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@kylemcdonald
Created August 6, 2017 17:01
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Histogram analysis of the 1 million song dataset.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import cPickle as pickle\n",
"import gzip as gz\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data is available [here](https://drive.google.com/file/d/0B9tyIRZ76JCdN3NtaVpPU3c4QWs/view?usp=sharing)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min, sys: 604 ms, total: 1min 1s\n",
"Wall time: 1min 1s\n"
]
}
],
"source": [
"%time data = pickle.load(gz.open('1m.pkl.gz'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def make_hist(row_label, col_label, row_range, col_range, dpi=72):\n",
" row_n = row_range[1] - row_range[0]\n",
" col_n = col_range[1] - col_range[0]\n",
"\n",
" totals = np.zeros((row_n, col_n))\n",
" count = 0\n",
"\n",
" for item in data:\n",
" row = int(round(item[row_label]) - row_range[0])\n",
" col = int(round(item[col_label]) - col_range[0])\n",
" if row >= 0 and col >= 0 and row < row_n and col < col_n:\n",
" totals[row, col] += 1\n",
" count += 1\n",
"\n",
" totals -= totals.min(axis=0)\n",
" totals /= totals.max(axis=0)\n",
"\n",
" plt.figure(dpi=dpi, facecolor='white')\n",
" extent = [col_range[0], col_range[1], row_range[1], row_range[0]]\n",
" plt.imshow(totals, interpolation='none', extent=extent)\n",
" plt.gca().invert_yaxis()\n",
" plt.xlabel(col_label.title())\n",
" plt.ylabel(row_label.title())\n",
" plt.title('%s by %s for %d tracks' % (row_label.title(), col_label, count))\n",
" cbar = plt.colorbar(ticks=[])\n",
" cbar.ax.text(1.5, 1, 'more', ha='left', va='top')\n",
" cbar.ax.text(1.5, 0, 'less', ha='left', va='bottom')\n",
" cbar.ax.set_ylabel('Frequency for given year', rotation=90)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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WUbSwwVdffQV7e3ve/VpYWLByDlXVdk0ICgpCgwYNeD/f19cXI0eOZJWlpqYq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\ntJY/ZEztzslG6g4KnhGVnDp1irXdr1+/amedVej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3B7Tk5OaN68uXJ+5coVQ6RJRsLiGRERERERERE1asePHwdQNurMysoKI0eO1LtNFxcX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\nrrpKq1atUp8+fQLbcQAAAAAAABzVjorimSS1adNGr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l27Zthm2u3rIp4n5OnTx50lCOjo52uQ+48vlkvZDz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1180ffd10>"
]
},
"metadata": {
"image/png": {
"height": 579,
"width": 615
}
},
"output_type": "display_data"
}
],
"source": [
"make_hist('tempo', 'year', (90, 151), (1960, 2011), dpi=150)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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33HOPevXqpWrVqslisSg2NlYrVqzQr7/+anpMDMPQk08+qfLly2e7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\nEFNeq1Onjul469atHreVeePrwibzZ19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0qPr27Ws7iH/+/Hlt2LBBa9eu1dKlSx0mv5Sk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\nnU5HFeVFs2bN9MsvvziMtFi4cKEefPDBHN8HVq9erU6dOun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"text/plain": [
"<matplotlib.figure.Figure at 0x13871aa50>"
]
},
"metadata": {
"image/png": {
"height": 486,
"width": 799
}
},
"output_type": "display_data"
}
],
"source": [
"make_hist('loudness', 'year', (-20, 0), (1960, 2011), dpi=150)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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NioEDB9b4NefNmxdTpkyJRYsWxaJFi6JevXrRsmXLaNu2bRx11FHb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"text/plain": [
"<matplotlib.figure.Figure at 0x13864b190>"
]
},
"metadata": {
"image/png": {
"height": 486,
"width": 781
}
},
"output_type": "display_data"
}
],
"source": [
"make_hist('key', 'year', (0, 12), (1960, 2011), dpi=150)"
]
}
],
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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