweOLTlXFsCI6kSTZc9gLcCOwAnAOOAQ4ANgbcAB5djdwO+ARwAjAAeBi7uFse+wPbA5qU68QbgohLXwcAPJb253eeMpUsSRDThfwPHSFqnW/lewFTbF9qeZ/sXwP3A++uc1PbvgA8C21AlmiclnSFpmKRhwIHAybbn2H4I+DZwWA+nPKD8un/ltQifcQeq6rSzbL9o+3Lgv1u2fxw42/Zttl+yPR6YW45r54Nl+6+BCeXce3Xb5zzbf7b9PFXV2lal/EpgtKTRZf0w4BLbL7Qc+03bz9i+D7gX+LXtB23PBq4Dti77HQL81PYdtucCJwM7ShrVcq5vlLu354G9gYdsn1f+m94BXEaV7GIplwQRfc72vVR/5E7qtml9ql+krR6m+rVb99zX2X4/1a/2fYCPAB8D1qb6Vd16/t7Ofant1VtfdeOg+ix/9atnu5zesrwx8NluyWfDclw7Y0o888of5svpVs0E/K1l+TngNQBl/0uBQ0uV2sHAhd2Ofaxl+fk2669p+Vyv/BvafhZ4klf/O3b/nNt3+5yHAK9dyOeMpUgamaIpXwLuoPoV3+VRqj8orTYCflWWa08tbPtl4EZJN1FVkZwDvFjO39ULaCPgr4sc+Xz/AFZuWW/9ozcTGClJLUliQ+B/yvJ04DTbp/V2EUkbALsB20n6UCleGVhR0tq2n6gR63iqpPB74Dnbt9Q4pp1X/TcqVUhr8ep/x+5J8Te237OY14sBLHcQ0Qjb04BLgGNbiq8F3iDpw5KWlXQgsDnV3QZUv2o3Xdg5Je0j6SBJa5QuodtRtTXcavslql/Rp0laVdLGwGeABbqyLoK7gD0lrSnptcDxLdtuAV4Cji6fZR9gu5btPwE+KWn7EusqkvZS+y65hwF/BjajqjbaCngDMIPSNtCbkhBepkrI3e8eFsVFwBGStirtJV8HbitVdu1MoPpvepik5crrbZLetAQxxACRBBFN+grwypgI209S1Vl/lqra4gRg75ZfyGcC+0maJemsNuebRVW3PxV4huqP/7ds/7xsP4bqV/+DVL+kL6JqKF5cFwJ3Aw9RtQ1c0vJZXqBqNzgSeJqqkXgCVTsCtieVWL9f4p5GVR3Wzhjgh7b/1voCfsyC1Uw9uQD4F5YgKdq+Efh3qnaEmcDrgIN62H8O8N6yz6NU1WDfBFYAkHSKpOsWN57oLOWBQRF9Q9JtwI9tn9eh6x8OjLW9cyeuH4PPQtsgJH2Jqq7xWdtn9F9IEUsHVQP3HgCeoGqY3YL57Sn9HcvKwKeAH3bi+jE49VTF9BBVb4YZPewTMZRtRlUFNZuq2mw/2zP7OwhJuwN/p2rDuai/rx+DV+0qJkmr2P5Hw/FERMQA0WsjtaQdVU0eNqWsbykpt7EREYNcr3cQpeFtP+Aq21uXsnttv6Uf4uvR2muv7VGjRnU6jIiIpcrkyZOfsN19poMF1BooZ3u6pNailxY3sL40atQoJk2a1OkwIiKWKpK6z2jQVp0EMV3VjJsuk4cdS6luioiIwavOQLlPAkdRzcUyg2qU51FNBhUREZ3X6x1EGeV6SD/EEhERA0idXkzj1fLwlzIPzpJMXxAREUuBOlVMW9h+ZZ5827OYP3d8REQMUnUSxDKS1uhaKU8FyzThERGDXJ0/9N8G/iDpl2V9f6DXOe4jImLpVqeR+gJJk4FdAQEftP2nXg6LiIilXN2qovup5rRfFkDSRrYfaSyqiIjouF4ThKRjqB4f+RjVCGpRTQO+RbOhRUREJ9W5gzgO2Kw8DSwiIoaIOr2YplPNdx8REUNInTuIB4GJkq6hPG8XIE+Zi4gY3OokiEfKa/nyioiIIaBON9dTIU+Ui4gYahp9opykhyTdI+kuSZNK2ZqSbpA0tbyvUcol6SxJ0yT9UdI2S/C5IiJiCdWpYvousDtwFYDtuyW9YxGusWuZEbbLScCNtk+XdFJZPxF4HzC6vLYHflTeYwgZddI1nQ4hBqCHTt+r0yEMSXV6MWF7ereiJXmi3D7A+LI8Hti3pfwCV24FVpc0YgmuExERS6DpJ8oZ+LUkA2fbHgesZ3smgO2ZktYt+46k6lLbZUYpm9l6QkljgbEAw4avk1+cfSi/0iKiVZ0E8UngTOY/Ue7X1H+i3E62Hy1J4AZJ9/ewr9qUeYGCKsmMA1hhxOgFtkdERN9o9Ilyth8t749LugLYDnhM0ohy9zACeLzsPgPYsOXwDYBHF+e6ERGx5BaaICSdYPv/SPoe7X/JH9vTiSWtAixje05Zfi/wFarG7jHA6eX9ynLIVcDRki6mapye3VUVFRER/a+nO4iudoZJi3nu9YArJHVd5yLbv5J0O3CppCOpBuDtX/a/FtgTmAY8BxyxmNeNiIg+sNAEYfvq8j5+Yfv0xPaDwJZtyp8E3tWm3NRv24iIiIbVGSh3g6TVW9bXkHR9s2FFRESn1RkHsY7tp7tWbM8C1u1h/4iIGATqJIiXJG3UtSJpY9o0WkdExOBSZxzEF4DfS/pNWX8HZaBaREQMXnXGQfyqTJy3A9Vgtk93m1spIiIGoTqN1DsBz9ueAKwGnFKqmSIiYhCr0wbxI+A5SVsCnwceBi5oNKqIiOi4OgliXhmjsA9wlu0zgVWbDSsiIjqtTiP1HEknA4cC75A0DFiu2bAiIqLT6txBHAjMBY60/TeqWV2/1WhUERHRcXV6Mf0NOKNl/RHSBhERMejVeqJcREQMPUkQERHRVhJERES01WsbhKTRwDeAzYEVu8ptb9pgXBER0WF17iDOoxosNw/YlaqB+sImg4qIiM6rkyBWsn0jINsP2/4ysFuzYUVERKfVGSj3T0nLAFMlHQ38lTwPIiJi0KtzB3E8sDJwLPBWqhHVhzcZVEREdF6dBDHK9rO2Z9g+wvaHgI16PSoiIpZqdRLEyTXLIiJiEFloG4Sk9wF7AiMlndWyaThVj6aIiBjEemqkfhSYBHwAmNxSPgf4dJNBRURE5y00Qdi+G7hb0kW2X+zHmCIiYgCo0811lKSMpI6IGGIykjoiItrKSOqIiGgrI6kjIqKtxRlJfRgwpsmgIiKi8+o8cvT2svgscESz4URExEDR00C5qwEvbLvtDzQSUUREDAg9VTH9B/Bt4C/A88BPyutZ4N66F5A0TNKdkiaU9U0k3SZpqqRLJC1fylco69PK9lGL95EiIqIvLDRB2P6N7d8AW9s+0PbV5fVhYOdFuMZxwJSW9W8C37E9GpgFHFnKjwRm2X498J2yX0REdEidRup1JL0yKE7SJsA6dU4uaQNgL+Ccsi6qLrK/LLuMB/Yty/uUdcr2d5X9IyKiA+p0c/00MFHSg2V9FDC25vm/C5wArFrW1wKett012d8MYGRZHglMB7A9T9Lssv8TrSeUNLbr+sOG18pTERGxGOr0YvqVpNHAG0vR/bbn9nacpL2Bx21PlrRLV3G7S9TY1hrPOGAcwAojRi+0ET0iIpZMT72Y3lEWX7B9K3D3Ip57J+ADkvakmsNpONUdxeqSli13ERtQzRoL1d3EhsAMScsCqwFPLeI1IyKij/TUBnFEeR24OCe2fbLtDWyPAg4CbrJ9CHAzsF/ZbQxwZVm+ivkD8PYr++cOISKiQ3qa7rupQXEnAhdL+hpwJ3BuKT8XuFDSNKo7h4Maun5ERNRQp5F6idmeCEwsyw8C27XZ55/A/v0RT0RE9K5ON9eIiBiCkiAiIqKtXhOEpEmSjpK0Rn8EFBERA0OdO4iDgPWB2yVdLGn3jHCOiBj8ek0QtqfZ/gLwBuAi4KfAI5JOlbRm0wFGRERn1GqDkLQF1cyu3wIuoxqn8AxwU3OhRUREJ/XazVXSZOBpqnEKJ7VMs3GbpJ2aDC4iIjqnzjiI/cvYhQXY/mAfxxMREQNEncn6HpS0F/BmqjmVusq/0mRgERHRWXW6uf6Yaj6mY6hmXN0f2LjhuCIiosPqNFK/3fbhVE97OxXYkWrW1YiIGMTqJIjny/tzktYHXgQ2aS6kiIgYCOo0Uk+QtDpVF9c7qB7ic06jUUVERMfVaaT+alm8TNIEYEXbs5sNKyIiOq1OI/X+krqeKf154DxJWzcbVkREdFqdNoh/tz1H0s7A7sB44MfNhhUREZ1WJ0G8VN73An5k+0pg+eZCioiIgaBOgvirpLOBA4BrJa1Q87iIiFiK1flDfwBwPbCH7aeBNanaIiIiYhCr04vpOeDylvWZwMwmg4qIiM5LVVFERLSVBBEREW3VfWDQxpLeXZZXahkXERERg1SdgXIfB34JnF2KNgD+b5NBRURE59W5gzgK2InqEaPYngqs22RQERHReXUSxFzbL3StSFqWasK+iIgYxOokiN9IOgVYSdJ7gP8Erm42rIiI6LQ6CeIk4O/APcAngGuBLzYZVEREdF6dgXIvAz8pr4iIGCJ6TRCSdgK+TPUc6mWpnktt25s2G1pERHRSnSfKnQt8GpjM/JldeyVpReC3wArlOr+0/SVJmwAXU83pdAdwmO0XyiSAFwBvBZ4EDrT90CJ8loiI6EN12iBm277O9uO2n+x61ThuLrCb7S2BrYA9JO0AfBP4ju3RwCzgyLL/kcAs268HvlP2i4iIDqmTIG6W9C1JO0rapuvV20GuPFtWlysvA7tRDbyD6uFD+5blfco6Zfu7JKnuB4mIiL5Vp4pp+/K+bUtZ1x/6HkkaRlU19XrgB8D/AE/bnld2mQGMLMsjgekAtudJmg2sBTzR7ZxjgbEAw4avUyP8iIhYHHV6Me26uCe3/RKwlaTVgSuAN7Xbrby3u1tYYECe7XHAOIAVRozOgL2IiIbUmYtpNUlnSJpUXt+WtNqiXKQ8aGgisAOwehmNDdW8To+W5RnAhuWaywKrAU8tynUiIqLv1GmD+Ckwh+rJcgdQzcl0Xm8HSVqn3DkgaSXg3cAU4GZgv7LbGODKsnxVWadsv8l27hAiIjqkThvE62x/qGX9VEl31ThuBDC+tEMsA1xqe4KkPwEXS/oacCdVN1rK+4WSplHdORxU+1NERESfq5Mgnpe0s+3fwysD557v7SDbfwS2blP+ILBdm/J/AvvXiCciIvpBnQTxb1R3Al3tDrOAjzQWUUREDAh1ejHdBWwpaXhZf6bxqCIiouPq9GJaT9K5wCW2n5G0uaQjezsuIiKWbnV6MZ0PXA+sX9b/DBzfVEARETEw1EkQa9u+FHgZqlHOLMKkfRERsXSqkyD+IWktyqjmMuHe7EajioiIjqvTi+kzVIPYXifpv4B1mD/QLSIiBqk6vZjukPROYDOq+ZIesP1i45FFRERH1Xmi3DBgT2BU2f+9krB9RsOxRUREB9WpYroa+CdwD6WhOiIiBr86CWID21s0HklERAwodXoxXSfpvY1HEhERA0qdO4hbgSskLQO8SNVQbdvDG40sIiI6qk6C+DawI3BPns8QETF01Klimgrcm+QQETG01LmDmAlMlHQdMLerMN1cIyIGtzoJ4i/ltXx5RUTEEFBnJPWpAJJWrVb9bONRRUREx9V5HsRbJN0J3AvcJ2mypDc3H1pERHRSnUbqccBnbG9se2Pgs8BPmg0rIiI6rU6CWMX2zV0rticCqzQWUUREDAh1GqkflPTvwIVl/VCqRuuIiBjE6txBfJTqGRCXA1cAawNHNBlURER0Xp1eTLOAY+GVqb9Xsf1M04FFRERn1enFdJGk4ZJWAe4DHpD0+eZDi4iITqpTxbR5uWPYF7gW2Ag4rNGoIiKi4+okiOUkLUeVIK4sjxvNvEwREYNcnQRxNvAQVdfW30raGEgbRETEINdrgrB9lu2RtvcsM7o+AuzafGgREdFJdcZBvEpJEvMaiCUiIgaQOlVMERExBDWWICRtKOlmSVMk3SfpuFK+pqQbJE0t72uUckk6S9I0SX+UtE1TsUVERO8WWsUk6YM9HWj78l7OPQ/4rO07ylThkyXdAHwEuNH26ZJOAk4CTgTeB4wur+2BH5X3iIjogJ7aIN5f3tcF3g7cVNZ3BSZSTb2xULZnUj2NDttzJE0BRgL7ALuU3caXc51Yyi8obRy3Slpd0ohynoiI6GcLTRC2jwCQNIFqsNzMsj4C+MGiXETSKGBr4DZgva5z2Z4pad2y20hgesthM0rZqxKEpLHAWIBhw9dZlDAiImIR1GmDGNXtV/xjwBvqXkDSa4DLgON7mcNJbcoWGJBne5ztbW1vO2zl1eqGERERi6hON9eJkq4HfkH1B/sg4OaeD6mUEdiXAT9vabN4rKvqqNyNPF7KZwAbthy+AfBonetERETfqzNQ7mjgx8CWwFbAONvH9HacJAHnAlNsn9Gy6SpgTFkeA1zZUn546c20AzA77Q8REZ3T4x1Emd77etvvpnoWxKLYiWpSv3sk3VXKTgFOBy6VdCTVqOz9y7ZrgT2BacBz5JkTEREd1WOCsP2SpOckrWZ79qKc2Pbvad+uAPCuNvsbOGpRrhEREc2p0wbxT6q7gBuAf3QV2j62sagiIqLj6iSIa8orIiKGkDqPHB3fH4FERMTA0muCkDQa+AawObBiV7ntTRuMKyIiOqzOQLnzqOZFmkc1zcYFwIVNBhUREZ1XJ0GsZPtGQLYftv1lYLdmw4qIiE6r1YtJ0jLAVElHA3+lmsAvIiIGsTp3EMcDKwPHAm8FDmX+SOiIiBik6vRiuh1AkrtmeI2IiMGv1zsISTtK+hMwpaxvKemHjUcWEREdVaeK6bvA7sCTALbvBt7RZFAREdF5tZ5JbXt6t6KXGoglIiIGkDq9mKZLejtgSctTNVZPaTasiIjotDp3EJ+kmmV1JNVDfbYis65GRAx6dXoxPQEc0g+xRETEAFJnLqZ1gI8Do1r3t/3R5sKKiIhOq9MGcSXwO+D/kcbpiIgho06CWNn2iY1HEhERA0qdRuoJkvZsPJKIiBhQFnoHIWkOYKrnSp8iaS7wYlm37eH9E2JERHTCQhOE7VX7M5CIiBhYao2kjoiIoScJIiIi2kqCiIiItnpqpF6zpwNtP9X34URExEDR0ziIyczvxdSdgU0biSgiIgaEnnoxbdKfgURExMCSNoiIiGgrCSIiItpKgoiIiLZ6TRCSXidphbK8i6RjJa1e47ifSnpc0r0tZWtKukHS1PK+RimXpLMkTZP0R0nbLMmHioiIJVfnDuIy4CVJrwfOBTYBLqpx3PnAHt3KTgJutD0auLGsA7wPGF1eY4Ef1Th/REQ0qE6CeNn2POBfge/a/jQworeDbP8W6D5WYh9gfFkeD+zbUn6BK7cCq0vq9RoREdGcOgniRUkHA2OACaVsucW83nq2ZwKU93VL+Uhgest+M0rZAiSNlTRJ0qSXnpu9mGFERERv6iSII4AdgdNs/0XSJsDP+jiOhQ3GW7DQHmd7W9vbDlt5tT4OIyIiuvSaIGz/CTgRuKOs/8X26Yt5vce6qo7K++OlfAawYct+GwCPLuY1IiKiD9TpxfR+4C7gV2V9K0lXLeb1rqKqqqK8X9lSfnjpzbQDMLurKioiIjqjThXTl4HtgKcBbN9F1ZOpR5J+AdwCbCZphqQjgdOB90iaCrynrANcCzwITAN+Anxq0T5GRET0tZ4m6+syz/Zs6VXNBG3bB161g33wQja9q82+Bo6qEUtERPSTOgniXkkfBoZJGg0cC/yh2bAiIqLT6lQxHQO8GZgL/AJ4Bji+yaAiIqLzer2DsP0c8IXyioiIIaLXBCFpW+AUYFTr/ra3aC6siIjotDptED8HPg/cA7zcbDgRETFQ1EkQf7e9uOMeIiJiKVUnQXxJ0jlUs6/O7Sq0fXljUUVERMfVSRBHAG+kmqCvq4rJQBJERMQgVidBbGn7XxqPJCIiBpQ64yBulbR545FERMSAUucOYmdgjKS/ULVBiGp2jHRzjYgYxOokiO6PDY2IiCFgoQlC0nDbzwBz+jGeiIgYIHq6g7gI2BuYTNVrqXU6VwObNhhXRER02EIThO29y3uvz36IiIjBp84T5W6sUxYREYNLT20QKwIrA2tLWoP5VUzDgfX7IbaIiOigntogPkH13If1qdohuhLEM8APGo4rIiI6rKc2iDOBMyUdY/t7/RhTREQMAL22QSQ5REQMTXWm2oiIiCFooQlC0k7lfYX+CyciIgaKnu4gzirvt/RHIBERMbD01IvpRUnnASMlndV9o+1jmwsrIiI6racEsTfwbmA3qm6uERExhPTUzfUJ4GJJU2zf3Y8xRUTEAFCnF9OTkq6Q9LikxyRdJmmDxiOLiIiOqpMgzgOuohpRPRK4upRFRMQgVidBrGv7PNvzyut8YJ2G44qIiA6rkyD+LulQScPK61DgyaYDi4iIzqqTID4KHAD8DZgJ7FfKIiJiEOv1mdS2HwE+0A+xIGkP4ExgGHCO7dP747oREbGgATMXk6RhVNOIvw/YHDhY0uadjSoiYugaMAkC2A6YZvtB2y8AFwP7dDimiIghS7Y7HQMAkvYD9rD9sbJ+GLC97aO77TcWGFtWNwMe6NdAB7e1gSc6HUREG/lu9q2NbffaG7XXNghJX7T9tbK8gu25fRFdu0u1KVsge9keB4xrKIYhTdIk29t2Oo6I7vLd7Iyepvs+QdKOVL2WujQ5s+sMYMOW9Q2ARxu8XkRE9KCnNogHgP2BTSX9TtI4YC1JmzUUy+3AaEmbSFoeOIhqBHdERHRATwliFnAKMA3YhfnPhzhJ0h/6OhDb84CjgeuBKcCltu/r6+tEj1J1FwNVvpsdsNBGaklfB7YHtgXOB+4GPmc7XU8jIoaAXnsxSbob+BiwNXAaVdXTLNvvbz68iIjolF57MQHX274duF3Sv9neWdLaTQcWERGd1etAOdsntKx+pJSlP/JSQNKGkm6WNEXSfZKOK+VrSrpB0tTyvkYpf6OkWyTNlfS5lvOsKOm/Jd1dznNqpz5TDA599d1sOd8wSXdKmtDfn2UwW6SR1Hmy3FJnHvBZ228CdgCOKtOXnATcaHs0cGNZB3gKOBb4j27nmQvsZntLYCtgD0k79McHiEGrr76bXY6j6twSfWggTbURfcz2TNt3lOU5VP8DjaSawmR82W08sG/Z5/FSnfhit/PY9rNldbnyGhhD8GOp1FffTYDyhMu9gHP6IfQhJQliiJA0iqqjwW3AerZnQvU/KrBujeOHSboLeBy4wfZtzUUbQ8mSfjeB7wInAC83FOKQlQQxBEh6DXAZcLztZxbnHLZfsr0V1Qj37SS9pS9jjKFpSb+bkvYGHrc9uc+DiySIwU7SclT/A/7c9uWl+DFJI8r2EVR3BbXYfhqYCOzRx6HGENNH382dgA9IeohqBujdJP2soZCHnCSIQUySgHOBKbbPaNl0FTCmLI8BruzlPOtIWr0srwS8G7i/7yOOoaKvvpu2T7a9ge1RVNPz3GT70AZCHpIGzHTf0fck7Qz8DriH+fWzp1DV9V4KbAQ8Auxv+ylJrwUmAcPL/s9SPbxpFFWD4TCqHxWX2v5K/32SGGz66rvZWi0laReq2R727q/PMdglQURERFupYoqIiLaSICIioq0kiIiIaCsJIiIi2kqCiIiItpIgIiKirSSIiIho6/8DDcSKdi8GzPQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_misleading_y_axis(plt, mislead=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_several_line_charts(plt)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_scatterplot_axes(plt, equal_axes=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAH89JREFUeJzt3XmUVeWd7vHvIxAtiFqKhS3lgNqEmIiCVttxiLk2plHjDehVYzpRHCJm0qi9aKXT1465NwsN2sb0bTE4EpMYjUE0cUCDiUmbSFIIAg4EkzhQIJZD4UAlIv7uH/uteCh3zXXOruH5rHXWOfvd++z9ezlwHvZw9quIwMzMrLWtii7AzMz6JgeEmZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmNl7SDpN0n+3M/8Xkj5XyZqs8hwQVlbpi+RVSVsPxBok7SLpeknrJL0u6SlJl0ga0dvbMqs0B4SVjaQxwEeBAD7Z12uQNKSL694R+A1QBRwcEdsCHweqgb27UW5FSBpadA3WPzggrJxOBR4BbgKmtTRKep+kZZLOSdNDJD0s6eI0vZWkiyT9QdLLkm5LX8ZI2kbS91J7k6TfSdq5qzWkdd0kaY6keyS9CRwhaWtJl0t6TtJ6SddIqmpj3RcArwOfjYhnACLi+Yj4SkQsT9s4JNW4IT0fUrL9X0j6v5J+LekNST+RNFLS9yW9lpYfU7J8SDpX0h8lvSRptqSt0ry9JT2Y/lxeSuuoLnnvM5IulLQceFPS0JI/49clPSHpuFb9k6T/TLU/JWlSW3/Iks6Q9GTaU1soaY92PhPrLyLCDz/K8gCeBr4IHAhsAnYumbcv8CqwD/BVsi/xIWneeWl6V2Br4DvALWne2cBPgOHAkLTu7bpZw03ABuBQsv8sbQN8C7gL2BHYNm1rVhvrfgS4pJ1t75j6eAowFPh0mh6Z5v8i1bc3sD3wBPB74Mi0/HeBG0vWF8DP03p3T8t+Ls37W7K9l62BGuCXwLdK3vsMsAzYDahKbScCo1PfPwW8CeyS5p0GvA2cDwxL8zcAO5bU3rLtqakf+6S6/w34ddF///zo+aPwAvwYmA/gsPSFvFOafgo4v9Uy/5zaXwXGlrQ/CUwqmd4lrWsocAbwa2C/ntaQAuK7JdNKX5J7l7QdDPypjfWvBj7fzvZPAX7bqu03wGnp9S+Ar5bMuwK4t2T6fwLLSqYDOKpk+ovAoja2PRVYWjL9DHBGB39ey4Ap6fVpwFpAJfN/C5xSUntLQNwLnFmy3FbARmCPov8e+tGzhw8xWblMA+6PiJfS9A9odYgHmAeMAe6JiNUl7XsAd6RDSE1kgbEZ2Bm4GVgI/FDSWknflDSsBzU8X/K6hmzPZEnJtu9L7XleJguvtowGnm3V9ixQWzK9vuR1c870+9up99m0DSSNkvRDSQ2SXgO+B+zUznuRdGo61NfS131bvach0jd+6+21sgdwVcl6XiEL29qcZa0fcUBYr0vH7E8CPibpBUkvkB2q2F/S/iWLXg38FJgs6bCS9ueBoyOiuuSxTUQ0RMSmiLgkIj4EHAIcS3aeobs1lH4BvkT2pfzhku1uHxGtv6Rb/Aw4ruU8QI61ZF+epXYHGtpYvjN2a7Wuten1LLK+7BcR2wGfJfuSLvXXvqZzBNcCXyY75FUNrGz1nlpJpdOl2yv1PHB2q8+rKiJ+3fXuWV/igLBymEr2P/4PARPSYx/gV6Qvc0mnkJ0XOA04F5gnqeWL+BrgGy0nOiXVSJqSXh8haXy64ug1skNIm7tTQ2sR8Q7Zl+aVkkal7dVKmtxGP/8D2C7VvkfJ8v8haT/gHuADkv4pnRT+VKrnp+394XVghqQdJO0GfAW4NbVvC7wBNEmqBWZ0sJ4RZIHRmOo+nWwPotQo4FxJwySdSPbnd0/Ouq4BZkr6cFrX9ml56+ccEFYO08hOrj4XES+0PID/B3xG0u5kJ4NPjYg3IuIHQD1wZXr/VWQniu+X9DrZyeC/T/P+BridLByeBB4iO5zS1RrautTzQrITro+kQzU/A8blLRgRr5DtxWwCFqdaF5GdzH06Il4m28P5Z7LDUf8CHFtyyKs77gSWkJ0vuBu4PrVfAhyQtn03ML+9lUTEE2TnPH5DdlhrPPBwq8UWA2PJ9qy+AZyQ+tR6XXcAl5Ed9nuNbE/k6G70zfoYbXmI0cz6KklBdjL/6aJrscHBexBmZpbLAWFmZrl8iMnMzHJ5D8LMzHL165t27bTTTjFmzJiiyzAz61eWLFnyUkS09QPQv+rXATFmzBjq6+uLLsPMrF+R1PoX/rl8iMnMzHI5IMzMLJcDwszMcjkgzMwslwPCzMxylS0gJN0g6UVJK0vadpT0gKTV6XmH1C5J35b0tKTlkg4oV11mlm/B0gYOvfRB9rzobg699EEWLO3JXcltICjnHsRNwFGt2i4iGwFrLNldLy9K7UeT3TVyLDAdmFPGusyslQVLG5g5fwUNTc0E0NDUzMz5KxwSg1zZAiIifkk2slSpKWSjiJGep5a0fzcyjwDVktobqcvMetHshato3rTlsBrNmzYze+GqgiqyvqDS5yB2joh1AOl5VGqvZcvhENfQxnCFkqZLqpdU39jYWNZizQaLtU3NXWq3waGvnKRuPTQibDkU5LuNEXMjoi4i6mpqOvyluJl1wujqqi612+BQ6YBY33LoKD2/mNrXsOVYu7uSP/atmZXBjMnjqBo2ZIu2qmFDmDE5dzA9GyQqHRB3kQ0FSXq+s6T91HQ100eADS2Hosys/KZOrGXW8eOpra5CQG11FbOOH8/UiblHem2QKNvN+iTdAvwPYCdJa4B/By4FbpN0JvAc0DKw+T3AMWRjAW8ETi9XXWaWb+rEWgeCbaFsARERn25j1qScZQP4UrlqMTOzrusrJ6nNzKyPcUCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeVyQJiZWa5CAkLSVyStlPS4pPNS29ckNUhalh7HFFGbmZllyjaiXFsk7QucBRwEvAXcJ+nuNPvKiLi80jWZmdl7VTwggH2ARyJiI4Ckh4DjCqjDzMzaUcQhppXA4ZJGShoOHAPsluZ9WdJySTdI2iHvzZKmS6qXVN/Y2Fipms3MBp2KB0REPAlcBjwA3Ac8BrwNzAH2BiYA64Ar2nj/3Iioi4i6mpqayhRtZjYIFXKSOiKuj4gDIuJw4BVgdUSsj4jNEfEOcC3ZOQozMytIUVcxjUrPuwPHA7dI2qVkkePIDkWZmVlBijhJDfBjSSOBTcCXIuJVSTdLmgAE8AxwdkG1mZkZBQVERHw0p+2UImoxM7N8/iW1mZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeVyQJiZWa6ihhz9iqSVkh6XdF5q21HSA5JWp+cdiqjNbCBasLSBQy99kD0vuptDL32QBUsbii7J+oGKB4SkfYGzgIOA/YFjJY0FLgIWRcRYYFGaNrMeWrC0gZnzV9DQ1EwADU3NzJy/wiFhHSpiD2If4JGI2BgRbwMPAccBU4B5aZl5wNQCajMbcGYvXEXzps1btDVv2szshasKqsj6iyICYiVwuKSRkoYDxwC7ATtHxDqA9Dwq782Spkuql1Tf2NhYsaLN+qu1Tc1dajdrUfGAiIgngcuAB4D7gMeAt7vw/rkRURcRdTU1NWWq0mzgGF1d1aV2sxaFnKSOiOsj4oCIOBx4BVgNrJe0C0B6frGI2swGmhmTx1E1bMgWbVXDhjBj8riCKrL+oqirmEal592B44FbgLuAaWmRacCdRdRmNtBMnVjLrOPHU1tdhYDa6ipmHT+eqRNriy7N+jhFROU3Kv0KGAlsAi6IiEWSRgK3AbsDzwEnRsQr7a2nrq4u6uvry16vmdlAImlJRNR1tNzQShTTWkR8NKftZWBSAeWYmVkO/5LazMxyOSDMzCyXA8LMzHI5IMzMLJcDwszMcjkgzMwslwPCzMxyOSDMzCyXA8LMzHI5IMzMLJcDwszMcjkgzMwslwPCzMxyOSDMzCxXpwJC0h6SjkyvqyRtW96yzMysaB2OByHpLGA6sCOwN7ArcA09GLtB0vnA54AAVgCnp3V+DNiQFjstIpZ1dxtmRVuwtIHZC1extqmZ0dVVzJg8zqO4Wb/SmQGDvgQcBCwGiIjVLUOGdoekWuBc4EMR0SzpNuDkNHtGRNze3XWb9RULljYwc/4KmjdtBqChqZmZ81cAOCSs3+jMIaa/RMRbLROShpL9z78nhgJVaV3DgbU9XJ9ZnzJ74aq/hkOL5k2bmb1wVUEVmXVdZwLiIUn/SvaF/nHgR8BPurvBiGgALicbd3odsCEi7k+zvyFpuaQrJW2d935J0yXVS6pvbGzsbhlmZbW2qblL7WZ9UWcC4iKgkexcwdnAPcC/dXeDknYApgB7AqOBEZI+C8wEPgj8Hdn5jgvz3h8RcyOiLiLqampquluGWVmNrq7qUrtZX9RhQETEOxFxbUScGBEnpNc9OcR0JPCniGiMiE3AfOCQiFgXmb8AN5Kd9zDrl2ZMHkfVsCFbtFUNG8KMyeMKqsis69o8SS1pBe2ca4iI/bq5zeeAj0gaDjSTXQ1VL2mXiFgnScBUYGU3129WuJYT0b6Kyfqz9q5iOjY9fyk935yePwNs7O4GI2KxpNuBR4G3gaXAXOBeSTWAgGXA57u7DbO+YOrEWgeC9Wvq6GiRpIcj4tCO2opQV1cX9fX1RZdhZtavSFoSEXUdLdeZk9QjJB1WsuJDgBE9Kc7MzPq+zvxQ7kzgBknbp+km4IzylWRmZn1BhwEREUuA/SVtR3ZIakNH7zEzs/6vM3sQSPoE8GFgm+wiI4iIr5exLjMzK1iH5yAkXQN8CjiH7AqjE4E9ylyXmZkVrDMnqQ+JiFOBVyPiEuBgYLfylmVmZkXrTED8OT1vlDQa2ER2mwwzMxvAOnMO4ieSqoHZZD9uC+DaslZlZmaFazcgJG0FLIqIJuDHkn4KbOMrmczMBr52DzFFxDvAFSXTf3E4mJkNDp05B3G/pP+llutbzcxsUOjMOYgLyG6t8bakP5Nd6hoRsV1ZKzMzs0J15pfU21aiEDMz61s6DAhJB+Q0bwCejYi3e78kMzPrCzpziOlq4ACyIUcBxgOPASMlfb5kPGkzMxtAOnOS+hlgYkQcGBEHAhPIRns7EvhmGWszM7MCdSYgPhgRj7dMRMQTZIHxx+5uVNL5kh6XtFLSLZK2kbSnpMWSVku6VdL7urt+MzPruc4ExCpJcyR9LD2uBn4vaWuy2250iaRa4FygLiL2BYYAJwOXAVdGxFjgVbJxKMzMrCCdCYjTgKeB84DzgT+mtk3AEd3c7lCgStJQYDiwDvgH4PY0fx4wtZvrNjOzXtCZy1ybyX5NfUXO7De6usGIaJB0OfAc0AzcDywBmkquiloD5I72Lmk6MB1g99137+rmzcyskzqzB9GrJO0ATCG7I+xosh/hHZ2zaOS9PyLmRkRdRNTV1NSUr1Azs0Gu4gFBdvXTnyKiMSI2AfOBQ4DqdMgJYFdgbQG1mZlZUkRAPAd8RNLwdH+nScATwM+BE9Iy04A7C6jNzMySNgNC0hBJZ0v6P5IObTXv37q7wYhYTHYy+lGyH99tBcwFLgQukPQ0MBK4vrvbMDOznlNE7qF+JF1HdoXRb4FTgIci4oI079GIyLsFR0XV1dVFfX190WWYmfUrkpZERF1Hy7V3iOmgiPiniPgW8PfA+yXNT79/8K2/zcwGuPYC4q+/ZI6ItyNiOrAMeBB4f7kLMzOzYrUXEPWSjiptiIivAzcCY8pZlJmZFa/NgIiIz0bEfTnt10XEsPKWZWZmRSviMlczM+sHHBBmZpbLAWFmZrk6DAhJizrTZmZmA0ubd3OVtA3ZD+V2SjfYa/ntw3ZkN9kzM7MBrL3bfZ9NNgbEaLLbcbcExGvAf5W5LjMzK1ibARERVwFXSTonIv6zgjWZmVkf0JmT1C9I2haym/Sl220Ufh8mMzMrr84ExP+OiNclHQZMJhsOdE55yzIzs6J1JiA2p+dPAHMi4k5K7tNkZmYDU2cCokHSd4CTgHvS3Vz9+wkzswGuM1/0JwELgaMiognYEZhR1qrMzKxw7V3mCkBEbJT0InAYsBp4Oz13i6RxwK0lTXsBFwPVwFlAY2r/14i4p7vbMTOznukwICT9O1AHjCO71fcw4HvAoe29ry0RsQqYkNY9BGgA7gBOB66MiMu7s14zM+tdnTnEdBzwSeBNgIhYC2zbS9ufBPwhIp7tpfWZmVkv6UxAvBXZwNUBIGlEL27/ZOCWkukvS1ou6YZ0e4/3kDRdUr2k+sbGxrxFzMysF3QmIG5LVzFVSzoL+BlwXU83LOl9ZHsmP0pNc4C9yQ4/rQOuyHtfRMyNiLqIqKupqelpGWZm1obOnKS+XNLHye7BNA64OCIe6IVtHw08GhHr03bWt8yQdC3w017YhpmZdVNnTlJfFhEXAg/ktPXEpyk5vCRpl4hYlyaPA1b2cP1mZtYDnTnE9PGctqN7slFJw9N655c0f1PSCknLgSOA83uyDTMz65n2xoP4AvBFYK/0pd1iW+Dhnmw0IjYCI1u1ndKTdZqZWe9q7xDTD4B7gVnARSXtr0fEK2WtyszMCtfeeBAbgA1k5wrMzGyQ8U33zMwslwPCzMxyOSDMzCyXA8LMzHI5IMzMLJcDwszMcjkgzMwslwPCzMxyOSDMzCyXA8LMzHI5IMzMLJcDwszMcjkgzMwsV4cjyvU2SeOAW0ua9gIuBr6b2scAzwAnRcSrla7P+oYFSxuYvXAVa5uaGV1dxYzJ45g6sbbosswGlYrvQUTEqoiYEBETgAOBjcAdZGNOLIqIscAithyDwgaRBUsbmDl/BQ1NzQTQ0NTMzPkrWLC0oejSzAaVog8xTQL+EBHPAlOAeal9HjC1sKqsULMXrqJ50+Yt2po3bWb2wlUFVWQ2OBUdECcDt6TXO0fEOoD0PCrvDZKmS6qXVN/Y2FihMq2S1jY1d6ndzMqjsICQ9D7gk8CPuvK+iJgbEXURUVdTU1Oe4qxQo6urutRuZuVR5B7E0cCjEbE+Ta+XtAtAen6xsMqsUDMmj6Nq2JAt2qqGDWHG5HEFVWQ2OBUZEJ/m3cNLAHcB09LracCdFa/I+oSpE2uZdfx4aqurEFBbXcWs48f7KiazClNEVH6j0nDgeWCviNiQ2kYCtwG7A88BJ0bEK+2tp66uLurr68tdrpnZgCJpSUTUdbRcxX8HARARG4GRrdpeJruqyczM+oCir2IyM7M+ygFhZma5HBBmZpbLAWFmZrkcEGZmlssBYWZmuRwQZmaWywFhZma5HBBmZpbLAWFmZrkcEGZmlssBYWZmuRwQZmaWywFhZma5HBBmZpbLAWFmZrkKCQhJ1ZJul/SUpCclHSzpa5IaJC1Lj2OKqM3MzDKFjCgHXAXcFxEnSHofMByYDFwZEZcXVJOZmZWoeEBI2g44HDgNICLeAt6SVOlSzMysHUUcYtoLaARulLRU0nWSRqR5X5a0XNINknbIe7Ok6ZLqJdU3NjZWrGgzs8GmiIAYChwAzImIicCbwEXAHGBvYAKwDrgi780RMTci6iKirqampkIlm5kNPkUExBpgTUQsTtO3AwdExPqI2BwR7wDXAgcVUJuZmSUVD4iIeAF4XtK41DQJeELSLiWLHQesrHRtZmb2rqKuYjoH+H66gumPwOnAtyVNAAJ4Bji7oNrMzIyCAiIilgF1rZpPKaIWMzPL519Sm5lZLgeEmZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5XJAmJlZLgeEmZnlckCYmVkuB4SZmeUqZMAgSdXAdcC+ZCPInQGsAm4FxpCNKHdSRLxaRH028C1Y2sDshatY29TM6OoqZkwex9SJtUWXZdanFLUHcRVwX0R8ENgfeBK4CFgUEWOBRWnarNctWNrAzPkraGhqJoCGpmZmzl/BgqUNRZdm1qdUPCAkbQccDlwPEBFvRUQTMAWYlxabB0ytdG02OMxeuIrmTZu3aGvetJnZC1cVVJFZ31TEHsReQCNwo6Slkq6TNALYOSLWAaTnUXlvljRdUr2k+sbGxspVbQPG2qbmLrWbDVZFBMRQ4ABgTkRMBN6kC4eTImJuRNRFRF1NTU25arQBbHR1VZfazQarIgJiDbAmIhan6dvJAmO9pF0A0vOLBdRmg8CMyeOoGjZki7aqYUOYMXlcQRWZ9U0VD4iIeAF4XlLLv8ZJwBPAXcC01DYNuLPStdngMHViLbOOH09tdRUCaqurmHX8eF/FZNZKIZe5AucA35f0PuCPwOlkYXWbpDOB54ATC6rNBoGpE2sdCGYdKCQgImIZUJcza1KlazEzs3z+JbWZmeVyQJiZWS4HhJmZ5XJAmJlZLkVE0TV0m6RG4NkyrHon4KUyrLeSBkIfYGD0w33oOwZCP3qjD3tERIe/NO7XAVEukuojIu8qq35jIPQBBkY/3Ie+YyD0o5J98CEmMzPL5YAwM7NcDoh8c4suoBcMhD7AwOiH+9B3DIR+VKwPPgdhZma5vAdhZma5HBBmZpZr0AeEpGpJt0t6StKTkg6WtKOkByStTs87FF1neySNk7Ss5PGapPP6YT/Ol/S4pJWSbpG0jaQ9JS1Ofbg13QG4z5L0lVT/45LOS219/nOQdIOkFyWtLGnLrVuZb0t6WtJySQcUV/m72ujDiemzeEdSXavlZ6Y+rJI0ufIV52ujH7PTd9RySXdIqi6ZV7Z+DPqAAK4C7ouIDwL7A0+SjXC3KCLGAovowoh3RYiIVRExISImAAcCG4E76Ef9kFQLnAvURcS+wBDgZOAy4MrUh1eBM4ursn2S9gXOAg4i+7t0rKSx9I/P4SbgqFZtbdV9NDA2PaYDcypUY0du4r19WAkcD/yytFHSh8j+fn04vedqSUPoG27ivf14ANg3IvYDfg/MhPL3Y1AHhKTtgMOB6wEi4q2IaAKmAPPSYvOAqcVU2C2TgD9ExLP0v34MBaokDQWGA+uAfyAbdRD6fh/2AR6JiI0R8TbwEHAc/eBziIhfAq+0am6r7inAdyPzCFDdMhpkkfL6EBFPRsSqnMWnAD+MiL9ExJ+Ap8mCvXBt9OP+9HcK4BFg1/S6rP0Y1AEB7AU0AjdKWirpOkkjgJ0jYh1Aeh5VZJFddDJwS3rdb/oREQ3A5WSDRa0DNgBLgKaSfxhrgL48ys9K4HBJIyUNB44BdqMffQ6ttFV3LfB8yXJ9/XPJ05/7cAZwb3pd1n4M9oAYSjYe9pyImAi8Sd/c/e+UdHz+k8CPiq6lq9Lx7SnAnsBoYATZoYzW+ux12RHxJNkhsQeA+4DHgLfbfVP/pJy2Pvu5tKFf9kHSV8n+Tn2/pSlnsV7rx2APiDXAmohYnKZvJwuM9S27zOn5xYLq66qjgUcjYn2a7k/9OBL4U0Q0RsQmYD5wCNnhi5aRD3cF1hZVYGdExPURcUBEHE52mGA1/etzKNVW3WvI9oxa9PnPJUe/64OkacCxwGfi3R+wlbUfgzogIuIF4HlJ41LTJOAJ4C5gWmqbBtxZQHnd8WnePbwE/asfzwEfkTRcknj3s/g5cEJapq/3AUmj0vPuZCdHb6F/fQ6l2qr7LuDUdDXTR4ANLYei+pG7gJMlbS1pT7IT7r8tuKY2SToKuBD4ZERsLJlV3n5ExKB+ABOAemA5sADYARhJdtXG6vS8Y9F1dqIfw4GXge1L2vpVP4BLgKfIjuXfDGxNdp7ot2Qn334EbF10nR304VdkwfYYMKm/fA5kQbYO2ET2v9Iz26qb7LDGfwF/AFaQXXnWV/twXHr9F2A9sLBk+a+mPqwCji66/g768TTZuYZl6XFNJfrhW22YmVmuQX2IyczM2uaAMDOzXA4IMzPL5YAwM7NcDggzM8vlgLABLd2t94s9eP956bYZefO+nO6iGZJ26n6VXapnTOldPs3KyQFhA1010O2AAM4j+41JnofJfgH+bA/WD0AfupOo2V85IGyguxTYO42TMRtA0gxJv0v31r8ktY2QdLekx9J4Dp+SdC7ZfaF+LunnrVccEUsj4pn2Np5+GX5b2tataWyLujTvDUlfl7QYOFjSxamulZLmpl+UI+nAVNdvgC+VrHtIGiegpS9n984fmVlmaMeLmPVrF5HdR38CgKR/JLsdwUFkvwi+S9LhQA2wNiI+kZbbPiI2SLoAOCIiXurm9r8IvBoR+6XxIpaVzBsBrIyIi9M2n4iIr6fXN5Pdd+cnwI3AORHxUEvIJWeS3ebi7yRtDTws6f7Ibvts1mPeg7DB5h/TYynwKPBBssBYARwp6TJJH42IDb20vcOAHwJExEqyW7q02Az8uGT6iLSHsYJsHIwPS9oeqI6Ih9IyN7fqy6mSlgGLyW6NMbaX6jbzHoQNOgJmRcR33jNDOpBsDIdZ6X/iX++l7bXlzxGxOW17G+BqsvsaPS/pa8A26f1t3Q9HZHsWC3uhTrP38B6EDXSvA9uWTC8EzpD0fsiGOpU0StJoYGNEfI9s4KID2nh/V/03cFLa1oeA8W0st016finVdgJAZCMcbpB0WJr/mVZ9+YKkYWn9H0gDXpn1Cu9B2IAWES9LejhdGnpvRMyQtA/wm3QO+A3gs8DfArMlvUN2F80vpFXMBe6VtC4ijihddzqJ/S/A3wDLJd0TEZ9rVcLVwDxJy8kOay0nGy2vdZ1Nkq4lO9T1DPC7ktmnAzdI2kgWCi2uA8YAj6YT2o30weFMrf/y3VzNyihdvjosIv4saW+y22Z/ICLeKrg0sw55D8KsvIaTXSY7jOycwRccDtZfeA/CzMxy+SS1mZnlckCYmVkuB4SZmeVyQJiZWS4HhJmZ5fr/JNfFpw7PGHoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_chart_scatterplot_axes(plt, equal_axes=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_chart_pie_chart(plt)" ] }, { "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }