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stimmenfryslan/notebooks/Create dataset for Voice Sauce.ipynb

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first commit
2018-09-28 10:35:17 +02:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from glob import glob\n",
"from os import listdir, symlink\n",
"import pandas\n",
"\n",
"from collections import Counter\n",
"\n",
"import MySQLdb\n",
"db = MySQLdb.connect(user='root', passwd='Nmmxhjgt1@', db='stimmenfryslan')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"source = '/media/herbert/Herbert Kruitbos/Data Sets/Stimmen Fryslan 2018-06026/picture_game_recordings/'\n",
"destination = '/media/herbert/Herbert Kruitbos/Data Sets/Stimmen Fryslan 2018-06026/picture_game_recordings_for_voice_sauce/'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"filenames = [\n",
" filename\n",
" for filename in glob(source + '*/*/*.wav')\n",
" if any(\n",
" filename.split('/')[-1].startswith('pg_' + word + '_')\n",
" for word in {'ei', 'meeuw', 'maan', 'molen', 'mond', 'nagel', 'uil'}\n",
" )\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# for filename in filenames:\n",
"# symlink(\n",
"# '../picture_game_recordings/' + filename[len(source):],\n",
"# destination + filename.split('/')[-1]\n",
"# )"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"Counter(filename.split('/')[-3] for filename in filenames)\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# left_over = pandas.read_csv('left_over/output.txt', sep='\\t')\n",
"# left_over['A2c'] = [\n",
"# x if type(x) == float else (\n",
"# 0 if x == '-' else float(x)\n",
"# ) for x in left_over['A2c']\n",
"# ]\n",
"\n",
"# left_over.drop(columns=[c for c in left_over.columns if c.startswith('Unnamed: ')], inplace=True)\n",
"# left_over = left_over.groupby(['Filename']).agg({\n",
"# field: aggregations\n",
"# for aggregations, fields in [\n",
"# (['max'], ['t_ms']),\n",
"# (['mean', 'std'],\n",
"# ['H1c', 'H2c', 'H4c', 'A1c', 'A2c', 'A3c', 'H2Kc',\n",
"# 'H1H2c', 'H2H4c', 'H1A1c', 'H1A2c', 'H1A3c', 'H42Kc', 'H2KH5Kc', 'CPP',\n",
"# 'Energy', 'HNR05', 'HNR15', 'HNR25', 'HNR35', 'SHR', 'H1u', 'H2u',\n",
"# 'H4u', 'A1u', 'A2u', 'A3u', 'H2Ku', 'H5Ku', 'H1H2u', 'H2H4u', 'H1A1u',\n",
"# 'H1A2u', 'H1A3u', 'H42Ku', 'H2KH5Ku', 'strF0', 'sF0', 'pF0', 'shrF0',\n",
"# 'oF0', 'sF1', 'sF2', 'sF3', 'sF4', 'pF1', 'pF2', 'pF3', 'pF4', 'oF1',\n",
"# 'oF2', 'oF3', 'oF4', 'sB1', 'sB2', 'sB3', 'sB4', 'pB1', 'pB2', 'pB3',\n",
"# 'pB4', 'oB1', 'oB2', 'oB3', 'oB4', 'epoch', 'soe']),\n",
"# ]\n",
"# for field in fields\n",
"# })\n",
"# left_over.reset_index(drop=False, inplace=True)\n",
"# left_over['Filename'] = [filename[:-3] + 'wav' for filename in left_over['Filename']]\n",
"\n",
"# parameters = pandas.concat([parameters, left_over])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/herbert/.virtualenvs/stimmenfryslan/lib/python3.5/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (9) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"sheets = []\n",
"for f in glob('voicesauce_output/*.txt') + ['left_over/output.txt']:\n",
" parameters = pandas.read_csv(f, sep='\\t')\n",
" parameters['A2c'] = [\n",
" x if type(x) == float else (\n",
" 0 if x == '-' else float(x)\n",
" ) for x in parameters['A2c']\n",
" ]\n",
" parameters.drop(columns=[c for c in parameters.columns if c.startswith('Unnamed: ')], inplace=True)\n",
" parameters = parameters.groupby(['Filename']).agg({\n",
" field: aggregations\n",
" for aggregations, fields in [\n",
" (['max'], ['t_ms']),\n",
" (['mean', 'std'],\n",
" ['H1c', 'H2c', 'H4c', 'A1c', 'A2c', 'A3c', 'H2Kc',\n",
" 'H1H2c', 'H2H4c', 'H1A1c', 'H1A2c', 'H1A3c', 'H42Kc', 'H2KH5Kc', 'CPP',\n",
" 'Energy', 'HNR05', 'HNR15', 'HNR25', 'HNR35', 'SHR', 'H1u', 'H2u',\n",
" 'H4u', 'A1u', 'A2u', 'A3u', 'H2Ku', 'H5Ku', 'H1H2u', 'H2H4u', 'H1A1u',\n",
" 'H1A2u', 'H1A3u', 'H42Ku', 'H2KH5Ku', 'strF0', 'sF0', 'pF0', 'shrF0',\n",
" 'oF0', 'sF1', 'sF2', 'sF3', 'sF4', 'pF1', 'pF2', 'pF3', 'pF4', 'oF1',\n",
" 'oF2', 'oF3', 'oF4', 'sB1', 'sB2', 'sB3', 'sB4', 'pB1', 'pB2', 'pB3',\n",
" 'pB4', 'oB1', 'oB2', 'oB3', 'oB4', 'epoch', 'soe']),\n",
" ]\n",
" for field in fields\n",
" })\n",
" sheets.append(parameters)\n",
"\n",
"parameters = pandas.concat(sheets)\n",
"parameters.reset_index(drop=False, inplace=True)\n",
"parameters['Filename'] = [filename[:-3] + 'wav' for filename in parameters['Filename']]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"parameters.reset_index(drop=False, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# SELECT user_lat, user_lng, question_text, answer_text\n",
"games = pandas.read_sql('''\n",
"SELECT language.name as language, item.name as picture,\n",
" survey.user_lat as latitude, survey.user_lng as longitude,\n",
" survey.area_name as area, survey.country_name as country,\n",
" result.recording as filename,\n",
" result.submitted_at as date\n",
"FROM core_surveyresult as survey\n",
"INNER JOIN core_picturegameresult as result ON survey.id = result.survey_result_id\n",
"INNER JOIN core_language as language ON language.id = result.language_id\n",
"INNER JOIN core_picturegameitem as item\n",
" ON result.picture_game_item_id = item.id\n",
"''', db)\n",
"games['filename'] = [filename.split('/')[-1] for filename in games['filename']]\n",
"games = games.set_index('filename')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"games_aggregated = games.groupby('filename').aggregate(['first'])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"joined = parameters.join(games_aggregated, on='Filename', how='left')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
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" <th>language</th>\n",
" <th>picture</th>\n",
" <th>latitude</th>\n",
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" <th>mean</th>\n",
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" <th>first</th>\n",
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" <tr>\n",
" <th>0</th>\n",
" <td>pg_ei_1479_w6ocz.wav</td>\n",
" <td>0.006093</td>\n",
" <td>0.010032</td>\n",
" <td>-8.363866</td>\n",
" <td>8.362089</td>\n",
" <td>0.088705</td>\n",
" <td>0.284408</td>\n",
" <td>-24.249126</td>\n",
" <td>14.070339</td>\n",
" <td>501.476549</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.996846</td>\n",
" <td>9.540718</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>52.852931</td>\n",
" <td>5.513851</td>\n",
" <td>Oudemirdum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 20:37:43</td>\n",
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" <th>1</th>\n",
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" <td>14.528631</td>\n",
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" <td>0.198810</td>\n",
" <td>0.399342</td>\n",
" <td>1.035145</td>\n",
" <td>15.152155</td>\n",
" <td>389.587995</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>6.938438</td>\n",
" <td>5.955710</td>\n",
" <td>Nederlands</td>\n",
" <td>Ei</td>\n",
" <td>53.243626</td>\n",
" <td>6.144059</td>\n",
" <td>Buitenpost</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 08:26:15</td>\n",
" </tr>\n",
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" <th>2</th>\n",
" <td>pg_ei_1490_s2lwa.wav</td>\n",
" <td>1.848744</td>\n",
" <td>4.192697</td>\n",
" <td>15.298327</td>\n",
" <td>17.760301</td>\n",
" <td>0.048753</td>\n",
" <td>0.215412</td>\n",
" <td>-8.390735</td>\n",
" <td>14.680598</td>\n",
" <td>426.391044</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>40.548968</td>\n",
" <td>18.726303</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.255520</td>\n",
" <td>6.035780</td>\n",
" <td>De Westereen</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 20:29:52</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>pg_ei_1492_awq4v.wav</td>\n",
" <td>1.519375</td>\n",
" <td>4.940569</td>\n",
" <td>12.590643</td>\n",
" <td>6.722463</td>\n",
" <td>0.050523</td>\n",
" <td>0.219072</td>\n",
" <td>-23.054530</td>\n",
" <td>13.048955</td>\n",
" <td>443.566868</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>35.335184</td>\n",
" <td>10.494196</td>\n",
" <td>Nederlands</td>\n",
" <td>Ei</td>\n",
" <td>52.206159</td>\n",
" <td>5.970381</td>\n",
" <td>Apeldoorn</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 20:29:21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>pg_ei_1498_qo2f4.wav</td>\n",
" <td>2.115565</td>\n",
" <td>5.390331</td>\n",
" <td>3.790873</td>\n",
" <td>6.826134</td>\n",
" <td>0.061936</td>\n",
" <td>0.241089</td>\n",
" <td>-16.374206</td>\n",
" <td>15.838637</td>\n",
" <td>447.941753</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>28.641463</td>\n",
" <td>9.832852</td>\n",
" <td>Stadsfrys</td>\n",
" <td>Ei</td>\n",
" <td>53.445709</td>\n",
" <td>5.773903</td>\n",
" <td>Nes</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 21:04:14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>pg_ei_1505_rc6fv.wav</td>\n",
" <td>0.485461</td>\n",
" <td>1.476672</td>\n",
" <td>-2.100762</td>\n",
" <td>8.216539</td>\n",
" <td>0.131000</td>\n",
" <td>0.337477</td>\n",
" <td>-28.594425</td>\n",
" <td>19.684338</td>\n",
" <td>466.455555</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>17.555613</td>\n",
" <td>7.521186</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.203072</td>\n",
" <td>5.797008</td>\n",
" <td>Leeuwarden</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 20:36:34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
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" <td>0.958645</td>\n",
" <td>1.520238</td>\n",
" <td>-6.613446</td>\n",
" <td>10.624312</td>\n",
" <td>0.178213</td>\n",
" <td>0.382779</td>\n",
" <td>-7.416307</td>\n",
" <td>7.437012</td>\n",
" <td>378.929968</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>16.660822</td>\n",
" <td>10.215175</td>\n",
" <td>Deutsch</td>\n",
" <td>Ei</td>\n",
" <td>53.280726</td>\n",
" <td>6.147990</td>\n",
" <td>Kollum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 08:26:28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>pg_ei_1532_z0dsl.wav</td>\n",
" <td>3.288982</td>\n",
" <td>5.083560</td>\n",
" <td>-0.829085</td>\n",
" <td>7.790741</td>\n",
" <td>0.257692</td>\n",
" <td>0.437532</td>\n",
" <td>-18.974677</td>\n",
" <td>24.308963</td>\n",
" <td>487.564188</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.191213</td>\n",
" <td>8.287945</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.373507</td>\n",
" <td>5.966474</td>\n",
" <td>Ternaard</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 17:17:26</td>\n",
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" <th>8</th>\n",
" <td>pg_ei_1533_hqc0r.wav</td>\n",
" <td>1.796025</td>\n",
" <td>5.255063</td>\n",
" <td>8.457886</td>\n",
" <td>9.862231</td>\n",
" <td>0.065057</td>\n",
" <td>0.246661</td>\n",
" <td>-9.952210</td>\n",
" <td>12.483633</td>\n",
" <td>503.026949</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>17.830095</td>\n",
" <td>13.087170</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.003131</td>\n",
" <td>5.962632</td>\n",
" <td>Gersloot</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 21:01:16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>pg_ei_154_7ba6w.wav</td>\n",
" <td>0.399040</td>\n",
" <td>0.599270</td>\n",
" <td>-15.696802</td>\n",
" <td>12.624528</td>\n",
" <td>0.281746</td>\n",
" <td>0.450029</td>\n",
" <td>-11.536317</td>\n",
" <td>10.729714</td>\n",
" <td>308.087244</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>4.868224</td>\n",
" <td>6.181064</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.251887</td>\n",
" <td>6.150180</td>\n",
" <td>Buitenpost</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 08:27:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>pg_ei_1554_68mr7.wav</td>\n",
" <td>10.414797</td>\n",
" <td>23.115259</td>\n",
" <td>-1.156699</td>\n",
" <td>11.868009</td>\n",
" <td>0.138122</td>\n",
" <td>0.345114</td>\n",
" <td>-18.846513</td>\n",
" <td>24.444712</td>\n",
" <td>422.933652</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>18.769927</td>\n",
" <td>7.746649</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.123229</td>\n",
" <td>6.103189</td>\n",
" <td>Drachten</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 21:34:30</td>\n",
" </tr>\n",
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" <th>11</th>\n",
" <td>pg_ei_1578_l9f7a.wav</td>\n",
" <td>3.571768</td>\n",
" <td>8.638621</td>\n",
" <td>0.396819</td>\n",
" <td>6.376619</td>\n",
" <td>0.127603</td>\n",
" <td>0.333711</td>\n",
" <td>-25.244973</td>\n",
" <td>18.528859</td>\n",
" <td>408.394730</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>17.302953</td>\n",
" <td>7.030099</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.097390</td>\n",
" <td>6.157000</td>\n",
" <td>Ureterp</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 21:25:38</td>\n",
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" <th>12</th>\n",
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" <td>9.946554</td>\n",
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" <td>0.060051</td>\n",
" <td>0.237620</td>\n",
" <td>-9.251892</td>\n",
" <td>8.024785</td>\n",
" <td>465.112936</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>34.591340</td>\n",
" <td>12.677235</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.148597</td>\n",
" <td>5.893380</td>\n",
" <td>Warten</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 21:26:42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>pg_ei_1607_rfmaq.wav</td>\n",
" <td>0.336351</td>\n",
" <td>1.192991</td>\n",
" <td>-2.948125</td>\n",
" <td>6.610633</td>\n",
" <td>0.118361</td>\n",
" <td>0.323102</td>\n",
" <td>-34.821794</td>\n",
" <td>19.096402</td>\n",
" <td>479.212374</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>17.649702</td>\n",
" <td>6.502548</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.243142</td>\n",
" <td>5.893027</td>\n",
" <td>Gytsjerk</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 22:18:46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>pg_ei_1610_njpag.wav</td>\n",
" <td>0.143424</td>\n",
" <td>0.282195</td>\n",
" <td>-2.152259</td>\n",
" <td>7.374509</td>\n",
" <td>0.152603</td>\n",
" <td>0.359712</td>\n",
" <td>-35.091165</td>\n",
" <td>23.882210</td>\n",
" <td>422.934242</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>17.231031</td>\n",
" <td>6.349066</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.182294</td>\n",
" <td>6.166471</td>\n",
" <td>Surhuisterveen</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 22:25:44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>pg_ei_1618_ovshb.wav</td>\n",
" <td>2.558292</td>\n",
" <td>6.390083</td>\n",
" <td>6.196505</td>\n",
" <td>9.946098</td>\n",
" <td>0.058599</td>\n",
" <td>0.234908</td>\n",
" <td>-14.074589</td>\n",
" <td>12.399100</td>\n",
" <td>470.875862</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>28.736906</td>\n",
" <td>13.433661</td>\n",
" <td>Bildts</td>\n",
" <td>Ei</td>\n",
" <td>53.274811</td>\n",
" <td>5.659052</td>\n",
" <td>Sint Annaparochie</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-25 22:38:01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>pg_ei_1633_o1veb.wav</td>\n",
" <td>0.150418</td>\n",
" <td>0.776917</td>\n",
" <td>-13.997056</td>\n",
" <td>9.858770</td>\n",
" <td>0.107626</td>\n",
" <td>0.309923</td>\n",
" <td>-15.760478</td>\n",
" <td>7.216331</td>\n",
" <td>499.035228</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>20.695977</td>\n",
" <td>6.030095</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>52.881602</td>\n",
" <td>5.830102</td>\n",
" <td>Delfstrahuizen</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-11-02 07:24:28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>pg_ei_163_1lsft.wav</td>\n",
" <td>6.323439</td>\n",
" <td>11.797167</td>\n",
" <td>-14.739278</td>\n",
" <td>7.655092</td>\n",
" <td>0.233367</td>\n",
" <td>0.423080</td>\n",
" <td>-4.973145</td>\n",
" <td>16.565988</td>\n",
" <td>383.102945</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>8.971550</td>\n",
" <td>7.067476</td>\n",
" <td>Nederlands</td>\n",
" <td>Ei</td>\n",
" <td>53.318882</td>\n",
" <td>6.007953</td>\n",
" <td>Dokkum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 08:21:47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>pg_ei_1656_uzrp4.wav</td>\n",
" <td>8.466685</td>\n",
" <td>14.659454</td>\n",
" <td>14.374309</td>\n",
" <td>17.269044</td>\n",
" <td>0.048639</td>\n",
" <td>0.215175</td>\n",
" <td>-3.184506</td>\n",
" <td>13.528168</td>\n",
" <td>422.172306</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>38.091907</td>\n",
" <td>18.376240</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.209877</td>\n",
" <td>5.729580</td>\n",
" <td>Marsum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 06:26:43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>pg_ei_1684_wy32c.wav</td>\n",
" <td>0.096580</td>\n",
" <td>0.261895</td>\n",
" <td>-5.267619</td>\n",
" <td>8.452685</td>\n",
" <td>0.109312</td>\n",
" <td>0.312100</td>\n",
" <td>-28.122597</td>\n",
" <td>13.693092</td>\n",
" <td>416.887486</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.594799</td>\n",
" <td>8.192683</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.251394</td>\n",
" <td>6.144553</td>\n",
" <td>Buitenpost</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 07:40:40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>pg_ei_1709_3mapl.wav</td>\n",
" <td>0.313399</td>\n",
" <td>0.981581</td>\n",
" <td>6.973205</td>\n",
" <td>5.589335</td>\n",
" <td>0.132208</td>\n",
" <td>0.338776</td>\n",
" <td>-42.511799</td>\n",
" <td>23.762206</td>\n",
" <td>745.731104</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>24.035236</td>\n",
" <td>10.641747</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.255131</td>\n",
" <td>6.144419</td>\n",
" <td>Buitenpost</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 08:23:50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>pg_ei_170_3d7bl.wav</td>\n",
" <td>0.818965</td>\n",
" <td>1.496516</td>\n",
" <td>-1.118491</td>\n",
" <td>6.793104</td>\n",
" <td>0.209375</td>\n",
" <td>0.406953</td>\n",
" <td>-12.238893</td>\n",
" <td>12.699559</td>\n",
" <td>413.199215</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>16.688808</td>\n",
" <td>7.849260</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.204737</td>\n",
" <td>6.177682</td>\n",
" <td>Surhuizum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 08:25:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>pg_ei_1718_wbk8f.wav</td>\n",
" <td>2.195919</td>\n",
" <td>6.080640</td>\n",
" <td>-5.477264</td>\n",
" <td>6.817871</td>\n",
" <td>0.090093</td>\n",
" <td>0.286359</td>\n",
" <td>-23.633220</td>\n",
" <td>15.388735</td>\n",
" <td>447.298659</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>13.289985</td>\n",
" <td>8.388136</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.097637</td>\n",
" <td>5.587097</td>\n",
" <td>Wommels</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 08:36:27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>pg_ei_1728_o5nfs.wav</td>\n",
" <td>4.632836</td>\n",
" <td>8.280038</td>\n",
" <td>-2.327510</td>\n",
" <td>7.041617</td>\n",
" <td>0.147059</td>\n",
" <td>0.354286</td>\n",
" <td>-19.732114</td>\n",
" <td>23.290246</td>\n",
" <td>600.514163</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>18.047249</td>\n",
" <td>8.602000</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.081281</td>\n",
" <td>6.044364</td>\n",
" <td>Boornbergum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 09:01:16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>pg_ei_1753_3ydgt.wav</td>\n",
" <td>1.924188</td>\n",
" <td>3.591438</td>\n",
" <td>5.916330</td>\n",
" <td>10.088331</td>\n",
" <td>0.112435</td>\n",
" <td>0.316018</td>\n",
" <td>-18.502797</td>\n",
" <td>15.620109</td>\n",
" <td>358.812441</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>27.283065</td>\n",
" <td>11.076286</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>52.882571</td>\n",
" <td>5.403751</td>\n",
" <td>Warns</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 09:37:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>pg_ei_1760_1xhdy.wav</td>\n",
" <td>1.019632</td>\n",
" <td>2.883529</td>\n",
" <td>-9.413395</td>\n",
" <td>5.949749</td>\n",
" <td>0.162144</td>\n",
" <td>0.368645</td>\n",
" <td>-21.279387</td>\n",
" <td>12.851721</td>\n",
" <td>438.978338</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>13.561789</td>\n",
" <td>6.254704</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.147628</td>\n",
" <td>5.744943</td>\n",
" <td>Weidum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 09:44:01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>pg_ei_1767_ycs6j.wav</td>\n",
" <td>1.790412</td>\n",
" <td>3.232086</td>\n",
" <td>19.764376</td>\n",
" <td>11.107679</td>\n",
" <td>0.042542</td>\n",
" <td>0.201875</td>\n",
" <td>-6.151115</td>\n",
" <td>6.154925</td>\n",
" <td>343.734384</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>38.967005</td>\n",
" <td>14.553001</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>53.107440</td>\n",
" <td>6.112634</td>\n",
" <td>Drachten</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 10:11:51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>pg_ei_1771_oxlp4.wav</td>\n",
" <td>0.797014</td>\n",
" <td>1.865066</td>\n",
" <td>9.884880</td>\n",
" <td>9.840505</td>\n",
" <td>0.069993</td>\n",
" <td>0.255230</td>\n",
" <td>-16.590268</td>\n",
" <td>14.077787</td>\n",
" <td>428.609902</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>32.836338</td>\n",
" <td>11.926544</td>\n",
" <td>Stadsfrys</td>\n",
" <td>Ei</td>\n",
" <td>52.885028</td>\n",
" <td>5.357552</td>\n",
" <td>Stavoren</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 10:05:19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>pg_ei_1780_2apos.wav</td>\n",
" <td>4.209224</td>\n",
" <td>11.736406</td>\n",
" <td>0.654883</td>\n",
" <td>5.967860</td>\n",
" <td>0.074703</td>\n",
" <td>0.262967</td>\n",
" <td>-19.097371</td>\n",
" <td>17.133383</td>\n",
" <td>496.547349</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>23.713805</td>\n",
" <td>11.044562</td>\n",
" <td>Bildts</td>\n",
" <td>Ei</td>\n",
" <td>53.273128</td>\n",
" <td>5.607608</td>\n",
" <td>Sint Jacobiparochie</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-22 11:36:39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>pg_ei_1783_y6j1l.wav</td>\n",
" <td>4.176013</td>\n",
" <td>7.898707</td>\n",
" <td>11.995828</td>\n",
" <td>13.005395</td>\n",
" <td>0.059642</td>\n",
" <td>0.236901</td>\n",
" <td>-8.006870</td>\n",
" <td>12.870469</td>\n",
" <td>395.229482</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>34.880502</td>\n",
" <td>13.641485</td>\n",
" <td>Frysk</td>\n",
" <td>Ei</td>\n",
" <td>52.943364</td>\n",
" <td>5.628292</td>\n",
" <td>Woudsend</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-21 11:10:34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3604</th>\n",
" <td>pg_mond_7558_u5yk7.wav</td>\n",
" <td>0.253089</td>\n",
" <td>1.129148</td>\n",
" <td>13.279675</td>\n",
" <td>9.040864</td>\n",
" <td>0.050030</td>\n",
" <td>0.218018</td>\n",
" <td>-24.686031</td>\n",
" <td>11.302592</td>\n",
" <td>490.190664</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>38.014120</td>\n",
" <td>11.179564</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3605</th>\n",
" <td>pg_mond_7562_ueiq8.wav</td>\n",
" <td>0.124959</td>\n",
" <td>0.390776</td>\n",
" <td>-4.764390</td>\n",
" <td>7.235432</td>\n",
" <td>0.142625</td>\n",
" <td>0.349761</td>\n",
" <td>-26.972236</td>\n",
" <td>14.901011</td>\n",
" <td>472.516343</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.495093</td>\n",
" <td>6.212972</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3606</th>\n",
" <td>pg_mond_7565_x30tw.wav</td>\n",
" <td>0.710514</td>\n",
" <td>5.168457</td>\n",
" <td>4.243849</td>\n",
" <td>6.062041</td>\n",
" <td>0.092596</td>\n",
" <td>0.289881</td>\n",
" <td>-33.794772</td>\n",
" <td>13.507857</td>\n",
" <td>515.225966</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>26.357062</td>\n",
" <td>7.908492</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3607</th>\n",
" <td>pg_mond_7574_th70g.wav</td>\n",
" <td>0.613170</td>\n",
" <td>0.792948</td>\n",
" <td>1.457276</td>\n",
" <td>4.404910</td>\n",
" <td>0.178977</td>\n",
" <td>0.383515</td>\n",
" <td>-7.409416</td>\n",
" <td>14.482713</td>\n",
" <td>391.409108</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>14.298890</td>\n",
" <td>8.876324</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3608</th>\n",
" <td>pg_mond_7590_eg6fj.wav</td>\n",
" <td>0.080419</td>\n",
" <td>0.248321</td>\n",
" <td>-5.826644</td>\n",
" <td>6.359726</td>\n",
" <td>0.171372</td>\n",
" <td>0.376868</td>\n",
" <td>-41.740269</td>\n",
" <td>22.376711</td>\n",
" <td>388.221126</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>9.292176</td>\n",
" <td>8.100504</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3609</th>\n",
" <td>pg_mond_7612_ozhis.wav</td>\n",
" <td>0.051657</td>\n",
" <td>0.189400</td>\n",
" <td>2.032265</td>\n",
" <td>6.961066</td>\n",
" <td>0.137143</td>\n",
" <td>0.344074</td>\n",
" <td>-39.504976</td>\n",
" <td>18.617572</td>\n",
" <td>418.058782</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>20.184651</td>\n",
" <td>9.402860</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3610</th>\n",
" <td>pg_mond_764_wnvjl.wav</td>\n",
" <td>1.390605</td>\n",
" <td>3.227143</td>\n",
" <td>0.791462</td>\n",
" <td>7.444036</td>\n",
" <td>0.137429</td>\n",
" <td>0.344408</td>\n",
" <td>-21.492851</td>\n",
" <td>22.668333</td>\n",
" <td>491.530560</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>19.175367</td>\n",
" <td>8.050513</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.261454</td>\n",
" <td>6.069029</td>\n",
" <td>Kollumerzwaag</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 13:48:15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3611</th>\n",
" <td>pg_mond_7660_kt7fn.wav</td>\n",
" <td>0.203666</td>\n",
" <td>1.082149</td>\n",
" <td>13.199955</td>\n",
" <td>7.345656</td>\n",
" <td>0.073728</td>\n",
" <td>0.261342</td>\n",
" <td>-32.373095</td>\n",
" <td>11.863870</td>\n",
" <td>426.344791</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>38.819690</td>\n",
" <td>11.687076</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3612</th>\n",
" <td>pg_mond_7688_nghm6.wav</td>\n",
" <td>0.944088</td>\n",
" <td>3.836126</td>\n",
" <td>-8.009504</td>\n",
" <td>9.505854</td>\n",
" <td>0.138938</td>\n",
" <td>0.345933</td>\n",
" <td>-23.021969</td>\n",
" <td>17.587367</td>\n",
" <td>435.896839</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.628905</td>\n",
" <td>9.396618</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3613</th>\n",
" <td>pg_mond_7704_brjtl.wav</td>\n",
" <td>0.952383</td>\n",
" <td>3.283208</td>\n",
" <td>2.934111</td>\n",
" <td>7.591404</td>\n",
" <td>0.081564</td>\n",
" <td>0.273765</td>\n",
" <td>-32.565145</td>\n",
" <td>22.409171</td>\n",
" <td>651.791112</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>22.575932</td>\n",
" <td>9.874725</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3614</th>\n",
" <td>pg_mond_771_m9wd2.wav</td>\n",
" <td>0.357439</td>\n",
" <td>1.170794</td>\n",
" <td>1.444918</td>\n",
" <td>7.224172</td>\n",
" <td>0.095221</td>\n",
" <td>0.293573</td>\n",
" <td>-33.098590</td>\n",
" <td>18.996865</td>\n",
" <td>748.994114</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>18.814434</td>\n",
" <td>7.039397</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.187913</td>\n",
" <td>6.130642</td>\n",
" <td>Harkema</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 14:02:40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3615</th>\n",
" <td>pg_mond_7753_ekiz1.wav</td>\n",
" <td>0.195193</td>\n",
" <td>0.385663</td>\n",
" <td>2.590834</td>\n",
" <td>5.616180</td>\n",
" <td>0.180730</td>\n",
" <td>0.384910</td>\n",
" <td>-29.128703</td>\n",
" <td>22.527613</td>\n",
" <td>496.672836</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>20.452346</td>\n",
" <td>9.348115</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3616</th>\n",
" <td>pg_mond_779_9lhb4.wav</td>\n",
" <td>0.270411</td>\n",
" <td>1.443022</td>\n",
" <td>4.642808</td>\n",
" <td>3.817853</td>\n",
" <td>0.072625</td>\n",
" <td>0.259532</td>\n",
" <td>-28.609838</td>\n",
" <td>9.913971</td>\n",
" <td>486.522804</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>26.144631</td>\n",
" <td>6.930861</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.238427</td>\n",
" <td>5.993419</td>\n",
" <td>Feanwâlden</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 17:04:26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3617</th>\n",
" <td>pg_mond_77_r0mw5.wav</td>\n",
" <td>12.615063</td>\n",
" <td>14.230695</td>\n",
" <td>-2.168674</td>\n",
" <td>6.853561</td>\n",
" <td>0.241211</td>\n",
" <td>0.427922</td>\n",
" <td>0.790852</td>\n",
" <td>18.177054</td>\n",
" <td>354.465754</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>16.373549</td>\n",
" <td>7.392439</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.242708</td>\n",
" <td>6.199835</td>\n",
" <td>Gerkesklooster</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 06:40:15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3618</th>\n",
" <td>pg_mond_795_kpn9a.wav</td>\n",
" <td>0.164596</td>\n",
" <td>0.636454</td>\n",
" <td>1.260164</td>\n",
" <td>6.633398</td>\n",
" <td>0.072761</td>\n",
" <td>0.259756</td>\n",
" <td>-7.345207</td>\n",
" <td>8.348875</td>\n",
" <td>527.210449</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>25.233131</td>\n",
" <td>6.674325</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>52.926116</td>\n",
" <td>5.739020</td>\n",
" <td>Sint Nicolaasga</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 14:24:58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3619</th>\n",
" <td>pg_mond_79_k2oby.wav</td>\n",
" <td>4.051959</td>\n",
" <td>8.274621</td>\n",
" <td>-1.949634</td>\n",
" <td>7.056929</td>\n",
" <td>0.220833</td>\n",
" <td>0.414916</td>\n",
" <td>-5.345144</td>\n",
" <td>12.854728</td>\n",
" <td>281.995092</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>14.915587</td>\n",
" <td>10.393552</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.174947</td>\n",
" <td>6.057054</td>\n",
" <td>Eastermar</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 06:48:48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3620</th>\n",
" <td>pg_mond_851_zgdv6.wav</td>\n",
" <td>0.187804</td>\n",
" <td>0.440421</td>\n",
" <td>-1.327140</td>\n",
" <td>7.820476</td>\n",
" <td>0.120932</td>\n",
" <td>0.326100</td>\n",
" <td>-28.506043</td>\n",
" <td>17.497266</td>\n",
" <td>465.653998</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>18.322024</td>\n",
" <td>7.841020</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.337666</td>\n",
" <td>5.824662</td>\n",
" <td>Ferwert</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 15:25:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3621</th>\n",
" <td>pg_mond_85_uw0ck.wav</td>\n",
" <td>0.544519</td>\n",
" <td>1.318256</td>\n",
" <td>-11.131253</td>\n",
" <td>7.474641</td>\n",
" <td>0.152936</td>\n",
" <td>0.360011</td>\n",
" <td>-15.227187</td>\n",
" <td>15.900314</td>\n",
" <td>399.210000</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.575625</td>\n",
" <td>8.050369</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.235113</td>\n",
" <td>6.094181</td>\n",
" <td>Twijzel</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 06:47:13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3622</th>\n",
" <td>pg_mond_86_0jp3y.wav</td>\n",
" <td>0.202151</td>\n",
" <td>0.347113</td>\n",
" <td>-5.096460</td>\n",
" <td>7.446010</td>\n",
" <td>0.247768</td>\n",
" <td>0.431837</td>\n",
" <td>-17.635790</td>\n",
" <td>17.131390</td>\n",
" <td>400.472476</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>15.644899</td>\n",
" <td>7.891115</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.184433</td>\n",
" <td>6.174556</td>\n",
" <td>Surhuisterveen</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 06:49:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3623</th>\n",
" <td>pg_mond_888_72kyf.wav</td>\n",
" <td>2.144732</td>\n",
" <td>5.252261</td>\n",
" <td>-2.598460</td>\n",
" <td>7.809499</td>\n",
" <td>0.178231</td>\n",
" <td>0.382794</td>\n",
" <td>-23.726831</td>\n",
" <td>20.087603</td>\n",
" <td>473.367444</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>19.739390</td>\n",
" <td>7.958076</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.276534</td>\n",
" <td>5.663216</td>\n",
" <td>Sint Annaparochie</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 15:57:44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3624</th>\n",
" <td>pg_mond_89_h8ydq.wav</td>\n",
" <td>3.430183</td>\n",
" <td>6.185558</td>\n",
" <td>-8.763739</td>\n",
" <td>9.042689</td>\n",
" <td>0.121489</td>\n",
" <td>0.326747</td>\n",
" <td>0.611966</td>\n",
" <td>9.890541</td>\n",
" <td>444.943951</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>14.812221</td>\n",
" <td>8.637573</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.197942</td>\n",
" <td>6.114447</td>\n",
" <td>Drogeham</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 06:47:18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3625</th>\n",
" <td>pg_mond_915_ynko1.wav</td>\n",
" <td>4.249877</td>\n",
" <td>9.045231</td>\n",
" <td>2.554132</td>\n",
" <td>9.423918</td>\n",
" <td>0.077660</td>\n",
" <td>0.267703</td>\n",
" <td>-15.489450</td>\n",
" <td>22.467622</td>\n",
" <td>347.358984</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>24.982211</td>\n",
" <td>10.150435</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>52.850864</td>\n",
" <td>5.699769</td>\n",
" <td>Lemmer</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:34:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3626</th>\n",
" <td>pg_mond_955_unt9j.wav</td>\n",
" <td>0.166611</td>\n",
" <td>0.447291</td>\n",
" <td>6.292969</td>\n",
" <td>6.486585</td>\n",
" <td>0.073555</td>\n",
" <td>0.261082</td>\n",
" <td>-18.711667</td>\n",
" <td>10.412328</td>\n",
" <td>429.887114</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>30.979489</td>\n",
" <td>8.059298</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>52.959922</td>\n",
" <td>5.920814</td>\n",
" <td>Heerenveen</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:28:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3627</th>\n",
" <td>pg_mond_95_jux7b.wav</td>\n",
" <td>3.464729</td>\n",
" <td>4.763932</td>\n",
" <td>-3.103434</td>\n",
" <td>8.282137</td>\n",
" <td>0.223090</td>\n",
" <td>0.416499</td>\n",
" <td>-2.509244</td>\n",
" <td>18.551318</td>\n",
" <td>401.115338</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>12.029864</td>\n",
" <td>9.413974</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.260363</td>\n",
" <td>6.082873</td>\n",
" <td>Kollumerzwaag</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 07:31:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3628</th>\n",
" <td>pg_mond_967_ia47p.wav</td>\n",
" <td>5.916577</td>\n",
" <td>10.767338</td>\n",
" <td>3.334500</td>\n",
" <td>7.138865</td>\n",
" <td>0.088597</td>\n",
" <td>0.284278</td>\n",
" <td>-15.354755</td>\n",
" <td>19.645089</td>\n",
" <td>408.198314</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>30.645523</td>\n",
" <td>10.466913</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.274088</td>\n",
" <td>5.996400</td>\n",
" <td>Broeksterwald</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:29:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3629</th>\n",
" <td>pg_mond_97_rjukn.wav</td>\n",
" <td>11.212797</td>\n",
" <td>18.435150</td>\n",
" <td>-6.524169</td>\n",
" <td>10.242092</td>\n",
" <td>0.168087</td>\n",
" <td>0.374032</td>\n",
" <td>-0.801914</td>\n",
" <td>16.137070</td>\n",
" <td>372.319386</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>13.862854</td>\n",
" <td>7.236919</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.252962</td>\n",
" <td>6.150368</td>\n",
" <td>Buitenpost</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 07:29:46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3630</th>\n",
" <td>pg_mond_981_e4gm9.wav</td>\n",
" <td>0.326556</td>\n",
" <td>1.830656</td>\n",
" <td>-3.553581</td>\n",
" <td>9.515012</td>\n",
" <td>0.236232</td>\n",
" <td>0.424788</td>\n",
" <td>-32.843768</td>\n",
" <td>14.675817</td>\n",
" <td>393.698786</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>15.936397</td>\n",
" <td>10.445577</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.181382</td>\n",
" <td>6.107598</td>\n",
" <td>Harkema</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:34:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3631</th>\n",
" <td>pg_mond_984_dbmq8.wav</td>\n",
" <td>0.480206</td>\n",
" <td>2.569899</td>\n",
" <td>12.741191</td>\n",
" <td>6.714312</td>\n",
" <td>0.068590</td>\n",
" <td>0.252768</td>\n",
" <td>-18.150326</td>\n",
" <td>8.231644</td>\n",
" <td>506.418191</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>41.256388</td>\n",
" <td>8.679365</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.219545</td>\n",
" <td>5.791209</td>\n",
" <td>Leeuwarden</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:36:46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3632</th>\n",
" <td>pg_mond_985_ojkqg.wav</td>\n",
" <td>1.464015</td>\n",
" <td>7.068337</td>\n",
" <td>2.489865</td>\n",
" <td>5.506252</td>\n",
" <td>0.057091</td>\n",
" <td>0.232028</td>\n",
" <td>-13.999746</td>\n",
" <td>12.301611</td>\n",
" <td>487.082574</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>37.246930</td>\n",
" <td>9.055718</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.239486</td>\n",
" <td>5.998377</td>\n",
" <td>Feanwâlden</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-09-20 16:41:22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3633</th>\n",
" <td>pg_mond_99_ofu5p.wav</td>\n",
" <td>4.246389</td>\n",
" <td>5.959799</td>\n",
" <td>-6.657253</td>\n",
" <td>7.377999</td>\n",
" <td>0.251078</td>\n",
" <td>0.433691</td>\n",
" <td>-4.289402</td>\n",
" <td>13.449593</td>\n",
" <td>364.211929</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>11.170874</td>\n",
" <td>9.327788</td>\n",
" <td>Frysk</td>\n",
" <td>Mond</td>\n",
" <td>53.213373</td>\n",
" <td>6.061058</td>\n",
" <td>Jistrum</td>\n",
" <td>Netherlands</td>\n",
" <td>2017-07-05 07:35:08</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3634 rows × 143 columns</p>\n",
"</div>"
],
"text/plain": [
" Filename Energy H1A1u \\\n",
" mean std mean std \n",
"0 pg_ei_1479_w6ocz.wav 0.006093 0.010032 -8.363866 8.362089 \n",
"1 pg_ei_147_jqofa.wav 14.528631 20.464746 -19.329911 7.900788 \n",
"2 pg_ei_1490_s2lwa.wav 1.848744 4.192697 15.298327 17.760301 \n",
"3 pg_ei_1492_awq4v.wav 1.519375 4.940569 12.590643 6.722463 \n",
"4 pg_ei_1498_qo2f4.wav 2.115565 5.390331 3.790873 6.826134 \n",
"5 pg_ei_1505_rc6fv.wav 0.485461 1.476672 -2.100762 8.216539 \n",
"6 pg_ei_152_vg2ni.wav 0.958645 1.520238 -6.613446 10.624312 \n",
"7 pg_ei_1532_z0dsl.wav 3.288982 5.083560 -0.829085 7.790741 \n",
"8 pg_ei_1533_hqc0r.wav 1.796025 5.255063 8.457886 9.862231 \n",
"9 pg_ei_154_7ba6w.wav 0.399040 0.599270 -15.696802 12.624528 \n",
"10 pg_ei_1554_68mr7.wav 10.414797 23.115259 -1.156699 11.868009 \n",
"11 pg_ei_1578_l9f7a.wav 3.571768 8.638621 0.396819 6.376619 \n",
"12 pg_ei_1579_4k9ry.wav 3.021018 8.622227 9.946554 10.294977 \n",
"13 pg_ei_1607_rfmaq.wav 0.336351 1.192991 -2.948125 6.610633 \n",
"14 pg_ei_1610_njpag.wav 0.143424 0.282195 -2.152259 7.374509 \n",
"15 pg_ei_1618_ovshb.wav 2.558292 6.390083 6.196505 9.946098 \n",
"16 pg_ei_1633_o1veb.wav 0.150418 0.776917 -13.997056 9.858770 \n",
"17 pg_ei_163_1lsft.wav 6.323439 11.797167 -14.739278 7.655092 \n",
"18 pg_ei_1656_uzrp4.wav 8.466685 14.659454 14.374309 17.269044 \n",
"19 pg_ei_1684_wy32c.wav 0.096580 0.261895 -5.267619 8.452685 \n",
"20 pg_ei_1709_3mapl.wav 0.313399 0.981581 6.973205 5.589335 \n",
"21 pg_ei_170_3d7bl.wav 0.818965 1.496516 -1.118491 6.793104 \n",
"22 pg_ei_1718_wbk8f.wav 2.195919 6.080640 -5.477264 6.817871 \n",
"23 pg_ei_1728_o5nfs.wav 4.632836 8.280038 -2.327510 7.041617 \n",
"24 pg_ei_1753_3ydgt.wav 1.924188 3.591438 5.916330 10.088331 \n",
"25 pg_ei_1760_1xhdy.wav 1.019632 2.883529 -9.413395 5.949749 \n",
"26 pg_ei_1767_ycs6j.wav 1.790412 3.232086 19.764376 11.107679 \n",
"27 pg_ei_1771_oxlp4.wav 0.797014 1.865066 9.884880 9.840505 \n",
"28 pg_ei_1780_2apos.wav 4.209224 11.736406 0.654883 5.967860 \n",
"29 pg_ei_1783_y6j1l.wav 4.176013 7.898707 11.995828 13.005395 \n",
"... ... ... ... ... ... \n",
"3604 pg_mond_7558_u5yk7.wav 0.253089 1.129148 13.279675 9.040864 \n",
"3605 pg_mond_7562_ueiq8.wav 0.124959 0.390776 -4.764390 7.235432 \n",
"3606 pg_mond_7565_x30tw.wav 0.710514 5.168457 4.243849 6.062041 \n",
"3607 pg_mond_7574_th70g.wav 0.613170 0.792948 1.457276 4.404910 \n",
"3608 pg_mond_7590_eg6fj.wav 0.080419 0.248321 -5.826644 6.359726 \n",
"3609 pg_mond_7612_ozhis.wav 0.051657 0.189400 2.032265 6.961066 \n",
"3610 pg_mond_764_wnvjl.wav 1.390605 3.227143 0.791462 7.444036 \n",
"3611 pg_mond_7660_kt7fn.wav 0.203666 1.082149 13.199955 7.345656 \n",
"3612 pg_mond_7688_nghm6.wav 0.944088 3.836126 -8.009504 9.505854 \n",
"3613 pg_mond_7704_brjtl.wav 0.952383 3.283208 2.934111 7.591404 \n",
"3614 pg_mond_771_m9wd2.wav 0.357439 1.170794 1.444918 7.224172 \n",
"3615 pg_mond_7753_ekiz1.wav 0.195193 0.385663 2.590834 5.616180 \n",
"3616 pg_mond_779_9lhb4.wav 0.270411 1.443022 4.642808 3.817853 \n",
"3617 pg_mond_77_r0mw5.wav 12.615063 14.230695 -2.168674 6.853561 \n",
"3618 pg_mond_795_kpn9a.wav 0.164596 0.636454 1.260164 6.633398 \n",
"3619 pg_mond_79_k2oby.wav 4.051959 8.274621 -1.949634 7.056929 \n",
"3620 pg_mond_851_zgdv6.wav 0.187804 0.440421 -1.327140 7.820476 \n",
"3621 pg_mond_85_uw0ck.wav 0.544519 1.318256 -11.131253 7.474641 \n",
"3622 pg_mond_86_0jp3y.wav 0.202151 0.347113 -5.096460 7.446010 \n",
"3623 pg_mond_888_72kyf.wav 2.144732 5.252261 -2.598460 7.809499 \n",
"3624 pg_mond_89_h8ydq.wav 3.430183 6.185558 -8.763739 9.042689 \n",
"3625 pg_mond_915_ynko1.wav 4.249877 9.045231 2.554132 9.423918 \n",
"3626 pg_mond_955_unt9j.wav 0.166611 0.447291 6.292969 6.486585 \n",
"3627 pg_mond_95_jux7b.wav 3.464729 4.763932 -3.103434 8.282137 \n",
"3628 pg_mond_967_ia47p.wav 5.916577 10.767338 3.334500 7.138865 \n",
"3629 pg_mond_97_rjukn.wav 11.212797 18.435150 -6.524169 10.242092 \n",
"3630 pg_mond_981_e4gm9.wav 0.326556 1.830656 -3.553581 9.515012 \n",
"3631 pg_mond_984_dbmq8.wav 0.480206 2.569899 12.741191 6.714312 \n",
"3632 pg_mond_985_ojkqg.wav 1.464015 7.068337 2.489865 5.506252 \n",
"3633 pg_mond_99_ofu5p.wav 4.246389 5.959799 -6.657253 7.377999 \n",
"\n",
" epoch H4c sB4 \\\n",
" mean std mean std mean \n",
"0 0.088705 0.284408 -24.249126 14.070339 501.476549 \n",
"1 0.198810 0.399342 1.035145 15.152155 389.587995 \n",
"2 0.048753 0.215412 -8.390735 14.680598 426.391044 \n",
"3 0.050523 0.219072 -23.054530 13.048955 443.566868 \n",
"4 0.061936 0.241089 -16.374206 15.838637 447.941753 \n",
"5 0.131000 0.337477 -28.594425 19.684338 466.455555 \n",
"6 0.178213 0.382779 -7.416307 7.437012 378.929968 \n",
"7 0.257692 0.437532 -18.974677 24.308963 487.564188 \n",
"8 0.065057 0.246661 -9.952210 12.483633 503.026949 \n",
"9 0.281746 0.450029 -11.536317 10.729714 308.087244 \n",
"10 0.138122 0.345114 -18.846513 24.444712 422.933652 \n",
"11 0.127603 0.333711 -25.244973 18.528859 408.394730 \n",
"12 0.060051 0.237620 -9.251892 8.024785 465.112936 \n",
"13 0.118361 0.323102 -34.821794 19.096402 479.212374 \n",
"14 0.152603 0.359712 -35.091165 23.882210 422.934242 \n",
"15 0.058599 0.234908 -14.074589 12.399100 470.875862 \n",
"16 0.107626 0.309923 -15.760478 7.216331 499.035228 \n",
"17 0.233367 0.423080 -4.973145 16.565988 383.102945 \n",
"18 0.048639 0.215175 -3.184506 13.528168 422.172306 \n",
"19 0.109312 0.312100 -28.122597 13.693092 416.887486 \n",
"20 0.132208 0.338776 -42.511799 23.762206 745.731104 \n",
"21 0.209375 0.406953 -12.238893 12.699559 413.199215 \n",
"22 0.090093 0.286359 -23.633220 15.388735 447.298659 \n",
"23 0.147059 0.354286 -19.732114 23.290246 600.514163 \n",
"24 0.112435 0.316018 -18.502797 15.620109 358.812441 \n",
"25 0.162144 0.368645 -21.279387 12.851721 438.978338 \n",
"26 0.042542 0.201875 -6.151115 6.154925 343.734384 \n",
"27 0.069993 0.255230 -16.590268 14.077787 428.609902 \n",
"28 0.074703 0.262967 -19.097371 17.133383 496.547349 \n",
"29 0.059642 0.236901 -8.006870 12.870469 395.229482 \n",
"... ... ... ... ... ... \n",
"3604 0.050030 0.218018 -24.686031 11.302592 490.190664 \n",
"3605 0.142625 0.349761 -26.972236 14.901011 472.516343 \n",
"3606 0.092596 0.289881 -33.794772 13.507857 515.225966 \n",
"3607 0.178977 0.383515 -7.409416 14.482713 391.409108 \n",
"3608 0.171372 0.376868 -41.740269 22.376711 388.221126 \n",
"3609 0.137143 0.344074 -39.504976 18.617572 418.058782 \n",
"3610 0.137429 0.344408 -21.492851 22.668333 491.530560 \n",
"3611 0.073728 0.261342 -32.373095 11.863870 426.344791 \n",
"3612 0.138938 0.345933 -23.021969 17.587367 435.896839 \n",
"3613 0.081564 0.273765 -32.565145 22.409171 651.791112 \n",
"3614 0.095221 0.293573 -33.098590 18.996865 748.994114 \n",
"3615 0.180730 0.384910 -29.128703 22.527613 496.672836 \n",
"3616 0.072625 0.259532 -28.609838 9.913971 486.522804 \n",
"3617 0.241211 0.427922 0.790852 18.177054 354.465754 \n",
"3618 0.072761 0.259756 -7.345207 8.348875 527.210449 \n",
"3619 0.220833 0.414916 -5.345144 12.854728 281.995092 \n",
"3620 0.120932 0.326100 -28.506043 17.497266 465.653998 \n",
"3621 0.152936 0.360011 -15.227187 15.900314 399.210000 \n",
"3622 0.247768 0.431837 -17.635790 17.131390 400.472476 \n",
"3623 0.178231 0.382794 -23.726831 20.087603 473.367444 \n",
"3624 0.121489 0.326747 0.611966 9.890541 444.943951 \n",
"3625 0.077660 0.267703 -15.489450 22.467622 347.358984 \n",
"3626 0.073555 0.261082 -18.711667 10.412328 429.887114 \n",
"3627 0.223090 0.416499 -2.509244 18.551318 401.115338 \n",
"3628 0.088597 0.284278 -15.354755 19.645089 408.198314 \n",
"3629 0.168087 0.374032 -0.801914 16.137070 372.319386 \n",
"3630 0.236232 0.424788 -32.843768 14.675817 393.698786 \n",
"3631 0.068590 0.252768 -18.150326 8.231644 506.418191 \n",
"3632 0.057091 0.232028 -13.999746 12.301611 487.082574 \n",
"3633 0.251078 0.433691 -4.289402 13.449593 364.211929 \n",
"\n",
" ... oB2 H1A2c language picture \\\n",
" ... std mean std first first \n",
"0 ... 0.0 12.996846 9.540718 Frysk Ei \n",
"1 ... 0.0 6.938438 5.955710 Nederlands Ei \n",
"2 ... 0.0 40.548968 18.726303 Frysk Ei \n",
"3 ... 0.0 35.335184 10.494196 Nederlands Ei \n",
"4 ... 0.0 28.641463 9.832852 Stadsfrys Ei \n",
"5 ... 0.0 17.555613 7.521186 Frysk Ei \n",
"6 ... 0.0 16.660822 10.215175 Deutsch Ei \n",
"7 ... 0.0 12.191213 8.287945 Frysk Ei \n",
"8 ... 0.0 17.830095 13.087170 Frysk Ei \n",
"9 ... 0.0 4.868224 6.181064 Frysk Ei \n",
"10 ... 0.0 18.769927 7.746649 Frysk Ei \n",
"11 ... 0.0 17.302953 7.030099 Frysk Ei \n",
"12 ... 0.0 34.591340 12.677235 Frysk Ei \n",
"13 ... 0.0 17.649702 6.502548 Frysk Ei \n",
"14 ... 0.0 17.231031 6.349066 Frysk Ei \n",
"15 ... 0.0 28.736906 13.433661 Bildts Ei \n",
"16 ... 0.0 20.695977 6.030095 Frysk Ei \n",
"17 ... 0.0 8.971550 7.067476 Nederlands Ei \n",
"18 ... 0.0 38.091907 18.376240 Frysk Ei \n",
"19 ... 0.0 12.594799 8.192683 Frysk Ei \n",
"20 ... 0.0 24.035236 10.641747 Frysk Ei \n",
"21 ... 0.0 16.688808 7.849260 Frysk Ei \n",
"22 ... 0.0 13.289985 8.388136 Frysk Ei \n",
"23 ... 0.0 18.047249 8.602000 Frysk Ei \n",
"24 ... 0.0 27.283065 11.076286 Frysk Ei \n",
"25 ... 0.0 13.561789 6.254704 Frysk Ei \n",
"26 ... 0.0 38.967005 14.553001 Frysk Ei \n",
"27 ... 0.0 32.836338 11.926544 Stadsfrys Ei \n",
"28 ... 0.0 23.713805 11.044562 Bildts Ei \n",
"29 ... 0.0 34.880502 13.641485 Frysk Ei \n",
"... ... ... ... ... ... ... \n",
"3604 ... 0.0 38.014120 11.179564 NaN NaN \n",
"3605 ... 0.0 12.495093 6.212972 NaN NaN \n",
"3606 ... 0.0 26.357062 7.908492 NaN NaN \n",
"3607 ... 0.0 14.298890 8.876324 NaN NaN \n",
"3608 ... 0.0 9.292176 8.100504 NaN NaN \n",
"3609 ... 0.0 20.184651 9.402860 NaN NaN \n",
"3610 ... 0.0 19.175367 8.050513 Frysk Mond \n",
"3611 ... 0.0 38.819690 11.687076 NaN NaN \n",
"3612 ... 0.0 12.628905 9.396618 NaN NaN \n",
"3613 ... 0.0 22.575932 9.874725 NaN NaN \n",
"3614 ... 0.0 18.814434 7.039397 Frysk Mond \n",
"3615 ... 0.0 20.452346 9.348115 NaN NaN \n",
"3616 ... 0.0 26.144631 6.930861 Frysk Mond \n",
"3617 ... 0.0 16.373549 7.392439 Frysk Mond \n",
"3618 ... 0.0 25.233131 6.674325 Frysk Mond \n",
"3619 ... 0.0 14.915587 10.393552 Frysk Mond \n",
"3620 ... 0.0 18.322024 7.841020 Frysk Mond \n",
"3621 ... 0.0 12.575625 8.050369 Frysk Mond \n",
"3622 ... 0.0 15.644899 7.891115 Frysk Mond \n",
"3623 ... 0.0 19.739390 7.958076 Frysk Mond \n",
"3624 ... 0.0 14.812221 8.637573 Frysk Mond \n",
"3625 ... 0.0 24.982211 10.150435 Frysk Mond \n",
"3626 ... 0.0 30.979489 8.059298 Frysk Mond \n",
"3627 ... 0.0 12.029864 9.413974 Frysk Mond \n",
"3628 ... 0.0 30.645523 10.466913 Frysk Mond \n",
"3629 ... 0.0 13.862854 7.236919 Frysk Mond \n",
"3630 ... 0.0 15.936397 10.445577 Frysk Mond \n",
"3631 ... 0.0 41.256388 8.679365 Frysk Mond \n",
"3632 ... 0.0 37.246930 9.055718 Frysk Mond \n",
"3633 ... 0.0 11.170874 9.327788 Frysk Mond \n",
"\n",
" latitude longitude area country \\\n",
" first first first first \n",
"0 52.852931 5.513851 Oudemirdum Netherlands \n",
"1 53.243626 6.144059 Buitenpost Netherlands \n",
"2 53.255520 6.035780 De Westereen Netherlands \n",
"3 52.206159 5.970381 Apeldoorn Netherlands \n",
"4 53.445709 5.773903 Nes Netherlands \n",
"5 53.203072 5.797008 Leeuwarden Netherlands \n",
"6 53.280726 6.147990 Kollum Netherlands \n",
"7 53.373507 5.966474 Ternaard Netherlands \n",
"8 53.003131 5.962632 Gersloot Netherlands \n",
"9 53.251887 6.150180 Buitenpost Netherlands \n",
"10 53.123229 6.103189 Drachten Netherlands \n",
"11 53.097390 6.157000 Ureterp Netherlands \n",
"12 53.148597 5.893380 Warten Netherlands \n",
"13 53.243142 5.893027 Gytsjerk Netherlands \n",
"14 53.182294 6.166471 Surhuisterveen Netherlands \n",
"15 53.274811 5.659052 Sint Annaparochie Netherlands \n",
"16 52.881602 5.830102 Delfstrahuizen Netherlands \n",
"17 53.318882 6.007953 Dokkum Netherlands \n",
"18 53.209877 5.729580 Marsum Netherlands \n",
"19 53.251394 6.144553 Buitenpost Netherlands \n",
"20 53.255131 6.144419 Buitenpost Netherlands \n",
"21 53.204737 6.177682 Surhuizum Netherlands \n",
"22 53.097637 5.587097 Wommels Netherlands \n",
"23 53.081281 6.044364 Boornbergum Netherlands \n",
"24 52.882571 5.403751 Warns Netherlands \n",
"25 53.147628 5.744943 Weidum Netherlands \n",
"26 53.107440 6.112634 Drachten Netherlands \n",
"27 52.885028 5.357552 Stavoren Netherlands \n",
"28 53.273128 5.607608 Sint Jacobiparochie Netherlands \n",
"29 52.943364 5.628292 Woudsend Netherlands \n",
"... ... ... ... ... \n",
"3604 NaN NaN NaN NaN \n",
"3605 NaN NaN NaN NaN \n",
"3606 NaN NaN NaN NaN \n",
"3607 NaN NaN NaN NaN \n",
"3608 NaN NaN NaN NaN \n",
"3609 NaN NaN NaN NaN \n",
"3610 53.261454 6.069029 Kollumerzwaag Netherlands \n",
"3611 NaN NaN NaN NaN \n",
"3612 NaN NaN NaN NaN \n",
"3613 NaN NaN NaN NaN \n",
"3614 53.187913 6.130642 Harkema Netherlands \n",
"3615 NaN NaN NaN NaN \n",
"3616 53.238427 5.993419 Feanwâlden Netherlands \n",
"3617 53.242708 6.199835 Gerkesklooster Netherlands \n",
"3618 52.926116 5.739020 Sint Nicolaasga Netherlands \n",
"3619 53.174947 6.057054 Eastermar Netherlands \n",
"3620 53.337666 5.824662 Ferwert Netherlands \n",
"3621 53.235113 6.094181 Twijzel Netherlands \n",
"3622 53.184433 6.174556 Surhuisterveen Netherlands \n",
"3623 53.276534 5.663216 Sint Annaparochie Netherlands \n",
"3624 53.197942 6.114447 Drogeham Netherlands \n",
"3625 52.850864 5.699769 Lemmer Netherlands \n",
"3626 52.959922 5.920814 Heerenveen Netherlands \n",
"3627 53.260363 6.082873 Kollumerzwaag Netherlands \n",
"3628 53.274088 5.996400 Broeksterwald Netherlands \n",
"3629 53.252962 6.150368 Buitenpost Netherlands \n",
"3630 53.181382 6.107598 Harkema Netherlands \n",
"3631 53.219545 5.791209 Leeuwarden Netherlands \n",
"3632 53.239486 5.998377 Feanwâlden Netherlands \n",
"3633 53.213373 6.061058 Jistrum Netherlands \n",
"\n",
" date \n",
" first \n",
"0 2017-09-20 20:37:43 \n",
"1 2017-07-05 08:26:15 \n",
"2 2017-09-20 20:29:52 \n",
"3 2017-09-20 20:29:21 \n",
"4 2017-09-20 21:04:14 \n",
"5 2017-09-20 20:36:34 \n",
"6 2017-07-05 08:26:28 \n",
"7 2017-09-21 17:17:26 \n",
"8 2017-09-20 21:01:16 \n",
"9 2017-07-05 08:27:23 \n",
"10 2017-09-20 21:34:30 \n",
"11 2017-09-20 21:25:38 \n",
"12 2017-09-20 21:26:42 \n",
"13 2017-09-20 22:18:46 \n",
"14 2017-09-20 22:25:44 \n",
"15 2017-09-25 22:38:01 \n",
"16 2017-11-02 07:24:28 \n",
"17 2017-07-05 08:21:47 \n",
"18 2017-09-21 06:26:43 \n",
"19 2017-09-21 07:40:40 \n",
"20 2017-09-21 08:23:50 \n",
"21 2017-07-05 08:25:10 \n",
"22 2017-09-21 08:36:27 \n",
"23 2017-09-21 09:01:16 \n",
"24 2017-09-21 09:37:10 \n",
"25 2017-09-21 09:44:01 \n",
"26 2017-09-21 10:11:51 \n",
"27 2017-09-21 10:05:19 \n",
"28 2017-09-22 11:36:39 \n",
"29 2017-09-21 11:10:34 \n",
"... ... \n",
"3604 NaT \n",
"3605 NaT \n",
"3606 NaT \n",
"3607 NaT \n",
"3608 NaT \n",
"3609 NaT \n",
"3610 2017-09-20 13:48:15 \n",
"3611 NaT \n",
"3612 NaT \n",
"3613 NaT \n",
"3614 2017-09-20 14:02:40 \n",
"3615 NaT \n",
"3616 2017-09-20 17:04:26 \n",
"3617 2017-07-05 06:40:15 \n",
"3618 2017-09-20 14:24:58 \n",
"3619 2017-07-05 06:48:48 \n",
"3620 2017-09-20 15:25:10 \n",
"3621 2017-07-05 06:47:13 \n",
"3622 2017-07-05 06:49:03 \n",
"3623 2017-09-20 15:57:44 \n",
"3624 2017-07-05 06:47:18 \n",
"3625 2017-09-20 16:34:57 \n",
"3626 2017-09-20 16:28:10 \n",
"3627 2017-07-05 07:31:57 \n",
"3628 2017-09-20 16:29:10 \n",
"3629 2017-07-05 07:29:46 \n",
"3630 2017-09-20 16:34:23 \n",
"3631 2017-09-20 16:36:46 \n",
"3632 2017-09-20 16:41:22 \n",
"3633 2017-07-05 07:35:08 \n",
"\n",
"[3634 rows x 143 columns]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joined"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'pg_ei_2862_lr9qm.wav',\n",
" 'pg_maan_6266_a6w93.wav',\n",
" 'pg_meeuw_485_2rnjh.wav',\n",
" 'pg_meeuw_5945_35eyh.wav',\n",
" 'pg_meeuw_999_geulp.wav',\n",
" 'pg_molen_6659_7jcf6.wav',\n",
" 'pg_mond_2795_dy2ot.wav',\n",
" 'pg_mond_2862_8urpy.wav',\n",
" 'pg_nagel_1060_gmnzf.wav',\n",
" 'pg_nagel_2862_yj61v.wav',\n",
" 'pg_uil_1967_jtfcp.wav'}"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"expected_files = [\n",
" f.split('/')[-1]\n",
" for f in glob(\n",
" '/media/herbert/Herbert Kruitbos/Data Sets/Stimmen Fryslan 2018-06026/picture_game_recordings_for_voice_sauce/pg_*.wav')\n",
"]\n",
"# ','.join(f[:-3] + 'mat' for f in set(expected_files) - set(parameters['Filename']))\n",
"\n",
"set(expected_files) - set(parameters['Filename'])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"joined.to_excel('/home/herbert/Stimmen_VoiceSauce_all_2_headers.xls')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in New Issue Copy Permalink