listening-analysis/artist.ipynb

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Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Artist Investigations"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"538 scrobbles\n",
"1 days spent listening since Nov. 2017\n",
"1.52 minutes/day\n"
]
},
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>acousticness</th>\n",
" <th>danceability</th>\n",
" <th>duration_ms</th>\n",
" <th>energy</th>\n",
" <th>instrumentalness</th>\n",
" <th>key</th>\n",
" <th>liveness</th>\n",
" <th>loudness</th>\n",
" <th>mode</th>\n",
" <th>speechiness</th>\n",
" <th>tempo</th>\n",
" <th>time_signature</th>\n",
" <th>valence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.175862</td>\n",
" <td>0.548939</td>\n",
" <td>201665.648752</td>\n",
" <td>0.672660</td>\n",
" <td>0.139468</td>\n",
" <td>5.715931</td>\n",
" <td>0.261474</td>\n",
" <td>-5.605276</td>\n",
" <td>0.573896</td>\n",
" <td>0.151126</td>\n",
" <td>110.033599</td>\n",
" <td>3.990403</td>\n",
" <td>0.301708</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.185824</td>\n",
" <td>0.118423</td>\n",
" <td>68133.871857</td>\n",
" <td>0.136468</td>\n",
" <td>0.280774</td>\n",
" <td>3.886356</td>\n",
" <td>0.215839</td>\n",
" <td>2.190490</td>\n",
" <td>0.494984</td>\n",
" <td>0.141012</td>\n",
" <td>27.453952</td>\n",
" <td>0.394559</td>\n",
" <td>0.169343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.001230</td>\n",
" <td>0.174000</td>\n",
" <td>33568.000000</td>\n",
" <td>0.330000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.059200</td>\n",
" <td>-14.841000</td>\n",
" <td>0.000000</td>\n",
" <td>0.028200</td>\n",
" <td>51.466000</td>\n",
" <td>1.000000</td>\n",
" <td>0.055700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.035800</td>\n",
" <td>0.475000</td>\n",
" <td>147430.000000</td>\n",
" <td>0.551000</td>\n",
" <td>0.000114</td>\n",
" <td>2.000000</td>\n",
" <td>0.095200</td>\n",
" <td>-6.829000</td>\n",
" <td>0.000000</td>\n",
" <td>0.049600</td>\n",
" <td>86.711000</td>\n",
" <td>4.000000</td>\n",
" <td>0.188000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.093700</td>\n",
" <td>0.548000</td>\n",
" <td>203882.000000</td>\n",
" <td>0.683000</td>\n",
" <td>0.001660</td>\n",
" <td>6.000000</td>\n",
" <td>0.171000</td>\n",
" <td>-5.219000</td>\n",
" <td>1.000000</td>\n",
" <td>0.087700</td>\n",
" <td>109.862000</td>\n",
" <td>4.000000</td>\n",
" <td>0.263000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.278000</td>\n",
" <td>0.599000</td>\n",
" <td>250200.000000</td>\n",
" <td>0.761000</td>\n",
" <td>0.089300</td>\n",
" <td>9.000000</td>\n",
" <td>0.356000</td>\n",
" <td>-4.477000</td>\n",
" <td>1.000000</td>\n",
" <td>0.255000</td>\n",
" <td>133.687000</td>\n",
" <td>4.000000</td>\n",
" <td>0.431000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.884000</td>\n",
" <td>0.825000</td>\n",
" <td>626166.000000</td>\n",
" <td>0.910000</td>\n",
" <td>0.914000</td>\n",
" <td>11.000000</td>\n",
" <td>0.783000</td>\n",
" <td>-0.507000</td>\n",
" <td>1.000000</td>\n",
" <td>0.518000</td>\n",
" <td>168.266000</td>\n",
" <td>5.000000</td>\n",
" <td>0.718000</td>\n",
" </tr>\n",
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"</div>"
],
"text/plain": [
" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.175862 0.548939 201665.648752 0.672660 0.139468 \n",
"std 0.185824 0.118423 68133.871857 0.136468 0.280774 \n",
"min 0.001230 0.174000 33568.000000 0.330000 0.000000 \n",
"25% 0.035800 0.475000 147430.000000 0.551000 0.000114 \n",
"50% 0.093700 0.548000 203882.000000 0.683000 0.001660 \n",
"75% 0.278000 0.599000 250200.000000 0.761000 0.089300 \n",
"max 0.884000 0.825000 626166.000000 0.910000 0.914000 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 5.715931 0.261474 -5.605276 0.573896 0.151126 110.033599 \n",
"std 3.886356 0.215839 2.190490 0.494984 0.141012 27.453952 \n",
"min 0.000000 0.059200 -14.841000 0.000000 0.028200 51.466000 \n",
"25% 2.000000 0.095200 -6.829000 0.000000 0.049600 86.711000 \n",
"50% 6.000000 0.171000 -5.219000 1.000000 0.087700 109.862000 \n",
"75% 9.000000 0.356000 -4.477000 1.000000 0.255000 133.687000 \n",
"max 11.000000 0.783000 -0.507000 1.000000 0.518000 168.266000 \n",
"\n",
" time_signature valence \n",
"mean 3.990403 0.301708 \n",
"std 0.394559 0.169343 \n",
"min 1.000000 0.055700 \n",
"25% 4.000000 0.188000 \n",
"50% 4.000000 0.263000 \n",
"75% 4.000000 0.431000 \n",
"max 5.000000 0.718000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"artist_name = \"Flume\".lower()\n",
"artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
"artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
"# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"print(f'{artist_frame.count()[0]:,d} scrobbles')\n",
"print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
"print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
"\n",
"artist_frame.describe()[1:]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
"# resample by day and mean\n",
"filtered_artist = filtered_artist.resample(\"2W\").count()\n",
"\n",
"filtered_artist[\"energy\"].plot()\n",
"\n",
"plt.title(f\"{artist_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Average Descriptor\n",
"\n",
"Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
"\n",
"The difference between them could be described as which features are preferred for an artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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h38/hp1GzR4GEl6o65/aY2c+BvwK/w18V+g4wzDn3cTnbJCIiIlKtlCtgc861SSLPMGBYgvQtwBXBQ0REqsju3bvZsmULubm5OOequjkieyUzIzMzkwYNGrDffvsVXBBZUarqKlEREYkA5xxffvkleXl51KhRg5o19bEgkoo9e/awbds2tm3bxv7778+BBx5YoUGbXpkiIvuwHTt2kJeXR8OGDWnRokWFjwqI7Et27drF+vXr2bx5M/vtt1/49h3lVlW39RARkQjYvn07QIWPBojsi2rXrk2LFv6WsrHXVkVRwCYisg/78ccfqVmzpqZCRSpI7dq1qVWrFjt3VuwdyhSwiYjsw5xzZGToo0CkIplZhV/Ao1epiMg+TlOhIhWrMl5TCthEREREIk4Bm4iICH5UJDs7u+D3adOmYWbk5OSUu+7FixdjZixevLjcdUVVdnb2XjVa26ZNGwYOHFjVzUiaAjYREan2pkyZgpnRvXv3Cq87Fqh88803FV73X/7yF+bMmVPh9VaFWNCazEOK0mVBIiKSUJvrXqjqJgCQM3FAueuYMWMGbdq0YenSpaxatYr27dtXQMuSd/LJJ5OXl0ft2rXLVO4vf/kLQ4YM4ayzzqqchqVRhw4dmD59eqG066+/nqysLMaMGVNFrdp7KGATEZFq7bPPPuOtt97iqaeeYsSIEcyYMYObbroprW3IyMigTp06ad1n1DRr1oyLL764UNrEiRNp0qRJkfSw/Px8du3atc/3n6ZERUSkWpsxYwaNGzdmwIABDBkyhBkzZqS9DYnWsH366aece+65NG/enDp16tCqVSvOP/98tm3bBvg1dd999x0PP/xwwVThsGHDCsp/9dVXXH755TRr1ozMzEw6duzIgw8+mHC/s2bN4pZbbqFVq1bUqVOHvn37smrVqiLtXLJkCWeeeSYNGzakXr16nHLKKbz55ptF8r3xxhuccMIJ1KlTh3bt2nHfffdVTEcFxz1q1ChmzJhBx44dyczMZN68eQDccccd9OjRgwMOOIC6devStWtXZs+enbCeRx99lG7dulGvXj0aN27MySefzIIFC0rc98MPP0zNmjW55pprCtJmzpxJ165dqV+/Pg0aNKBTp07ceeedFXa8ydIIm4iIVGszZszgnHPOoXbt2lxwwQXcc889vPPOO5xwwglV1qZdu3bRr18/du7cyW9/+1uaN2/OV199xfPPP8/WrVtp2LAh06dP54orrqBbt24MHz4cgHbt2gHw9ddfc+KJJxYEN02bNmXu3Ln8+te/Zvv27YwePbrQ/iZOnEhGRgZ//OMf2bZtG7fffjsXXXQRS5YsKcizaNEi+vfvT9euXbnpppvIyMjgoYceok+fPrz++ut069YNgPfff58zzjiDpk2bkp2dze7du7npppto1qxZhfXPokWLmDVrFqNGjaJJkya0adMGgDvvvJPBgwdz0UUXsWvXLmbOnMl5553H888/z4ABP02djx8/nuzsbHr06MGECROoXbs2S5YsYdGiRZxxxhkJ9zl16lSuuuoqbrjhBv785z8DsHDhQi644AL69u3LbbfdBsDKlSt58803ufrqqyvseJOhgE1ERKqtd999l48++ojJkycD0LNnT1q1asWMGTOqNGD78MMP+eyzz3jiiScYMmRIQfq4ceMKfr744ou56qqrOPTQQ4tMGY4ZM4Y9e/bw/vvvc8ABBwBw1VVXccEFF5Cdnc2IESOoW7duQf4ffviBZcuWFayha9y4MVdffTUrVqzg6KOPxjnHVVddxamnnsrcuXMLFv6PGDGCjh07Mnbs2ILRqXHjxuGc4/XXX6d169YAnHvuuXTq1KnC+ufjjz/m/fff56ijjiqU/sknnxQ6rlGjRnHccccxadKkgoBt1apVTJgwgbPPPpvZs2cXujF0cTezveuuuxg9ejQTJkxg7NixBekvvPACDRo0YP78+dSoUaPCji8VmhIVEZFqa8aMGTRr1oxTTz0V8NNtQ4cOZebMmezZs6fK2tWwYUMA5s+fz/fff1+mss45nnzySQYNGoRzjm+++abg0a9fP7Zt28Z7771XqMxll11W6IKHXr16AbBmzRoAli1bxqeffsqFF17It99+W1Dfd999R9++fXnttdfIz89nz549zJ8/n7POOqsgWAN/QUG/fv1S6otETjnllCLBGlAoWNuyZQvbtm2jV69ehY53zpw55OfnM27cuCLf4pHoCtTbb7+dq6++mttuu61QsAbQqFEjvvvuOxYuXFjeQyo3BWwiIlIt7dmzh5kzZ3Lqqafy2WefsWrVKlatWkX37t35+uuvefnll6usbW3btuX3v/89999/P02aNKFfv37cfffdBevXSrJp0ya2bt3K1KlTadq0aaHHZZddBsDGjRsLlQkHV+BH2MAHPeDX0wFceumlReq8//772blzJ9u2bWPTpk3k5eVx2GGHFWnXEUccUfaOKEbbtm0Tpj///POceOKJ1KlTh/3335+mTZtyzz33FOq31atXk5GRkTDgi/fqq69y7bXXcu211xZatxYzcuRIDj/8cPr370+rVq24/PLLC9bTpZumREVEpFpatGgR69evZ+bMmcycObPI9hkzZhS7nikd/va3vzFs2DCeeeYZFixYwO9+9ztuvfVW3n77bVq1alVsufz8fMBPmV566aUJ83Tu3LnQ78VN58WmCGN1/vWvf6VLly4J82ZlZVX4F5oXJzySFvP6668zePBgTj75ZKZMmUKLFi2oVasWDz30EI899lhK++nYsSNbt25l+vTpjBgxokigeOCBB7Js2TLmz5/P3LlzmTt3Lg899BC/+tWvePjhh1PaZ6oUsImISLU0Y8YMDjzwQO6+++4i25566imefvpp7r333oTBQbp06tSJTp06MXbsWN566y1+9rOfce+99xYsek80hde0aVPq16/Pnj17OO200yqkHbGLGRo0aFBinU2bNqVu3boFI3JhH3/8cYW0pThPPvkkderUYf78+WRmZhakP/TQQ4XytWvXjvz8fD788MNig8+YJk2aMHv2bHr27Enfvn154403aNmyZaE8tWvXZtCgQQwaNIj8/HxGjhzJfffdx4033pjW+/lpSlRERKqdvLw8nnrqKQYOHMiQIUOKPEaNGsWOHTt49tlnq6R927dvZ/fu3YXSOnXqREZGRqFRrP3224+tW7cWylejRg3OPfdcnnzySVasWFGk7k2bNpW5PV27dqVdu3bccccd5ObmFltnjRo16NevH3PmzGHt2rUF21euXMn8+fPLvN+yqFGjBmZWaO1hTk5OkW+COOuss8jIyGDChAkFI4cxiS46aNWqFS+99BJ5eXmcfvrpfPvttwXbwj+Dv59ebPQyXaONMRphExGRaufZZ59lx44dDB48OOH2E088kaZNmzJjxgyGDh1aIfucNGkS9erVK5SWkZHBDTfcUCTvokWLGDVqFOeddx6HH344u3fvZvr06QXBWEzXrl156aWXmDRpEi1btqRt27Z0796diRMn8sorr9C9e3euvPJKjjrqKDZv3sx7773HSy+9xObNm8vU9oyMDO6//3769+9Px44dueyyyzjooIP46quveOWVV2jQoAHPPfcc4G+ZMW/ePHr16sXIkSPZvXs3kydPpmPHjixfvjyFnkvOgAEDmDRpEmeeeSYXXnghGzdu5O6776Z9+/aF9tu+fXvGjBnDzTffTK9evTjnnHPIzMzknXfeoWXLltx6661F6m7fvj0LFiygd+/e9OvXj0WLFtGgQQOuuOIKNm/eTJ8+fWjVqhWff/45kydPpkuXLnTo0KHSjjURBWwiIlLtzJgxgzp16nD66acn3J6RkcGAAQOYMWMG3377bcGtMcojUSBQo0aNhAHbMcccQ79+/Xjuuef46quvqFevHscccwxz587lxBNPLMg3adIkhg8fztixY8nLy+PSSy+le/fuNGvWjKVLlzJhwgSeeuoppkyZwgEHHEDHjh0L7hdWVr179+Y///kPN998M//85z/Jzc2lefPmdO/enREjRhTk69y5M/Pnz+f3v/8948aNo1WrVowfP57169dXasDWp08fHnjgASZOnMjo0aNp27Ytt912Gzk5OUX2O2HCBNq2bcvkyZMZM2YM9erVo3PnzlxyySXF1t+pUyfmzp3LaaedxqBBg5g3bx4XX3wxU6dOZcqUKWzdupXmzZszdOhQsrOzi1yBWtmsuHuS7E3MrCOwYsWKFXTs2LGqmyMisteI3dbh0EMPreKWiFQfpb2uPvjgA44++miAo51zHyRTp9awiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYREREAtnZ2ZhZhdU3bNgw2rRpU2H1VRdt2rRh4MCBVd2MvYoCNhERqZamTZuGmRU86tSpQ8uWLenXrx933XUXO3bsqJD9rFu3juzsbJYtW1Yh9ZXFW2+9RXZ2Nlu3bi0x3+LFiwv1RUkPiaaaVd0AERGRyjRhwgTatm3Ljz/+yIYNG1i8eDGjR49m0qRJPPvss3Tu3Lkg79ixY7nuuuvKVP+6desYP348bdq0oUuXLoW2/etf/yI/P78iDiOht956i/HjxzNs2DAaNWpUbL4OHTowffr0QmnXX389WVlZjBkzptLaJxVHAZuIiCQWldEW58pVvH///hx//PEFv19//fUsWrSIgQMHMnjwYFauXEndunUBqFmzJjVrVtxHY61atSqsrvJo1qwZF198caG0iRMn0qRJkyLpYfn5+ezatYs6depUdhOlFJoSFRGRfU6fPn248cYb+fzzz3n00UcL0hOtYVu4cCE9e/akUaNGZGVlccQRR3DDDTcAfqrxhBNOAOCyyy4rmFacNm0aUHQNW05ODmbGHXfcwdSpU2nXrh2ZmZmccMIJvPPOO0Xa+dFHH/HLX/6Spk2bUrduXY444oiCEbHs7GyuueYaANq2bVuw75ycnJT7xcwYNWoUM2bMoGPHjmRmZjJv3jwA7rjjDnr06MEBBxxA3bp16dq1K7Nnz05Yz6OPPkq3bt2oV68ejRs35uSTT2bBggUl7vvhhx+mZs2aBccEMHPmTLp27Ur9+vVp0KABnTp14s4770z5+PZmGmETEZF90iWXXMINN9zAggULuPLKKxPm+eCDDxg4cCCdO3dmwoQJZGZmsmrVKt58803ATzVOmDCBcePGMXz4cHr16gVAjx49Stz3Y489xo4dOxgxYgRmxu23384555zDmjVrCkblli9fTq9evahVqxbDhw+nTZs2rF69mueee45bbrmFc845h08++YR///vf/P3vf6dJkyYANG3atFz9smjRImbNmsWoUaNo0qRJQcB55513MnjwYC666CJ27drFzJkzOe+883j++ecZMGBAQfnx48eTnZ1Njx49mDBhArVr12bJkiUsWrSIM844I+E+p06dylVXXcUNN9zAn//8Z8AHyhdccAF9+/bltttuA2DlypW8+eabXH311eU6xr2RAjYREdkntWrVioYNG7J69epi8yxcuJBdu3Yxd+7cgoAorFmzZvTv359x48Zx0kknlTi9GLZ27Vo+/fRTGjduDMARRxzBL37xC+bPn19w9eRvf/tbnHO89957tG7duqDsxIkTAejcuTPHHXcc//73vznrrLMq7GrUjz/+mPfff5+jjjqqUPonn3xSMHUMMGrUKI477jgmTZpUELCtWrWKCRMmcPbZZzN79mwyMn6ayHPFTG3fddddjB49mgkTJjB27NiC9BdeeIEGDRowf/58atSoUSHHtjfTlKiIiOyzsrKySrxaNLaQ/5lnnqnQiweGDh1aEKwBBSNza9asAWDTpk289tprXH755YWCNaDSr+Q85ZRTigRrQKFgbcuWLWzbto1evXrx3nvvFaTPmTOH/Px8xo0bVyhYg8Ttvv3227n66qu57bbbCgVr4Pv+u+++Y+HCheU9pGpBAZuIiOyzcnNzqV+/frHbhw4dys9+9jOuuOIKmjVrxvnnn8+sWbPKHbzFB2Gx4G3Lli3AT4Hb0UcfXa79pKJt27YJ059//nlOPPFE6tSpw/7770/Tpk2555572LZtW0Ge1atXk5GRkTDgi/fqq69y7bXXcu211xZatxYzcuRIDj/8cPr370+rVq24/PLLC9bT7YsUsImIyD7pyy+/ZNu2bbRv377YPHXr1uW1117jpZde4pJLLmH58uUMHTqU008/nT179qS87+Km+IqbNkyn8EhazOuvv87gwYOpU6cOU6ZM4cUXX2ThwoVceOGFKbe5Y8eOHHHEEUyfPp3PPvusyPYDDzyQZcuW8eyzzzJ48GBeeeUV+vfvz6WXXprS/vZ2CthERGSfFLsvWb9+/UrMl5GRQd++fZk0aRIffvght9xyC4sWLeKVV14BKmeK8tBDDwVgxYoVJeZL141un3zySerUqcP8+fO5/PLL6d+/P6eddlqRfO3atSM/P58PP/yw1DqbNGnCSy+9RK1atejbty/r1q0rkqd27doMGjSIKVOmsHr1akaMGMEjjzzCqlWrKuS49iYK2EREZJ+zaNEibr75Ztq2bctFF11UbL7NmzcXSYvdHHfnzp0A7LfffgClfttAWTRt2pSTTz6ZBx98kLVr1xbaFh7Rqox9J1KjRg3MrNCoYk5ODnPmzCmU76yzziIjI4MJEyYUmTZONBLXqlUrXnrpJfLy8jj99NP59ttvC7aFfwYfOMduchzr+32JrhIVEZFqbe7cuXz00Ufs3r2br7/+mkWLFrFw4UIOOeQQnn322RJvCjthwgRee+01BgwYwCGHHMLGjRuZMmUKrVq1omfPnoAfVWrUqBH33nsv9evXZ7/99qN79+7FrgVL1l133UXPnj057rjjGD58OG3btiUnJ4cXXnih4GuwunbtCsCYMWM4//zzqVWrFoMGDSoI5CrKgAEDmDRpEmeeeSYXXnghGzdu5O6776Z9+/YsX768IF/79u0ZM2YMN998M7169eKcc84hMzOTd955h5YtW3LrrbcWqbt9+/YsWLCA3r17069fPxYtWkSDBg244oor2Lx5M3369KFVq1Z8/vnnTJ48mS5dutChQ4cKPb69gQI2ERGp1saNGwf46bX999+fTp068Y9//IPLLrusxAsOAAYPHkxOTg4PPvgg33zzDU2aNOGUU05h/PjxNGzYEPDfZvDwww9z/fXXc9VVV7F7924eeuihcgdsxxxzDG+//TY33ngj99xzDz/88AOHHHIIv/zlLwvynHDCCdx8883ce++9zJs3j/z8fD777LMKD9j69OnDAw88wMSJExk9ejRt27bltttuIycnp1DABj99FdjkyZMZM2YM9erVo3PnzlxyySXF1t+pUyfmzp3LaaedxqBBg5g3bx4XX3wxU6dOZcqUKWzdupXmzZszdOhQsrOzi1yBui+wKCxwLC8z6wisWLFiBR07dqzq5oiI7DViVyPG1kyJSPmV9rr64IMPYlcAH+2c+yCZOve9EFVERERkL6OATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiMg+rjrc3kkkSirjNaWATURkH5aRkcGePXsUtIlUEOcce/bsqfDveVXAJiKyD8vMzGTPnj1s3LhRQZtIOe3evZv169ezZ88esrKyKrRufTWViMg+rFmzZuzcuZPNmzezbdu2gi/5FpHkOefIz89n9+7dANSrV4/GjRtX6D5SHmEzs0wzu83M1plZnpktMbPTkyx7mpm9YmbfmNlWM1tqZsV/yZiIiFSKjIwMWrduTaNGjahdu7aCNZEUmBk1a9akfv36HHTQQbRu3ZqaNSt2TKw8tU0DhgD/AD4FhgEvmtmpzrk3iitkZoOBOcB/gGzAAb8EHjGzJs65v5ejTSIiUkYZGRm0aNGiqpshIiVIKWAzs27A+cA1zrk7grRHgBXA7UCPEoqPAtYDfZxzO4Oy9wEf4YM+BWwiIiIiIalOiQ4B9gBTYwnOuR+AB4CTzOzgEso2ALbEgrWg7G7gGyAvxfaIiIiIVFupBmzHAp8457bHpS8NnruUUHYx0NHMbjaz9mbWzsxuBI7Hj86JiIiISEiqa9ha4Kc148XSWpZQ9magLTAGGBukfQ+c65x7prQdm9mBQNO45HYAubm5bN8eH0OKiIiIREdubm6Zy6QasNUFdiZI/yG0vTg7gU+A2cBTQA1gOPComZ3unHu7lH2PBG5KtGHp0qVs2LChlOIiIiIiVWft2rVlLpNqwJYHZCZIrxPaXpx/AicCxznn8gHMbBbwAXAn0L2UfU8BnohLawc8061bNzp06FBKcREREZGqs3LlyjKXSTVgWw8clCA9dl34ukSFzKw28Gvg9liwBuCc+9HM5gKjzKy2c25XcTt2zm0ENsbVC0BWVhYNGjQoy3GIiIiIpFUq34KQ6kUHy4DDzSw+Ouoe2p7IAfggsUaCbbWC9iTaJiIiIrLPSjVgm81Pa88A/80HwGXAEufcF0FaazM7MlRuI7AVODsYbYuVzQIGAR8553RrDxEREZGQlKZEnXNLzOwJ4Nbgqs1VwKVAG/yUZ8wjwCmABeX2mNkdwJ+Bt4Ob7dYIyrQCLk7xOERERESqrfJ8NdWv8LfouARoDCwHBjrnXiupkHPuFjP7DLgaf7VnZlB2iHPuyXK0R0RERKRaSjlgC77Z4JrgUVye3sWkPwY8luq+RURERPYlqa5hExEREZE0UcAmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOJqVnUDRCTNzNK3L+fSty8RkWpMI2wiIiIiEaeATURERCTiFLCJiIiIRJzWsIlERJvrXkjLfnLSshcREalIGmETERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiLuWAzcwyzew2M1tnZnlmtsTMTi9D+aFm9h8z+87MtprZW2bWJ9X2iIiIiFRX5Rlhmwb8HpgBXA3sAV40s56lFTSzbODfwBdBHWOB5cBB5WiPiIiISLVUM5VCZtYNOB+4xjl3R5D2CLACuB3oUULZE4FxwB+cc39PZf8iIiIi+5JUR9iG4EfUpsYSnHM/AA8AJ5nZwSWUHQ1sAO40LyvFNoiIiIjsE1IN2I4FPnHObY9LXxo8dymhbF/gHeB3wCZgh5mtN7NRKbZFREREpFpLaUoUaAGsT5AeS2uZqJCZNQaaAD8D+gDjgbXAZcBkM/vROXdfSTs2swOBpnHJ7QByc3PZvj0+hhTZOzSv69Kyn+0HlzQAXtE70+tRRCRebm5umcukGrDVBXYmSP8htD2R2PTnAcD5zrnHAcxsNvA+/uKDEgM2YCRwU6INS5cuZcOGDaUUF4mm67ukZz+vTJ6cnh0BvPJK+vYlIrKXWLt2bZnLpBqw5QGZCdLrhLYXVw7gR2B2LNE5l29mjwPjzay1c66kI5kCPBGX1g54plu3bnTo0KHUxotE0Rl/fy0t+1nwwMi07AeAFSvSty8Rkb3EypUry1wm1YBtPYlvwdEieF5XTLnN+FG4rc65PXHbNgbPjfHTpAk55zaG8gJgZgBkZWXRoEGDEhsuElUb8iwt+2nwxRdp2Y/fmV6PIiLxsrLKfr1lqhcdLAMON7P4d+Puoe1FOOfyg21Nzax23ObYurdNKbZJREREpFpKNWCbDdQAhscSzCwTf/HAEufcF0FaazM7Mq7s40HZS0Nl6wAXAR8654obnRMRERHZJ6U0JeqcW2JmTwC3BldtrsIHYG2AX4eyPgKcAoTneu4DrgDuNrPD8dOflwCHAINSaY+IiIhIdZbqGjaAXwE344OtxvivlhronCtx5bRzLi/4ztDbgcuB/fDTpAOcc/PL0R4RERGRainlgC34ZoNrgkdxeXoXk74RGJbqvkVERET2JeX58ncRERERSQMFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiISceW5D5tIidpc90La9pUzcUDa9iUiIpJuGmETERERiTgFbCIiIiIRp4BNREREJOK0hk2qB7P07Me59OxHREQkRCNsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMSlHLCZWaaZ3WZm68wsz8yWmNnpKdSz0Mycmf0z1baIiIiIVGflGWGbBvwemAFcDewBXjSznslWYGbnACeVow0iIiIi1V5KAZuZdQPOB653zl3jnJsK9AE+B25Pso46wN+A21Jpg4iIiMi+ItURtiH4EbWpsQTn3A/AA8BJZnZwEnX8Kdj/HSm2QURERGSfkGrAdizwiXNue1z60uC5S0mFzaw1cB1wrXMuL8U2iIiIiOwTaqZYrgWwPkF6LK1lKeX/BvzXOTezrDs2swOBpnHJ7QByc3PZvj0+hpSq0ryuS9u+th+czKBuReyo8s6vdPVX2voKKrW/RET2Vrm5uWUuk2rAVhfYmSD9h9D2hMzsVOBcoHuK+x4J3JRow9KlS9mwYUOK1UpFu75L+vb1yuTJadrRK5VWdbr6K219BZXaXyIie6u1a9eWuUyqAVsekJkgvU5oexFmVhO4C5junHsnxX1PAZ6IS2sHPNOtWzc6dOiQYrVS0c74+2tp29eCB0amZ0crVlRa1enqr7T1FVRqf4mI7K1WrlxZ5jKpBmzrgYMSpLcIntcVU+5XwBHACDNrE7etfpC20Tn3fXE7ds5tBDaG08wMgKysLBo0aFBa2yVNNuRZ2vbV4Isv0rSjyju/0tVfaesrqNT+EhHZW2VlZZW5TKoXHSwDDjez+Hfj7qHtibQGagFvAp+FHuCDuc+AM1Jsk4iIiEi1lOoI22zgj8BwgttymFkmcBmwxDn3RZDWGqjnnPsoKDeTxMHc08CLwL+AJSm2SURERKRaSilgc84tMbMngFuDqzZXAZcCbYBfh7I+ApwCWFDuI+Aj4gRTmp855+ak0h4RERGR6izVETbwU5g3A5cAjYHlwEDnXPpWmouIiIjsA1IO2IJvNrgmeBSXp3eSdaVvdbqIiIjIXqY8X/4uIiIiImmggE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTialZ1A0RERGTv1ea6F9Kyn5yJA9Kyn6jSCJuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMTpmw5EREQk+szSty/n0revJGmETURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjE1azqBoiISDVilp79OJee/YhEhEbYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeLDkREqrk2172Qtn3lpG1PIvsWjbCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiEs5YDOzTDO7zczWmVmemS0xs9OTKHeOmT1uZmvM7Hsz+9jM/mZmjVJti4iIiEh1Vp4RtmnA74EZwNXAHuBFM+tZSrmpQAfgUeB3wDxgFPAfM6tbjvaIiIiIVEspffm7mXUDzgeucc7dEaQ9AqwAbgd6lFB8iHNucVx97wIPAxcB96fSJhEREZHqKtURtiH4EbWpsQTn3A/AA8BJZnZwcQXjg7XA08FzhxTbIyIiIlJtpRqwHQt84pzbHpe+NHjuUsb6mgfP36TYHhEREZFqK6UpUaAFsD5BeiytZRnruxY/Yje7tIxmdiDQNC65HUBubi7bt8fHkFJVmtd1advX9oOLHdSt4B1V3vmVrv5KW19BpfaXJE+vRalMeu8qu9zc3DKXMefK3tFmthr42Dn387j0Q4HVwP845/6RZF0X4i9cuN05d20S+bOBmxJtu+uuu2jdunUyuxURERGpEmvXruV3v/sdwNHOuQ+SKZPqCFsekJkgvU5oe6nMrBd+3dt8YEyS+54CPBGX1g54plu3bnToUHnL4M74+2uVVne8Bf9zctr2VVnS2l8PjEzPjlasqLSq09VfaesrqNT+kuTptSiVSe9dZbdy5coyl0k1YFsPHJQgvUXwvK60CszsGOBZ/JWlQ5xzu5PZsXNuI7Axri4AsrKyaNCgQTLVpGRDnlVa3fEq8zjSJa399cUXadrR3n9+pa2voFL7S5Kn16JUJr13lV1WVlaZy6R60cEy4HAziz+i7qHtxTKzdvj7r20Efu6cK/tkroiIiMg+ItWAbTZQAxgeSzCzTOAyYIlz7osgrbWZHRkuaGbNgQVAPtDPObcpxTaIiIiI7BNSmhJ1zi0xsyeAW4OrNlcBlwJtgF+Hsj4CnAKEx0vnAYfib7DbM+6bEb52zi1MpU0iIiIi1VWqa9gAfgXcDFwCNAaWAwOdc6WtPjwmeP5Tgm2vAgrYREREREJSDtiCbza4JngUl6d3grT0rX4VERERqQbK8+XvIiIiIpIG5ZkSlcpkaRqITOHGySIiIpJeGmETERERiTgFbCIiIiIRpylREdkrtbnuhbTsJ2figLTsR0SkJBphExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGI01WiIiIiVSFdN0gH3SS9GtAIm4iIiEjEaYRNREQkJG33+EvLXqS60AibiIiISMRphE1EpCRaZyQiEaARNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTiFLCJiIiIRJwCNhEREZGIU8AmIiIiEnEK2EREREQiTgGbiIiISMQpYBMRERGJOAVsIiIiIhGngE1EREQk4hSwiYiIiEScAjYRERGRiFPAJiIiIhJxCthEREREIk4Bm4iIiEjEKWATERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCIu5YDNzDLN7DYzW2dmeWa2xMxOT7LsQWY2y8y2mtl2M3vGzA5NtS0iIiIi1Vl5RtimAb8HZgBXA3uAF82sZ0mFzCwLeAU4BfgLcBNwLPCqmR1QjvaIiIiIVEs1UylkZt2A84FrnHN3BGmPACuA24EeJRQfCRwGdHPOvROUnRuU/QNwQyptEhEREamuUh1hG4IfUZsaS3DO/QA8AJxkZgeXUvadWLAWlP0IeBn4ZYrtEREREam2Ug3YjgU+cc5tj0tfGjx3SVTIzDKAzsD/Jti8FGhnZvVTbJOIiIhItZTSlCjQAlifID2W1rKYcvsDmUmU/bi4HZvZgUDTuOQjAZYvX05ubm5xRcutwY6cSqs73pLmzdO0oyWVVrX6q2zS1V9p6ytQf5V5Z5XTX3otlo3OrbJRf5XdmjVrYj/WTrqQc67MD2A18GKC9EMBB4wuptzBwfY/Jdh2ebCtSyn7zg7y6aGHHnrooYceeuzNj8HJxl6pjrDl4UfK4tUJbS+uHCmWjZkCPBGXlgUcjr9wYVcp5fcG7YBngF/gg2MpmforeeqrslF/lY36K3nqq7Kpbv1VGz+I9WqyBVIN2NYDByVIbxE8ryum3GZgZyhfWcoC4JzbCGxMsKlyxy/TyMxiP652zn1QlW3ZG6i/kqe+Khv1V9mov5Knviqbatpf/y1L5lQvOlgGHG5mDeLSu4e2F+GcywfeB45PsLk7sMY5tyPFNomIiIhUS6kGbLOBGsDwWIKZZQKXAUucc18Eaa3N7MgEZU8ws+NDZY8A+lB0qlNERERkn5fSlKhzbomZPQHcGly1uQq4FGgD/DqU9RH8NxpYKG0KcCXwgpndAfyI/8aEr4G/pdIeERERkeos1TVsAL8CbgYuARoDy4GBzrnXSirknNthZr2BvwNj8aN8i4H/cc5tKkd7qpNNwPjgWUqn/kqe+qps1F9lo/5KnvqqbPb5/rLgVhkiIiIiElHl+fJ3EREREUkDBWwiIiIiEaeATURERCTiFLCJiIiIRJwCNkkbM8s2M13lIpXCzIaZmTOzNlXdliiL7yczW2xmi6u2VVJRzGyameVWdTtSpddx8RSw7WPMbKSZDavqdojsTczs52aWXdXtEJF9lwK2fc9IYFhVN0KkEkwH6gKfV0LdPwduqoR6o+CM4CEiEVaeG+eKSDVkZvs5576r6naUlXNuD7CnqtthZjWBDOfcrqpuSzL2lnaK7Os0wlYGZnaImU0xs4/NLM/MvjWzJxLNtZtZIzP7u5nlmNlOM/vSzB4xsyahPAea2QNm9rWZ/WBm/2dml8bV0zuYz+8dl94mSB8WSmtuZg8F+9ppZuvN7JnQWpUcoCNwSlDWVdbaFTPraWbvBMe12sxGJMhzmZktMrONQXs/NLPfJMiXY2bPB3UuDepcY2a/SpA3mX7PNLPxZrYqyPOFmd0efB9umdtXUczsIDN7MDgfdprZB2Z2eWh77Fz4pZmNCY7tBzN72czaJ6ivu5nNM7NtZva9mb1qZj+Ly5Md1HmUmT1mZluAN4JtGcH2dUH5V4J8OWY2LchzaFD+fxLsv0ew7YKK7qtErOjarKTOGzOrZWY3mdmnQZ5vzewNMzs92D4N+H/Bz7HXjQt+j70O/2hmo81sNbATOCq+PaH9JXxNVxULrWEzs2ZmttvMiowmmtkRQbtHhdIamdk/gtfQzuA1da2ZZYTyhPtouPn3g53m3x9OSLCfI81stpltDv4e/2tmgyvp8Isws/rBMcXeQzaa2UIzOy7YvtjMVphZVzN7y/xnwWdmdlWCupJ6rwnyXmxm7wb1bTazmWZ2cIJ83c3sRTPbYmbfmdlyM7s6Qb6DzGyOmeWa2SYzu8PMalRUP4X2MyT4+56SYNuIYNvRZtbZ/Pq6NcHfdYP597sDktxPfzN7PTjmHWb2gpl1jMszLTjeUo/d/Pvb1Wb2ftCeTebfL48nojTCVjYnAD2AmcCX+O9O/Q2w2MyOcs59D2BmWcDrQAfgQeA9oAkwGGgFfGNmdfFfydUe+CfwGXAeMM3MGjnn7kyhfU/iA7LJQA5wIHA60Dr4fXSwLRe4JSjzdQr7KZGZdQIW4L9CJBt/no1PsK/fAB8AzwK7gUHAFDPLcM7dHZe3PTAbeAB4GLgc31fvOuc+CPabTL9nBPvrCUwFVgKdgP8BDgfOSrF95WJmzYC3AYc/HzYB/YEHzKyBc+4foezXAfnAHUBD4E/ADKB7qL4+wFzgXXzf5wOXAYvMrJdzbmlcE54APgVu4Kfv/r01qPs5YD5wTPBcJ1bIObfGzN4ELsJ/3VzYRcAO4Jmy9UaFKvW8wZ+j1wP3A0uBBsDxwHHAQuA+oCX+tXRJMfu5DN8vU/EB2+ZKOJZK55z72sxeBX6JP2/ChuJHMJ8AMLN6wKvAQfg+Wot/f7wVaIF/vwm7EKgf5HX4c+spMzvUOfdjUGdH4E3gK2Ai8F3Qljlmdq5z7umKPN5i3AsMwb8OPwQOwL9fdMC/p4D/OsYXgVnAv4M23mNmu5xzDwbHkvR7jZmNwX/V4yz8edgU+C3wmpkd65zbGuQ7HXgeWA/cCWwI2jUw+D2mBv61ugT4I3Aa8AdgNXBPeTsozgv4z5Rf4s+HsKHAB865FWb2B+BQ4KGg3R2B4UBHMzvRlfC1S2Z2Cf71Ox+4FqiHf39+I+ifnFD2ZI/9AfzyoLn4Pq8J9AJOBP63TD2QLs45PZJ8AHUTpJ2If/O5JJQ2Pkg7O0H+2NeBXR3kuSi0rRbwFv5Drn6Q1jvI1zuunjZB+rDg90bB738s5RhWAIsruZ+eBvKA1qG0Dvigx5XSn/OA1XFpOcGx9QqlNQV+AO4oY79fjP/Q6Rm3fURQtkdZ21dBfXY/sA44IC7938BW/Nqs2LnwIVA7lOd3QfrRsWMFPgnaauHjAdYAC0Jp2UHZx+L22wz4EXg6Lv2mIP+0UNrwIO3IuHN5UzhfZT/wb74OaFPG82YZ8Hwpdf8zfO6G0mOvw21A05LaE0qP/R17J3NcaeinxYTeE0J/z6Pjyn0AvBz6fSz+g/qwuHy34l/rB8f10TdA41C+wUH6wFDaS/jvpc4MpRk+iPskTf2zFfhnCdsXB+3+fSitNvBf/D+ltYK0pN5rgEOC/rohLt/RwWvwhuD3GvjXbw7QKC5v+HU+Laj/xrg87wH/W0l99lhw7DVCac2D478x+D3R++n5FH2Nxp+fWcAWYGpc2WbB32pqKC2pYwdODfLdmaBNVtrxVtVDU6Jl4JzLi/1sfhrlAGAV/qQ5LpT1XOD/XIL/Bl1wRuAXMW/AfyDHtv0I3IU/QYsML5ciD9gF9DazxmUsW2GCYed+wBzn3NpYunNuJf6/HkJp4f5saH7a8lXgUDNrGFf1h86510NlNwEf4/9ji0mm38/D/6f7kZk1iT2ARcH2U1NsX8rMzIK2Pxf8Gm7XfPwoWvj8esgVXncU65dYX3QBDsO/iR4Qqms/4GXgZAtNWQXujfu9L/4/zilx6ZMTHMIsfBB0USitH35089EE+dMpmfNmK/6//MPKsZ8ng7qrg6fwAcTQWIKZHQ0cBTweynce/tzbEnfOvoQPLk6Oq/dx59yW0O+Fzlsz2x/ogz+f6ofqOwD/OjjMzA6qoGMsyVagu5m1LCHPbvxIIVCwDvA+/KxG1yA52feac/DLk2bF5duAH/WO5TsWaAv8wwUjbqH9Jxqdin9Nv07h874iPY4/9t6htCH443ociryf1gmO8e0gKfz+Fu90/IDEv+P6Zw9+FO3UBGVKO/Zz8QFb/ChycX0ZCZoSLYNgGvN6/PTHQfw0dQT+QzWmHX56siSHAJ865/Lj0leGtifNObfTzK4F/gZ8bWZv44fOH3HObShLXeXUFD+S82mCbR/jA1UAzK+nGg+chB/iDmuIH7WIWUtRW/BTEzHJ9Pth+NG+4j5cD0yxfeXRFP+GNDx4FNeu2IddfF/E0mN9EQs8Hi5hnw1D5cBPyYfFzr9V4UTn3Gbz69zCaVvN7Dn8lNeNQfJF+GmtRVStZM6bcfhp20/MbAV+ZHK6c255GfYT3397LefcN2b2Mn6KK/b3HIoPUp4KZT0M6EwSr6VAob+Fc26L/1+l4G/RHv+eenPwKK7Or0o/inL5E/6184WZvYuf+nzEObcmlGedK3phzifBcxt8IJLse81h+ONO9J4JfpQN/Psb+FmS0vyQ4B+I+PO+Is3Dvx8Oxf9TSPDzMufcJ1AQkN+EH1WLPzdK+gc49n5W3HvJ9rjfkzn2dvi/4V61dEEBW9lMxgdr/wD+gz9BHX5NW2WNVhYX7RdZPOqc+0fwwXkWfoTjZuB6M+vjnPtvJbUvJWbWDv/C/gj4PfAFfoTw5/g1HvH9WdzVf1ZMenEygPeDfSbyRYrtK49YXY9SfJC1HD/CAaX3Ray+a/DTfYnE31gzL2Gu5D0CnGdmPfD9OxiYkuAfknQr9bxxzr0W/L1/gb+9xRXA/5jZVc65+5PcT6L+S/q1G0EzgYfMrItzbhk+eHvZOfdNKE8Gfo3f7cXU8Unc78met3cQNxofsqqY9ArjnJtlZq8DZ+PPh2uAa83sHOfc3DJUldR7TZDP4desJuqjVG6Cm9arpYMBgznA2WY2Ej9d+TP8mtiYWfg1jn/Fvy/l4o99HiW/n8a2XYIfdYy3O+73Kr9SvLIoYCubIcDDzrk/xBLMrA5+dCRsNX79QUk+BzoHC9jDH2pHhrbDT6Mg8ftIOALnnFuNH2X7WzDFswy/4PLiWJZS2lVem/AfXomml44I/TwIyAQGh6dOzSzR8Haykun31fjF8y+XMvRdGe0rzib8usUazrmXistkZkcVty3O6uB5e0n1lSJ2/rUnNHoULANI9F/6PPxxXISfpqiHvy/aXiH4T/shfJCSBbyGX98XC9hSed2U6bUbMXPwU3xDg1Gww/Fr08JWA1nlOMfixUawfqzAOlPinFuPXw4wxcwOxK+BGoNfoA7Q0ore/ubw4DkneE72vWY1Pmj9LDYaVUI+8O9xVdo/xXgcuBS/nKID/pgeBwiW6fQFbnLOTYgVSHIZQuy4N1bgebEa6Gdm++9No2xaw1Y2eyg6ovNbiv7H/CRwjJmdHV9BsF4J/DB7cwqvE6kZ1JfLT1fbfB7sN349yMi4eusFwWPYanwgEL6E/DuKfoBUGOfvhTUfOMvMWofa1wE/6hcT+y/IQnka4kcwU5VMv8/CT2dfmSBPXTPbrxLbl1DQZ08C5wZrheLb1bSMVb6L/9v/MQg+UqnvZfx/rvG3MRmVIC/Oud38dLXcMOD9Mk4pVhmLu62Acy4XP5IT/7rBzBqVoerYB03BazdY41nctHdkBGuk5uP/nufjR5fnxGWbBZxkZv3i0mO3+yjTgIBzbiN+Qf8IM2uRoM6yvg7KzMxqxK9PDdq1jsLnQ038xQOxcrWD3zfhX3+Q/HvNU/j3m5tC71OxfBY6P9/D//M0Ov48jC9XRV7CXx09NHgsdc7F/tkr8n4aGJ1EvfPx0543mFmt+I0pnhdPBm25KUF9UejLhDTCVjbPA5eY2Tb8lXon4S8Z/jYu31/xo3FPmNmD+Bfw/vhpoquA/8Nf5j0Cf4uBrvj/yobgh5FHO+d2ADjntpnZE8Bvzd/7aTX+Eu74NQCHAy+b2aygbbvxQ/rN8NMbMe8CvzGzsfgPpY3OuYpeZ3QTcCbwuplNwZ9nv8VfZdY5yLMA/yHwnJndh7/Q4kpgI/6WAKlIpt+n4z+E7g1Gy97EB9xHBun98Jd0V0b7SnIdfvHsEjP7F/5vuD9+Me5pwc9Jcc7lm9kV+NGAD8zsIfy6n4OCfWzHjyCWVMfXZnYn8AczexY/gnYMftrmGxKPOD2Cv2L1VPyl93uLD83fh+xd/AfO8fx0W4eY2IfwXWY2H9jjnJtJCZxzHwRrSW8N1u9sxgc/e8v77uP4afqRwPz4he7419tg4Hnz96p7F39hSyd8/7XBnytl8f/w9wF8P3gdrMG/h52EvzXPMSkcR1nUB740s9n494tc/OvvBPxMRcw6/DRpG/zU71D8xT7Dg4vHIMn3Gufc6uD9+FagTTC1uAN/gcHZ+M+KO4LX9W/wFyctC17X64P6OlL4H+K0c879aGZP4c/x/fC31Iht225mrwF/CoKur/DTzW2TqHd7cNzTgffMbCY+MG4NDMD3a8J/JEuo8xUzmw78Lhjli03L9gJeofBrPzqq8hLVve2BH5l6kJ+msObhp/lyiLt9Af4DdjL+fm078esVphG6bQM+6IrVtxO/TmlYgv02wd9L6jv8m/69+Beo46fbehyAP8lW4t9ktuIXvp4XV1czfOC5PSi/uJL66mR84LMTH2SOILiFRCjPIPybYh7+P8c/4UewCt0KIejfIrddIO52BGXo91rBvlbgr27cHLR1HNCgrO2rwD47MPgbrsUHi+vx/7VeGWzvHex7SFy5NuFzIZTeBf+f5DfBcebgP4T7hPJkB2WbJGhPDWBC0I7v8aNuRwb13VPMMazA/zd9UBW8PoeF/zbJnjf4qa4l+CnM7/GvoRsIbs8Q6ou78AF7fuw8DvV9wtvp4K9MWxj0/wb8/Q9PI8K39Qjlqx/0hyN0+6G4PFnAX/AL5nfi38vexAc3sdtbFNtHQXp2gj57ODjvduFfy88B56ahb2rj1+Qtw79H5gY//ybu/FmBvxr0Lfz7Qw7w/xLUl9R7TZD3HPzVjLnBYyX+/eDwuHw/w/9DGWvf/wGjQtunAbkJ2pJN6P23kvovdm7nA63ith2EH03cgv98moX/57fQORB/fobSe+M/c7cGfb4Kv4yhayrHjn9N/zHo55341/aLwHHpei2W9RG7N5WISKmCqZgtwFjn3C0Jtv8X2Oyc65vutomkQzAa28Q5V9p6WZEKpTVsIpJQcBubeKOD58UJ8h+PH9V7pNIaJSKyj9pb1lKISPoNNf9dtS/ip156AhfgvynhzVim4EKJrvhpsPUUvrmqiIhUAAVsIlKc5fiLV/6E/37Nr/HfVzg2Lt8Q/Jqcj4ELnHM/pLORIiL7Aq1hExEREYk4rWETERERiTgFbCIiIiIRp4BNREREJOIUsImIiIhEnAI2ERERkYhTwCYiIiIScQrYRERERCJOAZuIiIhIxClgExEREYk4BWwiIiIiEaeATURERCTi/j8twtiY5oMeTgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
"filtered_artist_no_dup = filtered_artist.drop_duplicates(['uri'])\n",
"\n",
"filtered_artist_no_dup = filtered_artist_no_dup.loc[:, float_headers].mean()\n",
"filtered_artist_dup = filtered_artist.loc[:, float_headers].mean()\n",
"\n",
"x = np.arange(len(float_headers))\n",
"width = 0.35\n",
"plt.bar(x - width/2, filtered_artist_no_dup, width, label='All Listened Tracks')\n",
"plt.bar(x + width/2, filtered_artist_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
"\n",
"plt.title(f\"{artist_name} Average Descriptor\")\n",
"plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
"plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
"plt.ylim([0, 1])\n",
"plt.grid(axis='y')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
"# select only descriptor float columns\n",
"filtered_artist = filtered_artist.loc[:, float_headers]\n",
"# resample by day and mean\n",
"filtered_artist = filtered_artist.resample(\"1M\").mean()\n",
"\n",
"# filtered_playlist[\"energy\"].plot()\n",
"filtered_artist.plot(lw=3)\n",
"\n",
"plt.title(f\"{artist_name} Characteristics Over Time\")\n",
"plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
"plt.ylim([0, 1])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Artist Listening Time"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"limit = 35\n",
"artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=limit)\n",
"\n",
"filtered_artists = [scrobbles[scrobbles[\"artist\"] == i.name] for i in artists]\n",
"\n",
"### STATS ###\n",
"# total time listening to artists \n",
"artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n",
"# total number of tracks\n",
"artists_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_artists])\n",
"# average length of artist's tracks (ms)\n",
"artists_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_artists])\n",
"\n",
"fig_size = (7,(5/20)*limit)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For these charts the ordering is left as retrieved from the API, i.e by most played."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 840x1050 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n",
"plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
"plt.xlabel(\"Time (Hours)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Listened (Since Nov 17)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 840x1050 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (artists_track_count * artists_average_track_length) )\n",
"plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
"plt.xlabel(\"Average plays per song\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Normalised listening time\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports & Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"\n",
"from google.cloud import bigquery\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"mpl.rcParams['figure.dpi'] = 120\n",
"\n",
"from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
"from analysis.query import *\n",
"from analysis import float_headers, days_since\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"client = bigquery.Client()\n",
"spotnet = get_spotnet()\n",
"fmnet = get_fmnet()\n",
"cache = 'query.csv'\n",
"first_day = datetime(year=2017, month=11, day=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"scrobbles.reset_index().to_csv(cache, sep='\\t')"
]
},
{
"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": "3.8.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}