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Code for generating cookie bar charts
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"from matplotlib.patches import Ellipse\n", | |
"from matplotlib import patheffects\n", | |
"from pylab import rcParams\n", | |
"%pylab inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"SINGLE_FIG_SIZE = (6,4)\n", | |
"BAR_WIDTH = 0.6\n", | |
"ALMOST_BLACK = '0.125'\n", | |
"delta = 0.15\n", | |
"rcParams['figure.figsize'] = SINGLE_FIG_SIZE\n", | |
"plt.xkcd()\n", | |
"xkcd_ctx = rc_context({'path.effects': [patheffects.withStroke(linewidth=1, foreground=\"w\")],})\n", | |
"xkcd_ctx.__enter__()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def add_chocolate_chips(bars, values):\n", | |
" for i, bar in enumerate(bars):\n", | |
" if values[i] > 0:\n", | |
" # bounding box\n", | |
" (min_x, min_y) = (bar.xy[0] + delta, bar.xy[1] + delta); \n", | |
" max_x = min_x + BAR_WIDTH - delta; max_y = min_y + values[i] - delta; \n", | |
" # number of chocolate chips: more cookie, more chips\n", | |
" n_chips = random.randint(1, 2*values[i]); \n", | |
" \n", | |
" xys = [(random.uniform(min_x,max_x),random.uniform(min_y,max_y)) for i in range(100)]\n", | |
" xy = xys[0]; prev_xy = (0, 0);\n", | |
" for i in range(n_chips):\n", | |
" if i > 0:\n", | |
" # find the furthest chip from prev_xy in xys\n", | |
" max_dist = 0; max_xyi = i\n", | |
" for i, (x, y) in enumerate(xys):\n", | |
" dist = sqrt((prev_xy[0]-x)**2 + (prev_xy[1]-y)**2)\n", | |
" if dist > max_dist: max_xyi = i \n", | |
" xy = xys[max_xyi]; del xys[max_xyi];\n", | |
" \n", | |
" # add this new chip!\n", | |
" c = ax.add_patch(\n", | |
" Ellipse(xy, 0.1, 0.1, fill=True,\n", | |
" fc = ALMOST_BLACK,\n", | |
" ec = 'black',\n", | |
" linewidth = None\n", | |
" ));\n", | |
" prev_xy = xy\n", | |
" \n", | |
" bar.set_edgecolor('black');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# final vote counts\n", | |
"best_tasting = [4, 2, 0, 0, 0, 0, 1, 5]\n", | |
"most_creative = [1, 2, 0, 0, 6, 3, 1, 0]\n", | |
"best_looking = [0, 4, 1, 0, 0, 3, 1, 4]\n", | |
"best_texture = [2, 1, 3, 0, 0, 0, 2, 4]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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Np93NLlY7T+s6iMSgdbphZ71eL1QqFXUxEQTRYsnLy4PD5Zcs/3AkBpUqPQ0U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\nCIQeIQ6CQCAQCD3y/wFJy5RQaphB/QAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11294f650>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"bars = ax.bar(range(0, 8), best_tasting, width=BAR_WIDTH, color='#d8ad6a')\n", | |
"add_chocolate_chips(bars, best_tasting)\n", | |
"plt.xticks(range(0, 8), ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'], color = ALMOST_BLACK)\n", | |
"plt.ylim(0, 6)\n", | |
"plt.ylabel('Number of Votes')\n", | |
"plt.title('Best Tasting Cookie')\n", | |
"plt.savefig('tasting.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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GI2FcLjdMjbhQ7veYDBq4XB7Z0mekLlJ8Z0oJRE5ODttylJGSuD1e6HXyzmLy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\nvXt3fPrpp7WWa9tsNmzbtg3NmzcXlXEiKBQK5Of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"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1129429d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"bars = ax.bar(range(0, 8), most_creative, width=BAR_WIDTH, color='#d8ad6a')\n", | |
"add_chocolate_chips(bars, most_creative)\n", | |
"plt.xticks(range(0, 8), ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'])\n", | |
"plt.ylabel('Number of Votes')\n", | |
"plt.title('Most Creative Cookie')\n", | |
"plt.savefig('creative.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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iGTNmNDp5fujQId4YxT7dunWj3/3udwmt/omxdOlSuvvuuykcDlNBQUG9CeLGHEQiVFZW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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x112a96750>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"bars = ax.bar(range(0, 8), best_looking, width=BAR_WIDTH, color='#d8ad6a')\n", | |
"add_chocolate_chips(bars, best_looking)\n", | |
"plt.xticks(range(0, 8), ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'])\n", | |
"plt.ylim(0, 6)\n", | |
"plt.ylabel('Number of Votes')\n", | |
"plt.title('Best Looking Cookie')\n", | |
"plt.savefig('looking.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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Orrjiiir5rl69uspOYjFEIhFce+211W5Ky83NBcdxyMvLE+Tv1q0bOnXqhNzcXGF3N8dx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\nrkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1111bf310>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"bars = ax.bar(range(0, 8), best_texture, width=BAR_WIDTH, color='#d8ad6a')\n", | |
"add_chocolate_chips(bars, best_texture)\n", | |
"plt.xticks(range(0, 8), ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'])\n", | |
"plt.ylim(0, 6)\n", | |
"plt.ylabel('Number of Votes')\n", | |
"plt.title('Best Texture Cookie')\n", | |
"plt.savefig('texture.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.14" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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