sarsoo/listening-analysis
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity
01384203db
listening-analysis/playlist.ipynb
aj 01384203db added classifier notebook with SVM
2021-02-04 13:34:25 +00:00

427 lines
552 KiB
Plaintext
Raw Blame History

{
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.6-final"
},
"orig_nbformat": 2,
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
}
},
"nbformat": 4,
"nbformat_minor": 2,
"cells": [
{
"source": [
"# Playlists\n",
"\n",
"Below are investigations into listening from a playlist context. The start includes data for individual playlists before comparing a group of playlists.\n",
"\n",
"## Individual Playlist Investigations\n",
"\n",
"Below prepares a frame for processing and gives some high-level stats."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"10,999 scrobbles\n28 days spent listening since Nov. 2017\n35.41 minutes/day\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" duration_ms mode loudness key tempo \\\n",
"mean 223128.125193 0.631694 -6.733293 5.352487 118.354445 \n",
"std 63610.972469 0.482367 2.482966 3.733147 31.002195 \n",
"min 60867.000000 0.000000 -17.819000 0.000000 61.113000 \n",
"25% 182741.000000 0.000000 -8.320000 1.000000 91.923000 \n",
"50% 211200.000000 1.000000 -6.518000 6.000000 116.696000 \n",
"75% 258827.000000 1.000000 -5.062000 8.000000 140.032000 \n",
"max 774920.000000 1.000000 -0.140000 11.000000 207.982000 \n",
"\n",
" time_signature acousticness danceability energy instrumentalness \\\n",
"mean 4.007455 0.179857 0.66556 0.709464 0.008645 \n",
"std 0.255755 0.186482 0.15002 0.145923 0.056757 \n",
"min 1.000000 0.000017 0.26100 0.252000 0.000000 \n",
"25% 4.000000 0.035000 0.55200 0.598000 0.000000 \n",
"50% 4.000000 0.120000 0.67400 0.720000 0.000000 \n",
"75% 4.000000 0.254000 0.77500 0.821000 0.000051 \n",
"max 5.000000 0.864000 0.97500 0.993000 0.847000 \n",
"\n",
" liveness speechiness valence \n",
"mean 0.244309 0.274996 0.480991 \n",
"std 0.172633 0.129368 0.223523 \n",
"min 0.033300 0.032300 0.027200 \n",
"25% 0.113000 0.181000 0.314000 \n",
"50% 0.181000 0.282000 0.483000 \n",
"75% 0.333000 0.361000 0.642000 \n",
"max 0.979000 0.827000 0.962000 "
],
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>duration_ms</th>\n <th>mode</th>\n <th>loudness</th>\n <th>key</th>\n <th>tempo</th>\n <th>time_signature</th>\n <th>acousticness</th>\n <th>danceability</th>\n <th>energy</th>\n <th>instrumentalness</th>\n <th>liveness</th>\n <th>speechiness</th>\n <th>valence</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>mean</th>\n <td>223128.125193</td>\n <td>0.631694</td>\n <td>-6.733293</td>\n <td>5.352487</td>\n <td>118.354445</td>\n <td>4.007455</td>\n <td>0.179857</td>\n <td>0.66556</td>\n <td>0.709464</td>\n <td>0.008645</td>\n <td>0.244309</td>\n <td>0.274996</td>\n <td>0.480991</td>\n </tr>\n <tr>\n <th>std</th>\n <td>63610.972469</td>\n <td>0.482367</td>\n <td>2.482966</td>\n <td>3.733147</td>\n <td>31.002195</td>\n <td>0.255755</td>\n <td>0.186482</td>\n <td>0.15002</td>\n <td>0.145923</td>\n <td>0.056757</td>\n <td>0.172633</td>\n <td>0.129368</td>\n <td>0.223523</td>\n </tr>\n <tr>\n <th>min</th>\n <td>60867.000000</td>\n <td>0.000000</td>\n <td>-17.819000</td>\n <td>0.000000</td>\n <td>61.113000</td>\n <td>1.000000</td>\n <td>0.000017</td>\n <td>0.26100</td>\n <td>0.252000</td>\n <td>0.000000</td>\n <td>0.033300</td>\n <td>0.032300</td>\n <td>0.027200</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>182741.000000</td>\n <td>0.000000</td>\n <td>-8.320000</td>\n <td>1.000000</td>\n <td>91.923000</td>\n <td>4.000000</td>\n <td>0.035000</td>\n <td>0.55200</td>\n <td>0.598000</td>\n <td>0.000000</td>\n <td>0.113000</td>\n <td>0.181000</td>\n <td>0.314000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>211200.000000</td>\n <td>1.000000</td>\n <td>-6.518000</td>\n <td>6.000000</td>\n <td>116.696000</td>\n <td>4.000000</td>\n <td>0.120000</td>\n <td>0.67400</td>\n <td>0.720000</td>\n <td>0.000000</td>\n <td>0.181000</td>\n <td>0.282000</td>\n <td>0.483000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>258827.000000</td>\n <td>1.000000</td>\n <td>-5.062000</td>\n <td>8.000000</td>\n <td>140.032000</td>\n <td>4.000000</td>\n <td>0.254000</td>\n <td>0.77500</td>\n <td>0.821000</td>\n <td>0.000051</td>\n <td>0.333000</td>\n <td>0.361000</td>\n <td>0.642000</td>\n </tr>\n <tr>\n <th>max</th>\n <td>774920.000000</td>\n <td>1.000000</td>\n <td>-0.140000</td>\n <td>11.000000</td>\n <td>207.982000</td>\n <td>5.000000</td>\n <td>0.864000</td>\n <td>0.97500</td>\n <td>0.993000</td>\n <td>0.847000</td>\n <td>0.979000</td>\n <td>0.827000</td>\n <td>0.962000</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 4
}
],
"source": [
"playlist_name = \"ALL RAP\"\n",
"playlist = get_playlist(playlist_name, spotnet)\n",
"playlist_frame = pd.merge(track_frame(playlist.tracks), scrobbles, on=['track', 'artist']) # FILTER SCROBBLES\n",
"playlist_frame = playlist_frame.sort_index(ascending=False) # SORT\n",
"playlist_frame = playlist_frame.loc[:, spotify_descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = playlist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"print(f'{playlist_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",
"playlist_frame.describe()[1:]"
]
},
{
"source": [
"## Listnening Frequency Over Time"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x480 with 1 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 388.0125 288.512187\" width=\"388.0125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-02-04T10:18:55.470010</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 288.512187 \nL 388.0125 288.512187 \nL 388.0125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 33.2875 239.758125 \nL 368.0875 239.758125 \nL 368.0875 22.318125 \nL 33.2875 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 239.758125 \nL 33.2875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m7ccc53875f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m7ccc53875f\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 51.549318 239.758125 \nL 51.549318 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"51.549318\" xlink:href=\"#m7ccc53875f\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- Jan -->\n <g transform=\"translate(43.841506 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2018 -->\n <g transform=\"translate(38.824318 265.554375)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 157.062045 239.758125 \nL 157.062045 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"157.062045\" xlink:href=\"#m7ccc53875f\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- Jan -->\n <g transform=\"translate(149.354233 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2019 -->\n <g transform=\"translate(144.337045 265.554375)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-57\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 262.574773 239.758125 \nL 262.574773 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.574773\" xlink:href=\"#m7ccc53875f\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- Jan -->\n <g transform=\"translate(254.86696 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2020 -->\n <g transform=\"translate(249.849773 265.554375)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 368.0875 239.758125 \nL 368.0875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.0875\" xlink:href=\"#m7ccc53875f\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- Jan -->\n <g transform=\"translate(360.379688 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2021 -->\n <g transform=\"translate(355.3625 265.554375)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-49\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <defs>\n <path d=\"M 0 0 \nL 0 2 \n\" id=\"mc5b918ff44\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"41.403864\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"59.665682\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_13\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"67.782045\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_9\">\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"75.898409\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_10\">\n <g id=\"line2d_15\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"86.043864\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_11\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"94.160227\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_12\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"102.276591\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- Jul -->\n <g transform=\"translate(96.243778 252.756562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_13\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"112.422045\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_14\">\n <g id=\"line2d_19\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"120.538409\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_15\">\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"130.683864\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_16\">\n <g id=\"line2d_21\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"138.800227\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_17\">\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"146.916591\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_18\">\n <g id=\"line2d_23\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"165.178409\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_19\">\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"173.294773\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_20\">\n <g id=\"line2d_25\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"183.440227\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_21\">\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"191.556591\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_22\">\n <g id=\"line2d_27\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"199.672955\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_23\">\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"209.818409\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- Jul -->\n <g transform=\"translate(203.785597 252.756562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_24\">\n <g id=\"line2d_29\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"217.934773\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_25\">\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"226.051136\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_26\">\n <g id=\"line2d_31\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"236.196591\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_27\">\n <g id=\"line2d_32\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"244.312955\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_28\">\n <g id=\"line2d_33\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"252.429318\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_29\">\n <g id=\"line2d_34\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"270.691136\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_30\">\n <g id=\"line2d_35\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"278.8075\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_31\">\n <g id=\"line2d_36\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"288.952955\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_32\">\n <g id=\"line2d_37\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"297.069318\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_33\">\n <g id=\"line2d_38\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"307.214773\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_34\">\n <g id=\"line2d_39\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"315.331136\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Jul -->\n <g transform=\"translate(309.298324 252.756562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_35\">\n <g id=\"line2d_40\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"323.4475\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_36\">\n <g id=\"line2d_41\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"333.592955\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_37\">\n <g id=\"line2d_42\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"341.709318\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_38\">\n <g id=\"line2d_43\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"349.825682\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_39\">\n <g id=\"line2d_44\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"359.971136\" xlink:href=\"#mc5b918ff44\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- time -->\n <g transform=\"translate(189.391406 279.2325)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_45\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 237.781398 \nL 368.0875 237.781398 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_46\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m2b4a1b6244\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m2b4a1b6244\" y=\"237.781398\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 0 -->\n <g transform=\"translate(19.925 241.580616)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_47\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 191.270168 \nL 368.0875 191.270168 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_48\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m2b4a1b6244\" y=\"191.270168\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 100 -->\n <g transform=\"translate(7.2 195.069387)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_49\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 144.758938 \nL 368.0875 144.758938 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_50\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m2b4a1b6244\" y=\"144.758938\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 200 -->\n <g transform=\"translate(7.2 148.558157)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_51\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 98.247708 \nL 368.0875 98.247708 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_52\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m2b4a1b6244\" y=\"98.247708\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 300 -->\n <g transform=\"translate(7.2 102.046927)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-51\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_53\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 51.736478 \nL 368.0875 51.736478 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_54\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m2b4a1b6244\" y=\"51.736478\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 400 -->\n <g transform=\"translate(7.2 55.535697)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"line2d_55\">\n <path clip-path=\"url(#p4988a98a52)\" d=\"M 33.2875 229.874489 \nL 39.374773 172.665676 \nL 45.462045 122.433547 \nL 51.549318 161.502981 \nL 57.636591 152.200735 \nL 63.723864 181.967922 \nL 69.811136 108.015066 \nL 75.898409 32.201761 \nL 81.985682 33.131986 \nL 88.072955 132.666018 \nL 94.160227 140.572927 \nL 100.2475 131.735793 \nL 106.334773 110.340628 \nL 112.422045 105.689505 \nL 118.509318 141.503152 \nL 124.596591 80.108328 \nL 130.683864 115.456863 \nL 136.771136 165.688991 \nL 142.858409 148.479836 \nL 148.945682 141.503152 \nL 155.032955 186.619045 \nL 161.120227 65.689847 \nL 167.2075 143.363601 \nL 173.294773 71.736307 \nL 179.382045 47.085355 \nL 185.469318 49.410916 \nL 191.556591 116.8522 \nL 197.643864 87.550125 \nL 203.731136 154.991408 \nL 209.818409 102.898831 \nL 215.905682 117.317312 \nL 221.992955 153.130959 \nL 228.080227 187.549269 \nL 234.1675 96.852371 \nL 240.254773 150.340285 \nL 246.342045 125.224221 \nL 252.429318 144.758938 \nL 258.516591 140.572927 \nL 264.603864 199.177077 \nL 270.691136 165.223879 \nL 276.778409 188.944606 \nL 282.865682 200.572414 \nL 288.952955 190.339943 \nL 295.040227 173.5959 \nL 301.1275 196.851515 \nL 307.214773 161.968093 \nL 313.302045 165.688991 \nL 319.389318 183.828371 \nL 325.476591 210.804884 \nL 331.563864 173.5959 \nL 337.651136 189.409719 \nL 343.738409 206.153761 \nL 349.825682 208.944435 \nL 355.912955 207.083986 \nL 362.000227 202.897975 \nL 368.0875 225.223366 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 33.2875 239.758125 \nL 33.2875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 368.0875 239.758125 \nL 368.0875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 33.2875 239.758125 \nL 368.0875 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 33.2875 22.318125 \nL 368.0875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_14\">\n <!-- ALL RAP Scrobbles -->\n <g transform=\"translate(145.218437 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n <path id=\"DejaVuSans-32\"/>\n <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"68.408203\" xlink:href=\"#DejaVuSans-76\"/>\n <use x=\"124.121094\" xlink:href=\"#DejaVuSans-76\"/>\n <use x=\"179.833984\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"211.621094\" xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"277.103516\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"345.511719\" xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"405.814453\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"437.601562\" xlink:href=\"#DejaVuSans-83\"/>\n <use x=\"501.078125\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"556.058594\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"594.921875\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"656.103516\" xlink:href=\"#DejaVuSans-98\"/>\n <use x=\"719.580078\" xlink:href=\"#DejaVuSans-98\"/>\n <use x=\"783.056641\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"810.839844\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"872.363281\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p4988a98a52\">\n <rect height=\"217.44\" width=\"334.8\" x=\"33.2875\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# filter playlists by join with playlist track/artist names\n",
"filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
"# to time series, select only descriptor float columns\n",
"filtered_playlist = filtered_playlist.set_index('time').loc[:, [\"energy\"]]\n",
"# resample by day and mean\n",
"filtered_playlist = filtered_playlist.resample(\"3W\").count()\n",
"\n",
"filtered_playlist[\"energy\"].plot()\n",
"\n",
"plt.title(f\"{playlist_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"source": [
"## Listening Characteristics Over Time"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x480 with 1 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 382.811258 288.512187\" width=\"382.811258pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-02-04T10:18:56.669412</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 288.512187 \nL 382.811258 288.512187 \nL 382.811258 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \nL 364.903125 22.318125 \nL 30.103125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 239.758125 \nL 30.103125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m83c8ed3406\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 48.254932 239.758125 \nL 48.254932 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"48.254932\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- Jan -->\n <g transform=\"translate(40.54712 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2018 -->\n <g transform=\"translate(35.529932 265.554375)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 153.132041 239.758125 \nL 153.132041 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"153.132041\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- Jan -->\n <g transform=\"translate(145.424228 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2019 -->\n <g transform=\"translate(140.407041 265.554375)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-57\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 258.009149 239.758125 \nL 258.009149 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"258.009149\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- Jan -->\n <g transform=\"translate(250.301337 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2020 -->\n <g transform=\"translate(245.284149 265.554375)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 362.886258 239.758125 \nL 362.886258 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"362.886258\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- Jan -->\n <g transform=\"translate(355.178445 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n </g>\n <!-- 2021 -->\n <g transform=\"translate(350.161258 265.554375)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"190.869141\" xlink:href=\"#DejaVuSans-49\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 364.903125 239.758125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"364.903125\" xlink:href=\"#m83c8ed3406\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <defs>\n <path d=\"M 0 0 \nL 0 2 \n\" id=\"m0f5474ee47\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"38.170595\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"56.322402\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_9\">\n <g id=\"line2d_15\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"64.389872\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_10\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"72.457342\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_11\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"82.541679\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_12\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"90.609149\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_13\">\n <g id=\"line2d_19\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"98.676619\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- Jul -->\n <g transform=\"translate(92.643806 252.756562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_14\">\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"108.760956\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_15\">\n <g id=\"line2d_21\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"116.828426\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_16\">\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"126.912764\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_17\">\n <g id=\"line2d_23\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"134.980233\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_18\">\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"143.047703\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_19\">\n <g id=\"line2d_25\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"161.199511\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_20\">\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"169.26698\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_21\">\n <g id=\"line2d_27\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"179.351318\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_22\">\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"187.418788\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_23\">\n <g id=\"line2d_29\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"195.486258\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_24\">\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"205.570595\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- Jul -->\n <g transform=\"translate(199.537782 252.756562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_25\">\n <g id=\"line2d_31\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"213.638065\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_26\">\n <g id=\"line2d_32\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"221.705535\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_27\">\n <g id=\"line2d_33\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"231.789872\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_28\">\n <g id=\"line2d_34\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"239.857342\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_29\">\n <g id=\"line2d_35\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"247.924812\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_30\">\n <g id=\"line2d_36\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"266.076619\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_31\">\n <g id=\"line2d_37\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"274.144089\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_32\">\n <g id=\"line2d_38\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"284.228426\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_33\">\n <g id=\"line2d_39\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"292.295896\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_34\">\n <g id=\"line2d_40\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"302.380233\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_35\">\n <g id=\"line2d_41\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"310.447703\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Jul -->\n <g transform=\"translate(304.414891 252.756562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_36\">\n <g id=\"line2d_42\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"318.515173\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_37\">\n <g id=\"line2d_43\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"328.599511\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_38\">\n <g id=\"line2d_44\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"336.66698\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_39\">\n <g id=\"line2d_45\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"344.73445\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_40\">\n <g id=\"line2d_46\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"354.818788\" xlink:href=\"#m0f5474ee47\" y=\"239.758125\"/>\n </g>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- time -->\n <g transform=\"translate(186.207031 279.2325)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_47\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_48\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"medb0632795\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 0.0 -->\n <g transform=\"translate(7.2 243.557344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_49\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 196.270125 \nL 364.903125 196.270125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_50\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"196.270125\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 0.2 -->\n <g transform=\"translate(7.2 200.069344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_51\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 152.782125 \nL 364.903125 152.782125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_52\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"152.782125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 0.4 -->\n <g transform=\"translate(7.2 156.581344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_53\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 109.294125 \nL 364.903125 109.294125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_54\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"109.294125\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 0.6 -->\n <g transform=\"translate(7.2 113.093344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_55\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 65.806125 \nL 364.903125 65.806125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_56\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"65.806125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 0.8 -->\n <g transform=\"translate(7.2 69.605344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_57\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_58\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#medb0632795\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 1.0 -->\n <g transform=\"translate(7.2 26.117344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"line2d_59\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 207.091091 \nL 34.13686 212.813434 \nL 38.170595 199.698978 \nL 42.20433 194.980337 \nL 46.238065 199.880659 \nL 50.2718 201.58751 \nL 54.305535 208.326915 \nL 58.33927 194.120042 \nL 62.373005 199.710065 \nL 66.406739 202.090016 \nL 70.440474 199.023181 \nL 74.474209 202.672792 \nL 78.507944 200.307998 \nL 82.541679 199.70076 \nL 86.575414 191.950885 \nL 90.609149 202.060042 \nL 94.642884 197.477495 \nL 98.676619 200.834107 \nL 102.710354 203.324433 \nL 106.744089 194.476361 \nL 110.777824 204.061851 \nL 114.811559 205.575598 \nL 118.845294 206.439009 \nL 122.879029 200.81466 \nL 126.912764 195.825256 \nL 130.946498 199.314898 \nL 134.980233 196.702547 \nL 139.013968 212.004164 \nL 143.047703 202.740779 \nL 147.081438 202.003333 \nL 151.115173 194.552349 \nL 155.148908 199.938265 \nL 159.182643 202.278424 \nL 163.216378 195.597617 \nL 167.250113 191.967811 \nL 171.283848 205.513925 \nL 175.317583 203.85997 \nL 179.351318 204.55926 \nL 183.385053 203.035741 \nL 187.418788 203.54122 \nL 191.452523 206.287206 \nL 195.486258 199.848954 \nL 199.519992 210.672113 \nL 203.553727 205.428721 \nL 207.587462 202.863726 \nL 211.621197 198.819246 \nL 215.654932 203.300933 \nL 219.688667 192.58077 \nL 223.722402 206.148947 \nL 227.756137 200.750512 \nL 231.789872 202.6953 \nL 235.823607 203.508034 \nL 239.857342 198.766063 \nL 243.891077 204.300184 \nL 247.924812 202.179361 \nL 251.958547 196.886059 \nL 255.992282 209.979074 \nL 260.026017 199.482114 \nL 264.059752 188.682895 \nL 268.093486 196.3613 \nL 272.127221 189.292937 \nL 276.160956 191.631124 \nL 280.194691 201.336882 \nL 284.228426 196.312427 \nL 288.262161 185.473295 \nL 292.295896 191.760421 \nL 296.329631 204.009377 \nL 300.363366 186.799611 \nL 304.397101 198.070942 \nL 308.430836 192.59712 \nL 312.464571 191.242079 \nL 316.498306 194.35343 \nL 320.532041 202.266246 \nL 324.565776 198.27985 \nL 328.599511 199.319942 \nL 332.633245 206.053162 \nL 336.66698 193.989179 \nL 340.700715 196.053971 \nL 344.73445 217.022599 \nL 348.768185 208.522568 \nL 352.80192 210.618749 \nL 356.835655 204.033346 \nL 360.86939 174.552218 \nL 364.903125 199.907171 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_60\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 94.508205 \nL 34.13686 92.066535 \nL 38.170595 94.309485 \nL 42.20433 99.76686 \nL 46.238065 102.397495 \nL 50.2718 96.166484 \nL 54.305535 89.565556 \nL 58.33927 99.061654 \nL 62.373005 93.16403 \nL 66.406739 95.757221 \nL 70.440474 99.039326 \nL 74.474209 96.362419 \nL 78.507944 94.608036 \nL 82.541679 94.156573 \nL 86.575414 104.737859 \nL 90.609149 99.749805 \nL 94.642884 95.109271 \nL 98.676619 86.929242 \nL 102.710354 88.419885 \nL 106.744089 93.604668 \nL 110.777824 90.540951 \nL 114.811559 91.122354 \nL 118.845294 96.799091 \nL 122.879029 100.790314 \nL 126.912764 93.829617 \nL 130.946498 82.867052 \nL 134.980233 96.274327 \nL 139.013968 89.046207 \nL 143.047703 96.608179 \nL 147.081438 92.982501 \nL 151.115173 98.983845 \nL 155.148908 91.057222 \nL 159.182643 89.618186 \nL 163.216378 95.536419 \nL 167.250113 95.383401 \nL 171.283848 90.557024 \nL 175.317583 94.693209 \nL 179.351318 92.472402 \nL 183.385053 91.578054 \nL 187.418788 96.147982 \nL 191.452523 93.127892 \nL 195.486258 98.424463 \nL 199.519992 91.486283 \nL 203.553727 96.553916 \nL 207.587462 97.575479 \nL 211.621197 102.782679 \nL 215.654932 97.261304 \nL 219.688667 91.193402 \nL 223.722402 101.403259 \nL 227.756137 95.370499 \nL 231.789872 94.345516 \nL 235.823607 89.534493 \nL 239.857342 94.731586 \nL 243.891077 87.231336 \nL 247.924812 91.38077 \nL 251.958547 91.226699 \nL 255.992282 86.815973 \nL 260.026017 84.36482 \nL 264.059752 98.494605 \nL 268.093486 97.405794 \nL 272.127221 91.4311 \nL 276.160956 90.499155 \nL 280.194691 101.648328 \nL 284.228426 94.192192 \nL 288.262161 101.177498 \nL 292.295896 108.821611 \nL 296.329631 94.579435 \nL 300.363366 96.349385 \nL 304.397101 97.063125 \nL 308.430836 97.613046 \nL 312.464571 104.109253 \nL 316.498306 99.862665 \nL 320.532041 104.010796 \nL 324.565776 92.275821 \nL 328.599511 102.903428 \nL 332.633245 94.132898 \nL 336.66698 101.019961 \nL 340.700715 101.24272 \nL 344.73445 110.718357 \nL 348.768185 97.130866 \nL 352.80192 89.023885 \nL 356.835655 89.085186 \nL 360.86939 110.453805 \nL 364.903125 116.560245 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_61\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 66.445654 \nL 34.13686 76.6215 \nL 38.170595 79.725165 \nL 42.20433 83.350911 \nL 46.238065 80.573137 \nL 50.2718 87.887038 \nL 54.305535 82.329738 \nL 58.33927 85.291307 \nL 62.373005 82.522649 \nL 66.406739 79.455289 \nL 70.440474 81.551471 \nL 74.474209 82.146781 \nL 78.507944 82.68576 \nL 82.541679 80.661626 \nL 86.575414 81.395975 \nL 90.609149 79.123245 \nL 94.642884 93.964605 \nL 98.676619 89.408844 \nL 102.710354 89.197566 \nL 106.744089 86.015379 \nL 110.777824 89.567257 \nL 114.811559 88.392274 \nL 118.845294 82.290148 \nL 122.879029 81.56404 \nL 126.912764 91.493232 \nL 130.946498 88.692496 \nL 134.980233 93.377054 \nL 139.013968 88.351344 \nL 143.047703 86.67015 \nL 147.081438 86.174817 \nL 151.115173 87.572775 \nL 155.148908 86.968824 \nL 159.182643 87.838987 \nL 163.216378 84.989422 \nL 167.250113 85.445034 \nL 171.283848 85.373683 \nL 175.317583 89.050581 \nL 179.351318 86.379933 \nL 183.385053 84.148658 \nL 187.418788 82.322588 \nL 191.452523 88.456285 \nL 195.486258 86.240809 \nL 199.519992 79.173743 \nL 203.553727 86.239568 \nL 207.587462 85.079527 \nL 211.621197 79.410817 \nL 215.654932 83.702978 \nL 219.688667 84.131228 \nL 223.722402 75.260038 \nL 227.756137 84.874586 \nL 231.789872 81.795004 \nL 235.823607 84.748986 \nL 239.857342 87.400412 \nL 243.891077 92.650751 \nL 247.924812 92.350768 \nL 251.958547 87.891598 \nL 255.992282 83.124169 \nL 260.026017 89.472752 \nL 264.059752 97.825919 \nL 268.093486 90.499256 \nL 272.127221 88.96678 \nL 276.160956 88.515015 \nL 280.194691 85.830832 \nL 284.228426 84.816179 \nL 288.262161 93.543315 \nL 292.295896 87.939008 \nL 296.329631 74.661182 \nL 300.363366 89.114563 \nL 304.397101 83.688624 \nL 308.430836 87.504614 \nL 312.464571 89.571398 \nL 316.498306 82.502411 \nL 320.532041 85.496011 \nL 324.565776 87.577046 \nL 328.599511 93.451583 \nL 332.633245 86.173998 \nL 336.66698 93.524003 \nL 340.700715 91.111853 \nL 344.73445 78.613341 \nL 348.768185 90.30994 \nL 352.80192 93.396845 \nL 356.835655 87.864926 \nL 360.86939 84.027597 \nL 364.903125 81.951045 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_62\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 239.407369 \nL 34.13686 238.408124 \nL 38.170595 236.883831 \nL 42.20433 238.975351 \nL 46.238065 239.498009 \nL 50.2718 239.592605 \nL 54.305535 239.536499 \nL 58.33927 237.969491 \nL 62.373005 238.801018 \nL 66.406739 238.57328 \nL 70.440474 239.103379 \nL 74.474209 238.83079 \nL 78.507944 238.706423 \nL 82.541679 238.957668 \nL 86.575414 238.786654 \nL 90.609149 238.723502 \nL 94.642884 239.538443 \nL 98.676619 239.08302 \nL 102.710354 238.548367 \nL 106.744089 239.022198 \nL 110.777824 238.405442 \nL 114.811559 238.594712 \nL 118.845294 238.223114 \nL 122.879029 236.610573 \nL 126.912764 237.332649 \nL 130.946498 235.680359 \nL 134.980233 238.885263 \nL 139.013968 237.118192 \nL 143.047703 237.431107 \nL 147.081438 238.815046 \nL 151.115173 238.623958 \nL 155.148908 238.690818 \nL 159.182643 238.507127 \nL 163.216378 237.984508 \nL 167.250113 238.838833 \nL 171.283848 238.062878 \nL 175.317583 237.732799 \nL 179.351318 238.360173 \nL 183.385053 238.892883 \nL 187.418788 236.478143 \nL 191.452523 237.088964 \nL 195.486258 234.016284 \nL 199.519992 238.629946 \nL 203.553727 235.475168 \nL 207.587462 238.186133 \nL 211.621197 237.603874 \nL 215.654932 238.202117 \nL 219.688667 239.089295 \nL 223.722402 239.686557 \nL 227.756137 237.750965 \nL 231.789872 238.560603 \nL 235.823607 239.555818 \nL 239.857342 239.047474 \nL 243.891077 237.898219 \nL 247.924812 237.114754 \nL 251.958547 239.382527 \nL 255.992282 235.993021 \nL 260.026017 235.400231 \nL 264.059752 239.245338 \nL 268.093486 235.11435 \nL 272.127221 235.627317 \nL 276.160956 236.046379 \nL 280.194691 238.43197 \nL 284.228426 231.895657 \nL 288.262161 234.085933 \nL 292.295896 234.807261 \nL 296.329631 233.517523 \nL 300.363366 232.474385 \nL 304.397101 236.209177 \nL 308.430836 238.48068 \nL 312.464571 236.575234 \nL 316.498306 235.555109 \nL 320.532041 235.793639 \nL 324.565776 235.288334 \nL 328.599511 237.583697 \nL 332.633245 238.501182 \nL 336.66698 238.160376 \nL 340.700715 239.09442 \nL 344.73445 238.276017 \nL 348.768185 235.943061 \nL 352.80192 238.565955 \nL 356.835655 237.378596 \nL 360.86939 239.468066 \nL 364.903125 239.649911 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_63\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 180.507004 \nL 34.13686 194.597196 \nL 38.170595 181.530429 \nL 42.20433 183.886531 \nL 46.238065 182.823037 \nL 50.2718 182.878449 \nL 54.305535 176.294698 \nL 58.33927 189.995574 \nL 62.373005 176.603226 \nL 66.406739 184.769976 \nL 70.440474 185.69873 \nL 74.474209 182.847148 \nL 78.507944 186.005042 \nL 82.541679 180.878852 \nL 86.575414 187.627982 \nL 90.609149 179.645901 \nL 94.642884 181.681144 \nL 98.676619 187.883752 \nL 102.710354 180.087819 \nL 106.744089 171.689272 \nL 110.777824 185.676694 \nL 114.811559 180.789087 \nL 118.845294 185.504904 \nL 122.879029 184.276287 \nL 126.912764 183.419275 \nL 130.946498 188.882682 \nL 134.980233 185.310802 \nL 139.013968 184.584616 \nL 143.047703 188.259285 \nL 147.081438 183.281528 \nL 151.115173 187.349196 \nL 155.148908 189.695283 \nL 159.182643 190.930306 \nL 163.216378 185.216424 \nL 167.250113 189.355669 \nL 171.283848 186.585521 \nL 175.317583 184.087719 \nL 179.351318 185.961145 \nL 183.385053 192.810713 \nL 187.418788 190.633143 \nL 191.452523 188.905902 \nL 195.486258 191.903673 \nL 199.519992 188.952281 \nL 203.553727 193.195938 \nL 207.587462 183.735993 \nL 211.621197 187.452198 \nL 215.654932 193.433988 \nL 219.688667 184.910504 \nL 223.722402 189.407845 \nL 227.756137 194.486557 \nL 231.789872 191.608775 \nL 235.823607 190.652133 \nL 239.857342 192.052977 \nL 243.891077 197.017713 \nL 247.924812 195.700463 \nL 251.958547 188.676263 \nL 255.992282 192.922484 \nL 260.026017 193.933599 \nL 264.059752 191.613402 \nL 268.093486 191.42234 \nL 272.127221 183.325197 \nL 276.160956 183.537314 \nL 280.194691 186.775582 \nL 284.228426 190.037135 \nL 288.262161 190.414534 \nL 292.295896 187.099802 \nL 296.329631 191.97681 \nL 300.363366 190.697448 \nL 304.397101 187.952268 \nL 308.430836 185.075168 \nL 312.464571 186.398655 \nL 316.498306 175.803973 \nL 320.532041 179.714151 \nL 324.565776 187.776504 \nL 328.599511 191.965832 \nL 332.633245 190.889825 \nL 336.66698 192.881494 \nL 340.700715 182.86204 \nL 344.73445 166.908115 \nL 348.768185 201.140112 \nL 352.80192 173.076525 \nL 356.835655 186.701791 \nL 360.86939 167.098375 \nL 364.903125 163.904181 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_64\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 182.593149 \nL 34.13686 181.973219 \nL 38.170595 182.755293 \nL 42.20433 178.385454 \nL 46.238065 178.081584 \nL 50.2718 175.605918 \nL 54.305535 179.235254 \nL 58.33927 183.882696 \nL 62.373005 178.717665 \nL 66.406739 182.037312 \nL 70.440474 177.726453 \nL 74.474209 179.008177 \nL 78.507944 180.367671 \nL 82.541679 176.067588 \nL 86.575414 179.949358 \nL 90.609149 177.961965 \nL 94.642884 172.414783 \nL 98.676619 180.464464 \nL 102.710354 178.14761 \nL 106.744089 175.288432 \nL 110.777824 184.337182 \nL 114.811559 179.568835 \nL 118.845294 179.42202 \nL 122.879029 185.153295 \nL 126.912764 176.979695 \nL 130.946498 183.056588 \nL 134.980233 181.491492 \nL 139.013968 183.465745 \nL 143.047703 180.188759 \nL 147.081438 182.659287 \nL 151.115173 180.179565 \nL 155.148908 184.117333 \nL 159.182643 182.079229 \nL 163.216378 183.512527 \nL 167.250113 180.446337 \nL 171.283848 181.167794 \nL 175.317583 181.818894 \nL 179.351318 180.009929 \nL 183.385053 180.274298 \nL 187.418788 185.164327 \nL 191.452523 183.91733 \nL 195.486258 182.802172 \nL 199.519992 185.144857 \nL 203.553727 178.590774 \nL 207.587462 172.346161 \nL 211.621197 172.085067 \nL 215.654932 178.31232 \nL 219.688667 178.206413 \nL 223.722402 175.194832 \nL 227.756137 178.441445 \nL 231.789872 179.267099 \nL 235.823607 177.746064 \nL 239.857342 179.430763 \nL 243.891077 180.019986 \nL 247.924812 180.612594 \nL 251.958547 182.13775 \nL 255.992282 193.346142 \nL 260.026017 192.972285 \nL 264.059752 180.022681 \nL 268.093486 180.116105 \nL 272.127221 186.215172 \nL 276.160956 181.935733 \nL 280.194691 190.050835 \nL 284.228426 179.160496 \nL 288.262161 175.221593 \nL 292.295896 178.18748 \nL 296.329631 177.947056 \nL 300.363366 173.149476 \nL 304.397101 178.994711 \nL 308.430836 175.38594 \nL 312.464571 177.180118 \nL 316.498306 170.300023 \nL 320.532041 181.096977 \nL 324.565776 178.407325 \nL 328.599511 177.104488 \nL 332.633245 176.309729 \nL 336.66698 170.044572 \nL 340.700715 178.241899 \nL 344.73445 177.263151 \nL 348.768185 187.212913 \nL 352.80192 177.362509 \nL 356.835655 179.682049 \nL 360.86939 172.169075 \nL 364.903125 168.548337 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_65\">\n <path clip-path=\"url(#p8086419130)\" d=\"M 30.103125 138.463061 \nL 34.13686 122.145961 \nL 38.170595 127.779981 \nL 42.20433 128.509807 \nL 46.238065 129.274813 \nL 50.2718 124.447065 \nL 54.305535 118.560723 \nL 58.33927 129.573347 \nL 62.373005 119.393005 \nL 66.406739 128.225058 \nL 70.440474 130.635749 \nL 74.474209 125.037816 \nL 78.507944 124.268356 \nL 82.541679 121.938944 \nL 86.575414 134.318277 \nL 90.609149 129.461181 \nL 94.642884 143.926415 \nL 98.676619 128.076487 \nL 102.710354 125.743794 \nL 106.744089 125.114257 \nL 110.777824 144.668604 \nL 114.811559 138.690978 \nL 118.845294 143.798229 \nL 122.879029 142.111009 \nL 126.912764 135.265071 \nL 130.946498 138.054946 \nL 134.980233 139.702415 \nL 139.013968 148.96109 \nL 143.047703 143.423595 \nL 147.081438 137.178993 \nL 151.115173 144.689733 \nL 155.148908 137.950613 \nL 159.182643 134.804916 \nL 163.216378 134.744899 \nL 167.250113 134.546655 \nL 171.283848 127.300403 \nL 175.317583 139.110795 \nL 179.351318 137.436504 \nL 183.385053 137.272659 \nL 187.418788 144.393629 \nL 191.452523 145.253912 \nL 195.486258 144.91746 \nL 199.519992 148.746142 \nL 203.553727 140.183326 \nL 207.587462 132.91393 \nL 211.621197 129.492538 \nL 215.654932 142.327199 \nL 219.688667 129.957402 \nL 223.722402 131.575422 \nL 227.756137 139.984521 \nL 231.789872 130.34701 \nL 235.823607 137.563335 \nL 239.857342 140.233223 \nL 243.891077 157.627167 \nL 247.924812 148.777991 \nL 251.958547 135.716301 \nL 255.992282 139.474329 \nL 260.026017 155.869773 \nL 264.059752 142.134112 \nL 268.093486 127.511409 \nL 272.127221 128.563262 \nL 276.160956 138.545241 \nL 280.194691 141.930352 \nL 284.228426 129.431968 \nL 288.262161 150.001951 \nL 292.295896 134.428725 \nL 296.329631 137.592067 \nL 300.363366 125.573321 \nL 304.397101 133.545286 \nL 308.430836 140.311688 \nL 312.464571 145.68715 \nL 316.498306 127.811082 \nL 320.532041 143.25594 \nL 324.565776 126.958329 \nL 328.599511 142.381698 \nL 332.633245 130.196066 \nL 336.66698 132.010883 \nL 340.700715 138.301846 \nL 344.73445 139.057856 \nL 348.768185 157.290827 \nL 352.80192 116.131405 \nL 356.835655 143.977752 \nL 360.86939 132.052845 \nL 364.903125 119.948685 \n\" style=\"fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 30.103125 239.758125 \nL 30.103125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 364.903125 239.758125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_15\">\n <!-- ALL RAP Characteristics Over Time -->\n <g transform=\"translate(93.462188 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n <path id=\"DejaVuSans-32\"/>\n <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\n <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"68.408203\" xlink:href=\"#DejaVuSans-76\"/>\n <use x=\"124.121094\" xlink:href=\"#DejaVuSans-76\"/>\n <use x=\"179.833984\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"211.621094\" xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"277.103516\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"345.511719\" xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"405.814453\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"437.601562\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"507.425781\" xlink:href=\"#DejaVuSans-104\"/>\n <use x=\"570.804688\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"632.083984\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"673.197266\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"734.476562\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"789.457031\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"828.666016\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"890.189453\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"931.302734\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"959.085938\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"1011.185547\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"1050.394531\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"1078.177734\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"1133.158203\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"1185.257812\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"1217.044922\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"1295.755859\" xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"1354.935547\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"1416.458984\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"1457.572266\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"1489.359375\" xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"1547.318359\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"1575.101562\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"1672.513672\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 34.961125 99.176456 \nL 117.311816 99.176456 \nQ 118.699816 99.176456 118.699816 97.788456 \nL 118.699816 27.176125 \nQ 118.699816 25.788125 117.311816 25.788125 \nL 34.961125 25.788125 \nQ 33.573125 25.788125 33.573125 27.176125 \nL 33.573125 97.788456 \nQ 33.573125 99.176456 34.961125 99.176456 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_66\">\n <path d=\"M 36.349125 31.408441 \nL 50.229125 31.408441 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_67\"/>\n <g id=\"text_16\">\n <!-- acousticness -->\n <g transform=\"translate(55.781125 33.837441)scale(0.0694 -0.0694)\">\n <defs>\n <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n <g id=\"line2d_68\">\n <path d=\"M 36.349125 41.595059 \nL 50.229125 41.595059 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_69\"/>\n <g id=\"text_17\">\n <!-- danceability -->\n <g transform=\"translate(55.781125 44.024059)scale(0.0694 -0.0694)\">\n <defs>\n <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-100\"/>\n <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"365.917969\" xlink:href=\"#DejaVuSans-98\"/>\n <use x=\"429.394531\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"457.177734\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"484.960938\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"512.744141\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"551.953125\" xlink:href=\"#DejaVuSans-121\"/>\n </g>\n </g>\n <g id=\"line2d_70\">\n <path d=\"M 36.349125 51.781678 \nL 50.229125 51.781678 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_71\"/>\n <g id=\"text_18\">\n <!-- energy -->\n <g transform=\"translate(55.781125 54.210678)scale(0.0694 -0.0694)\">\n <defs>\n <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\n </g>\n </g>\n <g id=\"line2d_72\">\n <path d=\"M 36.349125 61.968297 \nL 50.229125 61.968297 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_73\"/>\n <g id=\"text_19\">\n <!-- instrumentalness -->\n <g transform=\"translate(55.781125 64.397297)scale(0.0694 -0.0694)\">\n <use xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"286.962891\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"384.375\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"445.898438\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"509.277344\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"548.486328\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"609.765625\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"637.548828\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"700.927734\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"762.451172\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"814.550781\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n <g id=\"line2d_74\">\n <path d=\"M 36.349125 72.154916 \nL 50.229125 72.154916 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_75\"/>\n <g id=\"text_20\">\n <!-- liveness -->\n <g transform=\"translate(55.781125 74.583916)scale(0.0694 -0.0694)\">\n <use xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"55.566406\" xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"114.746094\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"176.269531\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"239.648438\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"301.171875\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"353.271484\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n <g id=\"line2d_76\">\n <path d=\"M 36.349125 82.341534 \nL 50.229125 82.341534 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_77\"/>\n <g id=\"text_21\">\n <!-- speechiness -->\n <g transform=\"translate(55.781125 84.770534)scale(0.0694 -0.0694)\">\n <defs>\n <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"115.576172\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"177.099609\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"238.623047\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"293.603516\" xlink:href=\"#DejaVuSans-104\"/>\n <use x=\"356.982422\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"384.765625\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"448.144531\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"509.667969\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"561.767578\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n <g id=\"line2d_78\">\n <path d=\"M 36.349125 92.528153 \nL 50.229125 92.528153 \n\" style=\"fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_79\"/>\n <g id=\"text_22\">\n <!-- valence -->\n <g transform=\"translate(55.781125 94.957153)scale(0.0694 -0.0694)\">\n <use xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"328.125\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p8086419130\">\n <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# filter playlists by join with playlist track/artist names\n",
"filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
"# to time series\n",
"filtered_playlist = filtered_playlist.set_index('time')\n",
"# select only descriptor float columns\n",
"filtered_playlist = filtered_playlist.loc[:, float_headers]\n",
"# resample by day and mean\n",
"filtered_playlist = filtered_playlist.resample(\"2W\").mean()\n",
"\n",
"# filtered_playlist[\"energy\"].plot()\n",
"filtered_playlist.plot(lw=3)\n",
"\n",
"plt.title(f\"{playlist_name} Characteristics Over Time\")\n",
"plt.legend(loc = \"upper left\", fontsize = \"x-small\")\n",
"plt.ylim([0, 1])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"source": [
"# Playlist Comparisons\n",
"\n",
"Comparing different playlists over parameters like listening count, average plays per track and sound characteristics."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
"# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
"# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
"# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
"# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
"# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists"
]
},
{
"source": [
"Pull and process playlist information.\n",
"\n",
"1. Get live playlist track information from spotify\n",
"2. Filter listening history for these tracks\n",
"3. Calculate various parameters and stats"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
"\n",
"# filter playlists by join with playlist track/artist names\n",
"filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
"\n",
"### STATS, 3) ###\n",
"# number of scrobbles per playlist\n",
"playlist_counts = [i.count()[0] for i in filtered_playlists]\n",
"# total time listenened per playlist\n",
"playlist_time = [i[\"duration_ms\"].sum() for i in filtered_playlists]\n",
"# average track time per playlist\n",
"playlist_average_track_time = [i.drop_duplicates(['uri'])[\"duration_ms\"].mean() for i in filtered_playlists]\n",
"# number of tracks per playlist\n",
"playlist_track_count = np.array([len(i.tracks) for i in playlists])\n",
"\n",
"# distinct on uri\n",
"filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
"# select only descriptor float columns\n",
"filtered_playlists = [i.loc[:, float_headers] for i in filtered_playlists]\n",
"\n",
"playlist_mean = [i.mean() for i in filtered_playlists]\n",
"playlist_std = [i.std() for i in filtered_playlists]"
]
},
{
"source": [
"## Listening Characteristics Over Different Playlists"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x480 with 1 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 373.291974 263.63625\" width=\"373.291974pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-02-04T10:36:59.976570</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 263.63625 \nL 373.291974 263.63625 \nL 373.291974 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \nL 364.903125 22.318125 \nL 30.103125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 239.758125 \nL 45.321307 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m3aeca3fb5e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"45.321307\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- acoust -->\n <g transform=\"translate(28.715057 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\n <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 96.04858 239.758125 \nL 96.04858 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"96.04858\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- dancea -->\n <g transform=\"translate(77.751705 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-100\"/>\n <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 146.775852 239.758125 \nL 146.775852 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"146.775852\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- energy -->\n <g transform=\"translate(129.352415 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 197.503125 239.758125 \nL 197.503125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.503125\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- instru -->\n <g transform=\"translate(183.15625 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 248.230398 239.758125 \nL 248.230398 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"248.230398\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- livene -->\n <g transform=\"translate(233.171023 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"55.566406\" xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"114.746094\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"176.269531\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"239.648438\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 298.95767 239.758125 \nL 298.95767 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"298.95767\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- speech -->\n <g transform=\"translate(281.10767 254.356563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"115.576172\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"177.099609\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"238.623047\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"293.603516\" xlink:href=\"#DejaVuSans-104\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 349.684943 239.758125 \nL 349.684943 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"349.684943\" xlink:href=\"#m3aeca3fb5e\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- valenc -->\n <g transform=\"translate(333.277912 254.356563)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m6f28fa211a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 0.0 -->\n <g transform=\"translate(7.2 243.557344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 196.270125 \nL 364.903125 196.270125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"196.270125\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 0.2 -->\n <g transform=\"translate(7.2 200.069344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 152.782125 \nL 364.903125 152.782125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"152.782125\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 0.4 -->\n <g transform=\"translate(7.2 156.581344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 109.294125 \nL 364.903125 109.294125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"109.294125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 0.6 -->\n <g transform=\"translate(7.2 113.093344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 65.806125 \nL 364.903125 65.806125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"65.806125\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 0.8 -->\n <g transform=\"translate(7.2 69.605344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6f28fa211a\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 1.0 -->\n <g transform=\"translate(7.2 26.117344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"line2d_27\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 197.07205 \nL 96.04858 96.224578 \nL 146.775852 83.977095 \nL 197.503125 237.461997 \nL 248.230398 188.950954 \nL 298.95767 178.317577 \nL 349.684943 132.848208 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_28\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 225.688224 \nL 96.04858 98.750737 \nL 146.775852 66.358921 \nL 197.503125 142.630544 \nL 248.230398 196.827049 \nL 298.95767 217.97501 \nL 349.684943 158.86084 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_29\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 231.216442 \nL 96.04858 145.438142 \nL 146.775852 56.165722 \nL 197.503125 225.305902 \nL 248.230398 192.776561 \nL 298.95767 224.071286 \nL 349.684943 146.132725 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_30\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 237.506 \nL 96.04858 176.362265 \nL 146.775852 46.244911 \nL 197.503125 132.817269 \nL 248.230398 182.957825 \nL 298.95767 216.682889 \nL 349.684943 196.704077 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_31\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 142.812061 \nL 96.04858 131.473832 \nL 146.775852 123.043774 \nL 197.503125 166.702701 \nL 248.230398 202.213347 \nL 298.95767 220.219198 \nL 349.684943 138.304424 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_32\">\n <path clip-path=\"url(#p20575d6f4b)\" d=\"M 45.321307 198.035088 \nL 96.04858 104.268347 \nL 146.775852 100.596525 \nL 197.503125 213.730078 \nL 248.230398 206.659722 \nL 298.95767 222.817756 \nL 349.684943 148.629021 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 30.103125 239.758125 \nL 30.103125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 364.903125 239.758125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_14\">\n <!-- Average Playlist Descriptor -->\n <g transform=\"translate(116.556563 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n <path id=\"DejaVuSans-32\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"62.533203\" xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"121.712891\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"183.236328\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"224.349609\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"285.628906\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"349.105469\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"410.628906\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"442.416016\" xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"502.71875\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"530.501953\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"591.78125\" xlink:href=\"#DejaVuSans-121\"/>\n <use x=\"650.960938\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"678.744141\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"706.527344\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"758.626953\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"797.835938\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"829.623047\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"906.625\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"968.148438\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"1020.248047\" xlink:href=\"#DejaVuSans-99\"/>\n <use x=\"1075.228516\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"1116.341797\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"1144.125\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"1207.601562\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"1246.810547\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"1307.992188\" xlink:href=\"#DejaVuSans-114\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 293.210938 118.386875 \nL 357.903125 118.386875 \nQ 359.903125 118.386875 359.903125 116.386875 \nL 359.903125 29.318125 \nQ 359.903125 27.318125 357.903125 27.318125 \nL 293.210938 27.318125 \nQ 291.210938 27.318125 291.210938 29.318125 \nL 291.210938 116.386875 \nQ 291.210938 118.386875 293.210938 118.386875 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_33\">\n <path d=\"M 295.210938 35.416562 \nL 315.210938 35.416562 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_34\"/>\n <g id=\"text_15\">\n <!-- RAP -->\n <g transform=\"translate(323.210938 38.916562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"65.482422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"133.890625\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n <g id=\"line2d_35\">\n <path d=\"M 295.210938 50.094687 \nL 315.210938 50.094687 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_36\"/>\n <g id=\"text_16\">\n <!-- EDM -->\n <g transform=\"translate(323.210938 53.594687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 55.90625 72.90625 \nL 55.90625 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.015625 \nL 54.390625 43.015625 \nL 54.390625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 8.296875 \nL 56.78125 8.296875 \nL 56.78125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-69\"/>\n <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"63.183594\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"140.185547\" xlink:href=\"#DejaVuSans-77\"/>\n </g>\n </g>\n <g id=\"line2d_37\">\n <path d=\"M 295.210938 64.772812 \nL 315.210938 64.772812 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_38\"/>\n <g id=\"text_17\">\n <!-- ROCK -->\n <g transform=\"translate(323.210938 68.272812)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\n <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"69.482422\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"148.193359\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"218.017578\" xlink:href=\"#DejaVuSans-75\"/>\n </g>\n </g>\n <g id=\"line2d_39\">\n <path d=\"M 295.210938 79.450938 \nL 315.210938 79.450938 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_40\"/>\n <g id=\"text_18\">\n <!-- METAL -->\n <g transform=\"translate(323.210938 82.950938)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"86.279297\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"149.462891\" xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"202.796875\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"271.205078\" xlink:href=\"#DejaVuSans-76\"/>\n </g>\n </g>\n <g id=\"line2d_41\">\n <path d=\"M 295.210938 94.129063 \nL 315.210938 94.129063 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_42\"/>\n <g id=\"text_19\">\n <!-- JAZZ -->\n <g transform=\"translate(323.210938 97.629063)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"27.742188\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"96.150391\" xlink:href=\"#DejaVuSans-90\"/>\n <use x=\"164.65625\" xlink:href=\"#DejaVuSans-90\"/>\n </g>\n </g>\n <g id=\"line2d_43\">\n <path d=\"M 295.210938 108.807187 \nL 315.210938 108.807187 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:2;\"/>\n </g>\n <g id=\"line2d_44\"/>\n <g id=\"text_20\">\n <!-- POP -->\n <g transform=\"translate(323.210938 112.307187)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"60.302734\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"139.013672\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p20575d6f4b\">\n <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"x_pos = np.arange(len(float_headers))\n",
"for idx, mean in enumerate(playlist_mean):\n",
" plt.plot(x_pos, mean, lw=2)\n",
" \n",
"plt.legend(playlist_names)\n",
"plt.xticks(x_pos, [i[:6] for i in float_headers])\n",
"plt.ylim([0, 1])\n",
"plt.title('Average Playlist Descriptor')\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"source": [
"## Time Spent Listening To Each"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x480 with 1 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 388.892187 277.314375\" width=\"388.892187pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-02-04T10:37:00.710512</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 277.314375 \nL 388.892187 277.314375 \nL 388.892187 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 46.892188 239.758125 \nL 381.692187 239.758125 \nL 381.692187 22.318125 \nL 46.892188 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"patch_3\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 229.874489 \nL 188.317026 229.874489 \nL 188.317026 202.609285 \nL 46.892188 202.609285 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_4\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 195.792984 \nL 365.74933 195.792984 \nL 365.74933 168.52778 \nL 46.892188 168.52778 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_5\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 161.711479 \nL 112.53791 161.711479 \nL 112.53791 134.446275 \nL 46.892188 134.446275 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_6\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 127.629975 \nL 84.438033 127.629975 \nL 84.438033 100.364771 \nL 46.892188 100.364771 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_7\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 93.54847 \nL 95.652632 93.54847 \nL 95.652632 66.283266 \nL 46.892188 66.283266 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_8\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 59.466965 \nL 60.002993 59.466965 \nL 60.002993 32.201761 \nL 46.892188 32.201761 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 46.892188 239.758125 \nL 46.892188 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m76cfb823dd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0 -->\n <g transform=\"translate(43.710938 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 103.238684 239.758125 \nL 103.238684 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"103.238684\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 10 -->\n <g transform=\"translate(96.876184 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 159.585181 239.758125 \nL 159.585181 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"159.585181\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 20 -->\n <g transform=\"translate(153.222681 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 215.931678 239.758125 \nL 215.931678 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.931678\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 30 -->\n <g transform=\"translate(209.569178 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-51\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 272.278175 239.758125 \nL 272.278175 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"272.278175\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 40 -->\n <g transform=\"translate(265.915675 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#pf49252de21)\" d=\"M 328.624672 239.758125 \nL 328.624672 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.624672\" xlink:href=\"#m76cfb823dd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 50 -->\n <g transform=\"translate(322.262172 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Time (Days) -->\n <g transform=\"translate(184.089844 268.034687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n <path id=\"DejaVuSans-32\"/>\n <path d=\"M 31 75.875 \nQ 24.46875 64.65625 21.28125 53.65625 \nQ 18.109375 42.671875 18.109375 31.390625 \nQ 18.109375 20.125 21.3125 9.0625 \nQ 24.515625 -2 31 -13.1875 \nL 23.1875 -13.1875 \nQ 15.875 -1.703125 12.234375 9.375 \nQ 8.59375 20.453125 8.59375 31.390625 \nQ 8.59375 42.28125 12.203125 53.3125 \nQ 15.828125 64.359375 23.1875 75.875 \nz\n\" id=\"DejaVuSans-40\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n <path d=\"M 8.015625 75.875 \nL 15.828125 75.875 \nQ 23.140625 64.359375 26.78125 53.3125 \nQ 30.421875 42.28125 30.421875 31.390625 \nQ 30.421875 20.453125 26.78125 9.375 \nQ 23.140625 -1.703125 15.828125 -13.1875 \nL 8.015625 -13.1875 \nQ 14.5 -2 17.703125 9.0625 \nQ 20.90625 20.125 20.90625 31.390625 \nQ 20.90625 42.671875 17.703125 53.65625 \nQ 14.5 64.65625 8.015625 75.875 \nz\n\" id=\"DejaVuSans-41\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"57.958984\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"85.742188\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"183.154297\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"244.677734\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"276.464844\" xlink:href=\"#DejaVuSans-40\"/>\n <use x=\"315.478516\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"392.480469\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"453.759766\" xlink:href=\"#DejaVuSans-121\"/>\n <use x=\"512.939453\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"565.039062\" xlink:href=\"#DejaVuSans-41\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_13\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m1b946a711e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"216.241887\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- RAP -->\n <g transform=\"translate(20.473438 220.041106)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"65.482422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"133.890625\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"182.160382\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- EDM -->\n <g transform=\"translate(17.245313 185.959601)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 55.90625 72.90625 \nL 55.90625 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.015625 \nL 54.390625 43.015625 \nL 54.390625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 8.296875 \nL 56.78125 8.296875 \nL 56.78125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-69\"/>\n <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"63.183594\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"140.185547\" xlink:href=\"#DejaVuSans-77\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_15\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"148.078877\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- ROCK -->\n <g transform=\"translate(11.53125 151.878096)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\n <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"69.482422\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"148.193359\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"218.017578\" xlink:href=\"#DejaVuSans-75\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"113.997373\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- METAL -->\n <g transform=\"translate(7.2 117.796591)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"86.279297\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"149.462891\" xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"202.796875\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"271.205078\" xlink:href=\"#DejaVuSans-76\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"79.915868\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- JAZZ -->\n <g transform=\"translate(16.576563 83.715087)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"27.742188\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"96.150391\" xlink:href=\"#DejaVuSans-90\"/>\n <use x=\"164.65625\" xlink:href=\"#DejaVuSans-90\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m1b946a711e\" y=\"45.834363\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- POP -->\n <g transform=\"translate(19.960938 49.633582)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"60.302734\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"139.013672\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"patch_9\">\n <path d=\"M 46.892188 239.758125 \nL 46.892188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_10\">\n <path d=\"M 381.692187 239.758125 \nL 381.692187 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_11\">\n <path d=\"M 46.892188 239.758125 \nL 381.692187 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_12\">\n <path d=\"M 46.892188 22.318125 \nL 381.692187 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_14\">\n <!-- Time Spent Listening to Playlists -->\n <g transform=\"translate(116.785625 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"57.958984\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"85.742188\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"183.154297\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"244.677734\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"276.464844\" xlink:href=\"#DejaVuSans-83\"/>\n <use x=\"339.941406\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"403.417969\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"464.941406\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"528.320312\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"567.529297\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"599.316406\" xlink:href=\"#DejaVuSans-76\"/>\n <use x=\"655.029297\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"682.8125\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"734.912109\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"774.121094\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"835.644531\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"899.023438\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"926.806641\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"990.185547\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"1053.662109\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"1085.449219\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"1124.658203\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"1185.839844\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"1217.626953\" xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"1277.929688\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"1305.712891\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"1366.992188\" xlink:href=\"#DejaVuSans-121\"/>\n <use x=\"1426.171875\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"1453.955078\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"1481.738281\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"1533.837891\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"1573.046875\" xlink:href=\"#DejaVuSans-115\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pf49252de21\">\n <rect height=\"217.44\" width=\"334.8\" x=\"46.892188\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (1000 * 60 * 60 * 24) )\n",
"plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
"plt.xlabel(\"Time (Days)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Spent Listening to Playlists\")\n",
"plt.show()"
]
},
{
"source": [
"## Normalised\n",
"\n",
"Below normalises the above chart by dividing through by the average track length multiplied by the number of tracks per playlist. The units are essentially average plays per song. The existing data could be described as:\n",
"\n",
"*number of plays \\* track time \\* number of songs in playlist*\n",
"\n",
"By normalising by the last two terms, we get the average number of plays per song."
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x480 with 1 Axes>",
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 388.892188 277.314375\" width=\"388.892188pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-02-04T10:37:01.279204</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 277.314375 \nL 388.892188 277.314375 \nL 388.892188 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 46.892188 239.758125 \nL 381.692187 239.758125 \nL 381.692187 22.318125 \nL 46.892188 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"patch_3\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 229.874489 \nL 338.296724 229.874489 \nL 338.296724 202.609285 \nL 46.892188 202.609285 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_4\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 195.792984 \nL 365.74933 195.792984 \nL 365.74933 168.52778 \nL 46.892188 168.52778 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_5\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 161.711479 \nL 197.623522 161.711479 \nL 197.623522 134.446275 \nL 46.892188 134.446275 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_6\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 127.629975 \nL 146.250776 127.629975 \nL 146.250776 100.364771 \nL 46.892188 100.364771 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_7\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 93.54847 \nL 206.194601 93.54847 \nL 206.194601 66.283266 \nL 46.892188 66.283266 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_8\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 59.466965 \nL 228.531333 59.466965 \nL 228.531333 32.201761 \nL 46.892188 32.201761 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 46.892188 239.758125 \nL 46.892188 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mfea45cd8fe\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0 -->\n <g transform=\"translate(43.710938 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 96.061714 239.758125 \nL 96.061714 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"96.061714\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 2 -->\n <g transform=\"translate(92.880464 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-50\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 145.231241 239.758125 \nL 145.231241 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"145.231241\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 4 -->\n <g transform=\"translate(142.049991 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-52\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 194.400767 239.758125 \nL 194.400767 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.400767\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 6 -->\n <g transform=\"translate(191.219517 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 243.570294 239.758125 \nL 243.570294 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.570294\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 8 -->\n <g transform=\"translate(240.389044 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-56\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 292.73982 239.758125 \nL 292.73982 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.73982\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 10 -->\n <g transform=\"translate(286.37732 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#p17e3518387)\" d=\"M 341.909347 239.758125 \nL 341.909347 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"341.909347\" xlink:href=\"#mfea45cd8fe\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 12 -->\n <g transform=\"translate(335.546847 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n </g>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- Average plays per song -->\n <g transform=\"translate(155.4875 268.034687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n <path id=\"DejaVuSans-32\"/>\n <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"62.533203\" xlink:href=\"#DejaVuSans-118\"/>\n <use x=\"121.712891\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"183.236328\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"224.349609\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"285.628906\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"349.105469\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"410.628906\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"442.416016\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"505.892578\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"533.675781\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"594.955078\" xlink:href=\"#DejaVuSans-121\"/>\n <use x=\"654.134766\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"706.234375\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"738.021484\" xlink:href=\"#DejaVuSans-112\"/>\n <use x=\"801.498047\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"863.021484\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"904.134766\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"935.921875\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"988.021484\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"1049.203125\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"1112.582031\" xlink:href=\"#DejaVuSans-103\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_15\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m7164732d7e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"216.241887\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- RAP -->\n <g transform=\"translate(20.473438 220.041106)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"65.482422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"133.890625\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"182.160382\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- EDM -->\n <g transform=\"translate(17.245313 185.959601)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 55.90625 72.90625 \nL 55.90625 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.015625 \nL 54.390625 43.015625 \nL 54.390625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 8.296875 \nL 56.78125 8.296875 \nL 56.78125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-69\"/>\n <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"63.183594\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"140.185547\" xlink:href=\"#DejaVuSans-77\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"148.078877\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- ROCK -->\n <g transform=\"translate(11.53125 151.878096)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\n <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-82\"/>\n <use x=\"69.482422\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"148.193359\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"218.017578\" xlink:href=\"#DejaVuSans-75\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"113.997373\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- METAL -->\n <g transform=\"translate(7.2 117.796591)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"86.279297\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"149.462891\" xlink:href=\"#DejaVuSans-84\"/>\n <use x=\"202.796875\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"271.205078\" xlink:href=\"#DejaVuSans-76\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_19\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"79.915868\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- JAZZ -->\n <g transform=\"translate(16.576563 83.715087)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"27.742188\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"96.150391\" xlink:href=\"#DejaVuSans-90\"/>\n <use x=\"164.65625\" xlink:href=\"#DejaVuSans-90\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.892188\" xlink:href=\"#m7164732d7e\" y=\"45.834363\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- POP -->\n <g transform=\"translate(19.960938 49.633582)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-80\"/>\n <use x=\"60.302734\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"139.013672\" xlink:href=\"#DejaVuSans-80\"/>\n </g>\n </g>\n </g>\n </g>\n <g id=\"patch_9\">\n <path d=\"M 46.892188 239.758125 \nL 46.892188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_10\">\n <path d=\"M 381.692187 239.758125 \nL 381.692187 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_11\">\n <path d=\"M 46.892188 239.758125 \nL 381.692187 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_12\">\n <path d=\"M 46.892188 22.318125 \nL 381.692187 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_15\">\n <!-- Normalised listening time -->\n <g transform=\"translate(137.335625 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 9.8125 72.90625 \nL 23.09375 72.90625 \nL 55.421875 11.921875 \nL 55.421875 72.90625 \nL 64.984375 72.90625 \nL 64.984375 0 \nL 51.703125 0 \nL 19.390625 60.984375 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-78\"/>\n <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n <use x=\"175.349609\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"272.761719\" xlink:href=\"#DejaVuSans-97\"/>\n <use x=\"334.041016\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"361.824219\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"389.607422\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"441.707031\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"503.230469\" xlink:href=\"#DejaVuSans-100\"/>\n <use x=\"566.707031\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"598.494141\" xlink:href=\"#DejaVuSans-108\"/>\n <use x=\"626.277344\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"654.060547\" xlink:href=\"#DejaVuSans-115\"/>\n <use x=\"706.160156\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"745.369141\" xlink:href=\"#DejaVuSans-101\"/>\n <use x=\"806.892578\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"870.271484\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"898.054688\" xlink:href=\"#DejaVuSans-110\"/>\n <use x=\"961.433594\" xlink:href=\"#DejaVuSans-103\"/>\n <use x=\"1024.910156\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"1056.697266\" xlink:href=\"#DejaVuSans-116\"/>\n <use x=\"1095.90625\" xlink:href=\"#DejaVuSans-105\"/>\n <use x=\"1123.689453\" xlink:href=\"#DejaVuSans-109\"/>\n <use x=\"1221.101562\" xlink:href=\"#DejaVuSans-101\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p17e3518387\">\n <rect height=\"217.44\" width=\"334.8\" x=\"46.892188\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (playlist_track_count * playlist_average_track_time) )\n",
"plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
"plt.xlabel(\"Average plays per song\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Normalised listening time\")\n",
"plt.show()"
]
},
{
"source": [
"# Imports & Setup"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 2,
"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_playlist, track_frame\n",
"from analysis.query import *\n",
"from analysis import spotify_descriptor_headers, float_headers, days_since\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"client = bigquery.Client()\n",
"spotnet = get_spotnet()\n",
"cache = 'query.csv'\n",
"first_day = datetime(year=2017, month=11, day=3)"
]
},
{
"source": [
"## Read Scrobble Frame"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"source": [
"## Write Scrobble Frame"
],
"cell_type": "markdown",
"metadata": {}
},
{
"source": [
"scrobbles.reset_index().to_csv(cache, sep='\\t')"
],
"cell_type": "code",
"metadata": {},
"execution_count": 6,
"outputs": []
}
]
}
Reference in New Issue View Git Blame Copy Permalink