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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"
]
},
{
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{
"data": {
"text/markdown": [
"**FIDLE 2020 - Practical Work Module**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
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"text": [
"Version : 0.6.1 DEV\n",
"Notebook id : SYNOP1\n",
"Run time : Saturday 19 December 2020, 10:43:18\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n",
"Datasets dir : /home/pjluc/datasets/fidle\n",
"Running mode : full\n",
"Update keras cache : False\n",
"Save figs : True\n",
"Path figs : ./run/figs\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 pwk\n",
"datasets_dir = pwk.init('SYNOP1')\n",
"pd.set_option('display.max_rows',200)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Read the data"
]
},
{
"cell_type": "code",
"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",
"with open(f'{datasets_dir}/SYNOP/{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",
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"metadata": {},
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{
"data": {
"text/markdown": [
"<br>**Raw data :**"
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" <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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" }</style><table id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Code</th> <th class=\"col_heading level0 col1\" >Description</th> <th class=\"col_heading level0 col2\" >Na</th> </tr></thead><tbody>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row0_col0\" class=\"data row0 col0\" >numer_sta</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row0_col1\" class=\"data row0 col1\" >ID OMM station</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row0_col2\" class=\"data row0 col2\" >0</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row1_col0\" class=\"data row1 col0\" >date</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row1_col1\" class=\"data row1 col1\" >Date</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row1_col2\" class=\"data row1 col2\" >0</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row2_col0\" class=\"data row2 col0\" >pmer</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row2_col1\" class=\"data row2 col1\" >Pression au niveau mer</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row2_col2\" class=\"data row2 col2\" >17</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row3_col0\" class=\"data row3 col0\" >tend</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row3_col1\" class=\"data row3 col1\" >Variation de pression en 3 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row3_col2\" class=\"data row3 col2\" >2</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row4_col0\" class=\"data row4 col0\" >cod_tend</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row4_col1\" class=\"data row4 col1\" >Type de tendance barométrique</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row4_col2\" class=\"data row4 col2\" >2</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row5_col0\" class=\"data row5 col0\" >dd</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row5_col1\" class=\"data row5 col1\" >Direction du vent moyen 10 mn</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row5_col2\" class=\"data row5 col2\" >3</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row6_col0\" class=\"data row6 col0\" >ff</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row6_col1\" class=\"data row6 col1\" >Vitesse du vent moyen 10 mn</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row6_col2\" class=\"data row6 col2\" >2</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row7_col0\" class=\"data row7 col0\" >t</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row7_col1\" class=\"data row7 col1\" >Température</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row7_col2\" class=\"data row7 col2\" >14</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row8_col0\" class=\"data row8 col0\" >td</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row8_col1\" class=\"data row8 col1\" >Point de rosée</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row8_col2\" class=\"data row8 col2\" >17</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row9_col0\" class=\"data row9 col0\" >u</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row9_col1\" class=\"data row9 col1\" >Humidité</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row9_col2\" class=\"data row9 col2\" >17</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row10_col0\" class=\"data row10 col0\" >vv</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row10_col1\" class=\"data row10 col1\" >Visibilité horizontale</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row10_col2\" class=\"data row10 col2\" >31</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row11_col0\" class=\"data row11 col0\" >ww</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row11_col1\" class=\"data row11 col1\" >Temps présent</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row11_col2\" class=\"data row11 col2\" >1</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row12_col0\" class=\"data row12 col0\" >w1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row12_col1\" class=\"data row12 col1\" >Temps passé 1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row12_col2\" class=\"data row12 col2\" >542</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row13_col0\" class=\"data row13 col0\" >w2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row13_col1\" class=\"data row13 col1\" >Temps passé 2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row13_col2\" class=\"data row13 col2\" >552</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row14_col0\" class=\"data row14 col0\" >n</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row14_col1\" class=\"data row14 col1\" >Nebulosité totale</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row14_col2\" class=\"data row14 col2\" >801</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row15_col0\" class=\"data row15 col0\" >nbas</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row15_col1\" class=\"data row15 col1\" >Nébulosité des nuages de l' étage inférieur</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row15_col2\" class=\"data row15 col2\" >2381</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row16_col0\" class=\"data row16 col0\" >hbas</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row16_col1\" class=\"data row16 col1\" >Hauteur de la base des nuages de l'étage inférieur</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row16_col2\" class=\"data row16 col2\" >8861</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row17_col0\" class=\"data row17 col0\" >cl</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row17_col1\" class=\"data row17 col1\" >Type des nuages de l'étage inférieur</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row17_col2\" class=\"data row17 col2\" >3377</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row18_col0\" class=\"data row18 col0\" >cm</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row18_col1\" class=\"data row18 col1\" >Type des nuages de l'étage moyen</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row18_col2\" class=\"data row18 col2\" >6912</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row19_col0\" class=\"data row19 col0\" >ch</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row19_col1\" class=\"data row19 col1\" >Type des nuages de l'étage supérieur</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row19_col2\" class=\"data row19 col2\" >8494</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row20_col0\" class=\"data row20 col0\" >pres</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row20_col1\" class=\"data row20 col1\" >Pression station</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row20_col2\" class=\"data row20 col2\" >0</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row21_col0\" class=\"data row21 col0\" >niv_bar</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row21_col1\" class=\"data row21 col1\" >Niveau barométrique</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row21_col2\" class=\"data row21 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row22_col0\" class=\"data row22 col0\" >geop</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row22_col1\" class=\"data row22 col1\" >Géopotentiel</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row22_col2\" class=\"data row22 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row23_col0\" class=\"data row23 col0\" >tend24</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row23_col1\" class=\"data row23 col1\" >Variation de pression en 24 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row23_col2\" class=\"data row23 col2\" >14443</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row24_col0\" class=\"data row24 col0\" >tn12</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row24_col1\" class=\"data row24 col1\" >Température minimale sur 12 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row24_col2\" class=\"data row24 col2\" >21883</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row25_col0\" class=\"data row25 col0\" >tn24</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row25_col1\" class=\"data row25 col1\" >Température minimale sur 24 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row25_col2\" class=\"data row25 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row26_col0\" class=\"data row26 col0\" >tx12</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row26_col1\" class=\"data row26 col1\" >Température maximale sur 12 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row26_col2\" class=\"data row26 col2\" >21883</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row27_col0\" class=\"data row27 col0\" >tx24</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row27_col1\" class=\"data row27 col1\" >Température maximale sur 24 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row27_col2\" class=\"data row27 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row28_col0\" class=\"data row28 col0\" >tminsol</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row28_col1\" class=\"data row28 col1\" >Température minimale du sol sur 12 heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row28_col2\" class=\"data row28 col2\" >27364</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row29_col0\" class=\"data row29 col0\" >sw</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row29_col1\" class=\"data row29 col1\" >Méthode de mesure Température du thermomètre mouillé</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row29_col2\" class=\"data row29 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row30_col0\" class=\"data row30 col0\" >tw</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row30_col1\" class=\"data row30 col1\" >Température du thermomètre mouillé</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row30_col2\" class=\"data row30 col2\" >29165</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row31_col0\" class=\"data row31 col0\" >raf10</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row31_col1\" class=\"data row31 col1\" >Rafale sur les 10 dernières minutes</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row31_col2\" class=\"data row31 col2\" >14127</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row32_col0\" class=\"data row32 col0\" >rafper</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row32_col1\" class=\"data row32 col1\" >Rafales sur une période</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row32_col2\" class=\"data row32 col2\" >9</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row33_col0\" class=\"data row33 col0\" >per</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row33_col1\" class=\"data row33 col1\" >Periode de mesure de la rafale</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row33_col2\" class=\"data row33 col2\" >8</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row34_col0\" class=\"data row34 col0\" >etat_sol</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row34_col1\" class=\"data row34 col1\" >Etat du sol</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row34_col2\" class=\"data row34 col2\" >12278</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row35_col0\" class=\"data row35 col0\" >ht_neige</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row35_col1\" class=\"data row35 col1\" >Hauteur totale de la couche de neige, glace, autre au sol</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row35_col2\" class=\"data row35 col2\" >12083</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row36_col0\" class=\"data row36 col0\" >ssfrai</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row36_col1\" class=\"data row36 col1\" >Hauteur de la neige fraîche</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row36_col2\" class=\"data row36 col2\" >2914</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row37_col0\" class=\"data row37 col0\" >perssfrai</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row37_col1\" class=\"data row37 col1\" >Periode de mesure de la neige fraiche</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row37_col2\" class=\"data row37 col2\" >4489</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row38_col0\" class=\"data row38 col0\" >rr1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row38_col1\" class=\"data row38 col1\" >Précipitations dans la dernière heure</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row38_col2\" class=\"data row38 col2\" >95</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row39_col0\" class=\"data row39 col0\" >rr3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row39_col1\" class=\"data row39 col1\" >Précipitations dans les 3 dernières heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row39_col2\" class=\"data row39 col2\" >73</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row40_col0\" class=\"data row40 col0\" >rr6</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row40_col1\" class=\"data row40 col1\" >Précipitations dans les 6 dernières heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row40_col2\" class=\"data row40 col2\" >10869</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row41_col0\" class=\"data row41 col0\" >rr12</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row41_col1\" class=\"data row41 col1\" >Précipitations dans les 12 dernières heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row41_col2\" class=\"data row41 col2\" >10919</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row42_col0\" class=\"data row42 col0\" >rr24</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row42_col1\" class=\"data row42 col1\" >Précipitations dans les 24 dernières heures</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row42_col2\" class=\"data row42 col2\" >12730</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row43_col0\" class=\"data row43 col0\" >phenspe1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row43_col1\" class=\"data row43 col1\" >Phénomène spécial 1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row43_col2\" class=\"data row43 col2\" >14818</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row44_col0\" class=\"data row44 col0\" >phenspe2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row44_col1\" class=\"data row44 col1\" >Phénomène spécial 2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row44_col2\" class=\"data row44 col2\" >14826</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row45_col0\" class=\"data row45 col0\" >phenspe3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row45_col1\" class=\"data row45 col1\" >Phénomène spécial 3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row45_col2\" class=\"data row45 col2\" >15515</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row46_col0\" class=\"data row46 col0\" >phenspe4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row46_col1\" class=\"data row46 col1\" >Phénomène spécial 4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row46_col2\" class=\"data row46 col2\" >28869</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row47_col0\" class=\"data row47 col0\" >nnuage1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row47_col1\" class=\"data row47 col1\" >Nébulosité couche nuageuse 1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row47_col2\" class=\"data row47 col2\" >4753</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row48_col0\" class=\"data row48 col0\" >ctype1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row48_col1\" class=\"data row48 col1\" >Type nuage 1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row48_col2\" class=\"data row48 col2\" >5699</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row49_col0\" class=\"data row49 col0\" >hnuage1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row49_col1\" class=\"data row49 col1\" >Hauteur de base 1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row49_col2\" class=\"data row49 col2\" >5439</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row50_col0\" class=\"data row50 col0\" >nnuage2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row50_col1\" class=\"data row50 col1\" >Nébulosité couche nuageuse 2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row50_col2\" class=\"data row50 col2\" >16112</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row51_col0\" class=\"data row51 col0\" >ctype2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row51_col1\" class=\"data row51 col1\" >Type nuage 2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row51_col2\" class=\"data row51 col2\" >16643</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row52_col0\" class=\"data row52 col0\" >hnuage2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row52_col1\" class=\"data row52 col1\" >Hauteur de base 2</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row52_col2\" class=\"data row52 col2\" >16317</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row53_col0\" class=\"data row53 col0\" >nnuage3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row53_col1\" class=\"data row53 col1\" >Nébulosité couche nuageuse 3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row53_col2\" class=\"data row53 col2\" >25387</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row54_col0\" class=\"data row54 col0\" >ctype3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row54_col1\" class=\"data row54 col1\" >Type nuage 3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row54_col2\" class=\"data row54 col2\" >25642</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row55_col0\" class=\"data row55 col0\" >hnuage3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row55_col1\" class=\"data row55 col1\" >Hauteur de base 3</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row55_col2\" class=\"data row55 col2\" >25431</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row56_col0\" class=\"data row56 col0\" >nnuage4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row56_col1\" class=\"data row56 col1\" >Nébulosité couche nuageuse 4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row56_col2\" class=\"data row56 col2\" >28850</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row57_col0\" class=\"data row57 col0\" >ctype4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row57_col1\" class=\"data row57 col1\" >Type nuage 4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row57_col2\" class=\"data row57 col2\" >28780</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row58_col0\" class=\"data row58 col0\" >hnuage4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row58_col1\" class=\"data row58 col1\" >Hauteur de base 4</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row58_col2\" class=\"data row58 col2\" >28850</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row59_col0\" class=\"data row59 col0\" >coordonnees</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row59_col1\" class=\"data row59 col1\" >Coordonnees</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row59_col2\" class=\"data row59 col2\" >0</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row60\" class=\"row_heading level0 row60\" >60</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row60_col0\" class=\"data row60 col0\" >nom</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row60_col1\" class=\"data row60 col1\" >Nom</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row60_col2\" class=\"data row60 col2\" >0</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row61\" class=\"row_heading level0 row61\" >61</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row61_col0\" class=\"data row61 col0\" >type_de_tendance_barometrique</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row61_col1\" class=\"data row61 col1\" >Type de tendance barométrique.1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row61_col2\" class=\"data row61 col2\" >2</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row62\" class=\"row_heading level0 row62\" >62</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row62_col0\" class=\"data row62 col0\" >temps_passe_1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row62_col1\" class=\"data row62 col1\" >Temps passé 1.1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row62_col2\" class=\"data row62 col2\" >542</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row63\" class=\"row_heading level0 row63\" >63</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row63_col0\" class=\"data row63 col0\" >temps_present</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row63_col1\" class=\"data row63 col1\" >Temps présent.1</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row63_col2\" class=\"data row63 col2\" >1</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row64\" class=\"row_heading level0 row64\" >64</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row64_col0\" class=\"data row64 col0\" >tc</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row64_col1\" class=\"data row64 col1\" >Température (°C)</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row64_col2\" class=\"data row64 col2\" >14</td>\n",
" <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row65\" class=\"row_heading level0 row65\" >65</th>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row65_col0\" class=\"data row65 col0\" >tn12c</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row65_col1\" class=\"data row65 col1\" >Température minimale sur 12 heures (°C)</td>\n",
" <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row65_col2\" class=\"data row65 col2\" >21883</td>\n",