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@artificialsoph
Created October 30, 2017 21:15
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:29.298387Z",
"start_time": "2017-10-30T21:13:27.768478Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import spotipy\n",
"import cnfg\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:29.312475Z",
"start_time": "2017-10-30T21:13:29.301059Z"
}
},
"outputs": [],
"source": [
"config = cnfg.load(\".spotify_config\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:29.359481Z",
"start_time": "2017-10-30T21:13:29.315467Z"
}
},
"outputs": [],
"source": [
"from spotipy import util\n",
"unm = \"spotify:user:1253734101\"\n",
"scope = \"streaming\"\n",
"\n",
"token = util.prompt_for_user_token(\n",
" unm,\n",
" scope,\n",
" client_id=config[\"client_id\"],\n",
" client_secret=config[\"client_secret\"],\n",
" redirect_uri='http://localhost/')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:29.375695Z",
"start_time": "2017-10-30T21:13:29.362149Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'BQCC_U5wvL0e1KLrWaAbvgOH9peP7nSJhc4W_AgUKGaucpGhHxUk5Ol2zGIzTWC8MwrbEI3CLS00lPdd_tUY3QMGfs5oTg0xxntLyO9YPt--8fsbQgVQFgI8muOnXiwx259g45WzTOT9TAmz0rBOycU'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"token"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:29.385316Z",
"start_time": "2017-10-30T21:13:29.379162Z"
}
},
"outputs": [],
"source": [
"sp = spotipy.Spotify(auth=token)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:36.315897Z",
"start_time": "2017-10-30T21:13:29.389262Z"
}
},
"outputs": [],
"source": [
"artist_name = \"vassals\"\n",
"tracks = sp.search(q=f'artist:{artist_name}', type='track', limit=20)[\"tracks\"][\"items\"]\n",
"lod = []\n",
"for track in tracks:\n",
" row = {\"name\": track[\"name\"], \n",
" \"artist\": artist_name,\n",
" \"album\": track[\"album\"][\"name\"],\n",
" \"explicit\": track[\"explicit\"]}\n",
" row.update(sp.audio_features(track[\"uri\"])[0])\n",
" lod.append(row)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:36.332135Z",
"start_time": "2017-10-30T21:13:36.319036Z"
}
},
"outputs": [],
"source": [
"vassals_tracks = pd.DataFrame(lod)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:36.349849Z",
"start_time": "2017-10-30T21:13:36.335324Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"False 15\n",
"True 1\n",
"Name: explicit, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vassals_tracks.explicit.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:36.366789Z",
"start_time": "2017-10-30T21:13:36.352989Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['acousticness', 'album', 'analysis_url', 'artist', 'danceability',\n",
" 'duration_ms', 'energy', 'explicit', 'id', 'instrumentalness', 'key',\n",
" 'liveness', 'loudness', 'mode', 'name', 'speechiness', 'tempo',\n",
" 'time_signature', 'track_href', 'type', 'uri', 'valence'],\n",
" dtype='object')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vassals_tracks.columns"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:52.370246Z",
"start_time": "2017-10-30T21:13:52.357397Z"
}
},
"outputs": [],
"source": [
"figsize(10,4)\n",
"def plot_col(col_name):\n",
" \n",
" df = vassals_tracks.sort_values(col_name, ascending=False)\n",
"\n",
" y = df[col_name]\n",
" x = np.arange(len(y))\n",
"\n",
" plt.bar(left= x,height=y)\n",
" plt.title(col_name)\n",
" plt.xticks(x,df[\"name\"], rotation=90);\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:13:54.253084Z",
"start_time": "2017-10-30T21:13:53.572922Z"
}
},
"outputs": [
{
"data": {
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fab78LnOPWg90jWFf/M6fg20a+sJK0icp21qvoa854qDntiXtbPsbkvYe7X7b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\nFlaSJEk9sbCSJEnqyU9KUPTqFbeW8wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b45b320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('acousticness')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:00.221410Z",
"start_time": "2017-10-30T21:13:59.405561Z"
}
},
"outputs": [
{
"data": {
"image/png": 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Qwkr6IHAD5YkcXttRa6t9L7tRmthnLeZu13rHLOlntd4ZLSJ+n8/BoZSCdnXg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\nkmbkv3JV2An7beZQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bb8c0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('danceability')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:00.867916Z",
"start_time": "2017-10-30T21:14:00.228068Z"
}
},
"outputs": [
{
"data": {
"image/png": 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UG1DZGP3uhTymVU0i1WkyNcFguHGFim3Oz57Akc1cq3tXBVZs/1Tgayq1xKDs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\nBlGsAAAGeQDtuoV1p6TvHQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b862550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('energy')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:01.576898Z",
"start_time": "2017-10-30T21:14:00.874588Z"
}
},
"outputs": [
{
"data": {
"image/png": 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Wp1HWeIx8E4GkNwPf9pxmuE2mn8bR57EqvT7/tl9UP9y/jmIuT9nM0Sp+320n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\nkiRJM2JhJUmSNCMWVpIkSTNyGqpOPzfR2A8iAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b7946a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('instrumentalness')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\"The key the track is in. Integers map to pitches using standard Pitch Class notation. E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on.\""
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:02.399727Z",
"start_time": "2017-10-30T21:14:01.580425Z"
}
},
"outputs": [
{
"data": {
"image/png": 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rs/AQ+9AL3KagXlfSsrWHuG0f0fx/39zFKJSk/SiLbq8BlmtGaA4DjqWspavl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\nkQr5abqMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b2a1da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('key')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:03.115218Z",
"start_time": "2017-10-30T21:14:02.403347Z"
}
},
"outputs": [
{
"data": {
"image/png": 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iWpLEKiIiIqIlSawiIiIiWpLEKiIiIqIlSawiIiIiWpLEKiIiIqIlSawiIiIiWpLEKiIi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\nadT9GIdlOoSkkTc083ClrX2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BX9ueUSGG9wN/B84AHh52sH37oNuOiIhoU8otxOuBL9r+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\npIFYWEmSJA3EwkqSJGkgvwElpcz1azAATQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b2d5ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col('liveness')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:03.710633Z",
"start_time": "2017-10-30T21:14:03.118647Z"
}
},
"outputs": [
{
"data": {
"image/png": 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ERERlKbgiIiIiKkvBFREREVFZCq6IiIiIylJwRURERFSWgisiIiKishRcEREREZWl4IqI\niIioLAVXRERERGUpuCIiIiIqS8EVERERUdnSfScQERERM8elB2zXdwq9yAhXRERERGUpuCIiIiIq\nS8EVERERUVkKroiIiIjKUnBFREREVJaCKyIiIqKyFFwRERERlaXgioiIiKgsBVdEREREZSm4IiIi\nIiqT7b5zuIOkq4DL+s5jIe4LXJ34iZ/4iT8D449DDomf+H3/Doyytu373ZW/OFYF1ziTdIbtOYmf\n+Imf+DMt/jjkkPiJ3/fvwGRlSjEiIiKishRcEREREZWl4Lrr5iZ+4id+4s/Q+NB/Domf+FNa1nBF\nREREVJYRroiIiIjKUnBFREQMkTRL0hvGII/lJT2k7zxiyUjBNYKkLSXds/t8F0nvl7RW4xzuKent\nkg7rbq8vafvGOSwraZPuY5nGsXeUtFL3+dskfV3SI1vm0DdJa0vatvt8+cHj0Sj2jH/8+9Q956ws\naRlJP5J0laRd+86rJUmrSdpB0qsl7S5pC0lNXrNs3wbs0iLWwkh6FnA28P3u9maSvtVnTq1IWlPS\n/0r6pqTTJf1E0iGStmv1M1DDlE28srnAvyRtCvw/4Arg6MY5fAa4CXhMd/sK4D2tgkt6EnAR8Ang\nEOC3kp7QKj7wdtvXS9oK2BY4HPhkw/i9vuhJegXwVeDQ7tKawDdaxO709vhLeo2k+3afr9c92V4r\n6TRJD2sQf56kcxf2UTt+56m2/wFsD1wKrAe8sVHsO0h6nKQVus93lfQhSWtXjrm1pOOB44BnAA8A\nNgLeBsyTtL+klWvm0DlV0sclPV7SIwcfDeIO7AdsAVwLYPts4EEN4wMgaVVJqzaM9xngCOBm4EBK\n4fvfwA+BpwM/bfxatMQs3XcCY+pW25b0HODjtj8t6SWNc1jX9s6SdgGwfaMkNYz/QcqT/oUAkjYA\njgEe1Sj+bd2f2wFzbR8nqVnB2Xmq7TdJ2oHyovdc4CfA5xrEfjXlyfY0ANsXSVqtQdyBPh//vWx/\nvPv8o8CHbR/bvQn4FPC4yvEHI8mv7v4cvNl6UeW4wwbPzdsBX7F9Xdtf/zt8Eni4pIcD/wN8GjgK\neGLFmM8EXmH7DxPvkLQ05f/nKcDXKuYAsFn357uGrhl4cuW4A7eM+H9vsstN0mzg/cA2lIJPXZH7\nY+DNti+tGP6Dts8bcf084OuSlgVmV4xfTQqu0W6Q9EbgxcATuyHMplNqwM2Slqf7BZO0LmXEq5Vl\nBsUWgO3fNp5WvELSoZQn1gMlLUf7Edk+X/Rusn3zIF73QtNyS3Gfj//w89Jqto8FsH1Si2lV25cB\nSHqK7UcM3fVmSWcBb66dA/AdSb8B/gXsJel+wL8bxJ1o4pvPwyXtUTOg7YWO5Nm+lUYjvba3bhFn\nEc6X9EJglqT1gdcBP2sU+0vAR4AXddOrSJoF7Ah8EdiyVuBBsSXp9bY/Onzf0LWLa8WvKVOKo+0M\nCHil7T9TpnM+1DiHd1Lm7teS9HngR8CbGsY/Q9KnJT2p+zgMOKNh/J2A44Gn2b4WWJX2UyqDF71H\nAT9q/KJ3sqS3AstLegrwFeDbjWJDv4//VyV9VtKDgWMl7a2ynu1lwJ1GPSqSpMcN3XgsjZ4zbb8Z\neCwwx/YtwI3Ac1rEnuB6SW8BdgWOa/nmU9Lruyl9STpc0lmSntoidhf//l3c73W3N6pdbE7wWmBj\nyhvtY4B/AHs3in1f218aFFtQ1rXZ/iJwn0Y5jJpVemmj2FWkD9dCSFoTWN/2iZLuAcyyfUPjHO5D\neSch4Be2mx3c2Y1ovBrYqrt0CnCI7aqjbItbK2D77zXjT9Tlc53t21Q2Uqxs+8oGcZcC9gCeSvn/\nPx74tCv/wo7L4y/ppcBewLrAcsDllJGNA21f1yiHR1HWkqxC+T+4Btjd9lkNYt8T2AeYbXvPboTj\nIba/Uzv2hDxWB14InG77lG6q6Um2j2oQ+xzbD5f0NOCVwNuBo203WUfVFVqfAfbt8lga+JXt6usI\nR+QyC1ihW9fXIt4Xgb8DR1J+9wDWohRB97W9U8XYu1B+5raivO4MrATcbnubWrFrS8E1gqTdgdcA\nq9het1u/dIjtbRvnsSmwDkNTLLa/3jKH1iT9njJ1NmruzrYf3DCXHYHvd4vH3wY8EnhPixfcvozT\n4z8uJK0C0KrQ62J+CTgT2M32Jl0B9jPbmy3mS5dkDrOAH/Y1tSbpXNubSvoocFK3ju9XE6Z5a8Y/\n3fbmwzElnd3q/0DSF4BXUdZTng6sDHzU9kENYi9LecP3HGCN7vIfKaPsh9d8462yKeNBwPtYcPr+\neuDcblp5SsoartFex4ILln8r6f4tE5B0BLApcD5we3fZQNWCS9I8FrFWyPamNePbbr4LZxHebvsr\nmr9T7yDKIuJH1wqoxeyCm2GPPwCS/hv4hu0/Sdrb9kcaxV2FMrX/hO72ycC7GhVefW+aoRvVvV3S\nKi2LzSFnSjqB8uL7lm793u2L+Zol6YZulmGwjnZLoOXjsJHtf0h6EfA9SvFxJuV5qCrbN1Oe65ru\nDO9iXwZcxvwd+tNGCq7R/j1hwfKsHnLY0vZGPcQd7NASZVv2M1sG12K2XTceXepjp97tlCf4L1De\nTf6rcrwFjNnjP3BP4GhJNwGzKIt5WziCsjNqMH3yYsoU03MbxO5708zAPymtGH4A3LGkwvbrGsTe\ng7JT8JKu4LwP8LIGcQf+B/gWsK6kU4H7Ac9vGH+ZbqPSf1E2LNwiqdmUVDeVuyZllPOyoeu72z6i\nQfznUtpCrEZ5PRJllL1FS5AqUnCNdqqkNwH3kLQ1ZS1T07UTwM8lbWT71y2DTvjFumn4diMfXMR9\nLbdkQw879WxvJmlDSu+ZLwC/7v48odFQeu+Pf7cj7nTbfxrKaT3KFvXq7+6HrGv7eUO395d0dqPY\nEzfNPI5+Fgx/ncqj6gtj+/ZuinuDbh1t6/hnSnoi8BDKi/2F3QaGVj5FaUdzDvCTbqqt1Rqu91LW\nUJ0FvFXSR2wf3N39GsqbkdreDzzL9gUNYjWRNVwjdCNae7LgguVDbTcbzu5+0b8FXEl5Zzuo7qtO\nKU3I4axWC1THUbdu5unAvK4P1gOAh9k+oWEOO1Oazx7YYu3GOOimVTfrXnCXoezQuoLShPgk29W2\npE/I4+fAG23/tLv9OOADtptMdfS5aWZCHstTFu9fuNi/vGTjvhx4PWWU5WzKY/Fz203edHU/h18E\nvmT7dy1iDsVeCni+7S8PXRNl81b1N17d0pJH2L5V0r0ob/outP2GVuvoJJ1qu3bPvaZScI0pSRdT\ndinNY2jdQu0RpwlTSp+n7Ba5Y+1IqymlMdqltRVlt+pnVNpCrGj795VjrgG8ANiBsjPuy8Cxtv9Z\nM+6EHHp7/CVdQNkOvxJldOXHtv+vu+8c2w+vnUMXazPKLq3BLsW/Ay+xXa3b/LhN6aocL/MBYFnb\nD+oek3fZfnaD2POAzSnF5mDk9722W0zpDhZv79x93E7pTfVlj2jIWin+GbbntIg1IvYFth86dHsW\n5QSWlSlryzauGHvw//tEYHXK7uQ7ptOn8saxFFwjdIsj3wmszYI7BDdomMPPW72TnhD3xEXc7Ybv\nLsdhl9Y7gTmUQmMDSQ+kNECt9q6rW5i9EqXI+hrwt+H73a4tQ2+Pv6T9KIX+SsBfKFMYp1LWUL3Y\n9lNq5zAhn5UBWmzJH5ffvwFJZ1KmkU8a2ql3nu1NGsQe7BI8G3i07ZsknV/zxX4RuaxPaUvxIttN\n1vRKOgC4mlLoDa+fq/4cIOk7wEG2T55w/T3AW21XW1qhcrTPwtj27rVi15aCa4TuHfabKC84w43f\n/tIwh0OAe1EWTk+L6v4/MXh3N2FLdrPRjS7e2cAjgLOGcji35rSupEuZv0t0+JdzMKXcpC1D34+/\nSh+8Wyk/+4dTdomeQykAq44wDuWwwC5FoOUuxbEg6Re2t5zwc1D1d2Ao9rGURfJ7U4q+aygnYDTb\nyDNhlOs2yvTiotY5LsnYo37OmzwHdDtCb7F9p0bPktawfUXtHKajLJof7R+2W3b1HmV5yovNcGfl\n6m0hBrq1M3sx/8XmJMo6tlaLRsdhl9bNtj3YGaTuEN+abK9TO8Zd1NvjL+l1wNc9v8FskymkEXrb\npSjp1cDnXbr8I+newC62D6kde4LejpexvUP36X7dyN8qlI0ETUg6jdJV/yvAjrYvaRUbem/RciLw\nR0nfp/QivHRwR6tiS9LHRly+DjjD9jdb5LCkZYRrBEnv6z79OguOLlVbuzFuJH2a8mRzZHfpxcBt\ntl/eKP5TgLcBGwEn0O3Ssn1Si/hdDv8LrE/Zpfg+YHfgC0O7daatPh9/SddRplB+R1kw/+U+Foxr\nRJPLUdcaxm7W9HMo5j2BfVlwA9G7R418VIp/b0qH8+GlHa3WkT6k9UaBCfF3G3XdDbr8d/HXoWwa\nejql+elPKf3ATnblE0e6+HOBDSkFL8DzgN9Tjha6xHarY46WmBRcI0g6ZcRl237CiOu1crgHpQ/N\nxsAdW6JbzV+Pmj7qYUqv911aXeFxx4uN7R+0zqEvfT3+kn5FOb9yW8pUzrMp0/vHUEa+rm+UR2+7\nFLsF45u6e4LuFi2f28f6pb5IejelFcYlDDV/rr2OTdKutj8naZ9R99tucq6upOE3dvegtEU5y3bL\nXmCDXJYBHk8pvp4EXGV7u8oxfwE8zvMPz16actTPVpSd4330qZyUTCmOYPvxfecAHA38Bnga8C7g\nRUDLfiS3SVrX3XZolYOEb1vM1yxpT6T8cpky2nZs4/h0BdaMKbIm6Ovxt0sLlhOAE7on+2dQepN9\ngNKAsoW9gCO7tVx37FJsFPt44EsqfeCgnCXYbDptQNIc4K3c+YixFu1pdqL0Qru5Qaxhg6UDKzWO\nuwDbrx2+3bVn+GJPudwC/Lj7GOykru3ewIrM7+6/ArCqywkIfTQBnrSMcA2RtIvtY7o1JHdie9Sc\ncq1cfmX7EZp/ntgywClu14NoG8p6lcG6hXWAl9le1C6qJRn/EEqzy2O6SzsDv7P96gaxr2f08UZN\nOh13oxnn296wZpzF5NDn47/QqTNJ97R9Y+0cJsRstktxKOZSlF6Ag/Nbf0A5vLzpmx5JFwJvpHF7\nmi7214C9bP+1dqy7StIKtm9Y/N+sEnsZ4DzbD+kj/lAe37P9jAZx9qAsaziJ8tz7BOC9lOek/Wy/\nsXYOS1pGuBZ07+7PVu+gF2WwOP1aSZtQGqCuVjuopM2By23/qFsk+0rK0RInUHaJtfJk4KFDUypH\nUs6VrM523+9sb5N0oaTZbtTzZ4TeHn9KcTdSy2JL0u+AX1CmMU6h0b+/K7iPsv0iSrfxPl1l+1s9\nxX4f8CtJ57HgWtoWPcDWAB5Amca9WdJqlN2SLwUeWDt+l8O3mf/GbynKesovL/wrlmjshfWDE+W4\npepsHy7pu5RzjaG0oxicPjHlii1IwbUA24d0T3ZXtRzNWoi53YLRt1M6zq8IvKNB3EOZ/6760ZQD\nU19L+SWbS7uzxC4GZlMOMYWycPbiRrHv0P083J8Fp1NaFEH3puwQ+yUL9uCp/mLT6e3xt/3bFnHu\ngo0ovwOPBw6S9BDKC/AOi/6yyekK7rUlLdvDdNpE7+w20PyI9u1pjqScpbfA6FptkvambBS4GFiu\nG+09EDiKsrawlQ8MfX4rcJntPzaKfTqlDcqoA9PvVTOwpA1t/2ao6Lu8+3N1Sau32jRRQwquCbon\nu12BXgsu25/uPj0ZaNJ7qTPL8xvr7Uw5tPlrwNfU7hw5KOsnLugKDigdp8+Q9C1o9i73tZQ+TH9h\naNEu0GL9ytsbxFiU3h//MXAbZaT5Nsr//1+7jxYuoZzp+i0WLLibLNge8jLKTrFlWPB3oEXBdWNP\nb3z3pDQ7/ruk2cBvKYu3z2wRXNJ6wP1956ajj5O0nNscM3QB8ErbF43I7/IRf39J2ofyfzCq31nr\n83SXqBRco/1U0ke4c4ff6m0hFrYVeH4KPrpyCrMkLe1yXtc2lB/8gZY/Ly1G8xbn9ZQn3r8t9m8u\nYbZPlnR/SqED8MvGa1nG4fHv2z8ooysfAg5r/HPwu+5jKfpdvL15j2uGTula9HyLBUfXao9w/Hvw\nptP2HySDLJivAAAgAElEQVRd2KrY6nwEeMuI6//o7ntWgxz2o/zsjfLahVxfImzv2f25dc04fUjB\nNdrgRW54+NjMbwLaIvZEz6b0QqldcB0DnCzpauBflLUrg3ddzTpsD97dda0JngD8ofGTHpSh7F66\nikvaCTiI+QtGD5b0RttfbRF/TB7/vu1C2aX538DLJf0M+IntH9UObHv/2jHuop9J2sj2r3uIPdg4\nMbxRqMUIx5oTmm4+YPi27ZGbqpag+9ueN/Gi7Xldb6zqFvM8c+9F3Ddpkhb1Omvbo9o2TQnZpTjG\nJInSDuL/Ab8G/q/RKNuWlAWjJwx25EjagHJwc9V3lypneL3Z9nmSHgCcBZwBrEuZ3vxIzfgTcjkc\neAhwHAu+w64+rSPpHOApg1EtlYOzf1i7D9o4Pf7jQuXQ5GdQFk2vZnv5irE+YnvvCQum79B6Klfl\nmLN1KQ0nb2L+Tt0W0+q9kLTI1h+2j1zU/Usg/kW211/IfRfbXq9m/MWR9Afbsyt+/1GnvAyWcqzl\nRmdZ1pARrhEkvXXUddvvbRR/acpumP+l7JJ6vht2PLb9ixHXWi1kfpDt87rPXwb8wPZuKmd7nUoZ\nUm/lD93Hst1HS0tNmEL8Gwsf4l+Sxunx71XXluDhlKm9nwC7AadVDjsYwf7AIv9WO09vHbBr+PlW\nT2hw2xW+H7e97eivXDJqF1R3wRmSXmH7sOGLkl5OaQBcnaSFvbEXZRNRNbYXmDJVaTj8NspO/arT\nmbWl4BptuNfNPYDtaLcl/NWUtUM/Ap7uoTOsZojhsxq3AQ4DsH29pGY7lbqY+wNIWrG7/c+G4b8v\n6XgW7IP13QZxx+bxHwMfBn4+3PtK0nKVY/6hm8KbuGB6I+CqyrEX0O3QPb6HfnBXAmdLervtL6gc\nL7QfsAPwpsa59GFv4FhJL2J+gTWH8qav6g7ZIfenNN2+ZsJ10egsza4X5Nspo1vv9TQ45SNTineB\nyjE737f9pAaxBruhrmLBKYVpP5QPdwwnnwD8kXJ48INsX6tykPIZbni0Sdf/7Ghg1e7S1cButqsV\n390upJu6z59LWUMEpelt9U7v4/T4903SWbYfubhrSzjmF4FDbP9kwvXHU5qAvrBW7IXk803gta37\nwamcbHEwZcPAAyn9p97Tsg9b3yRtDWzS3Tzf9o8bxj4c+Iy7Y60m3PeFmj+HkrajtOW4jrKM5k45\nTFUZ4bprlgPWbBSrzxPix8EelKOMtgV2tn1td31LSuf7luYC+7jrri/pSZQRn8dWjPlz4JGSjrb9\nYtpsvx82To9/LyStTtmgsrykRzC/F9HKwD0rh19vYrEFYPsUSZ+sHHuUvvrBDUZTlwZmARfMpGIL\noHveaXKyx4jYeyzivtpF/7cpb/j+BrxJ0gKjmlO5JU1GuEZQOTx38MDMoiwgf+9MXDA8k6mHA7y7\nrtrvBd7NiG7KbtNwckbrFk2/lDKNczrzC67rgc/W/D/oWhCMbMOwqPsq5vPEUdcnTnku4Zhvp5xZ\nua/tL6l0ff8o5QSQvVrtmOw2Cn2SsmtwE0mbAs+2/Z4W8Weqhf3MDdT82astBdcIktYdunkrcOVg\nmidmDknHUnbpDRYy7wo8yhU7jUvairIzdSdK/6Fhtr17rdixIEnPc2n62zLmccAnbH93wvVnAK9z\ngzPsRuTUtB+cpI8CbxuxaP4ZwIdsP7Rm/KF4J1Pe9Bzq7mxPSefZ3mTRXxkxWgquhZC0MeVIDyi9\nd/roQxM9UjlaaX+G1lFRDk2duJC0Ruw9bB9eO04snKTXU6ZRr6dMJT+S0jLjhIox16e0IfkZCy6Y\nfgywfcPdwoN8JvaDezzQrB/ciHyWa/XmV9LptjfX0GHqks623eQswRH5bAXs4gYHyEcdWcM1gqTX\nUJodfqO79BVJn7B9SI9pRWNdYfW6riWCW+5STLE1Fna3/VFJTwPuA7yYMtpZreCyfZGkhwEvZP6C\n6ZMpx6z8u1bcRdiX0m1+gX5wQC8FV+OZhqu72Y7BAe7PB/7cMD7dGsIXAjtSeqFlScEUloJrtD2B\nLQYvsJLeS3nH2azg6nqP7AesTfl/GuxSbHmuYm+6naF7ABtTWnMA0HJKrXvhO4pul6JK9/2XDPWp\nmrbG4fEfA4O1W88EjrJ9fteMuKquqBiXDQp99YMbB6+mbJzZUNIVlIJn19pBu7Vju3QfV1OOmJOn\n4VE3M81M+cX5Twm4eej2LYw+Nb2mwylnuG1FWT8xh4Uf+zMdHQ2sTukFczJll+j1i/yKJe9Qyi7F\ntW2vDfwP5Ql4JhiHx79vZ0o6gVJwHd+NdM60XmTfl3S8pJdKeillurNFP7je2b6ka7J6P2BD21s1\n6ov4G8rxRdt3MQ9mwd6QM4KkH0i619Dte3e9CaesrOEaoduGugvwNUqh9V/AMbabdX+WdJrtR7eK\nN24G6yYknWt7U0nLUHpRbbnYL15yOTTfpTgUZ3Cs04Ntv0vSbGB127+sHbuL3/vj3zdJSwGbAZd0\nvcjuA6zhBsdr9a3vfnCDHIDnAeswNBtj+13TOb6k/wJeADwO+D7wReDTtmdUy6DhtXOLujaVZEpx\nBNvvl3QS5UnGwKtsn944jRMlHUSZsx8+x6/qWYZjZNDx/NquAemVwGqNc7ik26I+vEvxkkaxD6GM\npjyZ0hfresobgFajnOPw+PfK9u2S1gRe2M0knmx71DlvS5ykR3nCYeGStrf9nRbx6b8fHMA3Kc0v\nz2ToOXC6x7f9DeAbklYAnkN3hmfXh+3Ymps2xsztkmYPmu5KWpsR54tOJSm4Fu7flF+y2+nnl30w\nujVn6JopL8Azwdxul+DbKe0RVgTe0TiH3Sm7FAcvNqd011p4tO1Hdj3hsH2NpJbnOY7D498rSQdQ\nCtzPd5deJ+kxtkeetbqEHSZpt8F6QUm7UF54WxVcy0p6IfDYboRrAY36wa1pu/lZjuMS3/YNwBeA\nL3S/izsC/4+KmzbGzL7AT7v2HIMdsnv2m9LkZEpxBEn7UnaGHEv5j34O8Hnb7+s1sZgxJJ1G6Wh/\neld43Q84YSoPp081Kgf4bmb79u72LOBXbnC8Vne0zVcpz0OPpxycvb3t62rH7uL33g9O0lzgYNvz\nascax/gBku5LOeUC4Be2r+4zn8lKwTWCpAuBRwyOklA5PPVXPXR53o477xJrsn6hb12zxfcCD7T9\nDJXDex/Tol2CpIkvMAtwg6MlVA6u3ZnS++lI4PmUZpBfqR27i9/b4z8uuoLrSbb/3t1eFTipRcHV\nxduA0prmD8AOtv/VIu6EHHrrByfp18D6lGn8m2h0nqzKaQ+3U2aAmsef6SRtaPs3kkaeWTqVl9Vk\nSnG0P7PgY7M07fuvfIpybtvWwKcpL7hNFkyPic9Stsbv293+LWV7dIsn/8cAlwPHAKfRfocqtj8v\n6Uxgmy7+f9m+oGEKn6W/x39cvA/4laQTKf8HTwDeXDOgpHksuE5lVcrxYqdJovWLve3DJT2WOy8c\nP6pB+OZd9TtrUDZLRD/2oUwdfnDEfVN6WU1GuIZI+jDlP3QdytqN47vbT6VM7Ty/YS6D3WGDP1cE\nvmf78Yv94mmgzy7P3dTRUyg7VTelbIU/xvb5tWNPyOPewFos+ELX5N3duHXZ7oukB7DgsTZXVo63\n9qLut31ZzfgTSToaWBc4m/mtCWz7dQ1ib00Z4Qc4390h8g3inmV75OhKxGRkhGtBg4aW51NeZAd+\n0UMug+mDGyU9kNJw8AE95NGXG7pt+IMuz1tSdgxVZ/s2ynbs73dbw3cBTpK0v+2Pt8hB0rspByj/\njvkjHi3f3fX2+I+ZpSjNJ5cGNpC0ge2f1Apm+7Ku4D/f9oa14vwH5gAbueE7c5XDqr9O2bg02Km5\no6QDKVOrV1ROYTVJ+yzsTtsfqhw/uKMdyUTXAfNc+TzPWlJwDRmz9Snf6Zq+HUQ5QNmUqcWZYh/K\nYt11JZ1KaT7YcoRxOWA7SrG1DvAxyiaKVnYC1rV982L/Zh29Pv7joHuB35nyBmzQ8NRAtYILSsEv\n6cLhLfE9Oo/SALflkoqPA5+0/dnhi5J2o7RLeU7l+LMou3KbLyWIBexBWd4xGNl8EqUAf5Ckd9k+\nemFfOK4ypTiCpKcD7+bOx+qs2lM+ywH3aLVDaVxIWhp4COXxv9D2LYv5kiUV9yjKOXbfBb7oHo7y\nkfQ1YK8+38n19fiPi27zzKZue37fIPZPgEdQ1m3eMLjeYsPGhDxOpKxn+iUL9gOsloekCxe2QWlR\n9y3B+JlSHAMqXeV3s/2X7vb9KUet7QL8xPYmi/r6cZQRrtE+ThlhmEfjozwkPdn2j0cNp3aLZqf1\n4aWSNgcut32l7VslPYrS7fkySfsNdoxVtivlRe71lN5Ld6RHKbxXbpDDYMH2eTR6oYOxefzHxSXA\nMvTTh+/tPcQcZb8eYo48ck6l8/+sBvEzsjUe1hoUW52/dtf+LmlKvvlLwTXaH4GzB/13Gnsi8GPg\nWSPuM9P/tPhDgW0BJD0BOAB4LeVd9lwaTGvZHoczRo8EDqR90d/74983SQdTftduBM6W9CMWLHqr\nLxi3fXLtGHdFT3l8R9JhwN5d80+6rusfps05jts0iBGLd5Kk7wCDVjjP666tAFzbX1p3X6YUR5C0\nBfBO4CQWfKL9WMMcHmT794u7Nt1o6KxCSZ8ArrK9X3d7xuySG+wS7CHujH/8Jb1kwqXhJ0nZPrJB\nDlsCBwMPBZaljOzc0Gh0FUnXM/oYleqjvCrndr6PsmlksCtzNuVNyFt7XNcYDalMLTyPcqYkwKnA\n11pu4FjSMsI12v6Us+TuReMpxSFfozS9HPZV4FE95NLSLElL276V8k5z+CiHmfTzeoqk91EWrrc8\nSzOPf9kJtYbtTwBI+iVl04ApR6u08HHKAcZfoewU3A3YoFFsbK/UKtaI2LcA/6tyjul63eXfDRpR\nx8zQFVZf7T6mhZnyBPqfWquvBXmSNqT0nlllwjqulRnqOD+NHQOcLOlqSmuMUwAkrcfMakswOMJn\ny6FrLdpC5PGHN1KKnYFlKW90VqQ0g23S7d/2xZJmdW1KPqNyruZbWsQeB11n/RyrM0P1PcpbQwqu\n0Y4fLF7vIfZDgO0po2vD67iuB17RQz5N2f6/bs3MAyhnBw6Gj5eirCWaEWxv3VPcPP6wrO3Lh27/\ntNss8Pdu/UgLN6ocVn62pPdT2jKMw9rCiFZ6HeWtIWu4RpB0DbAKZdHszfTQFkLSY2z/vFW8GD+a\nwWdp9knSxbbXW8h9v7O9boMc1gb+Qnln/wbK89Ehti+uHXscdOt31pxQ+MYMIukM23MGp6101+44\n+WIqygjXaPftOwFgB0nnU6Z1vk85YuYNtj/Xb1rRgnKWZp9Ok/QK24cNX5T0Shr9H3Qd5+/Xfb5/\ni5jjxLYlfRd4WN+5RG+m3ShvRrgWQtIqlDPEhkcXftYw/tm2N5O0A2WKcR9Ks7eHt8oh+qMZfpZm\nnyStBnyDsllhsEnhUcBylEPE/7Kwr10CsUXZIf0ayouLgFuBg2fa6KakI4GP2z6971yivW6U96+U\nXnjTYpQ3I1wjSNqDUuCsQVm0uTnlPMUnNUxjme7P7YCv2L5uqAFnTH8z/SzN3nTd/R8r6cnMPzz5\nuEZrOt9A2Qa/+aAFjKQHA5+U9AbbH26Qw7h4NPAiSZdRGhEPlnZs2m9a0YLnH9T+L0rngCkvBddo\ne1MW6f3c9uMlbQy0fnf5bUm/ofyw7dVNL/y7cQ7Rn5l+lmbvugKr9caZFwNPsX31UB6XSNoVOIHS\n/HOmeFrfCUR7ks5d1P1TueDOlOIIg6aTks4GtrB9s6TzWreKkLQqcF13mO09gZVtX9kyh+jfTD1L\ncyZa1PNMH89B46Cb4h1e2tH3gd5RUfe6a+ALwLeZP9oPLDDyNeVkhGvIUMPHP3ejC9+mtIj4O+W4\nnxY53OksxQlTidP9aJ8ZrRvJkO2jB9ds3yRpJ0m32f5Cj+lFfYvqoj6jOqxLejbwQeCBlLU8awMX\nMH+aN6ahbu3yhpRDqr8A/Lr784Tu9XnKygjXEI04JV7SNpTFesfZrn6IraT9bb9T0mdG3G3bu9fO\nIfoj6TRgG9v/nHB9Bcqmiel+0sCMJuk2ynqlO91FGeVcZsR905KkcyiNfn9o+xGStgZ2tb1Hz6lF\nQ5J2Bj4BHGj7oL7zmYyMcC3oTqvSbf+oZQJdsbUUZUfal1vGjrGwzMRiC8D2Dd0ZczGN2Z7Vdw5j\n5Bbbf5O0lKSlbJ8o6SN9JxX1SVqD0vR0B+AaymaSY3tNaglIwbWg+0naZ2F32v5QiyRs3y7pTUAK\nrplneUkr2F5glEPSSpQmmBEzxbVdO5SfAJ+X9FdGj/7FNCLpZGAlyuvfyyg7tAGWlbRqd+rDlJQp\nxSGS/gx8khEjXdC2AaGkA4CrgS8x9CQzlX/YYvEk/S/l0OhXDRaHSlqHMqR+0lQfUo+4q7pp9H9T\nno9fRFna8Xnbf1vkF8aUJulSyqJ5hv6E+W1BHtw8qSUkBdeQUWu4+iLp9yMuT+kftrhrJL2Kckjx\nit2lfwIH2P5kf1lFtCFpb+BnwFlTfZF0xLAUXEOm+jlNMb1004jYvr7vXCJakfQB4LHAhpTG06dS\nCrCfZYQ/prIUXEPGbX5Y0mOBdRhaa2f7qN4SiohopDtHbw6l+HpM93Gt7Y16TSzibsqi+SFjVmwd\nTTnL8Wzgtu6ygRRcETETLA+sTFm7tQrwJ8qIV8SUlBGuMSXpAmAj5z8oImYQSXMpzU2vB06jnGP7\nC9vX9JpY9GI6nTSwVN8JxEKdB6zedxLRD0k7DtZwSXqbpK9LGosNHRGVzQaWA64ErqCc8nFtrxlF\nc5KeLeki4PfAycClwPd6TWqSMsI1ZiR9mzJ1uBKwGfBL4I4O97af3VNq0ZCkc21vKmkr4D2UQ6zf\nYfvRPacWUZ3KeWYbU9ZvPRbYBPg78HPb7+wzt2hjOp40kDVc4+cDfScQY2Gwbm87YK7t4yS9p8+E\nIlrpllKcJ+la4LruY3tgCyAF18ww7U4aSME1fq4A7m/71OGL3UjHn/tJKXpwhaRDgacAB0pajiwB\niBlA0uuYP7J1C11LCOAIsmh+Jpl2Jw1kSnHMSPoO8Bbb8yZcfxjwXtvP6iezaEnSPYGnA/NsXyTp\nAcDDbJ/Qc2oRVUn6EF3vLdt5kzlDdScN/IvyRnNanDSQgmvMSDrd9uYLuW+e7Ye1zinakzR71PWp\nvEMn4q6QtOKoA9z/078TMW4ypTh+7rWI+5ZvlkX07TjK5glRtkQ/CLiQspA4Yjr7pqSzgW8CZw4O\ncpf0YGBrYCfgMOCr/aUY8Z9LwTV+zpD0CtuHDV+U9HLgzJ5yisYmjmR2LSH+u6d0IpqxvY2kZwKv\nBB4n6d7ArZQ3HMcBL7F9ZZ85RtwdmVIcM5LuDxwL3Mz8AmsOsCywQ55oZq5MKUfETNQV3WvZPrfv\nXCYjBdeY6nqObNLdPN/2j/vMJ9qStM/QzaWARwL3sf20nlKKiGhG0knAsykzcWcCfwVOtb3Por5u\nnGVKcUzZPhE4se88ojcrDX1+K2Uq5Ws95RIR0doqtv/RLac5yvY7JU3pEa4UXBFjyPb+AJJWLjd9\nfc8pRUS0tHTXDmcnYN++k1kS0kgxYgxJmiNpHnAuME/SOZLm9J1XRCuS1u0a/iLpSZJeJ2lRu7hj\nenkXcDxwse3Tu12qF/Wc06RkDVfEGOqGzl9t+5Tu9lbAIbY37TeziDa61hBzgHWA71LaRGxs+5l9\n5hVxd2VKMWI83TYotgBs/1TSrX0mFNHY7bZvlbQDcLDtgyX9qu+koi5JB1N6EI5k+3UN01miUnBF\njKeTu7MUj6E8+ewMnNT148L2WX0mF9HALZJ2AV4CDI40W6bHfKKNM/pOoJZMKUaMIUmL2qFq209u\nlkxEDyRtBLwK+LntYyQ9CNjJ9oE9pxZxt6TgioiIsSPpWcBxtm/vO5doR9JhwEdtnzfivhUoo/03\n2f588+QmKQVXxBjqdmPtRlkwfMfU/1RevxDxn5D0OeAxlP5zR9j+Tc8pRQOSNgPeCjwMOA+4inKe\n7PrAysARwKds39RbkndTCq6IMSTpZ8AvgHnAHe/wbR/ZW1IRjXV96HYBXkZZy/gZ4Jj0pZv+JK1I\n2aX6AOBfwAW2L+w3q8lJwRUxhiSdZfuRfecR0TdJ9wFeDOwNXACsB3zM9sG9JhbxH0rBFTGGJL0B\n+CfwHeCOoXPbf+8tqYiGJD2bMrK1HnAUcKTtv0q6J/Br2+v0mV/EfyptISLG083AQZQjLQbvigw8\nuLeMItp6HvBh2z8Zvmj7Rkl79JRTxN2WEa6IMSTpEmAL21f3nUtERExeRrgixtPFwI19JxHRF0lb\nAgcDDwWWBWYBN9heudfEoglJGwBvBNZmwZ3aU7YHYQquiPF0A3B21wB1eA1X2kLETPFx4AXAVyi7\n1XYDNug1o2jpK8CngMOA23rOZYlIwRUxnr7RfUTMWLYvljTL9m3AZ7qzFN/Sd17RxK22P9l3EktS\nCq6IMZR+WxHcKGlZykjv+4E/A0v1nFO0821J/w0cyzTZqZ1F8xFjSNL6wPuAjShdlgGwnV2KMSNI\nWhv4K+XA6jcAqwCH2L6418SiCUm/H3HZU/k5MAVXxBiS9FPgncCHgWdR+hEtZfsdvSYWERF3Swqu\niDEk6Uzbj5I0z/bDhq/1nVtETZLmMb/33J3Y3rRhOtETScsAewFP6C6dBBxq+5bekpqkrOGKGE83\nSVoKuEjSa4ArgBV7zimihe27P1/d/Xl09+euLKIQi2nnk5Tp5EO62y/urr28t4wmKSNcEWNI0uaU\nc+PuBbwbWBk4yPYvek0sohFJv7L9iAnXcsboDCHpHNsPX9y1qSQ7PiLGjKRZwM62/2n7j7ZfZvt5\nKbZihpGkxw3deCx5zZpJbpO07uCGpAczxftxZUoxYszYvk3SVn3nEdGzPYAjJK0CCLgG2L3flKKh\nNwIndsecidJx/mX9pjQ5mVKMGEOSPgmsQem2fMPguu2v95ZURA+6ggvb1/WdS7QlaTngId3NC23f\ntKi/P+5ScEWMIUmfGXHZtvMOP6Y1Sbva/pykfUbdb/tDrXOK9iS9Gvi87Wu72/cGdrF9yKK/cnxl\nSjFijEhay/bltu80dC5p+1FfEzHNrND9uVKvWUTfXmH7E4Mbtq+R9Arm71qccjLCFTFGJP0GeLrt\nSydcfxnwNtvrjvzCiIhppOvHtqm7IqXbTHSu7Y37zezuywhXxHjZBzhB0na2LwKQ9BbghcATe80s\nogFJH1vU/bZf1yqX6NX3gS9JOrS7/cru2pSVgitijNj+rqSbgO9J+i9Kk78tgCfYvqbf7CKaOLPv\nBGIs/D9KkbVXd/sHwKf7S2fyMqUYMYYkPR44FvgZsJPtf/ecUkQvJK0IYPuffecSMRkpuCLGiKTr\nKceXCFgOuIXS7E+UXYor95heRDOSNqEc67Mq5ef/KmA32+f3mlg0IWl94H3ARsA9BtdtP7i3pCYp\nU4oRY8R2dmZFFHOBfWyfCCDpScBhwGP7TCqa+QzwTuDDwNaUpqdT+qSBKZ18RERMWysMii0A2ycx\nv2VETH/L2/4RZSbuMtv7Adv1nNOkZIQrIiLG0SWS3k6ZVgTYFbikx3yirZskLQVcJOk1wBXAij3n\nNClZwxUREWOn6yy+PzA4V/QUYL/s1p0ZJG0OXADcC3g3sDLwftun9ZrYJKTgioiIiLEiaUfbX1nc\ntakkBVdERIwNSd+m7NQdyfazG6YTPZF0lu1HLu7aVJI1XBERMU4+0P0pyq7El/eYSzQm6RnAM4E1\nJpw6sDJwaz9ZLRkpuCIiYmzYPnnwuaR/Dt+OGeFPwBnAs1nw1IHrgTf0ktESkinFiIgYS1N9Cinu\nPknL2L6l7zyWpIxwRUTE2JC06tDNWd1uRQ0u2P57+6yiB1tI2g9Ym1KrDE7bmLKd5jPCFRERY0PS\n75l/vNVEU/oFN+46Sb+hTCGeSTneDADbf+stqUlKwRURERFjRdJpth/ddx5LUgquiIiIGCuSDgBm\nAV8Hbhpct31Wb0lNUgquiIiIGCuSThxx2baf3DyZJSQFV0RERERl2aUYERFjR9IHgSNsn993LtEP\nSdsBGwP3GFyz/a7+MpqcpfpOICIiYoQLgLmSTpP0Kkmr9J1QtCPpU8DOwGspO1Z3pLSImLIypRgR\nEWNL0kOAlwG7AKcCh9ketb4nphFJ59redOjPFYHv2X5837ndXRnhioiIsSRpFrBh93E1cA6wj6Qv\n9ppYtPCv7s8bJT0QuAV4QI/5TFrWcEVExNiR9GHgWcCPgPfa/mV314GSLuwvs2jkO5LuBRwEnEVp\nhntYvylNTqYUIyJi7Eh6GfBl2zeMuG8V29f1kFb0QNJywD2m+v95Cq6IiBg7kgTsAGxFGd34qe1j\n+80qapO0OXC57Su727sBzwMuA/abymdpZg1XRESMo08ArwLmAecBr5T0iX5TigYOBW4GkPQE4ADg\nKOA6YG6PeU1aRrgiImLsdIcXP9Tdi5SkpYDzbT+038yiJknn2H549/kngKts79fdPtv2Zn3mNxkZ\n4YqIiHF0MTB76PZa3bWY3mZJGmzo2wb48dB9U3qj35ROPiIipq2VgAskDXYnbg6cIelbAPb/b+eO\nWazIgjCAfpWJuAqKYCosGoiCiCImgqnggvgLxFgQwVQEYxP/gSDGpmYiyOK4CkabLBhpotGAiUEZ\nvPfQQBacNz19R86BprtvJ19YVPW9fWW2ZEzpSZLnVfUpi6MhXiRJVf2ZxVhx1zJSBGA4VXXx/753\n9/OdysLOqqrzWZy59Wy1S7WqjiXZ191vZg23BgUXAEOqqiNJzmWxS3FjtXMNdiP/cAEwnKq6keRV\nkqtJriX5u6quz5sKtk6HC4DhLE+Tv9Ddn5fvh5K87O7j8yaDrdHhAmBEn5Ns/vC+uVyDXUmHC4Dh\nVJ5epM8AAAElSURBVNWjJCeTPM3iH66/krxbXunuB/Olg1/nWAgARvTf8lp5urz/MUMWWJsOFwDA\nxHS4ABhOVR1OcifJiSR7VuvdfWm2ULAGP80DMKLHSf5NcjTJvSTvk2zMGQjWYaQIwHCq6p/uPlNV\n77r71HJto7vPzp0NtsJIEYARfV3eP1bV5SQfkhycMQ+sRcEFwIjuV9WBJLeTPEyyP8mteSPB1hkp\nAgBMTIcLgGFU1cMsDjr9qe6+uYNxYNsouAAYyesfnu8luTtXENhORooADKmq3nb36blzwHZwDhcA\no9IR4Leh4AIAmJiRIgDDqKrNfO9s7U3yZfUpSXf3/lmCwZoUXAAAEzNSBACYmIILAGBiCi4AgIkp\nuAAAJqbgAgCYmIILAGBi3wATNXqL6Ze5mAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b2728d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col(\"loudness\")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:04.318595Z",
"start_time": "2017-10-30T21:14:03.717355Z"
}
},
"outputs": [
{
"data": {
"image/png": 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4k+2Du68/C3za9nHdk+MXgaf1GHsw+vfm7vOgCH91jzHH82ZKMXIOgO0rJT2iQtwXAq+3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b2d52e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col(\"mode\")\n",
"plt.yticks( [0,1],[\"minor\",\"major\"]);"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:05.212416Z",
"start_time": "2017-10-30T21:14:04.324419Z"
}
},
"outputs": [
{
"data": {
"image/png": 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XTvl3EhERMU1kTtnMNJmerq2BBbavtH0HcByw05hrdgKOqo9PALaTJNt/HUqwHgB4Khod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\nwRJuwZaTIYIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b272e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col(\"speechiness\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:05.976367Z",
"start_time": "2017-10-30T21:14:05.216581Z"
}
},
"outputs": [
{
"data": {
"image/png": 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01YjFIuJ/C/io7XPGXX8/8HbbnU3bSzprMXe769HcvuOPp3qMlhu1EFE5VmdR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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b45fa90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col(\"tempo\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2017-10-30T21:14:06.980842Z",
"start_time": "2017-10-30T21:14:05.979267Z"
}
},
"outputs": [
{
"data": {
"image/png": 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bLfzFds3THkbT9a7AB227tyNZzYHkNUi6jHLKwenAm2zfWCt2Xw5LURol9wrb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\nXvpjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bba5cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_col(\"valence\")"
]
},
{
"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": "3.6.1"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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