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Word alignment heatmap in matplotlib
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"%matplotlib inline\n", | |
"\n", | |
"passge = \"Super Bowl 50 was an American football game to determine the champion of the National Football League (NFL) for the 2015 season. The American Football Conference (AFC) champion Denver Broncos defeated the National Football Conference (NFC) champion Carolina Panthers 24\\u201310 to earn their third Super Bowl title. The game was played on February 7, 2016, at Levi's Stadium in the San Francisco Bay Area at Santa Clara, California. As this was the 50th Super Bowl, the league emphasized the \\\"golden anniversary\\\" with various gold-themed initiatives, as well as temporarily suspending the tradition of naming each Super Bowl game with Roman numerals (under which the game would have been known as \\\"Super Bowl L\\\"), so that the logo could prominently feature the Arabic numerals 50.\"\n", | |
"query = \"Which NFL team represented the AFC at Super Bowl 50?\"\n", | |
"passge = passge.split(' ')\n", | |
"query = query.split(' ')\n", | |
"\n", | |
"rand_data = np.random.random((len(passge), len(query)))\n", | |
"p = np.linspace(0, 1, len(passge))\n", | |
"q = np.linspace(0,1, len(query))\n", | |
"lin_data = np.zeros((len(passge), len(query)))\n", | |
"for i in range(len(passge)):\n", | |
" for j in range(len(query)):\n", | |
" lin_data[i,j] = p[i]*q[j]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_heat_matrix(data, fig_size=(18, 30)):\n", | |
" '''\n", | |
" data: (x, y)\n", | |
" '''\n", | |
" # https://stackoverflow.com/questions/14391959/heatmap-in-matplotlib-with-pcolor\n", | |
" fig, ax = plt.subplots()\n", | |
" heatmap = ax.pcolor(data, cmap=plt.cm.Blues, alpha=0.8)\n", | |
"\n", | |
" # Format\n", | |
" fig = plt.gcf()\n", | |
" fig.set_size_inches(fig_size[0], fig_size[1]) # W, H\n", | |
"\n", | |
" # turn off the frame\n", | |
" ax.set_frame_on(False)\n", | |
"\n", | |
" # put the major ticks at the middle of each cell\n", | |
" ax.set_yticks(np.arange(data.shape[0]) + 0.5, minor=False)\n", | |
" ax.set_xticks(np.arange(data.shape[1]) + 0.5, minor=False)\n", | |
"\n", | |
" # want a more natural, table-like display\n", | |
" ax.invert_yaxis()\n", | |
" ax.xaxis.tick_top()\n", | |
"\n", | |
" # Set the labels\n", | |
" ax.set_xticklabels(query, minor=False)\n", | |
" ax.set_yticklabels(passge, minor=False)\n", | |
" plt.xticks(rotation=90) \n", | |
"\n", | |
" ax.grid(False)\n", | |
"\n", | |
" # Turn off all the ticks memory\n", | |
" ax = plt.gca()\n", | |
" for t in ax.xaxis.get_major_ticks():\n", | |
" t.tick1On = False\n", | |
" t.tick2On = False\n", | |
" for t in ax.yaxis.get_major_ticks():\n", | |
" t.tick1On = False\n", | |
" t.tick2On = False" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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fHbJf0d8wPmlOuiL0R0dHzEeHFPQ3T/ozMhs5fEaSJEmSJA2lGSuKJHl0kmqW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\ntmOSJEmSJEndMKeLIsBy4Pl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78pmIGDtIW5ek92xD+6uSjt6Key2XdNzm4oiIpZKmb2ks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wAAAAAAwOjmvm1Bxg7bN0s6TNLr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\nsb1E0gJJB0oaJ+lQ21+x/UZJm+saHQAAAAAAGHJjrihie56k0yXNjYhjJ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AAADMgRUe8Y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IuD0iflH8nFJMvxQ4NSKWRcSHImJhRHyu7tzfj4j5RXtzRPxT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\nSWpJFkUkSZIkSVJLsigiSZIkSZJa0v8BRytYWEmS4swAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f2d00ab4710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_heat_matrix(rand_data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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34kyA1wMvnr4LeH1VPaSXwAYsyRRwJvDMqvpe1/YDl6juX/eetS+j96pFSXYCXlNVj+s5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\nryRJkiRJUmvsKXI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al8EWRQCq6o3AG2e0LewnGkmSJEmSNE5DHj4jSZIkSZIGLFXVdwwT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IP5BoskSZIkSVJ/TZGqugB44DZ2vbX72Xzcids5/wzm1xZZPH4KcEq3fQ3wgAW7/6gbX838Yzub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\nRK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f2ccef4c8d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_heat_matrix(lin_data)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Other simple models" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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LUuMkRn0cq6o9q94n+RJw8Qof3QL8FpNmj9ZM1JIEna6eV1XvWun9JD8IXA5Ma9O7gAeS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\n2QbJisgAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f2cce4977f0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n_points = 10\n", | |
"aa = np.linspace(-5, 5, n_points)\n", | |
"bb = np.linspace(-1.5, 1.5, n_points)\n", | |
"\n", | |
"def cost(a, b):\n", | |
" return a + b\n", | |
"\n", | |
"z = []\n", | |
"for a in aa:\n", | |
" for b in bb:\n", | |
" z.append(cost(a, b))\n", | |
"\n", | |
"z = np.reshape(z, [len(aa), len(bb)])\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"im = ax.pcolormesh(aa, bb, z)\n", | |
"fig.colorbar(im)\n", | |
"\n", | |
"ax.axis('tight')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f2cce6a5c50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"a = np.random.random((16, 16))\n", | |
"plt.imshow(a, cmap='hot', interpolation='nearest')\n", | |
"plt.show()" | |
] | |
} | |
], | |
"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": "3.6.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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