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"<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
"\n",
"# <!-- TITLE --> [SYNOP1] - Time series with RNN - Preparation of data\n",
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"<!-- DESC --> Episode 1 : Data analysis and creation of a usable dataset\n",
"<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
"\n",
"## Objectives :\n",
" - Undestand the data\n",
" - cleanup a usable dataset\n",
"\n",
"\n",
"SYNOP meteorological data, available at: https://public.opendatasoft.com\n",
"\n",
"## What we're going to do :\n",
"\n",
" - Read the data\n",
" - Cleanup and build a usable dataset\n",
"\n",
"## Step 1 - Import and init\n",
"### 1.1 - Python"
]
},
{
"cell_type": "code",
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"metadata": {},
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"text": [
"\n",
"FIDLE 2020 - Practical Work Module\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from tensorflow.keras.callbacks import TensorBoard\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pandas as pd\n",
"import h5py, json\n",
"import os,time,sys\n",
"\n",
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"from fidle.pwk import subtitle\n",
"pd.set_option('display.max_rows',200)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.2 - Where are we ? "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Well, we should be at HOME !\n",
"We are going to use: /home/pjluc/datasets/SYNOP\n"
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}
],
"source": [
"place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/SYNOP',\n",
" 'IDRIS' : f'{os.getenv(\"WORK\",\"\")}/datasets/SYNOP',\n",
" 'HOME' : f'{os.getenv(\"HOME\",\"\")}/datasets/SYNOP'} )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Read the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_filename = 'origine/donnees-synop-essentielles-omm-LYS.csv'\n",
"schema_filename = 'origine/schema.json'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.1 - Read columns code"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"with open(f'{dataset_dir}/{schema_filename}','r') as json_file:\n",
" schema = json.load(json_file)\n",
"\n",
"synop_codes=list( schema['definitions']['donnees-synop-essentielles-omm_records']['properties']['fields']['properties'].keys() )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 - Read data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"<br>**Raw data :**"
],
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" <td>2019-11-16T01:00:00+01:00</td>\n",
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" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
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" <td>246900575</td>\n",
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" <td>69</td>\n",
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" <td>3.0</td>\n",
" <td>130.0</td>\n",
" <td>3.5</td>\n",
" <td>276.95</td>\n",
" <td>274.65</td>\n",
" <td>85.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29157</th>\n",
" <td>7481</td>\n",
" <td>2020-02-12T16:00:00+01:00</td>\n",
" <td>102460.0</td>\n",
" <td>-180.0</td>\n",
" <td>6.0</td>\n",
" <td>360.0</td>\n",
" <td>2.3</td>\n",
" <td>283.45</td>\n",
" <td>271.75</td>\n",
" <td>44.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29158</th>\n",
" <td>7481</td>\n",
" <td>2020-02-13T04:00:00+01:00</td>\n",
" <td>102100.0</td>\n",
" <td>-240.0</td>\n",
" <td>8.0</td>\n",
" <td>150.0</td>\n",
" <td>4.9</td>\n",
" <td>274.75</td>\n",
" <td>271.15</td>\n",
" <td>77.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29159</th>\n",
" <td>7481</td>\n",
" <td>2020-02-14T01:00:00+01:00</td>\n",
" <td>102080.0</td>\n",
" <td>230.0</td>\n",
" <td>1.0</td>\n",
" <td>280.0</td>\n",
" <td>4.5</td>\n",
" <td>283.15</td>\n",
" <td>276.15</td>\n",
" <td>62.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29160</th>\n",
" <td>7481</td>\n",
" <td>2020-02-14T07:00:00+01:00</td>\n",
" <td>102430.0</td>\n",
" <td>210.0</td>\n",
" <td>2.0</td>\n",
" <td>140.0</td>\n",
" <td>3.4</td>\n",
" <td>280.15</td>\n",
" <td>278.45</td>\n",
" <td>89.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29161</th>\n",
" <td>7481</td>\n",
" <td>2020-02-15T16:00:00+01:00</td>\n",
" <td>102190.0</td>\n",
" <td>-160.0</td>\n",
" <td>6.0</td>\n",
" <td>180.0</td>\n",
" <td>6.9</td>\n",
" <td>290.15</td>\n",
" <td>273.75</td>\n",
" <td>33.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29162</th>\n",
" <td>7481</td>\n",
" <td>2020-01-25T22:00:00+01:00</td>\n",
" <td>102030.0</td>\n",
" <td>20.0</td>\n",
" <td>1.0</td>\n",
" <td>140.0</td>\n",
" <td>4.9</td>\n",
" <td>281.45</td>\n",
" <td>278.55</td>\n",
" <td>82.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29163</th>\n",
" <td>7481</td>\n",
" <td>2020-01-26T19:00:00+01:00</td>\n",
" <td>102010.0</td>\n",
" <td>80.0</td>\n",
" <td>3.0</td>\n",
" <td>170.0</td>\n",
" <td>3.7</td>\n",
" <td>282.85</td>\n",
" <td>279.15</td>\n",
" <td>78.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29164</th>\n",
" <td>7481</td>\n",
" <td>2020-02-08T19:00:00+01:00</td>\n",
" <td>102540.0</td>\n",
" <td>150.0</td>\n",
" <td>2.0</td>\n",
" <td>190.0</td>\n",
" <td>6.2</td>\n",
" <td>283.75</td>\n",
" <td>277.65</td>\n",
" <td>66.0</td>\n",
" <td>...</td>\n",
" <td>5.077833</td>\n",
" <td>45.7265</td>\n",
" <td>Colombier-Saugnieu</td>\n",
" <td>69299</td>\n",
" <td>CC de l'Est Lyonnais (CCEL)</td>\n",
" <td>246900575</td>\n",
" <td>Rhône</td>\n",
" <td>69</td>\n",
" <td>Auvergne-Rhône-Alpes</td>\n",
" <td>84</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 81 columns</p>\n",
"</div>"
],
"text/plain": [
" ID OMM station Date Pression au niveau mer \\\n",
"29155 7481 2019-11-16T01:00:00+01:00 100640.0 \n",
"29156 7481 2019-11-16T19:00:00+01:00 101090.0 \n",
"29157 7481 2020-02-12T16:00:00+01:00 102460.0 \n",
"29158 7481 2020-02-13T04:00:00+01:00 102100.0 \n",
"29159 7481 2020-02-14T01:00:00+01:00 102080.0 \n",
"29160 7481 2020-02-14T07:00:00+01:00 102430.0 \n",
"29161 7481 2020-02-15T16:00:00+01:00 102190.0 \n",
"29162 7481 2020-01-25T22:00:00+01:00 102030.0 \n",
"29163 7481 2020-01-26T19:00:00+01:00 102010.0 \n",
"29164 7481 2020-02-08T19:00:00+01:00 102540.0 \n",
"\n",
" Variation de pression en 3 heures Type de tendance barométrique \\\n",
"29155 130.0 1.0 \n",
"29156 90.0 3.0 \n",
"29157 -180.0 6.0 \n",
"29158 -240.0 8.0 \n",
"29159 230.0 1.0 \n",
"29160 210.0 2.0 \n",
"29161 -160.0 6.0 \n",
"29162 20.0 1.0 \n",
"29163 80.0 3.0 \n",
"29164 150.0 2.0 \n",
"\n",
" Direction du vent moyen 10 mn Vitesse du vent moyen 10 mn \\\n",
"29155 190.0 1.0 \n",
"29156 130.0 3.5 \n",
"29157 360.0 2.3 \n",
"29158 150.0 4.9 \n",
"29159 280.0 4.5 \n",
"29160 140.0 3.4 \n",
"29161 180.0 6.9 \n",
"29162 140.0 4.9 \n",
"29163 170.0 3.7 \n",
"29164 190.0 6.2 \n",
"\n",
" Température Point de rosée Humidité ... Longitude Latitude \\\n",
"29155 272.75 272.75 100.0 ... 5.077833 45.7265 \n",
"29156 276.95 274.65 85.0 ... 5.077833 45.7265 \n",
"29157 283.45 271.75 44.0 ... 5.077833 45.7265 \n",
"29158 274.75 271.15 77.0 ... 5.077833 45.7265 \n",
"29159 283.15 276.15 62.0 ... 5.077833 45.7265 \n",
"29160 280.15 278.45 89.0 ... 5.077833 45.7265 \n",
"29161 290.15 273.75 33.0 ... 5.077833 45.7265 \n",
"29162 281.45 278.55 82.0 ... 5.077833 45.7265 \n",
"29163 282.85 279.15 78.0 ... 5.077833 45.7265 \n",
"29164 283.75 277.65 66.0 ... 5.077833 45.7265 \n",
"\n",
" communes (name) communes (code) EPCI (name) \\\n",
"29155 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29156 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29157 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29158 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29159 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29160 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29161 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29162 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29163 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"29164 Colombier-Saugnieu 69299 CC de l'Est Lyonnais (CCEL) \n",
"\n",
" EPCI (code) department (name) department (code) \\\n",
"29155 246900575 Rhône 69 \n",
"29156 246900575 Rhône 69 \n",
"29157 246900575 Rhône 69 \n",
"29158 246900575 Rhône 69 \n",
"29159 246900575 Rhône 69 \n",
"29160 246900575 Rhône 69 \n",
"29161 246900575 Rhône 69 \n",
"29162 246900575 Rhône 69 \n",
"29163 246900575 Rhône 69 \n",
"29164 246900575 Rhône 69 \n",
"\n",
" region (name) region (code) \n",
"29155 Auvergne-Rhône-Alpes 84 \n",
"29156 Auvergne-Rhône-Alpes 84 \n",
"29157 Auvergne-Rhône-Alpes 84 \n",
"29158 Auvergne-Rhône-Alpes 84 \n",
"29159 Auvergne-Rhône-Alpes 84 \n",
"29160 Auvergne-Rhône-Alpes 84 \n",
"29161 Auvergne-Rhône-Alpes 84 \n",
"29162 Auvergne-Rhône-Alpes 84 \n",
"29163 Auvergne-Rhône-Alpes 84 \n",
"29164 Auvergne-Rhône-Alpes 84 \n",
"\n",
"[10 rows x 81 columns]"
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" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow27_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow27_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow28_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow28_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow28_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow29_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow29_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow29_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow30_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow30_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow30_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow31_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow31_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow31_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow32_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow32_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow32_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow33_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow33_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow33_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow34_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow34_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow34_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow35_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow35_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow35_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow36_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow36_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow36_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow37_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow37_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow37_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow38_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow38_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow38_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow39_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow39_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow39_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow40_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow40_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow40_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow41_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow41_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow41_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow42_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow42_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow42_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow43_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow43_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow43_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow44_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow44_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow44_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow45_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow45_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow45_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow46_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow46_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow46_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow47_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow47_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow47_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow48_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow48_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow48_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow49_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow49_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow49_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow50_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow50_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow50_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow51_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow51_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow51_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow52_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow52_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow52_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow53_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow53_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow53_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow54_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow54_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow54_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow55_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow55_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow55_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow56_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow56_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow56_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow57_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow57_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow57_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow58_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow58_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow58_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow59_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow59_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow59_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow60_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow60_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow60_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow61_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow61_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow61_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow62_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow62_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow62_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow63_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow63_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow63_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow64_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow64_col1 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow64_col2 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow65_col0 {\n",
" } #T_766aa028_5b9b_11ea_b232_bf67a6114a7drow65_col1 {\n",