diff --git a/README.ipynb b/README.ipynb
index d2e3f053883fad699982140edf6579cee77c91d2..1319bc63a0ebc828ee337153dc6a6cbcccd76b75 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -127,6 +127,11 @@
}
],
"metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
"language_info": {
"codemirror_mode": {
"name": "ipython",
diff --git a/SYNOP/01-Preparation-of-data.ipynb b/SYNOP/01-Preparation-of-data.ipynb
index f60b81d9ff47e69cfd38c8490f7e635fabc4eebd..765cb5950f8c9a4589e699bead79acd22670dc60 100644
--- a/SYNOP/01-Preparation-of-data.ipynb
+++ b/SYNOP/01-Preparation-of-data.ipynb
@@ -73,6 +73,12 @@
" margin-bottom:0;\n",
"}\n",
"\n",
+ "div .comment{\n",
+ " font-size:0.8em;\n",
+ " color:#696969;\n",
+ "}\n",
+ "\n",
+ "\n",
"\n",
"</style>\n",
"\n"
@@ -84,19 +90,32 @@
"metadata": {},
"output_type": "display_data"
},
+ {
+ "data": {
+ "text/markdown": [
+ "**FIDLE 2020 - Practical Work Module**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\n",
- "FIDLE 2020 - Practical Work Module\n",
- "Version : 0.57 DEV\n",
- "Run time : Thursday 10 September 2020, 16:51:54\n",
- "TensorFlow version : 2.2.0\n",
- "Keras version : 2.3.0-tf\n",
- "Current place : Fidle at IDRIS\n",
- "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
- "Update keras cache : Done\n"
+ "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"
]
}
],
@@ -116,10 +135,9 @@
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
- "import fidle.pwk as ooo\n",
- "from fidle.pwk import subtitle\n",
+ "import fidle.pwk as pwk\n",
"\n",
- "place, datasets_dir = ooo.init()\n",
+ "datasets_dir = pwk.init('SYNOP1')\n",
"\n",
"pd.set_option('display.max_rows',200)\n"
]
@@ -169,7 +187,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -581,983 +599,499 @@
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- " text-align: left;\n",
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- " text-align: left;\n",
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- " text-align: left;\n",
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- " text-align: left;\n",
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- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row51_col1 {\n",
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" text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row51_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col2 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col0 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col1 {\n",
- " text-align: left;\n",
- " } #T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col2 {\n",
- " text-align: left;\n",
- " }</style><table id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729\" ><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",
+ " }</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",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row0_col0\" class=\"data row0 col0\" >numer_sta</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row0_col1\" class=\"data row0 col1\" >ID OMM station</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row0_col2\" class=\"data row0 col2\" >0</td>\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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row1_col0\" class=\"data row1 col0\" >date</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row1_col1\" class=\"data row1 col1\" >Date</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row1_col2\" class=\"data row1 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row2_col0\" class=\"data row2 col0\" >pmer</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row2_col1\" class=\"data row2 col1\" >Pression au niveau mer</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row2_col2\" class=\"data row2 col2\" >17</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row3_col0\" class=\"data row3 col0\" >tend</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row3_col1\" class=\"data row3 col1\" >Variation de pression en 3 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row3_col2\" class=\"data row3 col2\" >2</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row4_col0\" class=\"data row4 col0\" >cod_tend</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row4_col1\" class=\"data row4 col1\" >Type de tendance barométrique</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row4_col2\" class=\"data row4 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row5_col0\" class=\"data row5 col0\" >dd</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row5_col1\" class=\"data row5 col1\" >Direction du vent moyen 10 mn</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row5_col2\" class=\"data row5 col2\" >3</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row6_col0\" class=\"data row6 col0\" >ff</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row6_col1\" class=\"data row6 col1\" >Vitesse du vent moyen 10 mn</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row6_col2\" class=\"data row6 col2\" >2</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row7_col0\" class=\"data row7 col0\" >t</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row7_col1\" class=\"data row7 col1\" >Température</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row7_col2\" class=\"data row7 col2\" >14</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row8_col0\" class=\"data row8 col0\" >td</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row8_col1\" class=\"data row8 col1\" >Point de rosée</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row8_col2\" class=\"data row8 col2\" >17</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row9_col0\" class=\"data row9 col0\" >u</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row9_col1\" class=\"data row9 col1\" >Humidité</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row9_col2\" class=\"data row9 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row10_col0\" class=\"data row10 col0\" >vv</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row10_col1\" class=\"data row10 col1\" >Visibilité horizontale</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row10_col2\" class=\"data row10 col2\" >31</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row11_col0\" class=\"data row11 col0\" >ww</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row11_col1\" class=\"data row11 col1\" >Temps présent</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row11_col2\" class=\"data row11 col2\" >1</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row12_col0\" class=\"data row12 col0\" >w1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row12_col1\" class=\"data row12 col1\" >Temps passé 1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row12_col2\" class=\"data row12 col2\" >542</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row13_col0\" class=\"data row13 col0\" >w2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row13_col1\" class=\"data row13 col1\" >Temps passé 2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row13_col2\" class=\"data row13 col2\" >552</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row14_col0\" class=\"data row14 col0\" >n</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row14_col1\" class=\"data row14 col1\" >Nebulosité totale</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row14_col2\" class=\"data row14 col2\" >801</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row15_col0\" class=\"data row15 col0\" >nbas</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row15_col1\" class=\"data row15 col1\" >Nébulosité des nuages de l' étage inférieur</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row15_col2\" class=\"data row15 col2\" >2381</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row16_col0\" class=\"data row16 col0\" >hbas</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row16_col1\" class=\"data row16 col1\" >Hauteur de la base des nuages de l'étage inférieur</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row16_col2\" class=\"data row16 col2\" >8861</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row17_col0\" class=\"data row17 col0\" >cl</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row17_col1\" class=\"data row17 col1\" >Type des nuages de l'étage inférieur</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row17_col2\" class=\"data row17 col2\" >3377</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row18_col0\" class=\"data row18 col0\" >cm</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row18_col1\" class=\"data row18 col1\" >Type des nuages de l'étage moyen</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row18_col2\" class=\"data row18 col2\" >6912</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row19_col0\" class=\"data row19 col0\" >ch</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row19_col1\" class=\"data row19 col1\" >Type des nuages de l'étage supérieur</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row19_col2\" class=\"data row19 col2\" >8494</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row20_col0\" class=\"data row20 col0\" >pres</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row20_col1\" class=\"data row20 col1\" >Pression station</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row20_col2\" class=\"data row20 col2\" >0</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row21_col0\" class=\"data row21 col0\" >niv_bar</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row21_col1\" class=\"data row21 col1\" >Niveau barométrique</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row21_col2\" class=\"data row21 col2\" >29165</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row22_col0\" class=\"data row22 col0\" >geop</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row22_col1\" class=\"data row22 col1\" >Géopotentiel</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row22_col2\" class=\"data row22 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row23_col0\" class=\"data row23 col0\" >tend24</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row23_col1\" class=\"data row23 col1\" >Variation de pression en 24 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row23_col2\" class=\"data row23 col2\" >14443</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row24_col0\" class=\"data row24 col0\" >tn12</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row24_col1\" class=\"data row24 col1\" >Température minimale sur 12 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row24_col2\" class=\"data row24 col2\" >21883</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row25_col0\" class=\"data row25 col0\" >tn24</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row25_col1\" class=\"data row25 col1\" >Température minimale sur 24 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row25_col2\" class=\"data row25 col2\" >29165</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row26_col0\" class=\"data row26 col0\" >tx12</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row26_col1\" class=\"data row26 col1\" >Température maximale sur 12 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row26_col2\" class=\"data row26 col2\" >21883</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row27_col0\" class=\"data row27 col0\" >tx24</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row27_col1\" class=\"data row27 col1\" >Température maximale sur 24 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row27_col2\" class=\"data row27 col2\" >29165</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row28_col0\" class=\"data row28 col0\" >tminsol</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row28_col1\" class=\"data row28 col1\" >Température minimale du sol sur 12 heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row28_col2\" class=\"data row28 col2\" >27364</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row29_col0\" class=\"data row29 col0\" >sw</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row29_col1\" class=\"data row29 col1\" >Méthode de mesure Température du thermomètre mouillé</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row29_col2\" class=\"data row29 col2\" >29165</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row30_col0\" class=\"data row30 col0\" >tw</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row30_col1\" class=\"data row30 col1\" >Température du thermomètre mouillé</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row30_col2\" class=\"data row30 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row31_col0\" class=\"data row31 col0\" >raf10</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row31_col1\" class=\"data row31 col1\" >Rafale sur les 10 dernières minutes</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row31_col2\" class=\"data row31 col2\" >14127</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row32_col0\" class=\"data row32 col0\" >rafper</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row32_col1\" class=\"data row32 col1\" >Rafales sur une période</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row32_col2\" class=\"data row32 col2\" >9</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row33_col0\" class=\"data row33 col0\" >per</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row33_col1\" class=\"data row33 col1\" >Periode de mesure de la rafale</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row33_col2\" class=\"data row33 col2\" >8</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row34_col0\" class=\"data row34 col0\" >etat_sol</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row34_col1\" class=\"data row34 col1\" >Etat du sol</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row34_col2\" class=\"data row34 col2\" >12278</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row35_col0\" class=\"data row35 col0\" >ht_neige</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row35_col1\" class=\"data row35 col1\" >Hauteur totale de la couche de neige, glace, autre au sol</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row35_col2\" class=\"data row35 col2\" >12083</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row36_col0\" class=\"data row36 col0\" >ssfrai</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row36_col1\" class=\"data row36 col1\" >Hauteur de la neige fraîche</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row36_col2\" class=\"data row36 col2\" >2914</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row37_col0\" class=\"data row37 col0\" >perssfrai</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row37_col1\" class=\"data row37 col1\" >Periode de mesure de la neige fraiche</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row37_col2\" class=\"data row37 col2\" >4489</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row38_col0\" class=\"data row38 col0\" >rr1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row38_col1\" class=\"data row38 col1\" >Précipitations dans la dernière heure</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row38_col2\" class=\"data row38 col2\" >95</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row39_col0\" class=\"data row39 col0\" >rr3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row39_col1\" class=\"data row39 col1\" >Précipitations dans les 3 dernières heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row39_col2\" class=\"data row39 col2\" >73</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row40_col0\" class=\"data row40 col0\" >rr6</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row40_col1\" class=\"data row40 col1\" >Précipitations dans les 6 dernières heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row40_col2\" class=\"data row40 col2\" >10869</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row41_col0\" class=\"data row41 col0\" >rr12</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row41_col1\" class=\"data row41 col1\" >Précipitations dans les 12 dernières heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row41_col2\" class=\"data row41 col2\" >10919</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row42_col0\" class=\"data row42 col0\" >rr24</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row42_col1\" class=\"data row42 col1\" >Précipitations dans les 24 dernières heures</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row42_col2\" class=\"data row42 col2\" >12730</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row43_col0\" class=\"data row43 col0\" >phenspe1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row43_col1\" class=\"data row43 col1\" >Phénomène spécial 1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row43_col2\" class=\"data row43 col2\" >14818</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row44_col0\" class=\"data row44 col0\" >phenspe2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row44_col1\" class=\"data row44 col1\" >Phénomène spécial 2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row44_col2\" class=\"data row44 col2\" >14826</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row45_col0\" class=\"data row45 col0\" >phenspe3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row45_col1\" class=\"data row45 col1\" >Phénomène spécial 3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row45_col2\" class=\"data row45 col2\" >15515</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row46_col0\" class=\"data row46 col0\" >phenspe4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row46_col1\" class=\"data row46 col1\" >Phénomène spécial 4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row46_col2\" class=\"data row46 col2\" >28869</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row47_col0\" class=\"data row47 col0\" >nnuage1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row47_col1\" class=\"data row47 col1\" >Nébulosité couche nuageuse 1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row47_col2\" class=\"data row47 col2\" >4753</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row48_col0\" class=\"data row48 col0\" >ctype1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row48_col1\" class=\"data row48 col1\" >Type nuage 1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row48_col2\" class=\"data row48 col2\" >5699</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row49_col0\" class=\"data row49 col0\" >hnuage1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row49_col1\" class=\"data row49 col1\" >Hauteur de base 1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row49_col2\" class=\"data row49 col2\" >5439</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row50_col0\" class=\"data row50 col0\" >nnuage2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row50_col1\" class=\"data row50 col1\" >Nébulosité couche nuageuse 2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row50_col2\" class=\"data row50 col2\" >16112</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row51_col0\" class=\"data row51 col0\" >ctype2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row51_col1\" class=\"data row51 col1\" >Type nuage 2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row51_col2\" class=\"data row51 col2\" >16643</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col0\" class=\"data row52 col0\" >hnuage2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col1\" class=\"data row52 col1\" >Hauteur de base 2</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row52_col2\" class=\"data row52 col2\" >16317</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col0\" class=\"data row53 col0\" >nnuage3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col1\" class=\"data row53 col1\" >Nébulosité couche nuageuse 3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row53_col2\" class=\"data row53 col2\" >25387</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col0\" class=\"data row54 col0\" >ctype3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col1\" class=\"data row54 col1\" >Type nuage 3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row54_col2\" class=\"data row54 col2\" >25642</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col0\" class=\"data row55 col0\" >hnuage3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col1\" class=\"data row55 col1\" >Hauteur de base 3</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row55_col2\" class=\"data row55 col2\" >25431</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col0\" class=\"data row56 col0\" >nnuage4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col1\" class=\"data row56 col1\" >Nébulosité couche nuageuse 4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row56_col2\" class=\"data row56 col2\" >28850</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col0\" class=\"data row57 col0\" >ctype4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col1\" class=\"data row57 col1\" >Type nuage 4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row57_col2\" class=\"data row57 col2\" >28780</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col0\" class=\"data row58 col0\" >hnuage4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col1\" class=\"data row58 col1\" >Hauteur de base 4</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row58_col2\" class=\"data row58 col2\" >28850</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col0\" class=\"data row59 col0\" >coordonnees</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col1\" class=\"data row59 col1\" >Coordonnees</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row59_col2\" class=\"data row59 col2\" >0</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row60\" class=\"row_heading level0 row60\" >60</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col0\" class=\"data row60 col0\" >nom</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col1\" class=\"data row60 col1\" >Nom</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row60_col2\" class=\"data row60 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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row61\" class=\"row_heading level0 row61\" >61</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col0\" class=\"data row61 col0\" >type_de_tendance_barometrique</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col1\" class=\"data row61 col1\" >Type de tendance barométrique.1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row61_col2\" class=\"data row61 col2\" >2</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row62\" class=\"row_heading level0 row62\" >62</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col0\" class=\"data row62 col0\" >temps_passe_1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col1\" class=\"data row62 col1\" >Temps passé 1.1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row62_col2\" class=\"data row62 col2\" >542</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row63\" class=\"row_heading level0 row63\" >63</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col0\" class=\"data row63 col0\" >temps_present</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col1\" class=\"data row63 col1\" >Temps présent.1</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row63_col2\" class=\"data row63 col2\" >1</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row64\" class=\"row_heading level0 row64\" >64</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col0\" class=\"data row64 col0\" >tc</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col1\" class=\"data row64 col1\" >Température (°C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row64_col2\" class=\"data row64 col2\" >14</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row65\" class=\"row_heading level0 row65\" >65</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col0\" class=\"data row65 col0\" >tn12c</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col1\" class=\"data row65 col1\" >Température minimale sur 12 heures (°C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row65_col2\" class=\"data row65 col2\" >21883</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",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row66\" class=\"row_heading level0 row66\" >66</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col0\" class=\"data row66 col0\" >tn24c</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col1\" class=\"data row66 col1\" >Température minimale sur 24 heures (°C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row66_col2\" class=\"data row66 col2\" >29165</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row66\" class=\"row_heading level0 row66\" >66</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row66_col0\" class=\"data row66 col0\" >tn24c</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row66_col1\" class=\"data row66 col1\" >Température minimale sur 24 heures (°C)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row66_col2\" class=\"data row66 col2\" >29165</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row67\" class=\"row_heading level0 row67\" >67</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col0\" class=\"data row67 col0\" >tx12c</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col1\" class=\"data row67 col1\" >Température maximale sur 12 heures (°C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row67_col2\" class=\"data row67 col2\" >21883</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row67\" class=\"row_heading level0 row67\" >67</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row67_col0\" class=\"data row67 col0\" >tx12c</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row67_col1\" class=\"data row67 col1\" >Température maximale sur 12 heures (°C)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row67_col2\" class=\"data row67 col2\" >21883</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row68\" class=\"row_heading level0 row68\" >68</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col0\" class=\"data row68 col0\" >tx24c</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col1\" class=\"data row68 col1\" >Température maximale sur 24 heures (°C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row68_col2\" class=\"data row68 col2\" >29165</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row68\" class=\"row_heading level0 row68\" >68</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row68_col0\" class=\"data row68 col0\" >tx24c</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row68_col1\" class=\"data row68 col1\" >Température maximale sur 24 heures (°C)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row68_col2\" class=\"data row68 col2\" >29165</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row69\" class=\"row_heading level0 row69\" >69</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col0\" class=\"data row69 col0\" >tminsolc</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col1\" class=\"data row69 col1\" >Température minimale du sol sur 12 heures (en °C)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row69_col2\" class=\"data row69 col2\" >27364</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row69\" class=\"row_heading level0 row69\" >69</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row69_col0\" class=\"data row69 col0\" >tminsolc</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row69_col1\" class=\"data row69 col1\" >Température minimale du sol sur 12 heures (en °C)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row69_col2\" class=\"data row69 col2\" >27364</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row70\" class=\"row_heading level0 row70\" >70</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col0\" class=\"data row70 col0\" >altitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col1\" class=\"data row70 col1\" >Altitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row70_col2\" class=\"data row70 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row70\" class=\"row_heading level0 row70\" >70</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row70_col0\" class=\"data row70 col0\" >altitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row70_col1\" class=\"data row70 col1\" >Altitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row70_col2\" class=\"data row70 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row71\" class=\"row_heading level0 row71\" >71</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col0\" class=\"data row71 col0\" >longitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col1\" class=\"data row71 col1\" >Longitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row71_col2\" class=\"data row71 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row71\" class=\"row_heading level0 row71\" >71</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row71_col0\" class=\"data row71 col0\" >longitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row71_col1\" class=\"data row71 col1\" >Longitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row71_col2\" class=\"data row71 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row72\" class=\"row_heading level0 row72\" >72</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col0\" class=\"data row72 col0\" >latitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col1\" class=\"data row72 col1\" >Latitude</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row72_col2\" class=\"data row72 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row72\" class=\"row_heading level0 row72\" >72</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row72_col0\" class=\"data row72 col0\" >latitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row72_col1\" class=\"data row72 col1\" >Latitude</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row72_col2\" class=\"data row72 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row73\" class=\"row_heading level0 row73\" >73</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col0\" class=\"data row73 col0\" >libgeo</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col1\" class=\"data row73 col1\" >communes (name)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row73_col2\" class=\"data row73 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row73\" class=\"row_heading level0 row73\" >73</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row73_col0\" class=\"data row73 col0\" >libgeo</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row73_col1\" class=\"data row73 col1\" >communes (name)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row73_col2\" class=\"data row73 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row74\" class=\"row_heading level0 row74\" >74</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col0\" class=\"data row74 col0\" >codegeo</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col1\" class=\"data row74 col1\" >communes (code)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row74_col2\" class=\"data row74 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row74\" class=\"row_heading level0 row74\" >74</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row74_col0\" class=\"data row74 col0\" >codegeo</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row74_col1\" class=\"data row74 col1\" >communes (code)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row74_col2\" class=\"data row74 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row75\" class=\"row_heading level0 row75\" >75</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col0\" class=\"data row75 col0\" >nom_epci</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col1\" class=\"data row75 col1\" >EPCI (name)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row75_col2\" class=\"data row75 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row75\" class=\"row_heading level0 row75\" >75</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row75_col0\" class=\"data row75 col0\" >nom_epci</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row75_col1\" class=\"data row75 col1\" >EPCI (name)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row75_col2\" class=\"data row75 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row76\" class=\"row_heading level0 row76\" >76</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col0\" class=\"data row76 col0\" >code_epci</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col1\" class=\"data row76 col1\" >EPCI (code)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row76_col2\" class=\"data row76 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row76\" class=\"row_heading level0 row76\" >76</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row76_col0\" class=\"data row76 col0\" >code_epci</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row76_col1\" class=\"data row76 col1\" >EPCI (code)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row76_col2\" class=\"data row76 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row77\" class=\"row_heading level0 row77\" >77</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col0\" class=\"data row77 col0\" >nom_dept</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col1\" class=\"data row77 col1\" >department (name)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row77_col2\" class=\"data row77 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row77\" class=\"row_heading level0 row77\" >77</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row77_col0\" class=\"data row77 col0\" >nom_dept</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row77_col1\" class=\"data row77 col1\" >department (name)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row77_col2\" class=\"data row77 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row78\" class=\"row_heading level0 row78\" >78</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col0\" class=\"data row78 col0\" >code_dep</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col1\" class=\"data row78 col1\" >department (code)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row78_col2\" class=\"data row78 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row78\" class=\"row_heading level0 row78\" >78</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row78_col0\" class=\"data row78 col0\" >code_dep</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row78_col1\" class=\"data row78 col1\" >department (code)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row78_col2\" class=\"data row78 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row79\" class=\"row_heading level0 row79\" >79</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col0\" class=\"data row79 col0\" >nom_reg</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col1\" class=\"data row79 col1\" >region (name)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row79_col2\" class=\"data row79 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row79\" class=\"row_heading level0 row79\" >79</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row79_col0\" class=\"data row79 col0\" >nom_reg</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row79_col1\" class=\"data row79 col1\" >region (name)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row79_col2\" class=\"data row79 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729level0_row80\" class=\"row_heading level0 row80\" >80</th>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col0\" class=\"data row80 col0\" >code_reg</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col1\" class=\"data row80 col1\" >region (code)</td>\n",
- " <td id=\"T_6fab2d76_f375_11ea_81aa_0cc47af5c729row80_col2\" class=\"data row80 col2\" >0</td>\n",
+ " <th id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3level0_row80\" class=\"row_heading level0 row80\" >80</th>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row80_col0\" class=\"data row80 col0\" >code_reg</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row80_col1\" class=\"data row80 col1\" >region (code)</td>\n",
+ " <td id=\"T_a0099504_41de_11eb_aa99_e3cf125b8da3row80_col2\" class=\"data row80 col2\" >0</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x149aede48c90>"
+ "<pandas.io.formats.style.Styler at 0x7f79fa772ed0>"
]
},
"metadata": {},
@@ -1573,7 +1107,7 @@
],
"source": [
"df = pd.read_csv(f'{datasets_dir}/SYNOP/{data_filename}', header=0, sep=';')\n",
- "subtitle('Raw data :')\n",
+ "pwk.subtitle('Raw data :')\n",
"display(df.tail(10))\n",
"\n",
"# ---- Get the columns name as descriptions\n",
@@ -1589,7 +1123,7 @@
"# ---- Show all of that\n",
"df_desc=pd.DataFrame({'Code':synop_codes, 'Description':synop_desc, 'Na':columns_na})\n",
"\n",
- "subtitle('List of columns :')\n",
+ "pwk.subtitle('List of columns :')\n",
"display(df_desc.style.set_properties(**{'text-align': 'left'}))\n",
"\n",
"print('Shape is : ', df.shape)"
@@ -1604,7 +1138,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -2307,10 +1841,10 @@
"\n",
"# ---- Show all of that\n",
"\n",
- "subtitle('Our selected columns :')\n",
+ "pwk.subtitle('Our selected columns :')\n",
"display(df.head(20))\n",
"\n",
- "subtitle('Few statistics :')\n",
+ "pwk.subtitle('Few statistics :')\n",
"display(df.describe())\n",
"\n",
"# ---- 'per' column is constant, we can drop it\n",
@@ -2327,7 +1861,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -2846,7 +2380,7 @@
"# ---- Before : Lines with NaN\n",
"\n",
"na_rows=df.isna().any(axis=1)\n",
- "subtitle('Before :')\n",
+ "pwk.subtitle('Before :')\n",
"display( df[na_rows].head(10) )\n",
"\n",
"# ---- Nice interpolation for plugging holes\n",
@@ -2855,7 +2389,7 @@
"\n",
"# ---- After\n",
"\n",
- "subtitle('After :')\n",
+ "pwk.subtitle('After :')\n",
"display(df[na_rows].head(10))\n"
]
},
@@ -2869,7 +2403,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -2888,179 +2422,97 @@
"data": {
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- " text-align: left;\n",
- " }</style><table id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Columns</th> <th class=\"col_heading level0 col1\" >Description</th> <th class=\"col_heading level0 col2\" >Na</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Columns</th> <th class=\"col_heading level0 col1\" >Description</th> <th class=\"col_heading level0 col2\" >Na</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row0_col0\" class=\"data row0 col0\" >date</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row0_col1\" class=\"data row0 col1\" >Date</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row0_col2\" class=\"data row0 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row0_col0\" class=\"data row0 col0\" >date</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row0_col1\" class=\"data row0 col1\" >Date</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row0_col2\" class=\"data row0 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row1_col0\" class=\"data row1 col0\" >pmer</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row1_col1\" class=\"data row1 col1\" >Pression au niveau mer</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row1_col2\" class=\"data row1 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row1_col0\" class=\"data row1 col0\" >pmer</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row1_col1\" class=\"data row1 col1\" >Pression au niveau mer</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row1_col2\" class=\"data row1 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row2_col0\" class=\"data row2 col0\" >tend</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row2_col1\" class=\"data row2 col1\" >Variation de pression en 3 heures</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row2_col2\" class=\"data row2 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row2_col0\" class=\"data row2 col0\" >tend</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row2_col1\" class=\"data row2 col1\" >Variation de pression en 3 heures</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row2_col2\" class=\"data row2 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row3_col0\" class=\"data row3 col0\" >cod_tend</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row3_col1\" class=\"data row3 col1\" >Type de tendance barométrique</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row3_col2\" class=\"data row3 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row3_col0\" class=\"data row3 col0\" >cod_tend</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row3_col1\" class=\"data row3 col1\" >Type de tendance barométrique</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row3_col2\" class=\"data row3 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row4_col0\" class=\"data row4 col0\" >dd</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row4_col1\" class=\"data row4 col1\" >Direction du vent moyen 10 mn</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row4_col2\" class=\"data row4 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row4_col0\" class=\"data row4 col0\" >dd</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row4_col1\" class=\"data row4 col1\" >Direction du vent moyen 10 mn</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row4_col2\" class=\"data row4 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row5_col0\" class=\"data row5 col0\" >ff</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row5_col1\" class=\"data row5 col1\" >Vitesse du vent moyen 10 mn</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row5_col2\" class=\"data row5 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row5_col0\" class=\"data row5 col0\" >ff</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row5_col1\" class=\"data row5 col1\" >Vitesse du vent moyen 10 mn</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row5_col2\" class=\"data row5 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row6_col0\" class=\"data row6 col0\" >td</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row6_col1\" class=\"data row6 col1\" >Point de rosée</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row6_col2\" class=\"data row6 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row6_col0\" class=\"data row6 col0\" >td</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row6_col1\" class=\"data row6 col1\" >Point de rosée</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row6_col2\" class=\"data row6 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row7_col0\" class=\"data row7 col0\" >u</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row7_col1\" class=\"data row7 col1\" >Humidité</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row7_col2\" class=\"data row7 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row7_col0\" class=\"data row7 col0\" >u</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row7_col1\" class=\"data row7 col1\" >Humidité</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row7_col2\" class=\"data row7 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row8_col0\" class=\"data row8 col0\" >ww</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row8_col1\" class=\"data row8 col1\" >Temps présent</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row8_col2\" class=\"data row8 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row8_col0\" class=\"data row8 col0\" >ww</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row8_col1\" class=\"data row8 col1\" >Temps présent</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row8_col2\" class=\"data row8 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row9_col0\" class=\"data row9 col0\" >pres</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row9_col1\" class=\"data row9 col1\" >Pression station</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row9_col2\" class=\"data row9 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row9_col0\" class=\"data row9 col0\" >pres</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row9_col1\" class=\"data row9 col1\" >Pression station</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row9_col2\" class=\"data row9 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row10_col0\" class=\"data row10 col0\" >rafper</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row10_col1\" class=\"data row10 col1\" >Rafales sur une période</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row10_col2\" class=\"data row10 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row10_col0\" class=\"data row10 col0\" >rafper</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row10_col1\" class=\"data row10 col1\" >Rafales sur une période</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row10_col2\" class=\"data row10 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row11_col0\" class=\"data row11 col0\" >rr1</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row11_col1\" class=\"data row11 col1\" >Précipitations dans la dernière heure</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row11_col2\" class=\"data row11 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row11_col0\" class=\"data row11 col0\" >rr1</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row11_col1\" class=\"data row11 col1\" >Précipitations dans la dernière heure</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row11_col2\" class=\"data row11 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row12_col0\" class=\"data row12 col0\" >rr3</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row12_col1\" class=\"data row12 col1\" >Précipitations dans les 3 dernières heures</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row12_col2\" class=\"data row12 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row12_col0\" class=\"data row12 col0\" >rr3</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row12_col1\" class=\"data row12 col1\" >Précipitations dans les 3 dernières heures</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row12_col2\" class=\"data row12 col2\" >0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row13_col0\" class=\"data row13 col0\" >tc</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row13_col1\" class=\"data row13 col1\" >Température (°C)</td>\n",
- " <td id=\"T_82e7d984_f375_11ea_81aa_0cc47af5c729row13_col2\" class=\"data row13 col2\" >0</td>\n",
+ " <th id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row13_col0\" class=\"data row13 col0\" >tc</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row13_col1\" class=\"data row13 col1\" >Température (°C)</td>\n",
+ " <td id=\"T_a028327a_41de_11eb_aa99_e3cf125b8da3row13_col2\" class=\"data row13 col2\" >0</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x149aede4d090>"
+ "<pandas.io.formats.style.Styler at 0x7f79f9511390>"
]
},
"metadata": {},
@@ -3525,10 +2977,10 @@
"\n",
"# ---- Show all of that\n",
"df_desc=pd.DataFrame({'Columns':dataset_cols, 'Description':dataset_desc, 'Na':dataset_na})\n",
- "subtitle('Dataset columns :')\n",
+ "pwk.subtitle('Dataset columns :')\n",
"display(df_desc.style.set_properties(**{'text-align': 'left'}))\n",
"\n",
- "subtitle('Have a look :')\n",
+ "pwk.subtitle('Have a look :')\n",
"display(df.tail(20))\n",
"print('Shape is : ', df.shape)"
]
@@ -3542,14 +2994,26 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
"text/plain": [
- "<Figure size 864x4320 with 13 Axes>"
+ "<Figure size 1152x1440 with 13 Axes>"
]
},
"metadata": {
@@ -3560,7 +3024,8 @@
],
"source": [
"i=random.randint(0,len(df)-240)\n",
- "df.iloc[i:i+240].plot(subplots=True, figsize=(12,60))\n",
+ "df.iloc[i:i+240].plot(subplots=True, fontsize=12, figsize=(16,20))\n",
+ "pwk.save_fig('01-one-month')\n",
"plt.show()"
]
},
@@ -3573,43 +3038,60 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Dataset saved.\n",
+ "Dataset saved. (3.0 Mo)\n",
"Synop description saved.\n"
]
}
],
"source": [
+ "dataset_name = 'synop-LYS.csv'\n",
+ "dataset_desc = 'synop.json'\n",
+ "output_dir = './data'\n",
"\n",
- "dataset_name='synop-LYS.csv'\n",
- "dataset_desc='synop.json'\n",
- "\n",
- "# ---- Uncomment to save in global datasets dir, PLEASE DON'T DO THIS DURING FORMATION !\n",
+ "# ---- Save it\n",
"#\n",
- "#output_dir=f'{datasets_dir/SYNOP}'\n",
"\n",
- "# ---- Uncomment to save in a local test place\n",
- "#\n",
- "output_dir='./data'\n",
- "ooo.mkdir('./data')\n",
+ "pwk.mkdir(output_dir)\n",
"\n",
- "# ---- Save it\n",
- "#\n",
- "df.to_csv(f'{output_dir}/{dataset_name}', sep=';', index=False)\n",
- "print('Dataset saved.')\n",
+ "filedata = f'{output_dir}/{dataset_name}'\n",
+ "filedesc = f'{output_dir}/{dataset_desc}'\n",
"\n",
- "with open(f'{output_dir}/{dataset_desc}', 'w', encoding='utf-8') as f:\n",
+ "df.to_csv(filedata, sep=';', index=False)\n",
+ "size=os.path.getsize(filedata)/(1024*1024)\n",
+ "print(f'Dataset saved. ({size:0.1f} Mo)')\n",
+ "\n",
+ "with open(filedesc, 'w', encoding='utf-8') as f:\n",
" json.dump(code2desc, f, indent=4)\n",
"print('Synop description saved.')\n",
" "
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "End time is : Saturday 19 December 2020, 10:43:22\n",
+ "Duration is : 00:00:04 776ms\n",
+ "This notebook ends here\n"
+ ]
+ }
+ ],
+ "source": [
+ "pwk.end()"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
diff --git a/SYNOP/02-First-predictions.ipynb b/SYNOP/02-First-predictions.ipynb
index 198cbae518255359f55ca52674e065187fac8441..3583ca09484da4c8f1a8023146170dc37fe34792 100644
--- a/SYNOP/02-First-predictions.ipynb
+++ b/SYNOP/02-First-predictions.ipynb
@@ -30,7 +30,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
@@ -75,6 +75,12 @@
" margin-bottom:0;\n",
"}\n",
"\n",
+ "div .comment{\n",
+ " font-size:0.8em;\n",
+ " color:#696969;\n",
+ "}\n",
+ "\n",
+ "\n",
"\n",
"</style>\n",
"\n"
@@ -86,19 +92,32 @@
"metadata": {},
"output_type": "display_data"
},
+ {
+ "data": {
+ "text/markdown": [
+ "**FIDLE 2020 - Practical Work Module**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\n",
- "FIDLE 2020 - Practical Work Module\n",
- "Version : 0.57 DEV\n",
- "Run time : Thursday 10 September 2020, 17:06:53\n",
- "TensorFlow version : 2.2.0\n",
- "Keras version : 2.3.0-tf\n",
- "Current place : Fidle at IDRIS\n",
- "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
- "Update keras cache : Done\n"
+ "Version : 0.6.1 DEV\n",
+ "Notebook id : SYNOP2\n",
+ "Run time : Saturday 19 December 2020, 11:22:47\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"
]
}
],
@@ -119,14 +138,9 @@
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
- "import fidle.pwk as ooo\n",
- "\n",
- "place, datasets_dir = ooo.init()\n",
+ "import fidle.pwk as pwk\n",
"\n",
- "def np_print(*args):\n",
- " with np.printoptions(formatter={'float':'{:8.2f}'.format}, linewidth=np.inf):\n",
- " for a in args:\n",
- " print(a) "
+ "datasets_dir = pwk.init('SYNOP2')"
]
},
{
@@ -139,7 +153,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
@@ -474,131 +488,143 @@
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
- "</style><table id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >tend</th> <th class=\"col_heading level0 col1\" >cod_tend</th> <th class=\"col_heading level0 col2\" >dd</th> <th class=\"col_heading level0 col3\" >ff</th> <th class=\"col_heading level0 col4\" >td</th> <th class=\"col_heading level0 col5\" >u</th> <th class=\"col_heading level0 col6\" >ww</th> <th class=\"col_heading level0 col7\" >pres</th> <th class=\"col_heading level0 col8\" >rafper</th> <th class=\"col_heading level0 col9\" >rr1</th> <th class=\"col_heading level0 col10\" >rr3</th> <th class=\"col_heading level0 col11\" >tc</th> </tr></thead><tbody>\n",
+ "</style><table id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >tend</th> <th class=\"col_heading level0 col1\" >cod_tend</th> <th class=\"col_heading level0 col2\" >dd</th> <th class=\"col_heading level0 col3\" >ff</th> <th class=\"col_heading level0 col4\" >td</th> <th class=\"col_heading level0 col5\" >u</th> <th class=\"col_heading level0 col6\" >ww</th> <th class=\"col_heading level0 col7\" >pres</th> <th class=\"col_heading level0 col8\" >rafper</th> <th class=\"col_heading level0 col9\" >rr1</th> <th class=\"col_heading level0 col10\" >rr3</th> <th class=\"col_heading level0 col11\" >tc</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col0\" class=\"data row0 col0\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col1\" class=\"data row0 col1\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col2\" class=\"data row0 col2\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col3\" class=\"data row0 col3\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col4\" class=\"data row0 col4\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col5\" class=\"data row0 col5\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col6\" class=\"data row0 col6\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col7\" class=\"data row0 col7\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col8\" class=\"data row0 col8\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col9\" class=\"data row0 col9\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col10\" class=\"data row0 col10\" >25000.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row0_col11\" class=\"data row0 col11\" >25000.00</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row0\" class=\"row_heading level0 row0\" >count</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col0\" class=\"data row0 col0\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col1\" class=\"data row0 col1\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col2\" class=\"data row0 col2\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col3\" class=\"data row0 col3\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col4\" class=\"data row0 col4\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col5\" class=\"data row0 col5\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col6\" class=\"data row0 col6\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col7\" class=\"data row0 col7\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col8\" class=\"data row0 col8\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col9\" class=\"data row0 col9\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col10\" class=\"data row0 col10\" >25000.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row0_col11\" class=\"data row0 col11\" >25000.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row1\" class=\"row_heading level0 row1\" >mean</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col0\" class=\"data row1 col0\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col1\" class=\"data row1 col1\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col2\" class=\"data row1 col2\" >0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col3\" class=\"data row1 col3\" >0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col4\" class=\"data row1 col4\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col5\" class=\"data row1 col5\" >0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col6\" class=\"data row1 col6\" >0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col7\" class=\"data row1 col7\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col8\" class=\"data row1 col8\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col9\" class=\"data row1 col9\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col10\" class=\"data row1 col10\" >0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row1_col11\" class=\"data row1 col11\" >-0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row2\" class=\"row_heading level0 row2\" >std</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col0\" class=\"data row2 col0\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col1\" class=\"data row2 col1\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col2\" class=\"data row2 col2\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col3\" class=\"data row2 col3\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col4\" class=\"data row2 col4\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col5\" class=\"data row2 col5\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col6\" class=\"data row2 col6\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col7\" class=\"data row2 col7\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col8\" class=\"data row2 col8\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col9\" class=\"data row2 col9\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col10\" class=\"data row2 col10\" >1.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row2_col11\" class=\"data row2 col11\" >1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col0\" class=\"data row3 col0\" >-6.80</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col1\" class=\"data row3 col1\" >-1.59</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col2\" class=\"data row3 col2\" >-1.75</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col3\" class=\"data row3 col3\" >-1.37</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col4\" class=\"data row3 col4\" >-5.18</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col5\" class=\"data row3 col5\" >-3.82</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col6\" class=\"data row3 col6\" >-0.52</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col7\" class=\"data row3 col7\" >-4.94</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col8\" class=\"data row3 col8\" >-1.64</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col9\" class=\"data row3 col9\" >-0.31</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col10\" class=\"data row3 col10\" >-0.27</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row3_col11\" class=\"data row3 col11\" >-3.03</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row3\" class=\"row_heading level0 row3\" >min</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col0\" class=\"data row3 col0\" >-6.80</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col1\" class=\"data row3 col1\" >-1.59</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col2\" class=\"data row3 col2\" >-1.75</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col3\" class=\"data row3 col3\" >-1.37</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col4\" class=\"data row3 col4\" >-5.18</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col5\" class=\"data row3 col5\" >-3.82</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col6\" class=\"data row3 col6\" >-0.52</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col7\" class=\"data row3 col7\" >-4.94</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col8\" class=\"data row3 col8\" >-1.64</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col9\" class=\"data row3 col9\" >-0.31</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col10\" class=\"data row3 col10\" >-0.27</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row3_col11\" class=\"data row3 col11\" >-3.03</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col0\" class=\"data row4 col0\" >-0.64</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col1\" class=\"data row4 col1\" >-0.85</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col2\" class=\"data row4 col2\" >-0.64</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col3\" class=\"data row4 col3\" >-0.76</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col4\" class=\"data row4 col4\" >-0.72</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col5\" class=\"data row4 col5\" >-0.71</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col6\" class=\"data row4 col6\" >-0.42</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col7\" class=\"data row4 col7\" >-0.55</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col8\" class=\"data row4 col8\" >-0.69</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col9\" class=\"data row4 col9\" >-0.15</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col10\" class=\"data row4 col10\" >-0.20</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row4_col11\" class=\"data row4 col11\" >-0.75</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row4\" class=\"row_heading level0 row4\" >25%</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col0\" class=\"data row4 col0\" >-0.64</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col1\" class=\"data row4 col1\" >-0.85</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col2\" class=\"data row4 col2\" >-0.64</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col3\" class=\"data row4 col3\" >-0.76</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col4\" class=\"data row4 col4\" >-0.72</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col5\" class=\"data row4 col5\" >-0.71</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col6\" class=\"data row4 col6\" >-0.42</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col7\" class=\"data row4 col7\" >-0.55</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col8\" class=\"data row4 col8\" >-0.69</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col9\" class=\"data row4 col9\" >-0.15</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col10\" class=\"data row4 col10\" >-0.20</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row4_col11\" class=\"data row4 col11\" >-0.75</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col0\" class=\"data row5 col0\" >-0.00</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col1\" class=\"data row5 col1\" >-0.48</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col2\" class=\"data row5 col2\" >-0.12</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col3\" class=\"data row5 col3\" >-0.19</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col4\" class=\"data row5 col4\" >0.05</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col5\" class=\"data row5 col5\" >0.18</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col6\" class=\"data row5 col6\" >-0.42</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col7\" class=\"data row5 col7\" >0.03</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col8\" class=\"data row5 col8\" >-0.27</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col9\" class=\"data row5 col9\" >-0.15</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col10\" class=\"data row5 col10\" >-0.20</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row5_col11\" class=\"data row5 col11\" >-0.01</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row5\" class=\"row_heading level0 row5\" >50%</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col0\" class=\"data row5 col0\" >-0.00</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col1\" class=\"data row5 col1\" >-0.48</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col2\" class=\"data row5 col2\" >-0.12</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col3\" class=\"data row5 col3\" >-0.19</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col4\" class=\"data row5 col4\" >0.05</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col5\" class=\"data row5 col5\" >0.18</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col6\" class=\"data row5 col6\" >-0.42</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col7\" class=\"data row5 col7\" >0.03</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col8\" class=\"data row5 col8\" >-0.27</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col9\" class=\"data row5 col9\" >-0.15</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col10\" class=\"data row5 col10\" >-0.20</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row5_col11\" class=\"data row5 col11\" >-0.01</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col0\" class=\"data row6 col0\" >0.63</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col1\" class=\"data row6 col1\" >0.99</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col2\" class=\"data row6 col2\" >1.08</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col3\" class=\"data row6 col3\" >0.50</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col4\" class=\"data row6 col4\" >0.79</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col5\" class=\"data row6 col5\" >0.84</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col6\" class=\"data row6 col6\" >-0.37</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col7\" class=\"data row6 col7\" >0.61</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col8\" class=\"data row6 col8\" >0.52</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col9\" class=\"data row6 col9\" >-0.15</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col10\" class=\"data row6 col10\" >-0.20</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row6_col11\" class=\"data row6 col11\" >0.72</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row6\" class=\"row_heading level0 row6\" >75%</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col0\" class=\"data row6 col0\" >0.63</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col1\" class=\"data row6 col1\" >0.99</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col2\" class=\"data row6 col2\" >1.08</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col3\" class=\"data row6 col3\" >0.50</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col4\" class=\"data row6 col4\" >0.79</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col5\" class=\"data row6 col5\" >0.84</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col6\" class=\"data row6 col6\" >-0.37</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col7\" class=\"data row6 col7\" >0.61</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col8\" class=\"data row6 col8\" >0.52</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col9\" class=\"data row6 col9\" >-0.15</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col10\" class=\"data row6 col10\" >-0.20</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row6_col11\" class=\"data row6 col11\" >0.72</td>\n",
" </tr>\n",
" <tr>\n",
- " <th id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col0\" class=\"data row7 col0\" >7.16</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col1\" class=\"data row7 col1\" >1.36</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col2\" class=\"data row7 col2\" >1.34</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col3\" class=\"data row7 col3\" >6.28</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col4\" class=\"data row7 col4\" >2.40</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col5\" class=\"data row7 col5\" >1.62</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col6\" class=\"data row7 col6\" >4.46</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col7\" class=\"data row7 col7\" >3.10</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col8\" class=\"data row7 col8\" >6.29</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col9\" class=\"data row7 col9\" >30.36</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col10\" class=\"data row7 col10\" >31.27</td>\n",
- " <td id=\"T_567f8ed0_f377_11ea_820e_0cc47af5c729row7_col11\" class=\"data row7 col11\" >3.02</td>\n",
+ " <th id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22level0_row7\" class=\"row_heading level0 row7\" >max</th>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col0\" class=\"data row7 col0\" >7.16</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col1\" class=\"data row7 col1\" >1.36</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col2\" class=\"data row7 col2\" >1.34</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col3\" class=\"data row7 col3\" >6.28</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col4\" class=\"data row7 col4\" >2.40</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col5\" class=\"data row7 col5\" >1.62</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col6\" class=\"data row7 col6\" >4.46</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col7\" class=\"data row7 col7\" >3.10</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col8\" class=\"data row7 col8\" >6.29</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col9\" class=\"data row7 col9\" >30.36</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col10\" class=\"data row7 col10\" >31.27</td>\n",
+ " <td id=\"T_0b3f8a90_41e4_11eb_8992_174cdf497e22row7_col11\" class=\"data row7 col11\" >3.02</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x1517638e7e50>"
+ "<pandas.io.formats.style.Styler at 0x7f3858235d50>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/markdown": [
+ "<br>**Shapes :**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
]
},
"metadata": {},
@@ -608,28 +634,29 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Dataset : (29165, 14)\n",
+ "Dataset : (29165, 14)\n",
"Train dataset : (25000, 12)\n",
"Test dataset : (4165, 12)\n"
]
}
],
"source": [
+ "dataset_dir = './data'\n",
"dataset_filename = 'synop-LYS.csv'\n",
"schema_filename = 'synop.json'\n",
"train_len = 25000\n",
"features = ['tend', 'cod_tend', 'dd', 'ff', 'td', 'u', 'ww', 'pres', 'rafper', 'rr1', 'rr3', 'tc']\n",
"features_len = len(features)\n",
"\n",
- "# ---- Read dataset\n",
+ "# ---- Read dataset from ./data\n",
"\n",
- "df = pd.read_csv(f'{datasets_dir}/SYNOP/{dataset_filename}', header=0, sep=';')\n",
+ "df = pd.read_csv(f'{dataset_dir}/{dataset_filename}', header=0, sep=';')\n",
"\n",
"# ---- Train / Test\n",
"\n",
"dataset_train = df.loc[ :train_len-1, features ]\n",
"dataset_test = df.loc[train_len:, features ]\n",
- "ooo.subtitle('Train dataset example :')\n",
+ "pwk.subtitle('Train dataset example :')\n",
"display(dataset_train.head(15))\n",
"\n",
"# ---- Normalize, and convert to numpy array\n",
@@ -639,14 +666,14 @@
"dataset_train = (dataset_train - mean) / std\n",
"dataset_test = (dataset_test - mean) / std\n",
"\n",
- "ooo.subtitle('After normalization :')\n",
+ "pwk.subtitle('After normalization :')\n",
"display(dataset_train.describe().style.format(\"{0:.2f}\"))\n",
"\n",
"dataset_train = dataset_train.to_numpy()\n",
"dataset_test = dataset_test.to_numpy()\n",
"\n",
- "\n",
- "print('Dataset : ',df.shape)\n",
+ "pwk.subtitle('Shapes :')\n",
+ "print('Dataset : ',df.shape)\n",
"print('Train dataset : ',dataset_train.shape)\n",
"print('Test dataset : ',dataset_test.shape)\n"
]
@@ -660,9 +687,21 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 39,
"metadata": {},
"outputs": [
+ {
+ "data": {
+ "text/markdown": [
+ "<br>**About the splitting of our dataset :**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
@@ -671,6 +710,59 @@
"batch x shape : (32, 16, 12)\n",
"batch y shape : (32, 12)\n"
]
+ },
+ {
+ "data": {
+ "text/markdown": [
+ "<br>**What a batch looks like (x) :**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[-1.089 0.623 -1.753 -1.371 -0.22 0.952 2.56 -3.502 -0.56 -0.154 -0.199 -0.64 ]\n",
+ " [-1.361 0.623 -1.237 -0.964 -0.237 1.229 2.611 -3.702 -0.954 0.167 0.221 -0.75 ]\n",
+ " [ 0.089 -0.482 0.654 -0.517 -0.203 1.34 2.457 -3.688 -0.954 -0.154 0.081 -0.775]\n",
+ " [ 2.082 -0.482 0.912 -0.314 -0.153 1.396 2.046 -3.382 -0.14 -0.154 1.899 -0.75 ]\n",
+ " [ 2.535 -1.218 1.084 0.5 -0.321 1.285 0.557 -3.009 0.648 0.488 0.36 -0.836]\n",
+ " [ 4.347 -0.482 1.256 0.704 -0.522 1.118 2.56 -2.37 0.516 0.167 0.081 -0.921]\n",
+ " [ 4.801 -0.85 1.256 -0.11 -1.01 0.675 0.557 -1.664 0.254 -0.154 -0.199 -1.129]\n",
+ " [ 4.076 -0.85 1.17 1.151 -1.329 0.564 -0.418 -1.065 0.805 -0.154 -0.199 -1.324]\n",
+ " [ 2.535 -1.218 0.998 1.151 -1.665 0.176 -0.418 -0.692 1.068 -0.154 -0.199 -1.422]\n",
+ " [ 1.992 -1.218 0.74 -0.314 -1.749 0.065 -0.418 -0.399 -0.298 -0.154 -0.199 -1.434]\n",
+ " [ 0.904 -1.218 1.256 -0.11 -1.615 0.453 -0.418 -0.266 -0.56 -0.154 -0.199 -1.495]\n",
+ " [ 2.717 -0.482 1.256 0.704 -1.934 -0.046 -0.418 0.134 0.122 -0.154 -0.199 -1.593]\n",
+ " [ 1.176 -1.218 -1.667 0.5 -2.119 -0.601 -0.418 0.307 0.385 -0.154 -0.199 -1.41 ]\n",
+ " [ 1.357 -0.482 -1.667 0.948 -2.119 -0.656 -0.418 0.507 0.648 -0.154 -0.199 -1.373]\n",
+ " [ 1.267 -1.218 -1.323 -0.314 -2.001 -0.046 -0.418 0.693 -0.14 -0.154 -0.199 -1.654]\n",
+ " [-0.183 0.255 0.654 -0.964 -2.052 0.453 -0.418 0.666 -1.243 -0.154 -0.199 -1.861]]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/markdown": [
+ "<br>**What a batch looks like (y) :**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[ 0.18 -1.218 0.568 -0.761 -2.052 0.675 -0.418 0.693 -1.243 -0.154 -0.199 -1.935]\n"
+ ]
}
],
"source": [
@@ -683,14 +775,18 @@
"\n",
"# ---- About\n",
"\n",
+ "pwk.subtitle('About the splitting of our dataset :')\n",
+ "\n",
"x,y=train_generator[0]\n",
"print(f'Nombre de train batchs disponibles : ', len(train_generator))\n",
"print('batch x shape : ',x.shape)\n",
"print('batch y shape : ',y.shape)\n",
"\n",
- "# x,y=train_generator[0]\n",
- "# np_print(x[0])\n",
- "# np_print(y[0])"
+ "x,y=train_generator[0]\n",
+ "pwk.subtitle('What a batch looks like (x) :')\n",
+ "np_print2(x[0] )\n",
+ "pwk.subtitle('What a batch looks like (y) :')\n",
+ "np_print2(y[0])"
]
},
{
@@ -702,14 +798,13 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n",
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
@@ -753,12 +848,12 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
- "os.makedirs('./run/models', mode=0o750, exist_ok=True)\n",
- "save_dir = \"./run/models/best_model.h5\"\n",
+ "pwk.mkdir('./run/models')\n",
+ "save_dir = './run/models/best_model.h5'\n",
"bestmodel_callback = tf.keras.callbacks.ModelCheckpoint(filepath=save_dir, verbose=0, save_best_only=True)"
]
},
@@ -771,7 +866,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -784,43 +879,42 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "### 4.3 - Fit"
+ "### 4.3 - Fit\n",
+ "6' with a CPU (laptop) \n",
+ "2' with a GPU"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "WARNING:tensorflow:From <timed exec>:5: Model.fit_generator (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
- "Instructions for updating:\n",
- "Please use Model.fit, which supports generators.\n",
"Epoch 1/10\n",
- "781/781 [==============================] - 14s 17ms/step - loss: 0.6023 - mae: 0.5071 - val_loss: 0.4669 - val_mae: 0.4289\n",
+ "781/781 [==============================] - 39s 49ms/step - loss: 0.5982 - mae: 0.5025 - val_loss: 0.4670 - val_mae: 0.4259\n",
"Epoch 2/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.5045 - mae: 0.4379 - val_loss: 0.4392 - val_mae: 0.4006\n",
+ "781/781 [==============================] - 38s 49ms/step - loss: 0.5033 - mae: 0.4368 - val_loss: 0.4431 - val_mae: 0.4058\n",
"Epoch 3/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4809 - mae: 0.4192 - val_loss: 0.4367 - val_mae: 0.4023\n",
+ "781/781 [==============================] - 38s 48ms/step - loss: 0.4817 - mae: 0.4189 - val_loss: 0.4261 - val_mae: 0.3870\n",
"Epoch 4/10\n",
- "781/781 [==============================] - 13s 16ms/step - loss: 0.4703 - mae: 0.4090 - val_loss: 0.4305 - val_mae: 0.4091\n",
+ "781/781 [==============================] - 38s 48ms/step - loss: 0.4699 - mae: 0.4088 - val_loss: 0.4176 - val_mae: 0.3818\n",
"Epoch 5/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4574 - mae: 0.4019 - val_loss: 0.4155 - val_mae: 0.3849\n",
+ "781/781 [==============================] - 38s 49ms/step - loss: 0.4604 - mae: 0.4013 - val_loss: 0.4106 - val_mae: 0.3738\n",
"Epoch 6/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4503 - mae: 0.3954 - val_loss: 0.4062 - val_mae: 0.3730\n",
+ "781/781 [==============================] - 38s 49ms/step - loss: 0.4512 - mae: 0.3962 - val_loss: 0.4073 - val_mae: 0.3690\n",
"Epoch 7/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4440 - mae: 0.3916 - val_loss: 0.4108 - val_mae: 0.3709\n",
+ "781/781 [==============================] - 38s 49ms/step - loss: 0.4454 - mae: 0.3923 - val_loss: 0.4077 - val_mae: 0.3703\n",
"Epoch 8/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4390 - mae: 0.3882 - val_loss: 0.4200 - val_mae: 0.3758\n",
+ "781/781 [==============================] - 38s 48ms/step - loss: 0.4395 - mae: 0.3899 - val_loss: 0.4099 - val_mae: 0.3703\n",
"Epoch 9/10\n",
- "781/781 [==============================] - 13s 17ms/step - loss: 0.4343 - mae: 0.3866 - val_loss: 0.4074 - val_mae: 0.3673\n",
+ "781/781 [==============================] - 38s 48ms/step - loss: 0.4350 - mae: 0.3865 - val_loss: 0.4125 - val_mae: 0.3709\n",
"Epoch 10/10\n",
- "781/781 [==============================] - 14s 18ms/step - loss: 0.4282 - mae: 0.3838 - val_loss: 0.4044 - val_mae: 0.3660\n",
- "CPU times: user 4min 41s, sys: 21.2 s, total: 5min 2s\n",
- "Wall time: 2min 15s\n"
+ "781/781 [==============================] - 37s 48ms/step - loss: 0.4314 - mae: 0.3854 - val_loss: 0.4090 - val_mae: 0.3749\n",
+ "CPU times: user 8min 37s, sys: 1min 38s, total: 10min 15s\n",
+ "Wall time: 6min 19s\n"
]
}
],
@@ -836,12 +930,24 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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hw4czaNCgevcnFArx4x//mGHDhpGWlsbTTz9NZmYmzz//PM888wzp6en06tWLO++8kzlz5nDLLbeQkpJCeno6v//97+t9PxERaVmspqFxaRyhUMgBhMPh/cqXLFnC4MGDG+UeW3aWsWWnNyWSnZVOXpcOjdJusmjMf1YiItIsanwqQYtLW4FsHRonIiIthKZaWoHIoXH7yiurDo2LPsG2sSxcuLDqiZWIzMxMPvnkk0a/l4iItE4KHq1A5NC4yNktJXv2NUnwGDZsGPPnz2/0dkVEpO3QVEuAGnN9TYfM6qCxq6y8UdsOUmv5OURExKPgEZCsrCy2bNnSaL9Ym/vQuObgnGPLli1kZWUF3RUREWkkmmoJSJ8+fVi3bh2bN29utDa3l+6lbK8XOLZvTNtv0WlLlZWVRZ8+fYLuhoiINBIFj4Ckp6dz6KGHNmqbs5as575p8wA4tEcOj107ulHbFxEROViaamlFjj+8O+mp3r/SlZt2smFracA9EhER2Z+CRyvSLiONYw/tWvX+o2X1O+BNRESkqSl4tDKjBvaq+n62goeIiCQZBY9W5sQje1R9v3B1MTt27w2wNyIiIvtT8GhluuZkMSi/EwCVzjFn+aaAeyQiIlJNwaMVOmlAz6rvP9Z0i4iIJBEFj1ZoVFTw+Ozrzewtb/mbiYmISOug4NEK9eueTe/O7QHYvbeCL1ZtCbhHIiIiHgWPVsjMGDVQ0y0iIpJ8Ag8eZpZiZjeb2VdmVmZma83sQTPrkODnp5uZq+FrRD3qOjN7p6FtJ5vo6ZbZyzZSqcPWREQkCSTDlukPATcCrwAPAoP998ea2TjnXGUCbRQBN8cpXxHz/lfAk3HqXQKcB7x+EG0nlSGHdCanXTo7d+9jy849LF+/nYF5nYLuloiItHGBBg8zGwLcAEx1zl0UVb4SeAS4FHgugaZ2OeeeqauSc+6deOVm9t/AHiBeGwm1nWxSU1I48cgevLugAIDZSzcqeIiISOCCnmq5DDDg4ZjyJ4BS4IpEG/KnbDqamdWnA2Z2GjAQeMU5V9yYbQdtlB6rFRGRJBN08BgJVAKfRhc658qA+f71ROQDJcB2oMTMpprZoAQ/+yP/Nd4UzMG2HSgdGiciIskm6OCRBxQ55/bEuVYAdDOzjDraWAncD1wNXAyEgbOBT8xsWG0fNLOO/mdWAu81ctsTzeyzOvrepHRonIiIJJugg0d7vLUV8ZRF1amRc+5q59ztzrnnnXMvOeduAc4EsoHJddz/Mr/9Pzl34GMfB9O2c+5x51zgT77o0DgREUkmQQePUiCzhmtZUXXqxTk3E5gBjDGzdrVU/RFQATzVBG0nBR0aJyIiySTo4FGIN50SL3zk403DNPQ35SogFegc76I/VTISeNs5V9CYbScTHRonIiLJJOjgMcfvwwnRhWaWBQwHDmaNxJFAORD3SRVggv9a06LSg2k7qejQOBERSRZBB4/nAQdMiim/Bm/txbORAjPrbWaDzKx9VFmumaXGNmpm5wKnAO/4T8jEXs8ELgc2Am/E61hD205GOjRORESSRaAbiDnnFprZFOB6M5sKTKN659IP2H/zsPuAq4AxwHS/bAww2cxex9tJtBxv9OQKvB1HYwNNxIVAV+B+51x5DXUa2nbSiRwat35radWhcSOP6FH3B0VERBpZMmyZPglvzcRE4Fy8X+qPAncmsF36UmAu3nbnPYF0YB3wGHBvLWs3Int3/LEJ2k46kUPjps5eCXjTLQoeIiISBIvzFKk0olAo5ADC4XCg/Viwegu3/GU2AF1zMnnmpm+Q0rI2YhURkZajxl8wQa/xkGYSOTQOqDo0TkREpLkpeLQRkUPjImYv1dMtIiLS/BQ82hAdGiciIkFT8GhDdGiciIgETcGjDdGhcSIiEjQFjzZGh8aJiEiQFDzaGB0aJyIiQVLwaGO65mQxME+HxomISDAUPNqgUQP1dIuIiARDwaMN0qFxIiISFAWPNihyaBxQdWiciIhIc1DwaIPMTJuJiYhIIBQ82qjodR6zl22kUocFiohIM1DwaKNiD437tw6NExGRZqDg0UbFHhr3sQ6NExGRZqDg0YadpHUeIiLSzBQ82rAROjRORESamYJHGxZ7aJxGPUREpKkpeLRx0YfGKXiIiEhTU/Bo43RonIiINCcFjzZOh8aJiEhzUvAQHRonIiLNRsFDdGiciIg0m8CDh5mlmNnNZvaVmZWZ2Voze9DMOiT4+elm5mr4GhFT94xa6r5RQ/vnmNlHZrbLzIrN7EUzO7QxfvZkoUPjRESkuaQF3QHgIeBG4BXgQWCw//5YMxvnnKtMoI0i4OY45StqqP84MDOmbF1sJTP7LvAS8AVwC5ALTAI+NLMRzrnCBPqW9CKHxk39ZCXgTbeMPKJHHZ8SERGpv0CDh5kNAW4ApjrnLooqXwk8AlwKPJdAU7ucc8/U49Yf11XfzNKBR4G1wGnOuRK//C1gLnA3MLEe90xqowZWB4/ZyzZy/dlDSTELuFciItLaBD3VchlgwMMx5U8ApcAViTbkT9l0NEvst6WZdTCzrFqqnA7kAU9GQgeAc24+MB24xA8nrYIOjRMRkeYQdPAYCVQCn0YXOufKgPn+9UTkAyXAdqDEzKaa2aBa6v/Wr7/bzJaZ2U1xAkvk3h/H+fxsoCMwIMH+JT0dGiciIs0h6OCRBxQ55/bEuVYAdDOzjDraWAncD1wNXAyEgbOBT8xsWEzdfcDfgZ8C5wM/Brbhjbj8KU7fIv2I1zfwAk+roUPjRESkqQUdPNoD8UIHQFlUnRo55652zt3unHveOfeSc+4W4EwgG5gcU/dD59wFzrk/OOded879ATgJ+Acw3sxOjekbNfSvzr6Z2UQz+6y2vicbHRonIiJNLejgUQpk1nAtK6pOvTjnZgIzgDFm1q6OupXAff7bc2L6Rg39q7NvzrnHnXMjarqejHRonIiINLWgg0ch3nRKvF/u+XjTMA09PGQVkAp0TrAuQLeYvkX6Ea9vEH8apkXToXEiItKUgg4ec/w+nBBd6D9tMhw4mKmKI4FyoDjBugDRv2nn+K+j4tQ/CdgBLGtw75KUDo0TEZGmFHTweB5weJtyRbsGb/3Es5ECM+ttZoPMrH1UWa6ZpcY2ambnAqcA7/hPyETKu8apm4m3JwfA61GXPgDWAxPMLDuq/jHAGcCLzrl9if2YLYcOjRMRkaYU6AZizrmFZjYFuN7MpgLTqN659AP23zzsPuAqYAzePhr43082s9fxdiktxxs9uQJvN9PYQPO2mRXibQBWiPfkyhV4Ix6POueqHut1zu0zs5vwwtFMM3sC7xHam4HNwF2N8c8gGY0a2JOlhdsA+HjZJr5xdJ+AeyQiIq1FMmyZPglvjcVE4Fy8wPAocGcC26UvxQsR5wE9gXS8rc8fA+51zsWuwXgJuBBvt9ROwC7gc+Au59xfYxt3zr1oZruB/wb+F+8Jl38Bt8Zpu9UYNaAnT7+/FIDPvt7E3vIKMtIOGFgSERGpN3POBd2HVi0UCjmAcDgcdFcS5pzj6inTWe8/TnvPZSN1douIiNRHjbuIB73GQ5JQ5NC4CD3dIiIijUXBQ+IaNbA6eMxetpFKjYyJiEgjUPCQuHRonIiINAUFD4lLh8aJiEhTUPCQGunQOBERaWwKHlIjHRonIiKNTcFDaqRD40REpLEpeEitdGiciIg0JgUPqZUOjRMRkcak4CG10qFxIiLSmBQ8pE7Rm4l9vEzBQ0REGk7BQ+oUvX165NA4ERGRhlDwkDr1655N787tAdi9t4IvVm0JuEciItJSKXhInXRonIiINBYFD0lI7KFxTofGiYhIAyh4SEJiD41brkPjRESkARQ8JCGpKSmccIQOjRMRkYOj4CEJ2/+xWgUPERGpPwUPSZgOjRMRkYOl4CEJ06FxIiJysBQ8pF5O0mO1IiJyEBQ8pF6ig4cOjRMRkfpS8JB60aFxIiJyMBQ8pN50aJyIiDRU4MHDzFLM7GYz+8rMysxsrZk9aGYdEvz8dDNzNXyNiKl7uplNMbOFZrbTzDab2YdmdpmZ2cG03Zbo0DgREWmotKA7ADwE3Ai8AjwIDPbfH2tm45xzlQm0UQTcHKd8Rcz73wB9/HstBDoAlwDPAWOBaw6i7TYjcmjc+q2lVYfGjYzaXExERKQmgQYPMxsC3ABMdc5dFFW+EngEuBQvFNRll3PumQTq3QrMcs5V/S+6mf0WeB+YYGa/dc4tamDbbUbk0Lipn6wEvKdbFDxERCQRQU+1XAYY8HBM+RNAKXBFog35UzYd402ZRDjnPogOHX5ZJfCS/3ZoQ9tua3RonIiINETQwWMkUAl8Gl3onCsD5vvXE5EPlADbgRIzm2pmg+rRjz7+a7yNKQ627VZJh8aJiEhDBB088oAi59yeONcKgG5mllFHGyuB+4GrgYuBMHA28ImZDaurA2aWB1yLt2ZjVmO1bWYTzeyzuu7fUunQOBERaYigg0d7IF7oACiLqlMj59zVzrnbnXPPO+decs7dApwJZAOTa/usmbXHW2jaARjvnNvXWG075x53zrXqJ190aJyIiNRX0MGjFMis4VpWVJ16cc7NBGYAY8ysXbw6ZpYFvAqMAK72P9MobbcVOjRORETqK+jgUYg3nRIvfOTjTcM0dE/uVUAq0Dn2QlToGAdc04CnVmpsuy3RoXEiIlJfQQePOX4fTogu9IPBcOBg1kgcCZQDxTFtZ+JNr5wJTHTO/amx2m6LdGiciIjUR9DB43nAAZNiyq/BW9vxbKTAzHqb2SB/XUakLNfMUmMbNbNzgVOAd/wnZCLlmXgjHWcBP3bOPVlTx+rbdlulQ+NERKQ+At1AzDm30MymANeb2VRgGtU7l37A/puH3QdcBYwBpvtlY4DJZvY63lMp5XijJ1fg7TgaG2ieBb4FvAuUmlnsPiELnHMLGth2mxQ5NG5p4TYqneOzf29m7LD8oLslIiJJKhm2TJ+Et2ZiInAu3i/1R4E7E9gufSkwFzgP6AmkA+uAx4B7nXMFMfUjT5mM879i/QKIBI/6tt1mjRrYk6WF2wD4aOlGBQ8REalR4MHD30n0Qf+rtnrjgfExZUvw9tdI9F7961G3Xm23ZaMG9OTp95cC1YfGZaQdMEslIiIS+BoPaQUih8YBVYfGiYiIxKPgIQctcmhchJ5uERGRmih4SKPQoXEiIpIIBQ9pFDo0TkREEqHgIY1Ch8aJiEgiFDyk0ejQOBERqYuChzQaHRonIiJ1UfCQRtMuI43hOjRORERqoeAhjUqP1YqISG0abefSUCg0CDgbKAX+Fg6H9VhDG3TSgJ48Mm0RUH1oXMd2GQH3SkREkkW9RzxCodCdoVBofSgU6hJVNg74HPhfIAzMC4VCXWtqQ1qvyKFxQNWhcSIiIhENmWo5G/gqHA4XR5Xdh3e8/V3A74FDgZsOvnvSEkU/3fKRHqsVEZEoDQke/YElkTehUCgfOB4Ih8Phe8Lh8PXAe8CFjdJDaXGi13lEDo0TERGBhgWPzkD0aMcpeKMdb0SVzQX6HkS/pAXToXEiIlKThgSPzUB+1PsxwD7gk6iyjAa2La1A7KFxs/V0i4iI+BoSDuYD54dCoaGhUOgI4BJgVjgc3h1Vpz+wvhH6Jy3U/ofGbdKhcSIiAjQseNwP5AJfAEv97x+MXAyFQlnAGcBnjdA/aaGiD40r2lmmQ+NERARoQPAIh8MzgfOAV4FXgO+Fw+G3oqqcDKzyr0kbpUPjREQkHtMQeNMKhUIOIBwOB92VZjdzyXrueWkeAIf2yOGxa0cH3CMREWkmVtOFRl0AGgqFOodCoQ6N2aa0XDo0TkREYjVk59JvhEKh+0OhUOeosh6hUOgDoAgoDoVCkxuzk9Iy6dA4ERGJ1ZARjxuA74bD4a1RZf8LnAb8G9gC3BQKhb7fCP2TFi76sdoXP/6arwq21lJbRERau4YEj2OAWZE3oVCoHfA94J1wODwQGAisBX7cKD2UFu3kgb3ISk8FYMvOPfzXn2fz5tzVerxWRKSNakjw6AEURr0/EcgCngYIh8M78XYxHZhIY2aWYmY3m9lXZlZmZmvN7EEzS2itiJlNNzNXw9eIOPVzzexRMyvw77fYzK4zs7gLYTFPON4AACAASURBVMzsHDP7yMx2mVmxmb1oZocm0jeBztmZ3HHx8WRneQch76uo5JFpi3jw9QXs2aet1EVE2pqGBI89QLuo96fhbZk+I6psB9CFxDwETAa+xJvGeRG4EXjdzBLtXxFwZZyvFdGVzCwDeAdvNOZ5/35L8U7UvSu2UTP7Ll6IagfcAjwAjAY+NLO8BPvW5o04vDuP/uhUDuvZsarsnS/W8ZOnP2LDNi04FRFpS9Ia8JmVwNio9xcBy8PhcEFU2SF4YaBWZjYE75f/VOfcRVHlK4FHgEuB5xLo0y7n3DMJ1JsAjARudM496pc9YWYvA7eZ2VPOudV+H9KBR/GmjU5zzpX45W/hnUVzNzAxgXsKkNelAw9dfTKPvLmQfy30/qj8e8MOrn9yFj/7zrGMOLx7wD0UEZHm0JARjz8Dw0Kh0CehUGgmMIwDw8FxeCMJdbkM71nfh2PKnwBKgSsS7ZQ/ZdOxpikT3w/8dp+IKX8YSMfb/j3idCAPeDISOgCcc/OB6cAlfjiRBGWlp3LLBcdw/dlDSEvx/jXt3L2P/37uU56buZxKrfsQEWn1GhI8fg/8DRiBdzLtG8BvIhdDodAJwGC8X851GQlUAp9GFzrnyvDOhBmZYJ/ygRJgO1BiZlPNbFB0BX/a5jjgc7/9aJ/6/Yi+X+T7j+PcbzbQERiQYP/EZ2Z8e0R/HrhqFF1zMgFvnu7P05fxi+c/o6RsX7AdFBGRJtWQLdP3hcPhHwCdgdxwOHxBOBzeE1VlBXAs3jRFXfKAIufcnjjXCoBu/rqM2qzEOz/mauBivPUaZwOfmNmwqHqd8dZqFMQ24N9/C/ufuhtZw3FA/aiy/DjXJAFH9enMlAmncXS/6qVAs5dv4oY/zmLlxh0B9kxERJpSQ9Z4ABAOh+P+dgiHw0UksL7D1x5vsWo8ZVF19tbUgHPu6piil8zs73gjLpOBb0a1Qx33ax/1vrb6ZTF1DmBmE4GJ1113XU1V2rzO2Zncd/mJ/PG9r5g6eyUAhcWl3PSnD5l03tGMHaZcJyLS2jQ4eIRCofbAd/FGNzrhTXPMA14Jh8O7EmymFO/x3HiyourUi3NuppnNAMaYWTvn3O6odjJruV/0vWqrX2ffnHOPA49HzmqR+NJSU7j2m0cxKK8Tk19fQNm+CvaUV/KbV+eztHAb14wbTFpqo+7sLyIiAWrQ3+ihUOgcYDXeQtOb8aY5JvnvV4VCofMSbKoQbzol3i/3fLxpmBpHO+qwCkjFm2IB2ArsJs70iH//ruw/rRLZqyTe/3ZHyuJNw0gDnD4kj9/+8BT6dKnevuXVT1fx0/+bzZadsUtyRESkpWrIWS3HAVPxRjmeBX6It6bih/77TsBLoVDo+ASam+P34YToQjPLAoYDn9W3f1GOBMqBYgDnXCXeiMyxcYLOCX4/ou83x38dFaftk/D2Kll2EP2TGP175PDIj07h5IHV26wvXruV65+cxcI1xQH2TEREGktDplpux3sQ4bRwODw75trToVBoCt76itvw9viozfN+vUnAzKjya/DWTzwbKTCz3kAusMY5V+qX5QIlzrn9tsA0s3Pxnrh5K+YJlr/65RPZf/HrJLyQ8kJU2QfAemCCmT0UtY/HMcAZwFPOOT2C0cg6ZKVz58XH88JHK3j6/a+odFBcsodb/28214wbzIUn9Kf2J6ZFRCSZNWSq5TTgxTihA4BwOPwJ8JJfr1bOuYXAFOC7/iOwE8zsQbxFoR+w//4g9wFL2H90ZAyw3Mx+a2Y3mdl/mtmfgb/jLXCdFHPLJ/A2/5rsb8s+wcym4q1V+bVzbmVU3/YBN+FthjbTzEJm9jPgn8Bm4ux0Ko3DzLjklMP51Q9OJLe991BTRaXjsX9+yW9enU/Z3vKAeygiIg3VkBGPXLzdPGuzBm+fi0RMwluPMRE4Fy8wPArc6U+P1GYpXpA4D+iJtwnYOuAx4F7n3H5rMJxze81sHHAP3uZlXYGv8XZPnRLbuHPuRTPbDfw33gm8e4B/AbfGti2N77jDuvG7Cafyyxfnsmz9dgDeX1TIyo07ufPi48nvmtBxPiIikkQaEjwKiVmTEccIvGmKOvnTJA/6X7XVGw+Mjylbgrd3R8Kcc9uA6/2vROq/gbdJmgSgR247Hhw/ivDbi3nrcy/vrtq8k+v/OItbLxzOSQN61tGCiIgkk4ZMtUwDxoZCoZ+FQqHU6AuhUCglFAr9P2CcX0/koGWkpTLpvKO5+bxhpPuP1pbuKeeu5z/jz+8vpaJSTyyLiLQUDRnx+CVwIfAr4Fr/vJb1QC/gVKA/sAFvOkOk0Xzr2L4c1rMjv3xpHpu27wbguVn/ZmnhNn72nWPp2L6uTW5FRCRoDdkyfQPekyHvAv3wDnK7Be8Y+kP98lPD4XBCUy0i9TEgrxO/m3Aqxx3Wraps7ooirn9yFsv9dSAiIpK8zB3EiaChUCgfb+fSXLydSz8Ph8NadBklsnNpOBwOuiutSkWl4y/Tl/K3D7+uKktPTeGGc4Zy1vBDAuyZiIjgnTwf/8LBBA+pm4JH0/po6QYeeO0LSvdUP2J7znF9ue6so8hIS63lkyIi0oRqDB51rvEIhUJ/auBNXTgc/lEDPyuSkJMH9uLRH2XzPy/OZfXmEgCmzVvDvzds547vHU+P3HYB91BERKIlsrh0fAPbdoCChzS5Pl2zeeSHp/DQGwuZvtg7YmdZ4Xauf3IWt333WIYf2q2OFkREpLkkEjwObfJeiBykrIw0fvad4QzM78QT7yyh0jm2l+7l589+wtVjB3HxqMO01bqISBLQGo8mpjUezW/hmmJ+9dI8tu7aU1V2yqBe/L/zj6ZDZnqAPRMRaTNq/D+9hmwgJpLUhvXtwpRrTmXIIZ2ryj78agM3/vFD1mzeGWDPREREwUNapa45WfzmypO4YGT/qrJ1W3Zx458+ZMaX2mJGRCQoCh7SaqWnphD61hB+esExZKZ5f9R3763gVy/P44l3l1BRWdcZhCIi0tgUPKTV+8bRfXj4h6fQu3P7qrKXPl7Bz575hK0le2r5pIiINDYFD2kTDuvZkd9NOJUTj+xRVbZgdTHXPzmLJeu2BtgzEZG2RcFD2ozsrHTuvmQE/3H6gKrl1kU7y/ivP3/M65+tRk94iYg0PQUPaVNSzLh89JH88rKRZGd5j9aWVzp+99YiHvz7Avbsqwi4hyIirZuCh7RJI4/owZQJp3JEr45VZe8sWMfNT33Ehq2lAfZMRKR1U/CQNqtX5/ZMHn8y3zymT1XZ1xt38J9PzmLOvzcF2DMRkdZLwUPatMz0VP7ft4/mhnOGkpbirfwoKdvHHX+dwzMzllOpdR8iIo1KwUPaPDPjvOP78eD4UXTLyQK8Ew7/74Nl/Cg8nb9MX8a6LSXBdlJEpJXQWS1NTGe1tCzbdu3h3qmf88WqLQdcG9A7lzHD8jljSG+6ZGcF0DsRkRajxrNaFDyamIJHy1NRWckzM5bz6ierKN1bfsD1FIPhh3Zj7NB8Th7UUwfPiYgcSMEjKAoeLdeefRV8unwT7y0q4NPlmyivPPC/lYy0FE48sidjh+Ux8ogepKdq9lJEhFqCR1pz9kKkJclMT+W0o3pz2lG92bl7HzOXrOf9RQUsWF1cVWdveSUzl6xn5pL1ZGelM/qo3owdmseQvl1IsRr/uxMRabMCH/EwsxTgJuBaoD+wGXgBuNM5t6sB7b0AXAwsds4Njbk2HTi9lo+/65z7ZoL1RzrnPqurPxrxaH02bd/N9MWFvL+okBUbd8St071jFmcMyWPssHwO69kxbh0RkVYsqUc8HgJuBF4BHgQG+++PNbNxzrmEjxA1s/OAi4DdNVT5FfBknPJLgPOA1+NcKwJujlO+ItF+SevSI7cd3z/5cL5/8uGs2rST9xYVMH1RIRu3V/+x27yjjBc/XsGLH6+gf/ccxg7LY8zQfHrktguw5yIiwQt0xMPMhgALgVeccxdFld8APAJc7px7LsG2soEvgVeB84GS2BGPWj77Fd5oS55zrjiqfDrQ3znXP5F24tGIR9tQ6Rxfrt3Ke4sKmPHlenbu3he33tC+XRg7NI/TBvemY/uMZu6liEizSdoRj8vwOvdwTPkTwK+BK4CEggfeaEYa8N94wSMhZnYaMBD4W3ToiKmTAmQDO13Qc1OSlFLMGNq3C0P7duG6s4Yw9+vNvLewgNnLNrKnvHrQbtGaYhatKSb89mJGHN6dMcPyOWlAT7LSUwPsvYhI8wk6eIwEKoFPowudc2VmNt+/XiczOwG4HrjMObfD6reo70f+a7wpGIB8oARoB5Sa2T+A25xzX9XnJtJ2pKemcNKAnpw0oCele8r5aOkG3ltUyOcrNhN5MKa80jF7+SZmL99Eu4xUThnUi7FD8xl+aFdSU/RkjIi0XkFPtSwEejjnesa5Flkkmumc21tLG2nAXKDQOXe2X7aKBKZazKwjsB7YCBweO5phZk8BhcACoAI4ES/g7AVOdc4trKXticDE66677njQVIvA1pI9fPBlIe8tLGRp4ba4dTp3yOT0Ib0ZOyyfAb1zqWeIFhFJFsm5j4eZfQ2kO+f6xrn2F+BKoLNzLv7f0l69nwN3AEOdcyv8slUkFjyuBR4D7nDO3ZNgn08DpgPvRT8BUxOt8ZB4Cop38f6iQt5fWMC64vgPb+V36cCYoXmMHZpPftcOzdxDEZGDkrRrPEqBHjVcy4qqE5eZHQHcCdwTCR319CO8kYynEv2Ac26mmc0AxphZO+dcTU/QiNQov0sHrhh9JJefdgTL12/nvUWFfLC4kOKSPVV1Cop38cyM5TwzYzkD8nIZOzSf07Vdu4i0cEEHj0LgKDPLdM7tibmWDxTVNs2C9/htMfCKH0Ii0oAMv2yXc2597AfNbBjeGpI3nXMF9ez3KuAMoDM1P7orUiczY0BeJwbkdeKacYP5YtUW3ltUwIdLNuy3Xfuywu0sK9zO4+98qe3aRaRFCzp4zAHOBE4AZkYKzSwLGA7MqOPz/YA8YHEN15cDb+Lt0RFrgv9a06LS2hwJlOOFHpFGkZpiHHdYN447rBs3nD2UT5Zv4r2FBcz5d/V27ZUO5q0oYt6KIjKmeYtYxw7NZ8QR3bVdu4i0CEEHj+eB24BJRAUP4BqgPfBspMDMegO5wBrnXGT65b+ATnHaDQNlwE/wFo/ux8wygcvxFpW+Ea9jZpaLt06kIqb8XOAU4C3nXFndP6JI/WWmpzL6qN6MPqo3O3bvZdaSDby3sICFa/bfrn3Gl+uZ8eV6ctqlc9pgbdcuIskvGbZMfxTvSZFXgGlU71z6ITA2snOpmT0NXAWMcc5Nr6PNVdSyuNTMLgH+BtzvnLu1hjoXApPxdjNdgTfCcQLe3iLFwCnOuWV1/XxaXCqNKbJd+3sLC1i5aWfcOn26dOD8kf0Yd0wfTcWISFCSdnEpeKMdq4CJwLl4W5Q/indWS8LbpddTZO+OP9ZSZyneY7rnAT2BdGAd3lMw9zZgXYjIQTtgu/aFBby/uJBNUdu1ryveRfgfX/LU+0v55jF9OH9Efw7plh1gr0VEqgU+4tHaacRDmlqlcyxeu5X3FhYwfXEhpXvKD6hz/OHduWBkP0Ye0UPTMCLSHJJ6xENEDkKKGcP6dmFY3y5M/OZg3l1QwN/nrGJNUUlVnblfb2bu15vp3bk954/ox5nDDyE7S9MwItL8NOLRxBp9xGNTIfz7Szh5XOO0J62Sc47PV27htTmr+GTZRmL/K89KT2Xc0fmcP7I//brnBNJHEWnVNOLRKmzbApNvg6IN3vdnfx80bC5xmFU/mrthaymvz13N25+voaTMm4Yp21fBG3PX8MbcNQw/tCsXjOzPiUf2JDVFf55EpGkpeLQkL//JCx0AU5+Cndvh4gmgQ8WkFr06t+eacYO5cvSRvLeokNc+XcWqzdVPxMxfuYX5K7fQs1M7vj2iH98a3pecdpqGEZGmoamWJtaoUy27d8HvfgFLF1SXnTwO/mMSpClDSmKccyxYXcxrn67k42Ubq07MjchMS2HssHwuGNmfQ3t2DKaTItLSJechcW1Bo6/x2LcXHv81fP5RddkxJ8K1t0FGZuPcQ9qMjdtKeWPuGt76fA07d+874PrR/bpwwcj+jBrYk1SNrIlI4hQ8gtIkj9NWVMD/PQKz/lFdduRQuOFuaK/9GqT+9uyrYPriQl79dBUrNu444HqP3Hacd3w/zj72EDq2zwighyLSwih4BKXJ9vFwDl5+Ct5+obrskMNg0j2Q26Vx7yVthnOORWu38tqnq/jwqw1Uxvz9kJGWwpiheVwwsj+H98oNqJci0gIoeASlyTcQ+8fL8OIT1e+794af3Ou9ihyEzTt288Znq3nr87VsLz3wkOghh3TmwhMO5eSBPUnTAXUisj8Fj6A0y86lH/4T/vwwVPo7zOd2hkm/8kZARA7S3vIKPli8ntfmrGL5+u0HXO+Wk8W5x/flnOP60qmD1hmJCKDgEZxm2zJ9/sfw2L1Q7i8QbNcBbvyFt/ZDpBE451hSsI3XPl3FzCXrqYh5HCY9NYUzhuRxwQn9ObK3pmFE2jgFj6A061ktyxbCo3fB7lLvfXoGXHc7HH1i099b2pQtO8t4c+4aps1bw9Zdew64PrhPJy4Y2Z9TB/cmXdMwIm2RgkdQmv2QuDVfw0O3w85t3vuUFLj6JzBKW6xL49tbXsHML9fz2pzVLC3cdsD1LtmZnHt8P8457hC6ZGcF0EMRCYiCR1ACOZ12YyE8dFv1LqcAl1wL3/xO8/VB2pyvCrbx9zmr+GBxIeUx0zBpKcboo3pzwQn9GZTfOaAeikgzUvAISiDBA7yzXB66HQpWVZedeylceJXOd5EmVVxSxrR5a3lz7mqKSw6chhmY14kLRvbjtKN6k5GWGkAPRaQZKHgEJbDgAbBrp7fm499fVpedfg5c/p+Qor/wpWntq6jkwyUbeG3OKr5ct/WA6506ZHDOcX057/h+dM3RNIxIK6PgEZRAgwfAnjJ47FewcE512fGnwoSfeotPRZrB8vXbee3TVUxfXMi+isr9rqWmGMP6dWHoIV0Y2rcLg/I70S5DZw+JtHAKHkEJPHgAlJfD05Nh9nvVZYOHw3/eCVntg+uXtDnbdu3hrc/X8sbc1RTtKItbJ8WMI3p1ZEjfLgw9pDNDDulC52ztDyLSwih4BCUpggd4m4u98Di8+2p1Wf8j4aZ7IEd7Lkjzqqis5KOvNvLqnFUsWlNcZ/38Lh0Yckhnhvb1RkbyurTHtFZJJJkpeAQlaYIHeOe7vPk3ePXP1WW9+sDN90LXHsH1S9q0Tdt3s3htMYvXbmXRmmJWbdpJXX8rdeqQwZBDvBGRoX27cHivjjo9VyS5KHgEJamCR8T0N+HZ33lBBKBzNy985PUNtl8iwM7d+1iybiuL1hazaE0xywq3H7AuJFZWeiqD+nTSOhGR5KHgEZSkDB4An82AJ+6HinLvfXZHuPGXcNjAYPslEmNveQXL129n0RovjHy5tpiSsvJaP6N1IiKBU/AIStIGD4Av58GU//GefAHIzILQnTDkuGD7JVKLSudYs7mkakRk8dqtbNq+u87PaZ2ISLNK3uBhZinATcC1QH9gM/ACcKdzblcD2nsBuBhY7JwbGnPtDOD9Gj76pnPuvDjtnQP8N3AMsAf4F/BT59zKRPqT1MEDYMVSeOQOKNnhvU9Ng2t+CiNGB9svkXqIrBOJBJH6rhMZ0rcLR2idiEhjSurg8VvgRuAV4C1gMHADMBMY55yrfXJ3/7bOA17DCwgragkej/vtR1vnnJseU/+7wEvAF8ATQC4wCagARjjnCuvqU9IHD4DCNd4W61uLvPdmcPn1cMa5wfZLpIEOdp3IkEO6MLiP1omIHITkDB5mNgRYCLzinLsoqvwG4BHgcufccwm2lQ18CbwKnA+U1BI8rnbOPV1He+nAKqAcGOKcK/HLhwNzgT865ybW1a8WETwAijfD5Ntgw9rqsgv/A869TFusS4t3sOtEhhzSmaFaJyJSH0kbPO4BbgdGO+dmRpVnAVuAD5xz5yTY1m/xplgGAQuoI3gALwIVzrm4uxiZ2TjgHbwpn1/GXPsXMALo5pzbV1u/WkzwANi5HX57B6xaVl32jQu8A+Y0BC2tSGOsExmc34k+3bJJUTAXiafG/zCCHkccCVQCn0YXOufKzGy+f71OZnYCcD1wmXNuRwILxn4LPOV/djkwBXjE7Z/CIvf+OM7nZwNjgQHA4kT62CLk5MJ//Rqm/BKWfO6V/es1b/3H1f8P0oL+4yLSOFLM6N8jh/49cjjv+H5AYutECop3UVC8i39+sQ6A9plpDOidy8C8TgzIy2Vgfie65WRp0apILYL+TZIHFDnnDjzCEgqAk80swzm3t6YGzCwNb/3FP51zL9Rxv33A34FpQKF//x8BDwPD8UZCovsW6Ue8vgHk05qCB3hbqN/4C3jyfpg7yyv75H0oLYEf3+49+SLSCvXIbUeP3HzGDM0HElsnUrqnnPmrtjB/1Zaqsi7ZmfsFkQG9O5HTLr1ZfxaRZBZ08GiPtxA0nrKoOjUGD+AW4EjgO3XdzDn3IXBBdJmZPYEXRMab2R+dc7Oi7ksN/SuLqXMAM5sITLzuuuvq6lbySc+Aa38Oz06BD6Z5ZQvneGtAbvwFdMgJtn8izSCnXTonHNmDE470dvWNXieyeG0xSwu3sW3XgX81FZfs4eNlG/l42caqsj5dOnghJM8bHTm8V0cy0nRCtLRNQQePUqCmvbqzourEZWZHAHcC9zjnVjSkA865SjO7DzgLOAeIBI/IfeOtJquzb865x4HHI2s8WpyUVLjiBm/65Y2/emVffwn33wI3/wo6dQ22fyLNLCMtlSH+Ey9wOM45Nu8oY2nBNpYWel/L129n996KAz67rngX64p38a+F3mBpaopxWM+OVUFkYF4nDumWTWqKpmik9Qs6eBQCR5lZZpzplny8aZjaRjseBIqBV/wQEpEGZPhlu5xz6+voxyr/tVtM3yL9WBKnbxB/Gqb1MIMLr4LsXPjbY15ZwSr49U/g5vugZ16tHxdpzczMn55px2lH9QagotKxtqikKogsK9zOio07qKjc//8/Kiody9dvZ/n67bw5dw0A7TJSObJ3dRAZmN+J7h21XkRan6CDxxzgTOAEovbV8J9qGQ7MqOPz/fDWYtS0zmI58CZwwMZgMY70XzdGlc3xX0cB78bUPwnYASyjLRh3oTe98vRkqKiAoo1++LgH+h5R9+dF2ojUlOpFq2cNPwTwpmi+3rCjKogsLdjGuuID90bcvbeCBauLWbC6+rTezh0yq0dF/Kmaju0ymu3nEWkKQT9OOwxvc66a9vG40jn3jF/WG28DrzXOuVK/bBzQKU7TYbx1GD8B1vtrOzCzrs65LdEVzSwTbzfSU4ATnXOf+uXpwGq8BanR+3gcA8wDnnLOTajrZ2xRj9PWZcGn8NivYK8/ONWuPVx/Nww8OtBuibQ0O3fvY9n66iCytHAbxSU1LXfbX+/O7auCyMC8XI7olUtmutaLSNJJzn08AMzsUbxHYV/BW+Q5GG8n0w+BsZGdS83saeAqYEzsDqNx2lxF/H085uBNocyl+qmWK/BGPB51zt0YU/9i4Hmqdy7tCNwMOOB451ydUy2tKngALF8Mj97lPeUCkJYO194Gx44Ktl8iLZhzjqKd3nqRZYXbq0ZHSvfWvskZeI8GH9ojpyqIDMzrRN/uOVovIkFL6uCRircN+US8s1qK8H7Z3xkZZfDrPc3BB49bgQuBI/BGSnYBnwOPO+f+WkNb5+Gd1XI01We13Oqc+zqRn6/VBQ+AdSvhodthuz8kbClw1SQ49cxg+yXSilQ6x7qiEpb6QWRp4TZWbNhBeWXdf2dnpkfWi1SvGenZqZ3Wi0hzSt7g0dq1yuABsHkDTP45bI5at3vxBDjre8H1SaSV21tewYqNO1nmB5GlBdtYuyWxszRz22dweK+O9O2WTb/uOfTrnk3fbjnaY0SaioJHUFpt8ADYvhUevh3WRj3J/K2L4aIf6nwXkWayq2wfy9dvrwoiSwu3U7Qz7kkQcXXJzqRv92z6d8+hb7ds+vqhRItY5SApeASlVQcPgNJd8Lu7YdnC6rJTz4Irb4RULXgTCcKWnWX7BZFlhdvYtafu9SLROnfwAklkZKRfd2+kJLe9AokkRMEjKK0+eID3lMvj98H82dVlx54ME3/m7YIqIoGqdI71xaWs2ryT1Zt3sqaohNWbS1hbVHLANvB1yW2fURVCoqdtOnXQyb2yHwWPoLSJ4AHe/h5/fhg+eqe6bODRcP1d0K5DcP0SkRpVVDo2bC1lddFO1mwuqQola4pK2Fte/0DiTdX4YcT/vnOHTC1qbZsUPILSZoIHgHPw0pPwj5ery/oeAZPugY7xtlsRkWRUUenYuK20amQkOpDs2XfglvC1yWmXfsCC1n7ds+mSrUDSyil4BKVNBY+It16El/9Y/b5nvne+S7dewfVJRA5apXNs2rab1UU7Wb25xBsl8UdLyuoZSLKz0qpCSF9/hKRf9xy65iiQtBIKHkFpk8EDYObb8JdHwPnDtZ26wolnQE4n7+C5nE7eKEjk+wzND4u0VJXOsXn7btYUlbBqc2TapoQ1RTvjHppXmw6Zad50Tbcc+nbPpm+3bA7plk2P3HakKJC0JAoeQWmzwQNg3ofw+K+hfF/ddTPbeSGkKoz4gSQSVDpGfZ+T6+2YKiJJLXKCb9VUjT9ts7ro/7d35/FVV3f+x1+fhCSQBAKEJWFHWSsqWEFRWpc6Tlu17Yw/x7q0HWdax7naVqfbjG1dql2mj9r6s/ZOf6XLdNPROtKpdhm1iiuIWIPiFkRAZJMACVkIAXJ+f5zvJd/c3JvcQHK/Nzfv5+NxHzf5fr/3e09iJO+c8znnNNHSy1k2JUMKmFhZzuTKMiaPKWdyZTmTgcTN/gAAHsJJREFUx5QxsbKcoVoyPhcpeERlUAcPgNfWwJ03Q2tL3963tDwpoCSHk6BHpbwCykdoaq9IDnHOsatx/+EQsmlnR3Frb6f9AoyvGObDyJjOwWRkWbGGbaKj4BGVQR88ABrrYc0q2LsHGhv85431wccNsLceDvX+H5uMmUHZiI6gEh7iSRVaSsuhoKD/2iMiKTnn2N20//AwTWLK7+ZdTdQ3t/X6fuVDhzC5spxJoR6SyZXlVI8qZUih/h/vZ2mDx5BstkIGqeEju9/HxTnY19wRQg6Hknr/eVMD7G3oHFZcL6b6Oefv0dQA23q+nIKCIIyMhknTYfosmDYLJh+jdUlE+pGZUTl8KJXDh3LSMWM6ndu7r423dzX7IJJ47Gpm254W2tP8Ad3UepBXt9Tz6pb6TseHFBgTRpcxubIsFEp8b0nZUA3j9jf1ePQz9Xj0g/Z2aG7sGlASoSRxPBFimhv75n0LC2FiKIhMmwUTpmoYRyRCbQcPsW1Py+EgkughebuuOaPdfZONLi/pMmQzeUw5Y0YMVXFr72ioJSoKHjng4EFo3hvqPQkFk6YUvSz7elGPUlwCk4/tHEbGTdBQjUjEEsM2iSCyua6Zzbv8WiR1ezPfyyahpKiwSxiZXFnGxMoyiofoj48UNNQig9iQIVAx2j8ycaDNh5BdO2DjOthY6x87tnS9tm0/rH/FPxKGlcG0mR1BZPpsGDVGG+eJZFF42Gb+9M7DNi37D7Jld2jYJggmW3Y3p11Cfv+BQ7yxfS9vbN/b+X2AqlGlnYZtpo4t59iqCs22SUM9Hv1MPR55pLkRNgVBZEMQRvbUZfbaEaOCIBIEkumzfO2LiOSMxIqt4R6SzcGKrY37MlgWIKTAYOrY4cysrmDWhApmVo/kmPHDB1PviIZaoqLgkecadvsQsmldRxhpasjstZXjgjAy2weRqTO0r41IjmpoaQv1jnTUk+yob6E9w1+jhQXGtLHDmTmhglnVFcyaMJJp44ZTlJ8zbBQ8oqLgMcg4FwzRhHpFNr2R2TomZjB+UqheZKavH9GqriI5q+3gIbbubjkcSjbtbOLNHXvZXNdEJr9diwoLmD6uI4zMrK5g6tjh+TDdV8EjKgoeQns7bH+7o1ZkYy28tT6zFV0LC2HCtK4zaYaoPEskl7XsP8j67Q3UbmugdmsDb2xr4O3dzRm9tqiwgGOrRhwepplVPZLJY8ooHFhF6woeUVHwkJQOHoStGzt6RTbWwpaNPqT0pKgYphwbKl6dBeMmaiaNSI5rbj3Auu0NrNvqA8m6bQ1s25PZLLqSokJmBGFkZrXvHZlYWU5hQc4WrSt4REXBQzK2vxU2vxkM07yefiZNKsNKYepMXy9yypl+sTMRyXl797WxbpsPI+uCMLKjYV9Grx1WXMiMqoqOmpHqkVSPLs2V9UYUPKKi4CFHpaXJ14gkekU21MLud3p+3fzFcMGlPoyIyIBS37z/cAipDQJJXWNma4+Ulgw53CMyMyhgrRo5LIo9axQ8oqLgIX2uYQ9squ08TNOYZibNCafAhy7zQzIiMmDtbmo93DOSqBvZ07w/o9eWDy0KpvR2DNOMq+j3MKLgERUFD+l3zvlekI3rYNVyeP6prtccvxAuuByOmZ315olI30vs8Fu7rb5TzUhDS2ab6VWUFnf0jAQFrJXDS/oyjCh4REXBQ7Lu7Q3w4F0+gCT//z3vZLjgMjh2bjRtE5F+45xj595WarfWHw4itVsbaGrNbPGzU2eN5+aLT+6r5uTukulmVgB8FvgnYBqwE7gXuME5l9nco873uxe4CHjZOTcv6dwZwN8B7w3eqxWoBe4E/sslpTAzWw6ckeatFjrnVve2fSL9btJ0uOrLfpbM7++G557oCCBrV/vHu07yAWTmcZE2VUT6jpkxrmIY4yqGsWRuNeDDyPb6fdRure+oG9nWQMv+rhvoTRhVmpV2Rh48gO8BnwGWAbcBc4PPF5jZOc5lvv+5mZ0PXAikKwn+d2BS8F4vAWXAxcBdwNnAp1K8pg64LsXxNzNtl0gkJk6DK/8Nzr/MB5BVj0Pif6dX/uIfc+f7IZhZ87q9lYgMTGZG9ahSqkeVcsZxEwBod45tu1uo3Rb0jGxt4I3tDcysrshOm6IcajGz4/ABYJlz7sLQ8U8DdwCXOefuyvBe5cArwG+BDwFNaXo8nnLOHQodKwAew/eCHO+cWxs6txyY5pybdkRfIBpqkRyyfTM8eDc8u7wjgCTMPsH3gMw5MZKmiUi0DrU72p3ry+Xb0w61RL3i0CX4xt2edHwp0AJc3ot7fR3fg/OVdBc45x4Ph47gWDtwX/Bpyj/7zKzAzEZYBPORRPpM1WT45Bfhlh/Baed0XnDs9RfhO1+Cb38BXq3pWhsiInmtsMCytmdM1MFjIdAOrAofdM61AjXB+R6Z2SLgGuBa59zenq5PYVLwvCPFuYlAE9AANJnZ/WY25wjeQyQ3VE2Cf/g83PJjOP3czgGk9iW47V/h25/3QzEKICLSx6IOHhOAOudcqsnIW4AxZlbc3Q3MbAi+h+Qh59y9vW2AmU3AF7a+CSTPQ9wAfBu4Al+wGgc+ADxrZsf3cN8rzUzFp5K7xk+AK/4Fvv4TeM/7/b4wCetehu9eD9/6nC9GVQARkT4SdY3HeqDIOTclxblfAB8DRjnn6ru5x78BXwXmOefeDI5tJEWNR4rXluLrO04CznbOPZlBm98DLAcedc79VU/Xq8ZDBoy67fCHe+Dph+FQUsX7MXN8Dci8k/0uuiIi3cvZGo8WIN2e30ND16RkZjOAG4CvJ0JHpsxsKL4Q9WTgikxCB0Bw3RPAWWY2rDfvKZLTxlTBxz8L3/gpnHk+DCnqOPfma/B/vwrfuBZefFY9ICJyxKIOHlvxwympwsdE/DBMd8uw3QbsBpaZ2YzEA19kWhx8Xp38olDoOAf4lHPuV71s90agEBjVy9eJ5L7KcXD5NT6AnHVB5wCy4XW440a49TNQs0IBRER6Lerg8VzQhkXhg0EwmA/0VCMxFV8n8jKwLvSYCMwMPl6adO8S/Doe5wJXOud+egTtngkcxIcekfw0eixcdjV882dw9oc6B5BN6+DOm+GWa+CFZxRARCRjUS8gdg9wPXAtEB7q+BRQCvw6cSDouagA3nLOJYZfPg+MTHHfOH5V0n8BtoXuUYLv6fhr4Crn3I/TNczMKvB1IoeSjp8HnA78MZh9I5LfRo2BS2PwwYvhT/fB47+HA0FH5Fvr4Qdfg8nHwPmXwoLTOs+SERFJEvleLWb2ffxU2GXAH+hYufRpfMFne3DdfwKfAM5yzi3v4Z4bSb2A2H34lU0fAX6e4qUvOudeDK79CPBd4AH8jJeD+J6Zy/E9Hac752p7+vpUXCp5p2F3RwBpS5qQNnEaXHApnLREAUSOjHOw6Q0/lPf6i1A23E/7PnERFBT2/HrJFbm7Vwu+t2MjcCVwHn6J8u/j92rJeLn0DCV2vzkneCS7GXgx+Ph14HngfGA8UAS8DfwQ+IZzbksft01kYKgYDRdfCe+/CB66Dx57sCOAbNkIP/wGTJjqe0BOXqJfFtKzA20+ZNSshDUrYU9d5/M1K2D0ODjzg37q9/BUHd0yUETe45Hv1OMhea+xHv73fnjsd7A/afSxegqcfwksfK8CiHTW1AgvrfKhYu3zsD/dFltJhhT5n6ezLoDpszW9O3el/Q+j4NHPFDxk0GhsgIfvhz//rusvkapJcN4lsOjMzguVyeCyc7sPGjUrYN1aaE/TqV02HE5YBMcvgs3r4cn/haaGrtdNnekDyKIzoDjdygwSEQWPqCh4yKDTtLcjgLQmLcMzfqIPIKecpQAyGLS3w8Z1sGaFH0bZsjH9tWOrYf6pMH8xzDiu88/HgTZ47gl47AE/pTtZ2XBY8td+/ZmxVX3+ZcgRUfCIioKHDFrNjfDIb/1jX3Pnc+MmwHkfhVPOhiG5UGomfeZAm99ocM1KHzYaull14Jg5PmyceKqvC8pk2GRjLTz6AKxaDgcPdD5nBscv9L0gx71bBc7RUvCIioKHDHotTR0BpKWp87mx1X6a7uL3dV4nRAaWpr3w4iofNtau7lrrkzCkCN61wPdqnLAIRlYe+Xs2NsBTD8HjD0Jdiv09x1b7HpDTz4Xy4Uf+PnKkFDyiouAhEmhphj//Fh5e1jWAlJb7v1QXnAbz3g1DS6Npo2Tuna1BvcZKv6lgukmI5SN8yJi/2PdClAxNfd2Raj8EL632wzBrU6w5WVzia4vOvgCmzOjb95buKHhERcFDJMm+Zt9V/tB/++GYZEOKYO58H0JOPMVP35Xotbf7+oo1K33g2PpW+mvHTwyGUBbDjLnZm9G0YyssfxCefqhruAU4dq4fhnn3EijqduNzOXoKHlFR8BBJo7XFB5Dlv4fd76S+xgyOmev/Wl6w2M+Okexp299Rr7FmJTTsSX2dWVCvsdjXa1RPjnaa6/5WePYxv8bM5vVdzw8fCe99P5xxnt8aQPqDgkdUFDxEeuCc/+XwQjDNcnM3G01XT/EBZP5imDZLxYP9obHB70BcsxJefr7r6rQJRcWheo1ToCIH98x0Dta/6odhVj8Jhw52Pm8Fvmfm7AtgznytCdK3FDyiouAh0kvhtR5q16avHagY3dETMudEFacejR1bOuo13ngl/fd8eIUPGfMX+9DR1/Ua/alhDzz5J7/Uf/LKqABVk+Gs8+G0c2BYWfbbl38UPKKi4CFyFBob/GyJmhXd//U9tDQoTl0M8xZCqX5xdKu9HTa8Bi8E9RrbN6e/tmqSHz6ZvxiOnTPwV6A9dMh/zY89CK/VdD1fMszPsjrrfL/3kBwpBY+oKHiI9JH9rfDqC35IZs1KP4UzlcIhMOcEmH+a70YfNSa77cxVie9fzUpY86xf6j4VM1+EOX+x//5VTc5uO7Np61u+GPWZR7oudgcw63g/DDP/NK0303sKHlFR8BDpB4cOwfpXfAh54Rmo257+2umzO+pCqqfk/zh+UyPs2Azb3+78eGdr1xqHhOISeNdJHetrjBhkm7C1tsCKR30tyNZNXc+PrIQzgg3qjmbtkcFFwSMqCh4i/cw5vxT3C8/4IPLWG+mvHT8x+Et+gA8bHDwIdduSwsVm2L4l9Z4mqQwf6acrz1/spy8PpHqN/uKc3yX3sQf8z1PyXjKFhXDSEj8ld+Zx+R9ij46CR1QUPESybNc7fijmhWf8L5F0G5ENH+mHEhYshrkLcnNdh8aGIFAE4WJH8Lxzm+/16a3qKb5eY8GpMH2OZgV1Z08dPPFHeOIPqacRT5ru60BOORuGDst++3KfgkdUFDxEItTc2FGc2t1S3iVDYd7JHUMNZVlcYvvgAXhnW+qAkWqBtZ4UFfuenapJvj6japJ/jJ+o2RpH4uAB+Mszvhdk3dqu54eVwel/5Zdn1zozYQoeUVHwEMkRB9o6ilNrVqYvriwogNkndAzJVI47+vd2DvbWdwSKbZs7Pq7bnr5XpjujxoRCxSS/aFfVJBg1Vj0Z/WXzmz6ArHw09Qyrd53kh2FOXDRwh/H6joJHVBQ8RHJQ+yF483U/HFOzwq9jkc6UGR3FqZOmdz+uf6DNF3F2qrsIPk7eoTcTxSWdw0X4Y3XvR6elyc+EeeyB1D87JcN8MBw52q83UzE66eNK/3l+70mk4BEVBQ+RHOec74GoCYpTN7ye/toxVT6EnHiq/zy5uHPXDn+/3ho9DqqTwkXVZP8LSr0Xuau93S8p/9gDfopyuoXX0ikZ6v8bpwwno6EiCCjDygZiIauCR1QUPEQGmD11fiimZgW8tib9FNTeKhkWChWh+otxEzSjJB/s2uH3HXrqofTDeEeqqDgIKKM6ekzCASXxednwXAooCh5RUfAQGcBammHtc74n5KXnUi8yFWYGleO7houqSf4XQ+78UpD+4pwvCm7YDfW7oH53x8cNiY+D5wNtffveQ4o6wkk4oIxM+rx8RDZ60tL+sGspNhGRdErLYNGZ/nGgzU/PfWEF1L7kayzCtRfVk33vRS5Oy5XsMfO/2MtHdL/kunO+7qd+NzSEA8ruUEAJwkq62VjJDh7w08l3pdntOaGwEEaM6jqkM322n93VzxQ8REQyUVTs/1HOwj/MMgiYQWm5f0yY0v21rS1JvSehcBIOKPt66JFLOHTIDykmb5a35FwFDxERkUFvaClUlfa8b87+1tQ9JuGP63f7WTmpZGk5+MiDh5kVAJ8F/gmYBuwE7gVucM71ev6Zmd0LXAS87Jybl+J8BXAr8LdAJbAeuBP4oUtR8GJmHwS+ApwI7Af+DHzRObeht20TERHpNyVDYfwE/+hO236/GmtyKJl9YlaaGXnwAL4HfAZYBtwGzA0+X2Bm5ziX+fwkMzsfuBDYl+Z8MfAwsAD4PvAq8AEgDowHbkq6/m+B+4A1wBeACuBa4GkzO9k5tzXjr1JERCQXFJfA2Cr/iECkwcPMjgM+DdzvnLswdHwDcAfwUeCuDO9Vjg8QPwA+lOayTwILgc84574fHFtqZv8NXG9mP3PObQruV4QPJ5uB9zjnmoLjfwSex4eUKzP/akVERCTqlWkuwU+5uT3p+FKgBbi8F/f6Oj5IfaWbay4N7rs06fjtQBFwcejYGcAE4MeJ0AHgnKsBlgMXB+FEREREMhR18FgItAOrwgedc61ATXC+R2a2CLgGuNY5tzfNNQXAScALwf3DVgXtCL9f4uMVKW63EhgBzMqkfSIiIuJFHTwmAHXOuRS77bAFGBPUZaRlZkPwPRgPOefu7ebSUcCw4L6dBO+/C5iY1DZSXR86NjHFOREREUkj6uBRip8pkkpr6JrufAGYCVydwXvRw/uF36u763tsm5ldaWare2iTiIjIoBJ18GgBStKcGxq6JiUzmwHcAHzdOfdmBu9FD+8Xfq/uru+xbc65HznntNKQiIhISNTBYyt+OCXVL/eJ+GGY7hazvw3YDSwzsxmJB77ItDj4vDq4dg9+mm2X4ZHg/SvpPKySmCqbajglcaybvbRFREQkWdTB47mgDYvCB81sKDAf6GmoYiq+FuNlYF3oMRE//LKOYAZLsB7IX/DrgyQHnUVBO8Lv91zwvDjF+54K7AVqe2ifiIiIhEQdPO4BHH5RrrBP4esnfp04YGbVZjbHzMJ1FZ/Hr1Ka/NiJX3/jIuCboevvDu6bvP7GtcBB/IqpCY8D24BPBmuEJNpxInAm8Bvn3IFefK0iIiKDXqQLiDnnXjKzHwDXmNn9wB/oWLn0cTovHvZN4BPAWfh1NHDOPZLqvmb2HaDJOXdf0qmlwBXAd81sGn7l0g8CfwPcGl4G3Tl3wMw+iw9HT5rZUvwU2uvwwebGI/7CRUREBqlcWDL9WmAjvhfiPKAOv2LoDb1ZLj0Tzrk2MzsHv1fLJXTs1fJp/Iqnydf/xsz24Rcl+w4de7V8yTmn+g4REZFeshT7okkfisVi+gaLiMigE4/HLdXxqGs8REREZBBRj8cAZGartUZI/9P3OXv0vc4OfZ+zQ9/n7qnHQ0RERLJGwUNERESyRsFjYPpR1A0YJPR9zh59r7ND3+fs0Pe5G6rxEBERkaxRj4eIiIhkjYKHiIiIZI2CxwBhZgVmdp2ZvWZmrWa22cxuM7OyqNuWL8xslpl9zcxWmtlOM2s0sxoz+7K+z/3LzErNbIOZOTO7M+r25BMzG21m3zGzN4J/O3aa2WNm9p6o25YvzKzczK43s5eCfzfqzOwZM/t7M0u5iNZglgtLpktmvoffw2YZcBsde9osMLNz+np5+UHqH4Crgd/hNyg8gN8b6Fbg78zsVOfcvgjbl8++BoyJuhH5xsym4ve2Kgd+gt9RuwI4Ab+LtxwlMysA/gicBvwcv+VHKX5bjp/h/63+UmQNzEEqLh0AzOw44CVgmXPuwtDxTwN3AJc55+5K93rJjJmdDKxzzjUkHb8V+DLwaeec/hrvY2Z2ErAK+CI+VP/AOXdNtK3KD2b2JDANWOSc2xZxc/KSmS0GngFud85dFzpeDLwGjHbOjYyqfblIQy0DwyWAAbcnHV8KtACXZ71Fecg5tzo5dATuCZ7nZbM9g4GZFeJ/jv8E3B9xc/KKmb0XWAJ82zm3zcyKzKw06nbloRHB89bwQedcG37T0+astyjHKXgMDAuBdvxfhYc551qBmuC89J9JwfOOSFuRn64D5gDq4eh7Hwye3zKzB4B9QLOZ1ZqZ/ljpO6uAeuCLZnaRmU0xs9lm9k3g3cBNkbYuByl4DAwTgDrn3P4U57YAY4JuPeljwV/kNwAHAQ1n9SEzmw7cDHzNObcx4ubko9nB81JgNPAJ4B+BNuCXZnZFVA3LJ865PcCHgN3AvcAm/BDL1cCFzrmlETYvJ6m4dGAoBVKFDoDW0DVt2WnOoHI7cCpwvXPu9agbk2f+A9gAfDfqhuSp4cFzI3BW0PWPmS0D3gS+YWY/V2F6n2gC1uIL05/BB72rgbvM7MPOuYejbFyuUY/HwNAClKQ5NzR0jfQhM7sFPwTwI+fcN6NuTz4JuvrPBa5yzh2Iuj15KjED6+5E6IDDf6H/Dqiio1dEjpCZHY8PGw87577gnFvmnPsJvr5mO7A06DmVgILHwLAVP5ySKnxMxA/DqLejD5nZTcBX8NPhroq2Nfkl+Dn+LvAHYLuZzTCzGcDU4JKK4JhmAhydt4Pn7SnOJWa4jMpSW/LZdfg/AH8TPuicawF+j/+5npb9ZuUuBY+B4Tn8f6tF4YNmNhSYD6yOolH5ysxuBG4EfgF80mnOeV8bBowFzgPWhR7Lg/OXB59/MorG5ZFEMfqkFOcSx97JUlvyWWI9lFS9GkOSngUFj4HiHsAB1yYd/xS+tuPXWW9RnjKzG/BV6L8ErtD4d79oBi5K8YgF5/8UfP67SFqXP36Lr++43MzKEwfNrBr4CH7NmjeialweeSV4/vvwwaDH7sPAHmB9ltuU07SA2ABhZt/H1xssw3dRJ1YufRo4W78gj56ZXQ3cCbwFfBU/hTlsh4rE+o+ZTcMXm2oBsT5iZlcC/w94GfgpUAz8M1ANnO+ceyjC5uWFYHXYv+CHrX6N/zd5NP4Pw2nA1c65eGQNzEHq/hk4rgU2Alfiu6jr8Evz3qDQ0WcS66FMwS99nOxxQMFDBgzn3I/MrA6/Kuwt+DC9ArjUOfd0pI3LE865TWa2CD/t/n3AR/GFvTXA55xzWhgviXo8REREJGtU4yEiIiJZo+AhIiIiWaPgISIiIlmj4CEiIiJZo+AhIiIiWaPgISIiIlmj4CEiIiJZowXEREQyEIvFbsLv4XNWPB5fHm1rRAYuBQ8RyYpYLJbJaoX6pS6S5xQ8RCTbbu7m3MZsNUJEoqHgISJZFY/Hb4q6DSISHQUPEclJ4ZoKYCp+o8Q5+K3eHwSuj8fj21O8biZ+d+H3AWPxGyo+AtwSj8fXpbi+EL+T6MeAefgdXLcAy4F/T/Oa/4PfeG0e0Ao8BHwuHo9vOZqvWWQw0KwWEcl11wE/BNYAtwOvA1cAz8RisbHhC2Ox2EJgNXA58BzwHWAlcBmwOhaLnZx0fTHwJ+A/gMnAXcAdwPPA3wCnp2hPDPgVfljoB8Ba4GLgkVgsVnLUX61InlOPh4hkVdCTkUprPB7/VorjHwBOicfjL4Tu8T18D8i3gH8MjhnwC2AEcHk8Hv916PqLgf8CfhWLxd4Vj8fbg1M3AecADwAXxePx/aHXlAT3SvZ+YGE8Hn8pdO1dwCXAh4F7037xIqIeDxHJuhvTPP41zfW/DIeOwE1AA3BpqJfhNPxQzIpw6ACIx+P3AE8Bs4ElcHiIJQbsA64Kh47gNfvj8fjOFO25Ixw6AkuD50VpvgYRCajHQ0SyKh6PWy9f8niKezTEYrEa4AxgLlADnBScfjTNfR7Fh44FwBP4kFIBPBuPx7f2oj2rUxzbHDyP6sV9RAYl9XiISK7bkeZ4orC0Iul5W5rrE8dHJj33tiC0PsWxg8FzYS/vJTLoKHiISK4bn+Z4VfDckPRcleJagOqk6xIBYuKRN01EekvBQ0Ry3RnJB2KxWAUwHz+V9dXgcKIO5Mw090kc/0vw/Bo+fJwQi8Um9EVDRaRnCh4ikus+FovFFiQduwk/tHJ3qCj0afxU2yXBOhuHBZ+/F6jFF5kSj8cPAXFgGPDD5KmwsVisOHm6rogcPRWXikhWdTOdFuC38Xi8JunYH4GnY7HYvfg6jSXBYyOhmTDxeNzFYrFPAA8D98Risf/B92rMBj6CX3js46GptOCXbz8FuACojcViDwbXTQbOBb4A/OcRfaEikpKCh4hk243dnNuIn6ES9j1gGX7djouBJnwYuD4ej78TvjAejz8bLCL2Ffz6HBfgVy69G79y6etJ17fFYrH3A1cBHwc+ARiwNXjPp3r/5YlId8y5TDaMFBHJLm1DL5KfVOMhIiIiWaPgISIiIlmj4CEiIiJZoxoPERERyRr1eIiIiEjWKHiIiIhI1ih4iIiISNYoeIiIiEjWKHiIiIhI1ih4iIiISNb8f/VJj0crodFYAAAAAElFTkSuQmCC\n",
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -853,7 +959,19 @@
},
{
"data": {
- "image/png": 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9LkNERJpJYSJM4uPjq5aSDqebn13Ap1v2ej9/fTRnjekT9meIiIg0h7o5ItzEoelVPy9Yk+NjJSIiIqEpTES4SUOqN+RasSGXotJyH6sRERH5MoWJCJeR2p6+aSkAFJdVsHxD+MZkiIiIhIPCRCugrg4REYlkChOtwKSgMLFk3a6qPTtEREQigcJEKzCkV2e6pngbq+4vKOGzrXt9rkhERKSawkQrEGPGhCHBXR07faxGRETkcAoTrURwV8fCNTlailpERCKGwkQrcUz/VNoleHtz7NhbwKbcfJ8rEhER8ShMtBIJcbEcf1T3qmN1dYiISKRQmGhFDuvqWKspoiIiEhkUJlqRcYO6ExvY6Gvt9v3kBTYBExER8ZPCRCvSoV08o/p1rTpW64SIiEQChYlWZtIQdXWIiEhkUZhoZSYOrd7466ONeRwqKvWxGhEREYWJVqd7p3YM6tERgLIKx4frtfGXiIj4S2GiFZo45PAFrERERPykMNEKBXd1LPliF6XlFT5WIyIibZ3CRCs0ML0D6Z3aAVBQXMbHm3b7XJGIiLRlChOtkJkxcai6OkREJDIoTLRSE2ushqmNv0RExC8KE63UqL5dSUmKByDvQBFf7Dzgc0UiItJWKUy0UrExMZwwWBt/iYiI/xQmWjGNmxARkUigMNGKHX9UN+JjvX+FG3cdZOfeAp8rEhGRtsj3MGFmMWZ2k5l9bmZFZrbFzGaYWfsm3u9lM3Nm9kktr/c1s9+b2RdmVmhm28zsDTP7SvM+yZHXLiGOsQPTqo4XaK8OERHxge9hAngMeBT4DLgBeAW4EXjDzBpVn5mdC1wAFNbyei9gGfBtYDZwPfAkcAww18zOaeJn8M3hq2Fq3ISIiBx5cX4+3MxG4AWI15xzFwSd3wj8BpgKvNDAe6UAWcAs4Bu1XHYZkAZ80zn3f0HvfRFYB1wFvNn4T+KfCUO685s3wQGfbN7DgYISOiYn+F2WiIi0IX63TFwCGPB4jfNPAwXAdxtxrwfwwtFddVzTMfB9e43zO4EK4FAjnhcRuqYkMax3ZwAqHCxet8vnikREpK3xO0yMw/slviT4pHOuCFgZeL1eZjYer8timnOurgUX/h34nmVmJ5tZhpmNA14E8oEZjaw/IkwcUr1Xh7o6RETkSPM7TPQC8pxzxSFe2wakmVmdbfZmFofXkvG2c+7luq51zr0LXAcMAN4FtuIFmaHABOfc8jqec7WZLa3r/n4JniK6dEMexaXlPlYjIiJtjd9hIhkIFSQAioKuqcutwGC8kNAQucDSwPvOC3zvBLxpZn1qe5Nz7inn3PENfMYR1Tcthd6p3uSX4tJyVmzM87kiERFpS/wOEwVAYi2vJQVdE5KZDQLuAR5wzm2o72FmdhXegM5bnHOPOOded849ApwO9AF+2ZjiI8nhszo0RVRERI4cv8PEdryujFCBIgOvC6SkjvfPAPYAc8xsUOUX3kDMhMBxz6Dr7wA+d84dtgaFc24V8DlwcnM+jJ+CuzoWrcuhvEIbf4mIyJHhd5j4MFDD+OCTZpYEjMHrjqhLP7xxF5/iTe2s/MrA6/pYhzeeolIGEFvLveLweapscwzL6EKX9l4m23eohM+37fW5IhERaSv8DhMv4S2RMK3G+avwxko8X3nCzHqa2TAzCx5DcQtwUYivXGBL4OfgrovPgKFmNiH4YWY2ERiCF25apdgY44Qh1Rt/qatDRESOFF//EnfOrTKzWcD1ZvYa8BYwHG8FzPc4fMGqX+ItOjUFbyYGzrl3Qt3XzB4B8p1zs2u89HNgDvAfM3sSr+ViMHAtUALcG55P5o+JQ9L514otACxYk8MPTxuGmflclYiIRLtIaNafBmQDVwPnAHnATOAe51xFOB/knHvdzM7Am8HxA7xZHHvx1p+4zzm3MpzPO9LGDkgjKT6WotJytu05xJa8fPp26+B3WSIiEuV8DxPOuXK8gZR1LhjlnLscuLyB9+xfx2v/A/7X4AJbkcT4WI47qhvzP/cWrlq4NkdhQkREWpzfYyYkzDRFVEREjjSFiShzwuDuxATGSazeto/dB4vqeYeIiEjzKExEmY7JCYzs26XqWBt/iYhIS1OYiEKThmrjLxEROXIUJqJQ8GqYKzbupqC4zMdqREQk2ilMRKEenZMZ0N2bxVFaXsGy9bk+VyQiItFMYSJKHdbVsVazOkREpOUoTESp4K6OxetyKCsP6/pfIiIiVRQmotSgHh3p1tHbxT2/qIxPNu/xuSIREYlWChNRyswOa51QV4eIiLQUhYkoNnFI9biJBWtycM75WI2IiEQrhYkoNrpfV9onetuv7NpfyIacAz5XJCIi0UhhIorFxcYwfnD3qmPt1SEiIi1BYSLKBW/8tUBhQkREWoDCRJQ7flA34mK8jb/W5xwgZ1+BzxWJiEi0UZiIcu0T4xkzIK3qeJFmdYiISJgpTLQBwVNE1dUhIiLhpjDRBgSPm/h40x4OFpb6WI2IiEQbhYk2ILVDEkN7dQagwjmWrFPrhIiIhI/CRBuh1TBFRKSlKEy0EcFdHUvX51JSVu5jNSIiEk0UJtqIft1S6NU1GYDCknJWbtztc0UiIhItFCbaCDM7rHVCXR0iIhIuChNtyKSh1Rt/LVqbQ4U2/hIRkTBQmGhDhvfuQqfkBAD25BezZts+nysSEZFooDDRhsTGGCdo4y8REQkzhYk2JrirQ+MmREQkHBQm2pixA9NIjPP+tW/Oy2fr7nyfKxIRkdbO9zBhZjFmdpOZfW5mRWa2xcxmmFn7Jt7vZTNzZvZJHdccbWYvmNkOMys2s61mNsfM0mt7T7RIio/l2IHdqo7V1SEiIs3le5gAHgMeBT4DbgBeAW4E3jCzRtVnZucCFwCFdVxzFrAMGA38BrgW+C3eP4uOTai/1Zk0TFNERUQkfOL8fLiZjcALEK855y4IOr8R7xf9VOCFBt4rBcgCZgHfqOWa7oH7vQt8wznXJne8OmFwOjEGFQ4+27KXvfnFdElJ9LssERFppfxumbgEMODxGuefBgqA7zbiXg/ghaO76rjmR0BX4DbnXKmZJZtZfCOeERU6JSdwdJ+uADhgsTb+EhGRZvA7TIwDKoAlwSedc0XAysDr9TKz8cD1wDTn3IE6Lj0bOAB0NrOVwCGgyMzmmVmDnhUtJgVv/KVxEyIi0gx+h4leQJ5zrjjEa9uANDNLqOsGZhaH15LxtnPu5XqeNxSv9eJfeGHlQuA2YCTwbqDbpbbnXG1mS+u5f6sRvLT28o15FJWU+ViNiIi0Zn6HiWQgVJAAKAq6pi63AoOB6xrwvA6B+81xzl3unHvVOTcD+Fbg/D21vdE595Rz7vgGPKNV6NW1Pf26pQBQUlbBsg15PlckIiKtld9hogCobeRfUtA1IZnZILwA8IBzbkMDnlc5y+PZ4JPOuXeBzcApDbhH1DhsASt1dYiISBP5HSa243VlhAoUGXhdICV1vH8GsAeYY2aDKr/wujISAsc9g67fGvi+M8S9dgBdGv8RWq+JQeMmFq3LobyiwsdqRESktfI7THwYqGF88EkzSwLGAPWNUeiHN+7iU2Bd0FcGXtfHOrzxFJUqB3r2DnGv3sCuxpXfug3u2YnUDl6OO1hYyqdb9vpckYiItEZ+h4mX8GYnTqtx/iq8MQzPV54ws55mNszMgsdQ3AJcFOIrF9gS+PmXQdc/F/j+o+CHmdnX8QLIW838PK1KjNlhAzHV1SEiIk3h66JVzrlVZjYLuN7MXsP7ZT4cbwXM9zh8wapfApcBU/AWncI5906o+5rZI0C+c252jee9Y2YvApeY2VvAP/BaN27A6+aYHrYP10pMHNqDfyzbDMCCNTu5+ozhmJnPVYmISGvia5gImAZkA1cD5wB5wEzgHudcS3Tifx/4CPgB3mJZ+4DZwM+cc9tb4HkRbXS/riQnxFFQUsbOfYVk7zrIgPQ2saq4iIiEie9hwjlXjjeQckY9110OXN7Ae/av47Uy4KHAV5uXEBfLuEHdeO+zHQAsWJOjMCEiIo3i95gJiQDBszq08ZeIiDSWwoQwflB34mK8cRLrduxn1/5aN10VERH5EoUJoX1SPKP7p1YdL1LrhIiINILChACH79Whrg4REWkMhQkBYEJQmPgoezf5RaU+ViMiIq2JwoQA0L1TOwb37ARAeYXjwy/a1GKgIiLSDAoTUkWrYYqISFMoTEiVSUFTRD/8IpeSsnIfqxERkdZCYUKq9O/egR6d2wFQUFLGx5v2+FyRiIi0BgoTUsXMmDi0R9XxwjWhdmoXERE5nMKEHCa4q2PR2l1UOOdjNSIi0hooTMhhRvTpQod28QDkHSxi3Y79PlckIiKRTmFCDhMbE8MJg7tXHWtWh4iI1EdhQr5k0mHjJhQmRESkbgoT8iXHDUwjIc77n0Z27kG27znkc0UiIhLJFCbkS5IS4hg7IK3qWHt1iIhIXRQmJKTgWR3q6hARkbooTEhIJwxOxwI/f7plD/sLSnytR0REIpfChITUJSWR4b27AFDhYPE6tU6IiEhoChNSK3V1iIhIQyhMSK0mBoWJZetzKSrVxl8iIvJlChNSq96pKfRNSwGguKyCFRvyfK5IREQiUVxz3pyZmdkeGAKkZGVlzQtPSRJJJg5JZ3NePgAL1+48rLVCREQEmhgmMjMzewNPAF8HYgFXea/MzMwTgaeAzKysrHfDU6b4ZeLQdF5asB7wNv4qr3DExlg97xIRkbak0d0cmZmZPYHFwHnAP4CFQPBvl8VAd+DicBQo/hqa0ZmuKYkA7C8oYfXWvT5XJCIikaYpYyZ+jhcWTs/Kyjof+E/wi1lZWaXAPGBy88sTv8WYMWFIddfGgjU7faxGREQiUVPCxNnA6/V0YWwGejWpIok4E4PCxMK1OTjnfKxGREQiTVPCRDqwrp5rSoH2Tbi3RKAxA1JplxALwPY9BVUDMkVERKBpYWIP0Keea4YADWoPN7MYM7vJzD43syIz22JmM8ysSWHEzF42M2dmnzTg2tFmVhq4/sKmPK8tSIiL5fijulUdL9ACViIiEqQpYWI+8I3MzMweoV7MzMwcDHwVmNvA+z0GPAp8BtwAvALcCLxhZo2qz8zOBS4AChtwbQzwNFDUmGe0VYd1dShMiIhIkKZMDf013kyO9zIzM6cByVC15sRX8MJBBTCjvhuZ2Qi8APGac+6CoPMbgd8AU4EXGlKUmaUAWcAs4BsNeMsNwAjgYeDehjyjLRs/OJ0YMyqcY832few+WERqhyS/yxIRkQjQ6JaJrKysxcDVQH+8qaG3BF46EDgeAPwwKyvr0wbc7hK8aaWP1zj/NFAAfLcRpT2AF47uqu9CM+sD3A9MxxssKvXo0C6e0f26Vh0vXKvWCRER8TRpOe2srKxngJF4rQdLgPXAcryWgdFZWVnPN/BW4/BaMZYEn3TOFQErA6/Xy8zGA9cD05xzBxryEYANfDnESB0mauMvEREJocnLaWdlZa0Dbmrm83sBec654hCvbQMmmVmCc66kthuYWRxeS8bbzrmX63ugmV0MnANMds6VmTVsNUczuxq4+tprr23Q9dFo4pB0fvfvzwD4KHs3h4pLaZ8Y73NVIiLiN783+koGQgUJqB4YmVzPPW4FBgPX1fcwM+uM1xrxtHNuYUOLBHDOPeWcO74x74k26Z2TOSq9IwCl5RUs/SLX54pERCQSNHejr1ggDUgM9XpWVlZ94xEK8FbTDCUp6JqQzGwQcA9wv3NuQz3PAngEL0D9tAHXSggTh6azPsfrSVq4NoeTR2htMhGRtq6pG32NAn4FTKGWIEHQ5l912A4cbWaJIbo6MvC6QGrt4sCbMbIHmBMIFpXigITAuUPOuR1mdizwA7zlwFPNLDVwbWWY6RG4fkst3S4CTBqazl/f99YsW7JuF2XlFcTF+t3AJSIifmrKRl/DgAV400D/gzcb4+PAz7sDx+8CzzXgdh8GahgffNLMkoAxwNJ63t8Pb9zFp3irclZ+ZeB1fazDG08B0DdQ2y9qXPtQ4PWZgeNRDai7zRqY3pH0Tu0AOFRcxm//+QnlFRU+VyUiIn5qyp+UdwPxwKSsrKzzAufmZGVlfRVvWugzwNF43Q/1eQmvBWNajfNX4Y2VqJoVYg0CtV4AACAASURBVGY9zWyYmQWPobgFuCjEVy6wJfDzLwPXLqnl2lmB12cEjtc3oO42y8w4fXTvquN/rtjCPX9bSkFxmY9ViYiIn5oSJk4B/pGVlbUq6JwBZGVlHQKuAfYC99V3I+fcKrxf5ueb2WtmdqWZzcBbEfM9Dl+w6pfAaoJaMZxz7zjnZtf8whtncSBwPD9w7fZarq1s/VgUOKc9tutxyUmDOG1URtXx0vW53PLnheQd0GKiIiJtUVPCRBqHb/RVRtCMi6ysrDK8pbTPbOD9puG1MIzACxZT8bocznXOqf08AsXHxnDrecfwnROrh6mszznAj5+Zz8achizzISIi0aSpG32lBB3n4Y1HCFYCdGrIzZxz5c65Gc65oc65ROdchnPuZudcfo3rLnfOmXPu3Qbcs79zbmQDn/9s4L6zG3K9eMyMy6YM5eavjyY2xlurI+9AETc/u5BlGzRlVESkLWlKmFiPt5R2pWXAGZmZmd2hao+O84CNza5OIt5ZY/pw3yXjSE7wJu4UlJRx94sf8u+VW3yuTEREjpSmhIm3gSmB0ADwJNAVWJGZmfkKsApvlsUfwlOiRLrjBnbj0csnktbRWxqkvMLx6Bsf8+e5a3DO+VydiIi0tKaEiaeBHwLtALKyst7EG/fQDm/77+540y1/E6YapRUYkN6RJ66YzMDACpkAL3zwBb/+v48oLdfQFxGRaGbh+ssxaDXMXVlZWVH752hmZqYDyMrK8ruUiFRQXMYDry5n6frqcROj+3XlnouOp0M77eMhItKK1bqZVdjCRFuhMFG/svIKfvvPT/jniupxE33TUrjvknH06FzfVisiIhKhag0TTV1OuzfejqFjgN54i1jV5LKyso5qyv2ldYuLjeHH54yiZ5dk/vS/NQBszstn2p8W8IupxzOkV2efKxQRkXBqynLapwBr8cLESXhrTFiIL23Y0IaZGRdPHsRPvzWG+MDeHXsPFXPLXxaxaG2Oz9WJiEg4NaVl4mEgFvg+8EJWVpZG10mtpozMIK1DEtNfXkZ+USnFpeXc+/JSrj1rBN8Y19/v8kREJAyaEiZGAS9mZWX9NdzFSHQa1S+Vx6+YxF0vLmHnvkIqHMz616fs2FfAVacPJ8Zq7YYTEZFWoCldEXvxVsEUabA+aSk88YPJDA0aL/Haoo08MHs5xaXlPlYmIiLN1ZQw8Q/g5HAXItGvc/tEHv7+BCYNTa8698HnO7n9r4vYd6jYx8pERKQ5mhIm7gQ6ZWZmzgpaBVOkQZLiY7nrwuP45vj+VedWb93HtGcWsHV3fu1vFBGRiNWkdSYyMzMHAYuBBLyZHftDXOaysrJOa155kadF1pkoLfG+xyeE756twJzFG/n9259R+b/ADu3iuffi4xnRp6uvdYmISEjhW2ciMzNzBN4W410Cp8bWcqlWw2qIXdvhdw/AUcPhu9f7Xc0R9a0TBpDeqR2/mrOC4rIKDhaWcvtzi7n1vGM4eUQvv8sTEZEGaspsjkeBVOAe4M/A9qysLI2ga4pd2+G+66GwALash8Ej4IQpfld1RE0a1oOHvz+Rn7/0IfsOlVBaXsGDr60gZ38hF00ciGmmh4hIxGtKmJgIvJaVlXV/uItpc7r1hBHHwdJ53vFfnoC+g6BnH3/rOsKGZXTm8Ssmc9eLS9i6+xAAf/zv5+zcV8B1Xx1BbIzWPxMRiWRN+a90CZAd5jraJjO4bBqkZ3jHxUXw5APe9zamZ5dkHrtiEqP6Vo+XeHPZZqa/tJTCkjIfKxMRkfo0JUy8C4wPcx1tV7v28KOfVQ++3JYNL7TNTcQ6tkvgwUvHM2Vk9XiJJV/kcsufF7L7YNsLWCIirUVTwsRtwNGZmZk/zczMVId2OPQZCN/JrD6e/zZ88LZ/9fgoIS6W2745hqmTq/eI+2LnAX78p/lk7zroY2UiIlKbpoyZuAv4BHgAuCozM3MltU8N/WFzimtTTjwL1n4CC9/xjl+YBf0HQ+8B/tblgxgzrjh1GOmdk5n51idUOEfugSJuenYB91x0HGMHpPldooiIBGlKmLg86OcBga9QHKAw0VBm3tTQTWth+2YoKYbf3Q93z4SkZL+r88XZx/alW8ckHnh1OYUl5RQUl/GzF5Zw07mjOeOY3n6XJyIiAU3p5hjQwK+BYaqx7UhMgh/dBQmJ3nHONm+GRxMWFosW4wZ1Z8Zlk0jrkARAeYXjkdc/4rn31tKUBddERCT8mrQCZlvWIitg1rTwv/DHX1cfX3o9TDm35Z7XCuQeKOTuFz9kY9C4iTNG9+bH544iPlZTR0VEjoBax0nqv8KRaOJp8JWvVR+/9HvIXudfPRGgW8d2zLh8IscOrB4v8Z+Pt3LXC0vILyr1sTIREVGYiFSXXAt9AjMaykq99ScK2vZGWO0T47lv6jjOGlM9XmJl9m5ufnYBOfsKfKxMRKRtU5iIVPEJ3voTlYMv83bCM4+26fETAHGxMdx07mguO2VI1blNuflMe2YB63aEmlQkIiItTWEikqX3gstvqj5esQD+M8e/eiKEmfGdkwZz+zfHEBfjdeHtyS/mlj8vZPG6HJ+rExFpexQmIt3xJ8Fp51Ufv/pHWP+Zf/VEkFNHZfDgpSeQkuTNcC4qLWf6S0t5Y+kmnysTEWlbfA8TZhZjZjeZ2edmVmRmW8xshpm1b+L9XjYzZ2afhHjtZDObZWarzOygmeWa2Xwzu8QieXvKi66EAUO9n8vL4ckH4aCa9AGO6Z/KY5dPIr1zOwAqHPz2n5/w9DurqWjjXUIiIkeK72ECeAxvW/PPgBuAV4AbgTfMrFH1mdm5wAVAYS2XPASch7e/yE+AB4FY4AXgqSbUfmTExcOP7oTkFO94bx788RGoqPC3rgjRt1sHHr9iEkN6dqo6N3vhBh58dQUlZeU+ViYi0jb4GibMbARegHjNOXe+c+5p59zNwM3AFGBqI+6VAmQBs4BdtVx2O9DPOXeDc+4p59xjwCTgfeBKMxvZjI/TslLT4Ye3Vh9/8iH862X/6okwXVOS+PX3JzBhSHrVuXmrd3D7c4vZX1DiY2UiItHP75aJS/AWwXi8xvmngQLgu4241wN4y4PfVdsFzrn3nHPlNc5VALMDh5EbJgCOOQG++u3q4zl/gc8/8q+eCJOUEMc9Fx3HeeP6V537bOtebnpmAdv2HPKvMBGRKOd3mBgHVABLgk8654qAlYHX62Vm44HrgWnOuQNNqKNy4YLInwrwrctgcCDzuAp4+lewf4+/NUWQ2Bjj2rOO5pozhlct1bZtzyGm/Wk+n27RPycRkZbgd5joBeQ554pDvLYNSDOzhLpuYGZxeC0ZbzvnGt3ub2a9gGuADcAHjX3/ERcbC1f/FDoExgfs3wtPPwQVGhtQycw4f8JA7rrwWBLivP+JHygs5fbnFvP+Zzt8rk5EJPr4HSaSgVBBAqAo6Jq63AoMBq5r7MPNLBmYA7QHLnfO1bous5ldbWZLG/uMFtElDa683dtpFLyujtef97emCHTi8J48/L0JdEr28mhpeQUPvLqc255bxPINedooTEQkTPwOEwVAYi2vJQVdE5KZDQLuAR5wzm1ozIPNLAn4O3A8cIVzbl5d1wcGbB7fmGe0qBHHwrnfqT5+80X4JDKyTiQZ3rsLj18xiYyu1TONP8rezR3PL+bGP81nwec7NYVURKSZ/A4T2/G6MkIFigy8LpC6huLPAPYAc8xsUOUX3kDMhMBxz5pvCgoSpwNXOef+2uxP4oevfweGj/F+dg7+8GvYk+tvTRGoV9f2PH7FJM4Y3ZuYoOVE1m7fz72vLOOaJ9/nvx9vpVxTbUVEmsTvMPFhoIbxwScDv+zHAPX9qd0Pb9zFp8C6oK8MvK6PdXjjKYLvnYjXtXEmcLVz7k/N/hR+iYn1ujs6dfWO8/fDU7+EsjJ/64pAHZMTuOW8Y3jm+lP4+vH9Dtu2fHNePg//30dcMetd/rFsk9amEBFpJPOz39jMRgEfAXOccxcEnb8B+A3wvcpWg0ALQydgs3OuIHDudKBziFtn4Y25uBnY4ZybH7g+Ea9F4izgR865Ri9UlZmZ6QCysrIa+9aWs3YV/Pp2b3YHwFkXeqtmSq325Bfx2qKN/GPZJgpLDg8PXVMSOX/CAM45th/JiXE+VSgiEnFqXSna1zABYGYz8aZ1zgHeAobjrYA5Hzg1sA4EZvYscBkwxTn3bj33zAbynXMja5yfjbdC5jvAn0O89WPn3Md13TsiwwTAWy/Ba89UH1//cxgz0b96WomDhaW8/mE2c5Zs5GDh4eNvU5Li+eb4/pw3rj8dk+ucVCQi0hbUGiYi4c+uaUA2cDVwDpAHzATuqQwSYVQ5gPL0wFdN9wJ1homI9dWLYN0nsOpD7/hPM+Ce30JaD3/rinAd2sVz6VcGc/6EAfxz+WZmL9rA7oPeBKP8olL++v46Zi/cwDnH9eWCCQNJ7ZBUzx1FRNoe31smWpuIbZkAyD8Av7iuehBm/yFw+yMQr7+qG6qkrJx3Pt7GywvWs2Pv4ROJ4mNjOOOY3nx70lH07FLfjGURkahTa8uE3wMwJZxSOsI1d0JsoMEpey288gd/a2plEuJiOfvYvvwx82R++q0x9O/Woeq10vIK3lq+mR/MmstDc1aQveugj5WKiEQOhYloc9Twwwdf/u91WPq+f/W0UrExMUwZmcHvrjmJey8+nmEZ1eN8Kxz875PtXPP795n+0lI+37bXx0pFRPwXCWMmJNxOO8+b4bF8vnf87OPQeyD06F33++RLYsyYMCSdEwZ356NNu/nbB+tZsTGv6vWFa3NYuDaHMQNSuWTyII7pn4pZrS2BIiJRSWEiGpnB5TfDlg2QuwOKCuDJB+DOxyGhtgVHpS5mxpj+aYzpn8bn2/bx0vwvWLCmel+4lRt3s3LjboZldGbq5EGcMKT7YQtkiYhEM3VzRKvk9vCjOyEu3jveuhFe/J2/NUWJYRmd+fm3j+f313yF00ZlHBYaPt+2j+kvL+Xa38/jf6u2aVVNEWkTFCaiWb/BcMmPqo/n/QsWvONfPVGmf/cO3PbNMfzpulM457i+h62qmZ17kIf+vpIfZr3HW8s3a1VNEYlqChPR7itnwwlTqo//OhO2ZftWTjTq2SWZG88exZ9vmMKFEweSFB9b9dqOvQU88eYqLps5l1cXbaCwREudi0j0UZiIdmbwvRuhRx/vuKQYnnwQigr9rSsKpXZI4qrTh/Pcj0/le18ZTEpSfNVre/KLeeo/q/neb/7HX99fx4HCuvavExFpXRQm2oKkdnDtz6oHX+7YDM/9xttpVMKuY7sEvnvyEJ678VSuOn04XVOqB70eLCzluffW8v3f/I8/vLOa3QeLfKxURCQ8FCbaioz+cOn11ceL53pjKKTFJCfGceHEgfz5hincePZIenRuV/VaYUk5ryzcwGUz5zLzrVXsrLHapohIa6Iw0ZZMPgNOPLP6+IUs2Lzev3raiIS4WM45rh9/uu4Ubv/mGPp1S6l6rbS8gn8s28wVs97l4b+vZFOuVtUUkdZHe3M0UkTvzdEQxUXw4LTqQZjde8FdM72ppHJEVDjHorU5vPjBF6zdvv9Lr08ams7UEwcxtFfnEO8WEfFN5G5B3tq0+jABsHML3HcjFAcGYR53IvzoZ95gTTlinHOszN7N3z74gpXZu7/0+rED0/jOcb0Y2acL1j4lxB1ERI6oiN6CXI60Hn3gsmnw1C+942UfwH//D07/pr91tTFmxtgBaYwdkMbqrXv52/z1LFqbQ3rZASYVrGfygg2MmLud4pgElp1xFYPPPJ3undrVf2MRkSNMYaKtGn8yrPsE5r7hHb/yBxg4zPuSI8s5hscc4N72aykunUfi9o2HvZxUUcJxb/+eWz/KJXbgUE4c3pMTh/egR2dtgy4ikUFhoi379lWw4XPYtA7Ky7z1J+6ZBSkd6n+vNI9z3hbxy+fDigWwcysAte2ckuTKuG/XG0yLSeLpbft4+p3VDOnViZOG9+Sk4T3p2UXBQkT8ozETjRQVYyaC5e6EX1wHhYe849EnwPU/hxhN9Am78nKvNWj5fFi5EPbkhr4uLh6Gj4FjJ3OwSw8Sf3cfCcXev5+tcZ25qceFHIg9vLtjUI+OVcEiI1WDaUWkRWgAZrhEXZgAWLEQZt1bfXzBD+FrF/lXTzQpLYHVKwIBYjHkf3n2BgCJSTBqHBw72fveLigQfPEZzPipdy9gc8fe/LjL1ymopWFxQPcOXrA4uid90zRwU0TCRmEiXKIyTAC8/DS8/ar3c0wM3PIwDBnpb02tVVEBrFrqBYhVH3rHobTvAMdM8ALE0WPr3h5++Xz43f1Vq5aWjp7Auyf9gHlrcli+IY/S8tC7k/brllLVYtGvWwqmGTsi0nQKE+EStWGirAx+fSusX+0dd071xk901FoHDXJwP3y02Pul/9lyKCsNfV3nVBg7yQsQQ0ZBbGzo60L53+veQmOVpnwdvpPJoeIyFq/bxfuf7WDp+txag0Wf1PacNLwnJw7vycD0DgoWItJYChPhErVhArw+/F9cB/kHvOPhY+Gm+yGmEb/w2pI9ud7Yh+XzYe0qqAj9S5zuvbzwMHYSDBjavPEor/wB/j27+vjCH8JXq7ukCorLWLJuF/NW7+DDL3ZRXBa6pl5dkzlpmNcVMqhHRwULEWkIhYlwieowAfDJUnj8rurj874HX7/Uv3oizc6t3uyL5fNh45rar+szsDpAZPQP34JgFRXwh4dgyXvV5666/fBt5gOKSspY8kUu81bvYPG6XRSXloe8ZY/O7apaLIb26qRgISK1UZgIl6gPEwBznoU3/+b9bAY3P+i1UrRFzsGWDV54WD4ftm+q/dqjjvYCxLGToFvPlquptAQe+5nXGgIQGwc3PQDDjqn1LUWl5Sxb7wWLRWtzKCwJHSy6d2rHicN7cNLwngzL6EyMgoWIVFOYCJc2ESbKy+HRO2DNx95xh87w81lef39bUFHhjR1ZPh9WzIe8nNDXxcbC0GO8ADFmwpH951OQD7/6SXW4aZcMt8+A3gPqfWtJWTnL1ucxb/UOFq7NoaC4LOR1aR2SOHF4D04c3pMRfbooWIiIwkS4tIkwAbBvN/ziejiw1zseMgp+8qvGDRhsTcpKvfC0fL43Vbbyc9cUnwAjj/daH0af4M3I8MvuXfDLm7x/VwBd0uCOx6BrtwbfoqSsnBUb85i3eicL1+wkvyh0sOiaksjkYV6Lxci+XYmNUbAQaYMUJsKlzYQJgM8/ghl3gAsM4vvat+GCH/hbUzgVF8Gny7wA8dHi6oW7amqX7AWHYyd7QSIx6cjWWZctG+ChW6qnn2b091oomrALbGl5BR9l72beZzuYv2YnBwtDz0jp3D6hKliM7teVWC1wJtJWKEyES5sKEwD/eAH+/pfq4xvv9X6xtlYF+dVTOD9dBiXFoa/r0BnGTvQCxLBjvFUpI9Vny+GJu73uKYBhY2Dafc2quay8go837WHe6h3M/3wn+wtKQl7XsV08k4b14CvDe3JM/1TiYhUsRKKYwkS4tLkwUVHh/aL6dJl3nJzijZ9ITfe3rppKS7y1HvL3B74f+PLxvj2Qvab6l25Nqd0DMzAmw6DhrWtK7MJ34I+PVB+fMAWuvC0ss0jKKxyfbK4OFnvyQwewlKR4Jg1N56ThPRk7MI14BQuRaBO5YcLMYoAfA9cA/YFc4GXgHudcLe3Odd7vZeAi4FPn3JeWcDSzTsD9wPlAKrAe+C3wpGvAP4w2FybA+2X8i+tgb553PHAY3PbrlvtrvaLC63IIFQpqnsvfDwcPQHFh057Vq29gBsZk6HNU+KZw+uHNv3kzcSqdfTGcf0VYH1Fe4fhs614+WL2Deat3sPtg6GDRPjGOcYO6M2FId8YN6k5KUgS37IhIQ0V0mHgCuBGYA/wTGA7cAMwDTnfO1bISUMh7nQv8H1AMbKgZJswsAfgAGAvMBFYDXwO+BdzrnJte3zPaZJgAb3+IX99a/Vf96d+Cqdc07L1lpdUB4OC+oDAQovWg8ri2BaDCof+Q6imcPfq03HOONOfgrzPhvbeqz116PUw5t0UeV+Ecq7fu5YPVO5m3ege5B4pCXhcbY4zq15VJQ9I5YUi6tk4Xab0iM0yY2QhgFTDHOXdB0PkbgN8AlzrnXmjgvVKAz4C/A98A8kOEiUxgFnCjc25m0PlXga8Dg51zdSwk0IbDBMC/X4VXnq4+vvQ66NItRCioEQwKa9mbIpxiYyGlI6R08sY7pHSEDp2Cvnfyvvfo7c16iFbl5ZD1C29cCIDFwHV3w5iJLfpY5xxrtu9nXqDFImdf7S1FA7p3YOLQdCYOSWdQz06acirSekRsmLgf+BnwFefcvKDzScBu4D3n3NkNvNcTeN0bw4CPCR0mKlslUp1zRUHnTwLeB253zj1c13PadJhwDmb9wltCuqUlJVcHgVChIKUTdOgIKZ297+3at+4uinAqLoJHbq9eoTMhEW55yOueOgKcc2zcdZBFa3NYuCaHtTtq2SkVSO2QyIQhXrA4pn8qCXGtaJyKSNsTsWHi38DpQLJzrrjGa/OBIc65eifNm9l4YCFwiXPuZTPLpkaYCIzNyAeWO+dOrPH+RKAAeM05V+fe2206TAAcOgj3XV/7Qk6hWEwgDHSsEQY61QgMQefiE1ruM7QFB/Z5a1Dk7vCOUzrBHY9CesYRLyXvQBGL1uWwaG0OKzfurnUjsqT4WI4/qhsThqQzfnB3OiXrfwMiESZiw8QqoLtz7ktTA4IGUiY650LPS/OuiwOWAdudc18LnMvmy2EiFcgDXnbOXRziPruAL5xzk+qquc2HCYBt2d7ulUWFDWs5SG7fvM2tpGlytnuBIj/QMtCtp7eolY87wRYUl7FsQy6L1uaweN2uWteyiDEY0adrVatFRmrj180QkbCL2DCxHoh3zvUN8dpfgO8BXZxz++q4xx3A3cBI59yGwLlsvhwm+gCbgeecc98PcZ/NwB7n3JhannM1cPW11157HLTxMCGtx4bPvS6PyvU0+g+BWx+OiIW3yisq+GzrPhau2cnCtTls31P72Jq+aSlMGJLOhCHdGZbRRStwivgjYsNEs1omzGwQ3gDO+51zDwSdz0YtEyKelQth1n3VK5mOPgGuuyeilkZ3zrFl9yEWrvG6Q1Zv3Utt/2Xq3D6BEwZ3Z8KQdI4d2I2k+Mj5HCJRrtYwEXckqwhhO3C0mSXWHDMBZAB5dXVxADOAPcCcQLCoFAckBM4dcs7tAPYChYH7HiYwZiIVeK/mayKt3piJ8J1MeP633vHHi+GFWfDdGyJm0KqZ0Tcthb5pKVw8+Sj25hez5ItdLFyTw/INuRSXVY+z2HeohH+v3Mq/V24lIS6GYwekMWFoOhMGp9MlJdHHTyHSdvkdJj4EzgTG460rAVTN5hiDN8OiLv2AXsCntby+DngTONc5V2Fmy4GxIcLLeCAGWNqkTyES6aacC3t2wT9f9o7fe8tb8fPsqf7WVYsuKYmcNaYPZ43pQ3GptxnZwrU5LF67i72Hqv+vW1JWwaJ1u1i0bhfGKoZldPbGWQxNp29aChYhYUkk2vkdJl4C7gSmERQmgKuAZOD5yhNm1hPoBGx2zlV2rt4ChBpNlgUUATcDO4LOvwhMBq7GW7Sq0jSgDG/lTZHo9K3LYU8uLJ7rHb/2rLfmxsTT/ayqXonxsYHxEulUOMeabftYGJh2ujkvv+o6B6zeto/V2/bxzNw19OySzMRAsBjRp4s2JBNpQZGwAuZM4Hq8FTDfwlsB80ZgPnBq5QqYZvYscBkwxTn3bj33zCb0OhMJwALgGLxFsVYDZ+OtgHm/c+7u+urVmAlp1cpK4fG74fOV3nFsLPz4Pjj6WH/raqJtew6xeG0OC9fm8MnmvVTU8t+zlKR4ThjcnYlD0jnuqG4kJ/r9d5RIqxSZAzABzCwWr2Xgary9OfLwWizucc7lB133LM0ME4HXOvPlvTmygFnam0PahIJD8NBPvCm+4C0Qdvsj0Gegr2U114GCEj78YhcL1+5i6fpdFJaE3tAtPjaG0f1TmRiYHdKtY7sjXKlIqxW5YaK1UZiQqLAn11uDonLzts6pcOfj0LXeNeJahZKycj7etMdbhXNtDnm17BsCMKhHRyYO7cH4Qd3o372DVuEUqZ3CRLgoTEjU2JYNv/qJt0MrQK9+8NMZ3jbzUcQ5xxc7D1Qt770+50Ct18aY0Tu1Pf27d6B/tw4M6N6Bft070LNLsvYQEVGYCB+FCYkqn38Ej/0Mysu84yGj4KYHono58137C6taLD7O3k1ZRf3/DUyMj6VfWooXMiq/unWga0qiZoxIW6IwES4KExJ1Fs+Fpx+qPh5/Mlx5e5tYAv1QUSlL1+eycG0On2/bx469jdvhtmO7+MPCReX39knxLVSxiK8idtEqEfHbCVNgTx68+kfveMl73tbyF13pb11HQPukeE4e0YuTR/QCoLCkjE25+WzKPcjGXQfJDnwFr20R7EBhKR9v2sPHm/Ycdr57p3b075ZC/+4dq773SWuv8RgStRQmRAS+eqG3qNXcN7zjf8/2BmOedp6/dR1h7RLiGJbRmWEZhy9fs+9QMdm51eEie9dBsnMP1jpjZNf+QnbtL2TJF7lV5yrHY/QLjMWobNHo0TlZe41Iq6cwISLestqX/Mib3bFyoXfub096i1odO9nf2iJA5/aJjGmfyJj+aVXnnHPk7C88LFxk7zrIlrz8kOMwKpxjc14+m/Pymbe6ei29xLgY+nXzBnoOCOou0XgMaU00ZqKRNGZColpxEcz4qbfbKHgDMX/yKxh0tL91tSJl5RVs3X3o8JaM3IONHo/RoV28N5skuCVD4zHEXxqAGS4KExL1Du6HX90MOdu84/Yd4I5HoUcff+tq5Ro7HqM23TomVYWM/oHvfVLbk5SghmZpcQoT4aIwIW3Cru3eolYHEI427AAAHT5JREFU93vHaT3gjsegUxd/64pCjR2PUZvundrRJ7Dzat+0lKqfOyVH7zRfOeIUJsJFYULajI1r4Ne3QUngL+d+g+HWhyFJy0+3tMaOx6hLp+SEw0JGZdDo1jFJYzKksRQmwkVhQtqUjxfDzHvB228PRo2D66d7G4TJEVdzPMam3INszstn+56CWjc5q027hFj6pKZ8qTWjV9dk7bAqtVGY+P/27j0+6urO//jrk5ArCUm4KCCCVhRF6qWKlxW1VgW0tVovta5Wq1bWHWuru7X+1P2pW3e1262rtdtZK7U3K/7QrqhtxRXqKgreELF4QVABkZsgBHJPSM7vj/OdZDKZXGfIdzJ5Px+PeXyZ8/3O5ExE8s75nvM56aIwIYPOC0/DQ/e1PT9xJlz6Pb8CRDJCU3MLG7fX8PG2atYHK0bWB4+G3S29eq8hOcbY4UPbBYwJo0oYN6KEgjyFyEFORatEpI9OPhN2bIU/PeKfv/iMr0Fx1sXh9kta5eUGy0tHlbZrb3GOT3fWtQaMj7dWty5Pra5vSvpeu1valrDGM2Dv8qJ28zH8sZTSIq0wGewUJkSke2dfCp9thZcX+udPPuQDxQnTw+2XdCnHjNHlxYwuL2bqxL1a251zVNY0toaG+NGMbVXJd1h1wObKOjZXti/GBVAxtIB9R8aPZpQyYVSJamUMIgoTItI9M7jse7BzO7y7zLf97qdQNhymHB1u36TXzIyKkgIqSgo4fL8R7c7VNDSxfltN22hGEDI27aihs7mfO2oa2FHT0KGseHHBkHYjGeNHljBuxFDKhxYwtGCIgkYW0ZyJXtKcCRnU6mrgxzfA+o/884IiuPHfYfzEcPsle1zj7mY2bq9tFzDWba3ik89qaGru3bwM8KMmpUV5rY9hRfkMK8pve16cT2mhPw4ryqO0yB8L8nIVQsKjCZjpojAhg17lZ3DndbA9GOouq4Cb74URe4fbLwlFc4tjS2Vth9slH2+rpqZhd9q/Xl5uTmv48Mc8SjsJHqWxa4rzycvVCpU0UJhIF4UJEWDDWvi370NtMElvzHi48W4oKe3yZTJ4OOfYXt3Q8XZJZS1VtU3UNqY/aHSlMC+3NWyUtI6EJA8esWBSUpinTdjaU5hIF4UJkcD7f4V7boHdwaqAA6fAP9zp9/MQ6UZTcwvVdU3sqmtkV10TVXWNVNU1sas2OCa0x9oae7nUNVUlhUMYVpzP3mXFjKnwk1nHVhQzusIfB9leKVoaKiJpNukwuOL78MBd/vnqt+HBf4dZN4GKHkk38nJzWieB9kZ9UzNVdY3sqo0LIHHBY1cQPPw1jVTVN7GrtqnXRb1iqut3U12/m43ba3lzTcfzpUV5jCkPgkZFW9AYU17MyGFFg2ZkQ2FCRPrumJP9tuWPzfbPl74IFaPgwlnh9kuyVmFeLoV5RYwa1vOy7s45aht2Jw8erYGjLXjsCkJKZ7U44vngspNVm3Z2ODckx9g7CBqJoxpjKoopyqLN2bLnk4hIOKaf64taLXzCP1/wuK9BcfrXwu2XSMDMGFqYx9DCPEZXFPf4dc0tjur6JiprGti0o5bNlbVs2tH22FxZ2+Vtl90tjg3ba9iwvSbp+fKh+QmjGkNbRzWGlxaQM4BWrShMiEhqzODrV/kRijde8m2PPgCffQpfuQhKhoXbP5E+ys0xyorzKSvO71BdFHyF0R3VDe0CxqYdNWyqrGXzjrput5evrGmksqaR9zZUdjiXPySH0XGjGrGRjdgx00qbK0yISOpycuHKG3xRqw/eBedg4TxYsgDOvBBOPVsTMyXr5JgxorSQEaWFTBk/vMP5usbdbI6FjLhRjc3BqEZXO8A27m5JWtY8ZkRpAWMqhjKmvP1cjbEVxZQV5/d7LQ6t5uglreYQ6UL1LojeAatWtG8fsRecezlMPVmTM0Xwt1A+q6pvG82ICx2bd9Syq677+RqdKczLbR3N+Lvpkxld3vNbO93Q0tB0UZgQ6YZzsGwx/Pev4NON7c9NOBAu+DYcfHg4fRMZIKrrm5KPalTWsqWyrserU+ZcdyojSgvT1S0tDRWRfmIGR02Dw4/125f/8WE/YgGwbjX85EY47Fg4/woYOyHcvopkqJLCPCaOKWPimLIO53Y3t7B1Vz0bd9S0BY4gaGzcUUttUHk0f0gOw3u59LavFCZEZM8YkufnShx/Gsyf61d7NDX6c399FVa8DifOgLO/6TcME5EeGZKb03obI5Fzjqq6JjZV1lJZ09BvcydCv3lpZjlmdr2ZrTSzejNbb2Z3m9nQHrw2z8zuN7M3zGybmTWY2Rozm2tmR3bymvFm9gsz+8DM6sxsg5n90cxOSv+nExGKh8J5V8C/PuiDRewfN9cCi+bDzVfAU7+HhuRbX4tIz5kZw4rzmTS2nGMP7L/9ckKfM2FmPwW+C8wD5gOHANcCLwKnOec6XcQbBI4XgCXAR0AVMB64HBgNzHTOPRd3/VjgLfyIzC+A1cBY4CpgH+Crzrk/d9VfzZkQSdHHH8BjD8J7b7ZvL6uAsy+FE6ZDbmYtexMRIFMnYJrZocAKYJ5z7ry49muB+4CLnXNz+vC+Y4CPgQXOuTPj2m8C7gTOcc49Gdc+ER8snnTOndPVeytMiKSBc/DOG/DYL/2mYfHGToDzr4TPT20bxRCRTNDp/5Bh3+a4CN+5exPaZwO1wCV9fN9PgXqgIqE9Vj0nYYo5m4EWIHmZMhFJLzOYcjTc9nO47Lr2cyY2roP7boW7b/ITNkUk44UdJqbif4i/Ft/onKsHlgfnu2VmuWY20sxGm9lUYA5QAjydcOn/BMeomZ1sZvsE1z8CVAN39/2jiEiv5eTCiTPhzl/5iZgFcfstrFwOd1wLv/yxr6YpIhkr7DAxFtjmnEtWc3QDMNLMelI27xBgK7AJH0xmAHcFj1bOueeBa4D9geeBT4LrJwHHOeeW9elTiEhqCgrhrIt9qDj5y+0LW73yHNxyJfzhQahNXg1QRMIVdpgoBjorXl4fd0131gCnA18GvgesAsqAZAtstwJLgRuAs4NjGfBnM9u3sy9gZrPMbGkP+iIifVVWAd+8Fm6/H444rq19dxM885hf+bHwCf9cRDJG2BMwVwB7Oec6rF8xs0eBC4AC51xjL9+3BFgGrHHOzYhrvwqIAkc6596Oa/98cP1c51yX8zQ0AVOkH73/Vz9Jc+2q9u2jxvjlpkdN0yRNkf6TsRMwN+JvZSQbQdgHfwukV0ECwDlXDTwOTDezA+JO3QSsjA8SwfUrgJXAyb39WiKyB006DG6+F666EUbG/c6xdRPc/6/wo3/wG4uJSKjCDhOvB304Jr7RzAqBI/C3I/oqNpMrvrTePkBnC9iHoIqgIpknJweOPQXumA0XXAXFJW3nPnzPB4roHbBlQ3h9FBnkwg4TcwEHXJfQfhV+rsTDsQYzG2NmB5tZcVzbKDPr8BnMbDT+Fkk18E7cqXeBSWZ2XML1xwMH4cONiGSivHyYcR7c+Ws4/Vxfrjtm2WK4dRbMiUJVZXh9FBmkMqEC5s+A7+ArYD6NX5nxXWAx8KVYBUwz+w1wGXBKsCoDM7sOH0Tm4SdhNuJDwWX4GhPfds79Ku5rfTW4tha4H1+o6kDg7/EjFtOcc2901V/NmRDJEFs3w7xfw2svtG8vKoYzvg6nfQ3y+2eTI5FBIqN3Db0OWAvMwq/G2Ab8DLi1q1LagRfxtSjOwpfPzge2AAuBnzrnlsRf7Jx7ysxOx6/guAK/imMHvv7EHc655Wn6TCKyp40aDbNugtPOhT/8Elat8O11tfD4b+D5P8M5l8FxX2q/1FRE0i70kYmBRiMTIhnIOXjrFV+LYvMn7c/tewBccCVM/kI4fRvMnINPN8EH78CH7/o5Lrsq4eDD4aSZMOlwBb2BJTP35hiIFCZEMtju3fDiM34X0sS5E1OO9nt+jNs/nL4NBk2NfhnvB+8F4eFdqNrZ+fWjxvgKqCecrm3oBwaFiXRRmBAZAOprfZGrZx+Hxri6eJYDJ5zmdyetGBle/7JF5Wd+tOGDIDis+wCad/f+fXJz4fDj4KQzYPKRvsy6ZCKFiXRRmBAZQHZsgyd/B4sX+CH3mPwCmH4uzLwACntSZFdobvY7vH74blt42Lal+9cVl8ABh8ABk2HiZP/9XrIAXv4L1CXZW3HEXjBthn8o8GUahYl0UZgQGYA+WePnU7ydULqmtNxvMHbiTP/bsbSprYaPVrYFh4/eh4a67l83epwPDgccAhMP9c+TzYtoqIc3XoIX58Pqdzqetxw4bCqceIbfjl7/fTKBwkS6KEyIDGDvLPMrP9Z/1L599Dg451IYP9Hfuy8oDKd/YYlNlPzw3WCy5Ht+K/jufj7k5cP+k9qCw+cOhtKy3n/9jev8XJeX/wLVuzqerxgJJ0yHE2fAiA67L0j/UZhIF4UJkQGupRlefg6e+K2/DZJMcYkPFeXDoXxE8OcR/nlZXNtArWPR1AhrV7eNOnQ3UTKmfIS/VTHxUB8g9v1c++Jh6ejXssU+WKx8q+N5Mzj0KD+SdPhxMCQTqhsMKgoT6aIwIZIlGhtg4Tx4+lE/YbMvikuCgDGi/bH1z8HzvPz09r23+jJRMifHL6s94BAfIA6YDMNH9d/Gals2+FCxeEHyqqbDKvwqkBNnwl5j+6dPojCRLgoTIlmmqtKv/Fj1Nuzc7h/Nzen9GsUlQbAY0fWIRzpCR0szfLI2bqLke7Btc8/6GD9Rcr+DoLCo+9ftabub4K1XYdHT8O6byW+9HHKEn1tx5PHhB7fspjCRLgoTIlmupQVqdkHldv8b/c7gWLk97s+fwa4d6Q8dQ0s7Bo7E58Mq2v/ArK2Bj95rG3n4aGUfJkpOhtH7Zn4Bqa2b4aVn4KVn/X+LRCVlcPypfonpmH37v3/ZT2EiXRQmRATwoaN6V0Lg+Ax27oj7cxBAWrrbGaCXSob5gOEcbPq4dxMlYwGiLxMlM0VzM6x4DRbNhxVLIdnOCwdO8aHiqGkDd25L5lGYSBeFCRHplZYWP7mxXeDY3n6kI92hIzZRMnbLIt0TJTPJ9q2w+Fk/v2L71o7ni0v8/iwnnaHqp6lTmEgXhQkR2SNamqFqF+z8LOEWy/agLRj1SAwdOTkw7nPBKosQJkpmipZmv/R30Xy/T0uyYPa5g+GkM2HqSYNv+W96ZPSuoSIikpMLZRX+Mb6L61qa20Y6mhphn/0zY6Jk2HJyfXGrz0/1wWvJAlj0TPvJpx+t9I+598Mxp/jNxiYcGF6fs4hGJnpJIxMiIgNESwusXO5DxZtLki+HnXCgDxXHfBGKhvZ7FwcYjUyIiMggk5Pjt56f/AW/9fnLC/1tkC0b2q5ZtxoeWg2PzoapJ/u5FftPGny3iVKkMCEiItlvWDnMOB+mnwerVvhQ8cZLvo4F+L1CXvof/xi3vw8Vx33JT+CUbuk2Ry/pNoeISJaoroJX/uKDxcZ1Hc/nF8BRJ/oqm2PH+x1PB3cJb93mEBERaaekFE47B0492xf9WjQfli7ypdbBH19e6B8x+QVQVOznVxQGx+KhnbTFPw+ORUN93Y8su42iMCEiIoObWdvS2m/8Hbz6v37S5voPO17b2OAfO3f0/evl5rYFi6JiHzhi4aO1LSGAtLumGAqKMqpiqcKEiIhITHEJnHIWfPErfnLmovnw3nKoqYK62uTVNnurudlXT0223XpPmfklwV0FkKKh/rMU7/lVKgoTIiIiicz8Zmf7HdTW5pyfqFlXEzxqE46d/TmhLTbpMxXOBe9bCySp/BkzbQagMCEiIpIZYqMBhUVQMbLv79PUmBAwkgSP2hqoTwgh8W0N9T37Wv0wKgEKEyIiIv0rL98/hpX3/T2am33AqE8IIHVxgaO+rt+2ZFeYEBERGWhyc/1qlJLSsHsCQOZMBRUREZEBSWFCREREUqIwISIiIilRmBAREZGUhB4mzCzHzK43s5VmVm9m683sbjPrdj2LmeWZ2f1m9oaZbTOzBjNbY2ZzzezILl432czmmNmm4DWfmNk8M9s7vZ9OREQk+2XCao57gO8C84C7gUOC50ea2WnOdVluLB84GlgMPARUAeOBy4FXzWymc+65+BeY2QzgCeBD4D5gC7AXcDwwLHguIiIiPRRqmDCzQ4Frgcedc+fFta/B/6D/BjCns9c752rwYSLxfe8HPga+DzwX175X8H7PA191zqWhDJmIiMjgFvZtjovwW5rem9A+G6gFLunj+34K1AMVCe1XA8OBHzjnmsys2Mzy+vg1REREhPDDxFSgBXgtvtE5Vw8sD853y8xyzWykmY02s6n40YcS4OmES88EdgHlZrYcqAHqzezF4HUiIiLSS2GHibHANudcQ5JzG4CRZtaTWqCH4Hc62YQPJjOAu4JHvEn4WzvP4MPK+cAPgCnA88FtFxEREemFsMNEMZAsSIC/TRG7pjtrgNOBLwPfA1YBZUBBwnWlwfvNc859yzn33865u4GvBe23dvYFzGyWmS3tQV9EREQGFXPOhffFzVYAeznnOizJNLNHgQuAAudcYy/ftwRYBqxxzs2Ia6/C3/443Tm3MOE164DCZH2JF4lEwvuGiYiIhCgajVqy9rBHJjbib2UkjiAA7IO/BdKrIAHgnKsGHgemm9kBcac+CY6bk7xsEx0nbIqIiEg3wq4z8TowHTgGeDHWaGaFwBHAohTeuyg4DsfXlAA/n+JgYBzwdsL14/CrQLrUWSpLlZktdc51WOYq6aXvc//Q97l/6PvcP/R97l7YIxNzAQdcl9B+FX4Ow8OxBjMbY2YHm1lxXNsoM+vwGcxsNP4WSTXwTtyph4Lj1QnXn4UfCUlc/SEiIiLdCHVkwjm3wsx+DnzHzB7H/zCPVcB8gfYFq+4CLgNOwRedArgYuM7M5uEnYTYCBwXXVQDfds7Vxn29hWb2CHCRmT0N/AmYgC+ctQm4fc98UhERkewV9m0O8KMSa4FZ+NUY24CfAbd2U0ob/K2RqcBZwGh8ee0twELgp865JUlecynwFnAFvlhWJfAH4Bbn3MZUP0wKHgjxaw8m+j73D32f+4e+z/1D3+duhLqaQ0RERAa+sOdMiIiIyACnMCEiIiIpUZgIiZnlmNn1ZrbSzOrNbL2Z3W1mQ8PuWzYxs4PM7Idm9oqZbTWzKjNbbma36Hu95wSb6K0xM2dm/xl2f7KNmQ03s5+Y2QfBvx9bzex/zezEsPuWLcysxMxuNrMVwb8b28xsiZl9y8z2SImAgSwTJmAOVvfgV63MA+6mbRXLkWZ2Wg8mn0rPXAFcAzyFX2rchF8R9C/A183sOOdcXYj9y1Y/BEaG3YlsZGYT8CvaSoAHads+4DD8EndJUVByYD7wN8Bv8YsCivE7Xf8a/+/1jaF1MANpAmYIgg3FVuD3CDkvrv1a4D7gYufcnM5eLz1nZkcDq51zOxPa/wW4BbjWOaffnNPIzL6ALxD3A3xQ/rlz7jvh9ip7mNmLwH7AMc65TSF3JyuZ2fHAEuBe59z1ce35wEpguHOuPKz+ZSLd5gjHRYDhl6bGmw3UApf0e4+ylHNuaWKQCMwNjlP6sz/Zzsxy8X+Pn8GXtJc0MrOTgGnAj51zm8wsL76Qn6TNsODYrlxAsL3DNqCm33uU4RQmwjEVaMH/9tbKOVeP3xp9ahidGmTGBcctofYi+1yPL1mvkYg948zg+LGZ/RGoA2rMbJWZ6ZeQ9HkNX4PoB2Z2gZmNN7NJZnYXcBQqcNiBwkQ4xuI3MUu2/foG/OZn+f3cp0Ej+O35VmA37ausSgrMbH/gn4EfOufWhtydbDUpOM7G7zt0GXAlvvrvQ2Z2eVgdyybOuR3AV4HtwKPAOvztjWuA85xzs0PsXkbSBMxwFAPJggRAfdw1vd4xVXrkXuA44Gbn3PthdyaL/Be+rP1/hN2RLFYaHKuAU2K7KgdbCnwE3Glmv9UE7rSoxm8I+RR+/sRwfJiYY2ZnO+cWhNm5TKORiXDUAsm2XQcojLtG0szM7sAPwT/gnLsr7P5ki2CIfTpwtXOuKez+ZLHYyqNHYkECWn+Tfgq/rcCkZC+UnjOzz+MDxALn3A3OuXnOuQfx81U2A7ODEU4JKEyEYyP+VkayQLEP/haIRiXSzMxuB/4Jv7Tr6q6vlp4K/h7/B36jvs1mNtHMJuI30QMoC9o0+z11nwTHzUnOxVZ2VPRTX7LZ9fhf7B6Lbww2jvwz/u/2fv3frcylMBGO1/Hf+2PiG82sEDgCWBpGp7KZmd0G3Ab8Dr+brNZEp08RMAq/Ud/quMfzwflLguffDqNzWSY2aXtcknOxtk/7qS/ZLFavI9now5CEo6AwEZa5gMPvmBrvKvxciYf7vUdZzMxuxc++fgi4XPeT064GuCDJIxKcfyZ4/lQovcsuT+DnS1xiZiWxRjMbA5yDr6nyQVidyyLvBsdvxTcGo2tnAzuAD/u5TxlNRatCYmY/w9+7n4cfHo5VwFwMfEk/8NLDzK4B/hP4GPi/+CW58bZoItWeYWb74SdkqmhVGpnZLOAXwDvAr4B84O+BMcBXnHPPhti9rBBUGV2Gv2X0MP7f5eH4X/j2A65xzkVD62AG0jBNeK4D1gKz8MPD2/AlW29VkEirWM2O8fiyuIleABQmZMBwzj1gZtvwFUbvwAfkl4G/dc4tDrVzWcI5t87MjsEvIT8V+AZ+8uty4B+dcyrIlkAjEyIiIpISzZkQERGRlChMiIiISEoUJkRERCQlChMiIiKSEoUJERERSYnChIiIiKREYUJERERSoqJVIjJoRSKR2/F7tpwSjUafD7c3IgOXwoSI9FkkEulJ1Tv9oBbJcgoTIpIO/9zFubX91QkRCYfChIikLBqN3h52H0QkPAoTItJv4ucoABPwG94djN9W+0/AzdFodHOS1x2I3/X1VGAUfmO8hcAd0Wh0dZLrc/E7PH4TmILfWXMD8Dzwb5285nz85llTgHrgWeAfo9HohlQ+s8hgoNUcIhKG64H7gbeAe4H3gcuBJZFIZFT8hZFIZCqwFLgEeB34CfAKcDGwNBKJHJ1wfT7wDPBfwL7AHOA+4A3ga8AJSfoTAX6PvyXzc+Bt4EJgYSQSKUj504pkOY1MiEjKghGHZOqj0eiPkrSfARwbjUbfjHuPe/AjFT8CrgzaDPgdMAy4JBqNPhx3/YXA/wN+H4lEJkej0Zbg1O3AacAfgQui0WhD3GsKgvdKNBOYGo1GV8RdOwe4CDgbeLTTDy8iGpkQkbS4rZPH/+nk+ofig0TgdmAn8LdxowF/g78N8nJ8kACIRqNzgZeAScA0aL29EQHqgKvjg0TwmoZoNLo1SX/uiw8SgdnB8ZhOPoOIBDQyISIpi0aj1suXvJDkPXZGIpHlwMnAIcBy4AvB6ec6eZ/n8EHiSGARPniUAa9Go9GNvejP0iRt64NjRS/eR2RQ0siEiIRhSyftscmXZQnHTZ1cH2svTzj2dtJkZZK23cExt5fvJTLoKEyISBj27qR9dHDcmXAcneRagDEJ18VCwT5975qI9JbChIiE4eTEhkgkUgYcgV+W+V7QHJtX8cVO3ifWviw4rsQHisMikcjYdHRURLqnMCEiYfhmJBI5MqHtdvxtjUfiJk4uxi8bnRbUgWgVPD8JWIWfiEk0Gm0GokARcH/iss5IJJKfuPRURFKnCZgikrIuloYCPBGNRpcntM0HFkcikUfx8x6mBY+1xK0AiUajLhKJXAYsAOZGIpEn8aMPk4Bz8MWuLo1bFgq+tPexwFnAqkgk8qfgun2B6cANwG/69EFFJCmFCRFJh9u6OLcWvzIj3j3APHxdiQuBavwP+Juj0ein8RdGo9FXg8JV/4SvH3EWvgLmI/gKmO8nXN8YiURmAlcDlwKXAQZsDL7mS73/eCLSFXOuJ5v+iYikTlt+i2QnzZkQERGRlChMiIiISEoUJkRERCQlmjMhIiIiKdHIhIiIiKREYUJERERSojAhIiIiKVGYEBERkZQoTIiIiEhKFCZEREQkJf8f0I/F0mWSxwYAAAAASUVORK5CYII=\n",
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
@@ -865,7 +983,7 @@
}
],
"source": [
- "ooo.plot_history(history,plot={'loss':['loss','val_loss'], 'mae':['mae','val_mae']})"
+ "pwk.plot_history(history,plot={'loss':['loss','val_loss'], 'mae':['mae','val_mae']}, save_as='01-history')"
]
},
{
@@ -884,17 +1002,9 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 44,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"loaded_model = tf.keras.models.load_model('./run/models/best_model.h5')"
]
@@ -903,17 +1013,30 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "### 5.2 Make a prediction"
+ "### 5.2 Make a prediction\n",
+ "A basic prediction, with normalized values (so humanly not very understandable)"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1080x1152 with 12 Axes>"
]
@@ -933,32 +1056,37 @@
"pred = loaded_model.predict( np.array([sequence]) )\n",
"\n",
"# ---- Show result\n",
- "reload(ooo)\n",
- "ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features)\n"
+ "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, save_as='02-prediction-norm')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### 5.3 Full prediction"
+ "### 5.3 Real prediction\n",
+ "We are now going to make a true prediction, with an un-normalized result"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Gap between prediction and reality : 0.07 °C\n"
- ]
+ "data": {
+ "text/html": [
+ "<div class=\"comment\">Saved: ./run/figs/SYNOP2-03-prediction</div>"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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NQEpCLD+4ZgFbyut4/M1ixowcQX6Oj65uy4iYAZaC3/1u7z233/3ugHMGiorbITAvO51/vlvKp07NdR1FRAbJWktJVdP7M2jrW9pZOG0M1yyZytyJvv59xRcgl82fyPX376J4TwOT9SFaJKQV721gTMoIkkfEDPqxpmemvj9OcO2O/fzw6fVcNj+by07OJrG/3zYd6qv14LQEFbdDYPZEHz/8+3o6uro1tkckiOypa2XZ8jWU17QwemQc83LS2VBaQ1eX7emfncX0zFTn/fRxMVEsXZTLo68Vcc9VJzvNIiJDq6C0ltkT+9Zv2x8n5Y7iR9cu5MmVO7j+F6/yq5tPx5cU178HufpqTxSzR1JxOwSSRkST5Utka3kdsyf6XMcRkT5atnwNZdXNAOytP8DKrXv53tWnMDkj2XMbs1x4wgT+smoXm3bXMjMr8L/4RMQbCstqOW9O5pA89oT0RL562Vxqm9tIS4zjz2/voLqxjSsWTmJU8sAnu7imZcUhMjfbx/qSGtcxRKQfdtc0f+jn5rZOpowd6bnCFiAmKpLPnj6FR14twmvzykUkMLq6LZvKapnVx0kJA5WW6F+xPWvWeCIjDLc8+AY/e7YwaN9bVNwOkXk56azbVe06hoj0UXNbBxHGvD8V3BjI9CU4zXQ858wZT23TQd7Te41ISNq5r5G0xFhSEwMzTvB4fElx3HTuDH53+xLys30YY3i5oJySqqZhef5AUXE7RGZOSGPH3kba2jtdRxGRPnj45S2cPmMsWemJRBhDli/x/QMvvCoyIoJrzpiq1VuREFVYVuukvTE5PoYzZo4DoLG1nf/+wyrufnIt2yrrhz3LQKjndojERUcyZexICstqmT95tOs4InIM7+7cz3s7q/nVzacdcwcgLzp95liWryzm7W37OHVahus4IhJAhaU1nDZ9rNMMly+YxEUnTuT598pYU7yfqeNS2F3dTFZ6Iq9urODxN4vf//mqxZM5c9Z4p3lBxe2Qys9JZ31JjYpbEQ870N7Jz54t5D8umhV0hS1AhDFcu2Qaj75WxIKpY4jwYH+wiPRft7VsLKvl9gtmuY5CXHQknzglB4CDHV3c9cRajIGWtk6+/ol8Zk1IY+PuWn7yTAGA8wJXbQlDKD/bx3r1wol42m9e2cqcib6g/hC6YOpoYqIiWbGp0nUUEQmQsv3NJMRFk57cz/FcQyw2OpKHbz2dtvYuoiMNu2taiIqMID87nTsumcPjbxa7jqjidihNG59CZW0rjQfaXUcRkV4UltbwdtE+bj53husog2KM4bozp/HYiu10dXe7jiMiAVBQWsPsIZ6SMFCRERHUNrfxm9uXcH7+B2PKZmWlsbu6+Rj3HB4qbodQdGQEM7JSKdBIMBHPaevo4r5/FvDFC2eRNCL42hGONC/Hhy8plpc2lLuOIiIBUFhWyxwPz8rPSk9kc3kdMVEfbDu+cXctWemJDlP5qbgdYvk5mncr4kW/f62IqWNTWDhtjOsoAXFo9fYPr2+nvbPLdRwRGQRrLYVDtDNZoFy1eDI/eaaA9SXVdHZ1s76kmp88U8BViye7jta3A8qMMVOBzwLnAblAHLAD+DPwU2ttS8/tDHA18DHgJGAcUA2sB75rrX0nwPk9b152Ot9/ap3rGCJymC3ldby6sZJf3Xy66ygBNTMrjZwxyTz3XhkfPznHdRwRGaDymhaiIg1jRnp3l7BDB4098MKm96clXHfmNOcHk0HfpyV8Hrgd+AfwR6ADOBP4DvApY8wCa+0BIBZ4DH8xuxzYBYwFbgHeNsZ8zlr7h4D+CTxuUkYy9a3tVDe2ea4pXCQctXd2cd8zBdxy3gxGxse4jhNw1y2Zyp2Pr+GC/CziYjQQRyQYHWpJ8OLuiIc7c9Z4TxSzR+prW8JfgExr7dXW2p9ba39lrf008F1gDnBDz+06gSXW2nnW2juttb+x1n4HOBGoBX5sjAmrVogIY5g70ceGEk1NEPGCP71RTJYvgdNnuJ0dOVRyM0YyMyuNv68pcR1FRAaosLTG0y0JXtenQtNau9Za29DLVU/0nM/quV2ntXZFL/ffB6wARvecwkp+jo916rsVcW77ngaeX1fGFy+a5fkVkcH43JKp/HXVLprbOlxHEZF+stZSUFbr2UkJwWCwq6iH5j/s6+Nt24H6QT5n0MnPTmf9rmptjyniUEdXNz/+xwZuPGc6aYmh3SI0IT2RkyeP5q+rdrqOIiL9tK/+AN3dlvFpCa6jBK0BF7fGmEhgGf5WhD8d57YXAScDT1hr2wb6nMEq05dAt7VU1rW6jiIStp5cuYNRyXGcPdt7/WFD4bOnT+GZtaXUtxx0HUVE+qGgzD/fNpS/XRpqg1m5/SmwAFhmrS062o2MMVPwH2RWAXzlGLe7yRizdhB5PMsY8/7qrYgMv5KqJv6+poT/uHh22PzCyEiNZ8nMcTz51g7XUUSkHwo8PgIsGAyouDXG3AN8EXjIWnvvMW6XA7wCWOBCa+3+o93WWvuQtfakgeQJBvNy0jXvVsSBru5ufvzMBq47cxqjkr07VmcoXLV4Mi+uL6e6Mey+MBMJWhvLapk9wbubNwSDfhe3xphvAXcCv8M/4utot8sGXgUSgXOttYUDixga5mb72FBSQ7f6bkWG1d9W7SI+NooL52W5jjLsfElxXDAviz+9ud11FBHpg/2NB2g92MnEUe53+Qpm/SpujTF3AXcBvwe+YI9yhJQxZiL+wnYk/sI27HcxGD1yBIlx0ZRUNbmOIhI2dlc38+e3d3LHxXPCph3hSJ86NZfXN+9hj3r+RTyvsLSWWVmpYft+FSh9Lm6NMcuAb+Hvn73eWtt9lNtNBF4DUoHzrLXvDj5maJib7VPfrcgw6eq23PdMAVefPoWM1HjXcZwZGR/DpSdl84fXt7mOIiLHUVhWy+yJakkYrL5uv3s78G2gDHgZ+MwRnyr2WWtfMsYk4V+xzQZ+Dkwzxkw74uFe6pl7G3bm5aTzUkE5ly+Y5DqKSMh7Zm0JxsAlJ010HcW5Ty7I4fr7X6NsfxMTRiW5jiMiR1FQWsPFJ0xwHSPo9XVvxvk95xOAR3u5fgXwEuADDm1o/qWjPNaZ9G0ubsiZMzGNn/yzgM6ubqIiw2qjNpFhtaeulT++vp2fXH8qEfp6j4S4aD65YBK/X7GNO6840XUcEelFbXMb9S0HyRmT7DpK0OvrDmXXWWvNMU5Lem5XcpzbGWvta0P5B/KylIRYMlLi2bant83eRCQQrLX85J8FfGpRLpk+HZRxyGXzJ7Jpdx3Fev8R8aSNZXXMzEojMkIfyAdLy4fDLD9HfbciQ+n5dbtpa+/i8lPU/nO4uJgoli6ezKOvHXUsuYg4VFBaoy13A0TF7TDLz/Zp3q3IEKlqOMAjrxbx5UvmaPWjFxfOy6J0fzObdte6jiIiRygs1cFkgaLidpjNnuCjqKKegx1drqOIhBRrLT97tpCPn5xN9mgdNNWbmKhIrj59Co+8WsRRJjmKiAONre1UNRxgylj12waCitthFh8bRc6YJDaX17mOIhJSXi6ooK75IJ86Ndd1FE87Z854apsO8p7ao0Q8Y2NZLdMzU4iMUFkWCHoVHZiXna6+W5EAqmlq4+GXt/CVS+doEslxREZEcM0ZU7V6K+Ihmm8bWPot4MDcHPXdigSKtZafP7eRi0+YQG7GSNdxgsLpM8fS0dnN29vCciqjiOcUlNYwZ6IOJgsUFbcOzMhMpXR/Ey1tHa6jiAS9FZv3UFnXwlWnTXYdJWhEGMN1Z07j969to1urtyJOtbR1UF7TwpSx+nAeKCpuHYiJiiRvfCqFZTpiWWQw6lsO8qsXN/PlS+YSExXpOk5QOWXKaGKjI1mxqdJ1FJGwtml3HdPGp+g9LIBU3DqSn+1jnfpuRQblgRc2cc6c8eSNT3EdJeiYQ6u3K7bR2dXtOo5I2CoorWGO5tsGlIpbR/Jz0tmgvluRAVu5dS/Fexu55oyprqMErXk56YxKHsFLBeWuo4iErcKyWmap3zagVNw6MmVsMvsbD1DfctB1FJGg03ignftf2MiXL5lDbLS+yhuM686cxh9f3057p2Zviwy3A+2dlFQ1MX18qusoIUXFrSORERHMmqCpCSID8dC/trA4byyz9FXeoM3ITCVnTDLPvVfmOopI2NlcXkduRrI+pAeYiluH8rN9mncr0k9riqsoLKvh+rOmuY4SMq5bMpUnVu6grb3TdRSRsFJYWstsfUgPOBW3Ds3LSdfKrUg/tLR18LNnC/mvj81hREyU6zghIzdjJDOz0vj7mhLXUUTCSmFZLXO0eUPAqbh1aOKoRA60d7K3vtV1FJGg8OtXtjJ/8mjm5aS7jhJyPrdkKn9dtYtmzd8WGRYHO7oo3tPAjCz12waailuHjDHkZ2tqgkhfrNtVzZriKr5wdp7rKCFpQnoiJ08ZzV9X7XQdRSQsbK2oZ+KoJH0LNQRU3DqWn6O+W5HjOdDeyU//WcB/XDSbhLho13FC1mdPn8Iza0s1xUVkGPhbEtRvOxRU3DqWn+3vu7XaAlPkqB55tYhZE9I4ecpo11FCWkZKPEtmjuOJt3a4jiIS8gpLa5it4nZIqLh1bGxqPNFREeyubnYdRcSTNpbV8saWPdx83gzXUcLCVYsn86/15VQ3trmOIhKyOrq6KaqsZ2aWituhoOLWA/KzfaxT363IRxzs6OInzxTwxQtmkTwixnWcsOBLiuOCeVn86c3trqOIhKxtlfWMT0sgUW1WQ0LFrQfkZ6er71akF4+t2EZuRjKn5mW4jhJWPnVqLq9v3sOeOk1yERkKhaW1zNYIsCGj4tYD8nN8FJTW0tWtvluRQ7ZW1PNyQQW3XTDTdZSwMzI+hsvmZ/OH17e5jiISkgrKtHnDUFJx6wFpiXGkJcayY2+D6ygintDe2cV9z2zglvNmkJIQ6zpOWLp8QQ5rivdTtr/JdRSRkNLV3c2W8jptHz6EVNx6hHYrE/nA428WMy41gTNmjnUdJWwlxEZzxcJJ/H6FVm9FAql4byOjk0cwMl7HEQwVFbcekZ+tebciADv2NvDsu2V86aJZGGNcxwlrl87PZtPuOrbv0bdKIoHi77fVqu1QUnHrEXOyfWwur6Ojq9t1FBFnOru6ue+ZAr5wTh6+pDjXccJeXHQkSxdP5tHXilxHEQkZhaU16rcdYipuPSIxLposXyJby+tcRxFx5sm3dpCSEMu5czJdR5EeF87Lomx/M5t217qOIhL0urotG3dr5Xaoqbj1kHz13UoYK6lq4unVJfznxbPVjuAhMVGRXH36FB55tUg7KYoMUklVEynxsaQl6pupoaTi1kPys32sU9+thKGubst9zxRw7ZKpjB45wnUcOcI5c8ZT23SQ9/T+JDIohWXacnc4qLj1kJkT0ti5r5ED7Z2uo4gMq6fe2UVcTCQXnjDBdRTpRWREBNcsmarVW5FBKijVfNvhoOLWQ+KiI5kydiQby9TbJuGjoqaFJ1YW818XzyZC7QiedfqMsXR2Wd7ets91FJGgZK1lY5l2JhsOKm49Zm62+m4lPOypa+XGX67g8w+8RmSEUZ+tx0UYw7VLpvL717bRrdVbkX4rq25mREykWq+GgYpbj5mXo3m3Eh6WLV/D7upmAOpb21m2fI3jRHI8p0wZTWx0JCs2VbqOIhJ0/C0JWrUdDipuPWbquBQqa1tpPNDuOorIkCqvaeHQ+p+1/p/F24wxXHfmNH6/Yhudmskt0i/+lgT12w4HFbceEx0ZwcwJqRSoNUFC3Li0+Pf/2xjI9CU4TCN9NS8nneQRMVzzf//mwu88x42/XMGeulbXsUQ8zVpLQWkNc9RvOyxU3HrQ3Gyf+m4l5H16US6x0RFEGEOWL5G7l853HUn6qK7lILXNB+m2lt01zWopETmOytpWIowhI0X9tsMhynUA+ah52enc+9Q61zFEhtT+hjYum5/DDWfnuY4i/bS/oe39/1ZLicjxHZpvqwNnh4dWbj1oUkYyja3tVDe2Hf/GIkGqqLKeaeNGuo4hA5DpS+DQ72iDWkpEjqegtFYtCcNIxa0HRRjDnIk+1pdoaoKEJmstWyvqmTY+xXUUGYC7l84ny5eIMRAVGcGyK090HUnE0wrLapmlzRuGjYpbj8rP0bxbCV37Gg4QGWFIT9L+6sFobGo8D996Bs9/8yLmZPt4Y8se15FEPGtffSsdnd1k6RuOYaPi1qPGp8Xz78IKHY0sIamoop5p41LUfxbkjDH818WzeeqdXZRUNbmOI+JJBaX+VVu93w0fFbce9csXN9PVbXU0soSkosp68tSSEBJGjxzBtWdO475nCujq1s5lIkfSfNvhp+LWow4/+lhHI0uoKapsUL9tCLnohAnExUTyt3d2uo4i4jkFZTXMUb/tsFJx61GHH4186GeRUNDV3c2OvQ1MHatJCaEioqc94cmVOyivaXYdR8QzapraaDrQwcTRSa6jhBUVtx516GjkCGOIjoxgUV6G60giAVFS1Ux6UhwJcdGuo0gAjUtL4DOnTeG+ZwrotmpPEAEoLK1lVlYaEeq3HVYqbj3q/aOR77yI39x2Bi+u382a4irXsUQGrahSI8BC1aXzs7EWnllb6jqKiCcUlNUwR/22w65Pxa0xZqox5m5jzCpjzH5jTJMxZr0x5pvGmI98X26MmWaMedoYU2eMaTHGvGGMOSvw8cPDmJR47rziBP6/v2+gbL+OSJbg5t+8IcV1DBkCkRGGOy6Zwx9WbGOvJryIUFhay2xt3jDs+rpy+3ngDmAHcDfwNaAI+A7wljHm/c2SjTG5wFvAQuCHPbdNBF40xpwTuOjhZWZWGjeeM51lT6ylsbXddRyRASvS5g0hbUJ6IlcszOUnzxZg1Z4gYay+5SA1TW1MGpPsOkrY6Wtx+xcg01p7tbX259baX1lrPw18F5gD3HDYbe8FUoDzrbX3WmsfAE4DKoH7jQa9Ddi5czNZnJfBPX95l46ubtdxRPqtrb2TyrpWvdmHuCsW5tDa1snz63a7jiLiTGFZLTOzUomMUNkz3PpU3Fpr11prG3q56ome81kAPS0KlwKvWWvXH3b/ZuDXwFRg/mACh7vrz8pjREwUD7ywSasiEnS2720kZ3QS0ZFq9w9lkRERfPmSOTzyahFVDQdcxxFxQi0J7gz2N0xmz/m+nvM5QCzwdi+3XdVzruJ2ECIjDF//xDw2767j72tKXMcR6ZdDO5NJ6MsZk8yl87P5+XOF+iAuYamwrJbZmm/rxICLW2NMJLAM6AT+1HPxuJ7zil7ucuiy8Ud5vJuMMWsHmiecxMdG8e2lJ/HEyh2s3bHfdRyRPttaUc+0cZpvGy4+vSiX/Y1tvFLY268EkdDVdKCDvXWtTNE8bycGs3L7U2ABsMxaW9RzWXzP+cFebt92xG0+xFr7kLX2pEHkCSsZKfF885Mn8MOn11NWraHpEhy2aQxYWImOjOArl87loZe2UNvcdvw7iISIjWW15GWmEKUWLCcG9KobY+4Bvgg8ZK2997CrDs1+ie3lbnFH3EYGadaENG44O4+7nlhD4wFNUBBvq2s+SMvBDsalabe9cDJl7EgumJfFL57bqPYECRuFZTVqSXCo38WtMeZbwJ3A74Bbjri6sue8t9aDQ5fp+6kAOj8/i4VTx/Ddv7xHpyYoiIcdmm+rnXrCz2dPn8LumhZe37zHdRSRYaGDydzqV3FrjLkLuAv4PfAF+9GP4YX4WxIW9nL3BT3n6qsNsBvOnk5MdCQPvKgJCuJd2rwhfMVERfLlS+bwyxc3U9/SW9eaSOhoOdhBWXWzji9wqM/FrTFmGfAt4DHgemvtR5YJe0Z+PQMsMcbMPey+icAXgO3A6kFmliP4Jyjks7Gsln9o20vxqKLKBvXbhrHpmamcOXscv3xxs+soIkNq8+46po4bSUxUpOsoYauv2+/eDnwbKANeBj5jjPnsYadzD7v5N4AG4F/GmK8bY24D3sDflvClXlZ7JQASYqP59qfn8/gbxby7UxMUxFustRRV1DNVKxlh7dol0yiqrOetor2uo4gMmcLSWmZPUEuCS31duT00m3YC8Cj+1dvDT988dENrbTGwCP9c268DPwJagAustS8GJrb0ZmxqPN/85Dx++PR6dmuCgnhIZW0r8bFRpCXGHf/GErLiov3tCb94fiNNBzpcxxEZEgVlNcyeqIPJXOrrDmXXWWvNMU5Ljrj9FmvtZdbaFGttvLV2sbX25SH5E8iHzJ7o4/ozp3HXE2s1QUE8w99vq1VbgTkTfZw6LYMHX1J7goSeto4udu1rYnpmqusoYU0D2ELQBfMmcMqU0Xz3r5qgIN6gg8nkcJ8/K4+CkhrWFFe5jiISUFvK65g0Jpm4aPXbuqTiNkR94ZzpREdG8Kt/aXVE3CuqqCdPB5NJj/jYKP7zY7P52bOFtBxUe4KEDn+/rVoSXFNxG6IiIwzf+MQ8NpTU8MzaEtdxJIx1dHWzs6qJydqGUg5z4qRRnDhpFL95ZavrKCIBU6h+W09QcRvCEuKi+fanT+KPrxfz3s5q13EkTJVUNTEuNZ4RMVGuo4jH3HjudN7ZVsX6Er0/SfBr7+xiW2UDM7NU3Lqm4jbEjUtL4BuXz+P7T62jvEYTFGT4ba2oU7+t9CoxLpovXTSLn/6zkLb2TtdxRAalqLKBCemJxMfqg7xrKm7DwNxsH9edOY27lq/V+B0ZdkUV2rxBjm7B1DFMH5/C714tch1FZFAKS9WS4BUqbsPERSdMYL4mKIgDGgMmx3Pr+TN5ffMeNu2udR1FZMAKSmuZM1GbN3iBitswcuM5eURGGE1QkGHT0tZBVcMBskcnuY4iHpYcH8NtF8zkvn8UcLCjy3UckX7r7Opma0Wd+m09QsVtGImMiOB/Lj80QaHUdRwJA9v3NJCbkUxkhN5q5NhOmz6WnDFJ/OH17a6jiPTb9j0NjE1NIGlEtOsogorbsPPBBIXtrNulI5RlaBVV1qvfVvrs9gtm8a8NuymqrHcdRaRf/C0JWrX1ChW3YejwCQoVNS2u40gI21qhncmk71ITY7n53Bnc948C2jvVniDBY2NZDbO0eYNnqLgNU3OzfVy7ZBrLnlhDc5smKMjQKKqsJ0/FrfTDmbPGMSZlBMvf3OE6ikifdHVbNu2u085kHqLiNoxddMIETsodxff++h5d3ZqgIIFV3dhGZ5dlTMoI11EkiBhj+I+LZvPPd0vZsbfRdRyR49q5rxFfUhwpCbGuo0gPFbdh7qZzp4MxPPivLa6jSIg5NALMGOM6igSZ9OQ4bjg7j/ue2aDRheJ5mm/rPSpuw9yhCQrv7dzPs+9qgoIETlFFPdPGp7qOIUHqvLmZJMfH8Je3d7qOInJMBaW1zJmg+bZeouJWSIyL5tufns/vV2zTHu8SMNq8QQbDGMN/XTybv67aSdn+JtdxRHrVbS0bd9dq5dZjVNwKAON9CXzjE/P4/t/WU1GrCQoyOF3dlm17GjQpQQZlTEo8n1sylfueKaCr27qOI/IRpVVNJI2IxpcU5zqKHEbFrbwvPyedz54xhbuWa4KCDE55TTMj42NIjo9xHUWC3MUnTiQqMoKnV+9yHUXkIwrK1JLgRSpu5UM+duJE5k1K53t/W6cJCjJg/paEFNcxJAREGMMdl8xh+ZvFmsstnqODybxJxa18xC3nzcBay0MvaYKCDIz/YLIU1zEkRIxPS+CqxZP5yT8L6LZqTxBvsNZSWFar+bYepOJWPsI/QeEE1hbv57n3ylzHkSBUVNlAnopbCaDLTs6hs6tbU13EM3bXtBAbFcmYlHjXUeQIKm6lV0kjovn20pN49LUiNpTUuI4jQaS9s4uy6mZyxyS7jiIhJDLC8OVL5vD717axt77VdRwRNpbVastdj1JxK0eV6Uvkvz8+j3v/to5KTVCQPtqxt5EsXwKx0ZGuo0iImTAqiU8umMTPni3Eqj1BHCsorWGO+m09ScWtHNMJk9K5+vTJ3PXEWlo0QUH6YKv6bWUIXbFwEo2t7by4frfrKBLGrLUUltYye6ImJXiRils5rktOymZuto97n1qnWZNyXJqUIEMpKjKCL18yl9/+u4jqxjbXcSRM7a0/QLe1jEtVv60XqbiVPrnlvBk0t3Xw6R+/xIXfeY4bf7mCPXXqe5OPUnErQy03I5lLTprI/z2n9gRxw9+S4MMY4zqK9ELFrfRJVGQETQc6aGrroNtadtc0s2z5GtexxGMaD7RT39xOVnqi6ygS4pYunsy++gO8urHSdRQJQ/6WBPXbepWKW+mzytoPVmqthXINVJcjbKtsYMq4kURGaDVDhlZ0ZARfuXQOD760mdpmtSfI8Cosq9F8Ww9TcSt9lulL4PBvYDJ9Ce7CiCcVVaglQYbP1HEpnDc3i/uf3+Q6ioSRqoYDHGjvYoK+ofIsFbfSZ3cvnU+WL5EIAxEGvnrpHNeRxGO2VtYzbdxI1zEkjHz29CmU7G/ijc17XEeRMFFY6l+1Vb+td0W5DiDBY2xqPA/fegYAv3xxEy9uKGfa+FTHqcQrrLUUVdTzHxfNch1FwkhsdCRfvmQO337yXR55rYjK2lYyfQncvXQ+Y3UkuwyBwjL123qdVm5lQK4+fQpvbtlLSVWT6yjiEfsaDhAZYUhPinMdRcLMzKw0urst5TUtOuBVhlxhaS2zJ2i+rZepuJUBSR4Rw2dOm8yDL23WKB4BPui31Vd14kLLwc73/9t/wGuzwzQSqmqa2qhvbSdnTJLrKHIMKm5lwD524kSqGg6wurjKdRTxgKLKevK0M5k4cuQBr8YYbvzlCh55tYjtexr0IVwCYmNZLbOyUonQh3hPU3ErAxYVGcFN507noZe20NnV7TqOOFZU2aBtd8WZDw54NUxIT+ThW8/gK5fOobOrm+/+9T2u/fmrPPivzWwsq9VOizJg/n5btSR4nQ4ok0E5efJonl5dwrPvlnLZyTmu44gjXd3d7NjbwNSxmpQgbhx+wOsHEsgbn8oNZ+dRUtXEyq17+cXzG6lvaWfhtDEszstgbraPqEit80jfFJTWcN7cTNcx5DhU3MqgGGO4+dwZ/L/HVnHW7EySRkS7jiQOlFQ1k54UR0Kc/v+L9xhjyBmTTM6YZD57xlQqalt4a+teHluxje/9rYVTpoxmcV4GJ+SOIi460nVc8aiG1nb2N7aRm5HsOooch4pbGbTs0Uksnp7BH9/Yzi3nzXAdRxwoqqxXS4IEjfFpCVx5ai5XnppLdWMbbxXt5ek1Jfx//9jACTnpLMrL4JQpo/VhTT5kY1ktMzJTiYzQSr/XqbiVgPjcGVO56Vevc/EJE8jSri1hp6hSO5NJcEpPjuPS+dlcOj+bhtZ2Vm3bx6ubKvn5cxuZOSGVRXkZLJw6hpSEWNdRxbGC0hrmaL5tUFBxKwGRkhDLlQsn8euXt/DtpfNdx5FhVlRRz0UnTHAdQ2RQRsbHcH5+FufnZ9FysIM12/fz5ta9PPTSFiZnJLM4L4OF0zIYPXKE66jiwMayWm67YKbrGNIHKm4lYC47OZtn3ytj3a5q5uWku44jw6StvZPKulYmjVEfmoSOhNholswax5JZ4zjY0cV7O6tZuXUvj72+nXGpCSzKy2BxXgbjfQmuo8owaG7roKK2han6hiooqLiVgImJiuSGs/N48F+buf/G04iM0BzAcLB9byM5o5OI1hHnEqJioyNZOG0MC6eNobOrm4LSWlZu3cNXf/82ySNiWJSXwaK8DCaNSdImJiFq0+5apo1P0ftckFBxKwG1OC+Dv68u4cX1u/U1dZjYWlGnflsJG1GREZwwKZ0TJqVz+4Wz2FJex8qte/n2n9cSYcz7hW7e+BT21R9g2fI1lNe0kOlL4O6l8xmbGu/6jyADoC13g4uKWwkoYww3nzeDZcvXcMbMsSTE6mjjUFdU0cDCqaNdxxAZdhHGMDMrjZlZadx4znR27mvkza17+ek/C2g60EF7ZzctbR1YYHdNM8uWr+llFq8Eg4LSWr5wTp7rGNJHWl+XgJsydiQn5o5i+Zs7XEeRYbBNY8BEMMaQmzGSa5dM46FbzuCH1yx4v7AFsBbKa1qcZpSBOdDeSen+Jm0vHkT6VNwaY75hjPmzMWanMcYaY0qOc/uFxph/GGPKjTEHjDE7jDEPG2MmBSS1eN71Z07j+XVl7K1rdR1FhlBd80FaDnYwLk0H1YgcLis9kaz0RA514BoDmTr4LCht3l3H5LEjiYnSBh/Boq8rt98DzgJ2AHXHuqEx5gLgTSAP+AXwJeAfwGeAtcaY8QNOK0HDlxTH5afk8OtXtriOIkPo0HzbCB1EI/IRdy+d//7c78S4aO7WmMSgVFBaw5wJmm8bTPpa3OZaa33W2nOByuPc9g6gCzjVWvt9a+2vrbV3AP8JpAJXDjyuBJNPLphEUWUDhWW1rqPIENHmDSJHNzY1nodvPYPld5xDhDF0dHa5jiQDUFhWy+yJOpgsmPSpuLXW7uzHYyYDbXx0hfdQUaymozARGx3J9WdO48F/babb2uPfQYJOUYX6bUWOJzUxlqsWT+aBFzdj9V4YVA52dLFjbyMzMlNcR5F+GIoDyl4EkoBHjTFzjTHjjTHnAz8GtgDLh+A5xaPOnDWOyAjDKwUVrqNIgFlrKapsYOq4ka6jiHjepfMnUtd8kDe37nUdRfphS0UdOaOTiIvRcKlgMhTF7b3AL4ErgPVAOfACsBNYYK1t6u1OxpibjDFrhyCPOHRoNNgjrxbR1t7pOo4EUGVtK/GxUaQlxrmOIuJ5kRER3HbBTB56aQttHWpPCBYbS2uZpX7boDMUxW0XUAG8DHwBuBz/qu05wHJjTK+DT621D1lrTxqCPOLYjMxUZk1I48m3+tPdIl7n77fVqq1IX83N9jEjM5Xlbxa7jiJ9VFBWyxz12wadoShuHwFuAD5lrf2NtfYpa+1X8R9QdiFw7RA8p3jcDWfn8Y+1JexvPOA6igSIDiYT6b8vnJPHs++WUlGrw0+8rr2zi6KKemZmpbqOIv0U0OLWGDMBuBp41lp75IDTP/eca3uWMDR65Ag+duJEfvfvItdRJECKKuo11Fykn0Ylj+DKU3P51b82u44ix7F9TwOZvgQS4rTTZrAJ9MrtoRm2vU06jjriXMLMpxflsr6kmq0V9a6jyCB1dHWzs6qJyWPVliDSX584JYfKmhZWbdvnOoocxZ66Vr795Lvs2NvIjb9cwR5tSBRUAl3cFuHvuf24MSbliOuu6zlfE+DnlCAxIiaKa5f4R4NpHE5w27WvkXGp8YzQEcQi/RYd6T+47Ff/2ky7Zt960rLla2hobccCu2uaWbZcpUsw6ev2u9cYY+40xtwJjAJGHvrZGHPNodtZa2uBnwJjgXXGmP8xxtxijHkM/xSFHcCvA/6nkKBx7txM2ju7WLF5j+soMgjqtxUZnBNzRzFpdBJ/eVsH2npRec0HPdHWfvhn8b6+rtzeANzTcxoNpBz28w1H3PZrwE1AFfA/wM+B0/CPB1torW0cdGoJWhE9o8F++8pWrVgEsaKKBm3eIDJIN503g7+9s4t99frK22vSk2Lf/29jINOX4DCN9FdfdyhbYq01RzktOeK21lr7sLX2FGttorU22lqbba293Vq7f0j+FBJU5kz0MTkjmb+t2uU6igyQxoCJDF5GSjwfPzmHB1/a4jqKHGFuto+R8TFEGEOWL5G7l853HUn6YShGgYkc1xfOmc5fV+2ktrnNdRTpp5a2DqoaDpA9Osl1FJGg96lTJ7FzXyPv7tDaj5dsKq/j3qtP4fk7L+LhW89gbGq860jSDypuxYlxaQmcl5/Fo69ucx1F+mn7ngZyM5KJjNDbh8hgxURFcst5M3jgxU10dHW7jiNAeU0zBzu6mDRGH+CDlX47iTOfWTyZd7ZXsWNvg+so0g9bK+rVbysSQKdMGc241HiefketWl6wung/8yePxhjjOooMkIpbcSYhLpqrT5/Cgy9t0WiwIKJJCSKBZYzhlvNm8uRbO6huVKuWa2uKqzhl8mjXMWQQVNyKUxedkEV9y0He1jDzoFFUWU+eiluRgBrvS+CiEybw61d0cJlLB9o72VJeR35OuusoMggqbsWpyIgIbj53Bg+/vEX9ZkGgurGNzi7LmJQRrqOIhJyrFk9mY1ktBaU1rqOErXW7qpk2PoX4WG1QE8xU3IpzJ+aOIjMtgX+sKXEdRY7j0Agw9aKJBF5cTBQ3nTuD+5/fRFe3Puy7sKZ4v1oSQoCKW/GEG8+ZzhMrd9DQ2u46ihxDUUU908anuo4hErJOm55BSmIMz6wtdR0l7FhrWV1cxXwVt0FPxa14woRRSZwxcyyPrdBoMC/T5g0iQ8sYw23nz+RPbxRT13zQdZywsquqiejICO1GFgJU3IpnXHP6VF7fvIfS/U2uo0gvurot2/Y0aFKCyBCbOCqJc+aM57f/3uo6SlhZU1zF/Mmj1HYVAlTcimckx8ewdPFkHtJWlJ5UXtPMyPgYkuNjXEcRCXlXnz6Fd3fuZ0t5nesoYWN18X5OVktCSFBxK55yyUkT2VPXypriKtdR5AiabysyfBJio7nhrDzuf2ETXd2aAz7Umg50sHNvI3Mm+lxHkQBQcSueEh0ZwY3nTOehl7boaGGPKdLOZCLD6qzZ44mJiuCFdWWuo4S8d3fuZ9bENGKjI11HkQBQcSues2DqaNISY3nuPb2he0lRZQN5Km5Fho0xhtsvmMXvV2yjUZNkhtSa4iq1JIQQFbfiOcYYbj5vBn94fTtNBzpcxxGgvbOLsupmcscku44iElZyM5I5fcZYHnmtyHWUkNVtLWuK9zN/8ijXUSRAVNyKJ00ak8zCqWP405vbXUcRoHhvI1m+BH1lJ+LA586Yxltb97F9T4PrKCFpW2UDI+NjyEiJdx1FAkTFrXjWtUum8fKGcipqWlxHCXvqtxVxJ2lENNedOZX7X9hIt9XBZYG2priKU6aoJSGUqLgVz0pNjOWKhZP49SsaDeaaJiWIuHVefhZd3ZZXCipcRwk52pUs9Ki4FU/7xCk57NjXyPqSatdRwpqKWxG3IozhixfO4rf/3kpzm45FCJS65oNU1LQwM0vbiocSFbfiaTFRkXzh7Ok8+K8tmvXoSOOBduqb28lKT3QdRSSsTRuXwslTRmub8gBau2M/83LSiYpUORRK9H9TPO+06RmMiInkpQ27XUcJS9sqG5gybiSREdqSUsS1z5+Vx6sbK9m1r9F1lJCwuriKk9VvG3JU3IrnHRoN9uhr22g92Ok6TtjZWqGWBBGvGBkfwzVnTOGBFzdhdXDZoHR2dfPezv2clKsRYKFGxa0EhWnjUjhhUjrLVxa7jhJ2/P22I13HEJEeF50wkZa2TlZs2uM6SlDbUl5HRko8vqQ411EkwFTcStC4/sw8nnuvjL31ra6jhA1rrcaAiXhMZITh9gtn8vDLWzjQrm+zBmp18X61JIQoFbcSNNKT4/j4/Gx++8pW11HCxr6GA0RGGNK1siHiKTOz0pib7eNPb+jbrIFavV1b7oYqFbcSVK5YOIlN5XVs2l3rOkpYKOrptzVGB5OJeM0NZ+fx4vrd7K5udh0l6FQ1HKCu5SBTdTxBSFJxK0ElLiaK68+cxoP/2qKdeoZBUWU9eWpJEPEkX1IcSxfl6uCyAVhTXMVJuaM0BSZEqbiVoHPW7PFYLK8WaqeeoVZU2aB+WxEPu3R+NtWNbbxVtM91lKCyung/8ydrSkKoUnErQSfCGG45bwa/fbWIto4u13FCVld3N8V7Gpg6VpMSRLwqKjKC2y+YyYP/2qz3wz5q7+yioLSGEyepuA1VKm4lKM3MSmNGZip/eXun6yghq6SqmVHJcSTERbuOIiLHkJ+TzrTxKTy5cofrKEGhsLSW7FFJJMfHuI4iQ0TFrQStG87O4+nVu6hubHMdJSQVVWoEmEiwuPGc6fxjbQl76jQq8Xi0K1noU3ErQSsjJZ7TZ4zlpl+t4MLvPMeNv1yhN/YA8m/ekOI6hoj0weiRI7hiwSR+9a/NrqN43uriKk5Wv21IU3ErQa2gpIaWg510W8vummaWLV/jOlLI0OYNIsHl8gU57K5uZvX2KtdRPKuipoWDHV1MGpPsOooMIRW3EtQqaj9YqbUWymtaHKYJHW3tnVTWteoXgEgQiYmK5NbzZ/DAi5to79TBZb1ZXVzF/MmjNbs7xKm4laCW6Uvg8PeoxLgozXsMgO17GsgZnUR0pN4iRILJ/MmjyR6VxF9X7XIdxZP8LQnqtw11+s0lQe3upfPJ8iUSYQyZaQn4kuL40T820NHV7TpaUNuqfluRoHXLeTP466qdVDUccB3FUw60d7KlvI55Oemuo8gQi3IdQGQwxqbG8/CtZ7z/c1t7J/f+bR3Llq/hzitOICFWY6wGoqiigYVTtbohEowyUuO5bH42D720hTuvOMF1HM9Yv6uGaeNTiI9V6RPqtHIrISUuJoplnzqRcanxfPXRVRoTNkDbNAZMJKh96tRctu2pZ92uatdRPEMtCeFDxa2EnMiICL544SyWzBzLHY+8RUlVk+tIQaWu+SAtBzsYl5bgOoqIDFBsdCS3nDuDB17YpDYtwFr7/sFkEvpU3EpIMsbw6UWTuf7Mafz3H1axoaTGdaSgcWi+bYSOJhYJagunjWH0yBH8fXWJ6yjOlVQ1ERVhyPLpQ3s4UHErIe2s2eP5xifm8d2/vserGytcxwkK2rxBJDQYY7j1/Bk8sbKYmqbwbtFaXbyfk6doBFi4UHErIS8/J50ffPYUfvPKVp58a4dGhR2HNm8QCR2ZvkQunDeB37yy1XUUp9RvG15U3EpYyBmTzE+uP5V/F1Zw/wub6OpWgdsbay1FlQ1MHTfSdRQRCZCrTpvMhtIaCstqXUdxoulABzv3NjJnos91FBkmKm4lbIxKHsGPr13I7ppm7vnzu7R1aAefI1XWthIfG0VaYpzrKCISICNiorjxnOnc//xGurrD7+Cy93buZ9bENGKjI11HkWGi4lbCSkJcNN+56mTiY6P478dWUd9y0HUkT/H322rVViTUnDFjLMnxMTz7bpnrKMPO35IwynUMGUZ9Km6NMd8wxvzZGLPTGGONMSV9uM/FxpiXjTF1xphWY8w2Y8wvBp1YZJCiIyP42mVzyc/2cccjb1FR2+I6kmfoYDKR0GSM4bbzZ/KH17eH1Yf6bmtZU7yf+bnqtw0nfd2m43tALfAekHK8Gxtj7gK+BbwI3AW0AhOAOQMJKRJoxhiuPyuP0SNH8NVH3+auT51I3vhU17GcK6qoZ/HZea5jiMgQyB6dxIIpo/n8/a9xoL2LTF8Cdy+dz9jUeNfRhsz2PQ2MjI8hI4T/jPJRfS1uc621OwGMMRuBxKPd0BhzDv7Cdpm19p5BJxQZQhefOBFfUhzLlq/ljo/NYeG0Ma4jOdPR1c3OqiYmj1Vbgkio2lReR8vBTgB21zSzbPmaD21hHmpWb6/i5ClatQ03fWpLOFTY9tH/AFXAvQDGmERjjHp7xbMWTB3DPVfN5/+eK+SZtaWu4ziza18j41LjGRGjfddFQlVlbev7/20tlNeEdluWf1cy9duGm4AWncaYBOB04B3gBmNMBdAENBtjlhtjwndZTDxt2rgUfnztQp56Zxe/fWUr3WE4C1f9tiKhL9OXwKF9DIzx/xyq6poPUlHTwsysNNdRZJgFekV1MhAJLAB+BjwMXA78CrgSeNUYo8YX8aRxaQn85PpTKSir4YdPr6e9M7xGhRVVNGjzBpEQd/fS+WT5EjFAfEwUdy+d7zrSkFm7Yz/zctKJjtSXx+Em0P/Hk3rORwFftNZ+y1r7lLX2y8A9wHTg2t7uaIy5yRizNsB5RPplZHwMP/jsAto7urjz8TU0t3W4jjRsNAZMJPSNTY3n4VvP4M9fPY+ICENECO9Gu7pY/bbhKtDF7YGe827gsSOue7TnfElvd7TWPmStPSnAeUT6LTY6km9ecSLZo5L4yiNvU9Vw4Ph3CnItbR1UNRwge3TS8W8sIkEvaUQ0F86bwJ/f7s8hNcGjq7ub93ZWc1Ku+m3DUaCL2/Ke8zpr7ZGD9Pb0nGveknheZITh1vNncO7cTO545C127mt0HWlIbd/TQG5GMpER+vpOJFxcfkoOr26spKapzXWUgNtcXk9Gygh8SdptMRwF9DeZtXYfUAak9dJbm9lzXhXI5xQZKsYYrlg4iRvPns7X//AO63ZVu440ZLZW1KvfViTMpCbGcvbs8fztnV2uowTc6u1VnDxZLQnhaiiWaR4DDHDzEZff2nP+3BA8p8iQWTJrHHdecQLff2odLxeUH/8OQUiTEkTC0xULJ/HCut00tra7jhJQa4qrmK9+27DVp4GWxphrgIk9P44CYowxd/b8XGqtPby/9ofAJ4EfGWOmAhuAxcDVwL+BJwIRXGQ4zZno44fXLOB/H1/D/sY2li7KxZjQORKjqLKem8+d4TqGiAyz0SNHsDgvg6dXl/C5JVNdxwmIqoYD1DS16QN7GOvryu0N+Kcd3AOMxr8F76Gfbzj8htbaRuA04CHgMuD/gFPxb+F7sbU2vOYrSciYOCqJn1x/Km9s3sP/PbeRru5u15ECorqxjc4uy5iUEa6jiIgDn1qUyz/fLaW1Z+eyYLemuIqTckcRGcqjIOSY+rpD2RJrrTnKaUkvt6+21t5qrR1nrY2x1k6y1n7TWht6XesSVnxJcfzo2oXsq2/l20++S1t78P8yODQCLJRWokWk78anJTAvJ51/vhsaOzSuLt7PfPXbhjUdGi3ST/Gx/sHnyfExfO33q6hrPnIwSHApqqhn2ngNMREJZ0sX5fLUO7s42BHcX662d3ZRUFqjEWBhTsWtyABERUbwlUvmcPKU0dzxyFuU1zS7jjRgW7V5g0jYyxmTzNRxKbywfrfrKINSWFpL9qgkkuNjXEcRh1TcigyQMYZrzpjK0kW5fPXRVWzaXes6Ur91dVu2VzbowAsR4arFk/nL2zvp6Are4wlWF1cxf7JWbcOdiluRQbpg3gS+cukcvv3ku6zcutd1nH4pr2lmZEKMVjlEhLzxKYxPS+DfhRWuowzYmuL9mm8rfRsFJiLHNn/yaL77mZO564k17NjbwBtb9lJe00KmL4G7l85nbOqRe5p4g+bbisjhrlo8mZ89W8g5czKDbtpARU0LB9o7yc1Idh1FHNPKrUiATBk7kvuuPZUnVu6grLqZbmvZXdPMsuVrXEc7qiLtTCYih5kzMY2R8TG8sXmP6yj9trrYvyuZJr+IiluRAMpIjafb2vd/thbKa1ocJjq2osoG8lTcikgPYwxXLZ7M8pXFH3ovCwZr1G8rPVTcigRYpi+RwxcOkkZEe/IAjYMdXZRVN5M7Rl/hicgH5k/2b4CwenuV6yh91tbeyebyOuZNSncdRTxAxa1IgN29dD5ZvkQijGF8WjzZo5O4/eE32Fxe5zrah+zY10iWL4HY6EjXUUTEQ4wxLF00mcffLMYGyertul01TBuXQkJstOso4gE6oEwkwMamxvPwrWe8/7O1lhWb93DPn9/ltOljue7MacTHuv+np35bETmaRdMzePS1ItaX1DAvx/urof4RYJqSIH5auRUZYsYYlswcx4M3n05reyc3P/i6J77u06QEETmaCGP4dM/qrddZa1lTXMXJ6reVHipuRYZJcnwMX710Lv/1sdnc/8JG7v3bOupb3G3dq+JWRI7lzFnj2Fvf6rmWqiOVVDURGWHISk90HUU8QsWtyDA7cdIoHrz5dNKT47j5wdd5uaB82PvaGg+0U9/crl8GInJUUZERXLkw1/Ort6uL9zNfI8DkMCpuRRyIi4nixnOmc8/S+fx11S6++afV7K1rHbbn31bZwJRxI4NuSLuIDK/z8zPZsbeBHXsbXEc5qjU9821FDlFxK+LQ1HEp/PyGRczN9vGl37zJ31btpKt76Fdxt1aoJUFEji8mKpLLT5nE42/ucB2lV00HOtixt5G52T7XUcRDVNyKOBYVGcGnF03mp9cv4u1t+/iv361k577GIX1Of7/tyCF9DhEJDRefOIGC0hrKqptdR/mI93buZ9aEVI00lA9RcSviEeN9CfzgmgVcdMIEvv6Hd/jdv7fS3tkV8Oex1moMmIj02YiYKC6bn82Tb3lv9XZNT7+tyOFU3Ip4SIQxXDhvAr+86TTKa1q49cE3KCytCehz7Gs4QGSEIT0pLqCPKyKh69L52azato999cN3bMDxdFvLmh3qt5WPUnEr4kG+pDj+98oT+fzZeXz/qfX87NlCWto6AvLYRT39tjqyWET6KmlENBfOm8Cf397pOsr7tu9pIHlEDBmp8a6jiMeouBXxsEV5GTx4y+kA3PSr13lr695BP2ZRZT15akkQkX66/JQcXt1YSU1Tm+soAKzZXsV8bdwgvVBxK+JxiXHR/OfFs/n6J/L5zStbuefP7w7ql8tW9duKyACkJsZy9uzx/O2dXa6jAP75tmpJkN6ouBUJErMn+vjlzaeRlZ7IrQ+9wfPryvq9+UNXdzc79jYydawmJYhI/12xcBIvrNtNY2u70xz1LQcpr2lm5oQ0pznEm1TcigSRmKhIrjtzGvdefQrPvVvG/3tsFRU1LX2+f0lVM6OS40iIix7ClCISqkaPHMHivAyeXl3iNMea4v3k56QTHakyRj5KfytEglBuRjI//fwiFk4dw3/9biVPrCyms6v7uPcrqlRLgogMzqcW5fLPd0tpORiYg1wHwr8rmfptpXcqbkWCVGSE4fIFk/j5DYvZUFLDf/xmJdv3HHuLTP/mDSnDE1BEQtL4tATm5aTzz7VlTp6/q7ubd3dWa76tHJWKW5Egl5Eaz3c/czKXL8jhzsdX8/DLW2jr6H3zB23eICKBsHRRLk+9s4uDR3mvGUqby+vJSBmBT7O65ShU3IqEAGMM58zJ5MGbT6emqY1bHnyd93ZWf+g2be2dVNa1MmlMsqOUIhIqcsYkM218Ci+s3z3sz+0fAaZVWzk6FbciISQlIZavf2Iet50/k5/8s4Af/WMDjQf8RzVv39NAzugkHYAhIgFx1eLJ/OXtnXT0od8/kFYXa76tHJt+y4mEoJOnjObBm08nPiaKm3/1Ok+t3sV3/voeRRX13PjLFeyp884WmiISnPLGpzA+LYF/F1YM23NWNRygpqmNvPGpw/acEnxU3IqEqPjYKG67YCb/e+WJ/PrlLdS3tGOB3TXNLFu+xnU8EQkBVy2ezBMrd9DV3b+Z2wO1dsd+TswdRWSEtg+Xo1NxKxLiZmSm0n3Yt4bWQnk/ZuOKiBzNnIlpjIyP4Y3Ne4bl+VZvr9KuZHJcKm5FwkCmLwHTs9BhjP9nEZHBMsZw1eLJLF9ZTHc/d0zsr/bOLjaU1nBSrvpt5dhU3IqEgbuXzifLl0iEMWT5Erl76XzXkUQkRMyf7G8TeGdb1ZA+T2FZLRNHJZIcHzOkzyPBL8p1ABEZemNT43n41jNcxxCREGSMYemiyTz+ZjELpo7GmKHph11TvF8tCdInWrkVERGRQTk1L4OWgx2sL6kZsudQv630lYpbERERGZTIiA9Wb4dCRU0LB9o7yc3QJjRyfCpuRUREZNDOnDWOvfWtbC6vC/hjr9nh37hhqFoeJLSouBUREZFBi4qM4MqFuUOyertaW+5KP6i4FRERkYA4Pz+THXsb2LG3IWCP2dbeyebyOk6YlB6wx5TQpuJWREREAiImKpLLT5nE42/uCNhjri+pYeq4FBJiowP2mBLaVNyKiIhIwFx84gQKSmsoq24OyOO9s93fbyvSVypuRUREJGBGxERx2fxsnlw5+NVbay1riqs4Rf220g8qbkVERCSgLp2fzart+9hb3zqoxynd30xEhCErPTFAySQcqLgVERGRgEoaEc2F8ybwl7d3DupxVhf7N27QCDDpDxW3IiIiEnCXn5LDqxsrqWlqG/BjaFcyGYg+FbfGmG8YY/5sjNlpjLHGmJK+PoEx5rae+1hjjOZ4iIiIhIHUxFjOnj2ev72za0D3b27roHhvA3OyfQFOJqGuryu33wPOAnYAfd56xBgzDrgXCMwhkyIiIhI0rlg4iRfW7aaxtb3f931vZzWzJqQRFx05BMkklPW1uM211vqstecClf14/PuBncDT/Q0mIiIiwW30yBEszsvg6dUl/b6vdiWTgepTcWut7XdHuDHmE8ClwM1AV3/vLyIiIsHvU4ty+ee7pbQc7OjzfbqtZc0O9dvKwAzJAWXGmGTgF8CD1trVQ/EcIiIi4n3j0xKYl5POP9eW9fk+xXsaSIqLZmxq/BAmk1A1VNMSftDz2N8YoscXERGRILF0US5PvbOLgx19+yJ39fYq5k/Rqq0MTMCLW2PMqfhbEb5srW3ox/1uMsasDXQeERERcStnTDLTxqfwwvrdfbr96uL92pVMBiygxa0xJgZ4GHjZWvt4f+5rrX3IWntSIPOIiIiIN1y1eDJ/eXsnHV3dx7xdfctBdtc0M3NC2jAlk1AT6JXb24E84D5jzORDJyCp5/ocY8ykAD+niIiIeFze+BTGpyXw78KKY95u7Y79zMv2ER2pfaZkYKIC/HgT8RfMzx/l+tVAC6BNokVERMLMVYsn87NnCzlnTiaREb1vqat+WxmsQBe3vwPe7OXy24ElwOfpxyYQIiIiEjrmTExjZHwMb2zew5JZ4z5yfVd3N+/urObm82Y4SCehok/FrTHmGvyrsgCjgBhjzJ09P5daax8DsNZuADb0cv+P9fznM9ba6sFFFhERkWBkjOGqxZP57b+3cvrMsUSYD6/ebimvZ8zIEfiS4hwllFDQ14aWG4B7ek6jgZTDfr5hSJKJiIhIyJk/eRSREYZ3tlV95Dr/rmSjHKSSUNLXHcqWWGvNUU5L+nD/63puq1VbERGRMGaMYemiyTz+ZjHW2g9dt7q4ipPVbyuDpEMRRUREZFidmpdBy8EO1u2qef+y/Y0HqG5qI298qsNkEgpU3IqIiMiwiozwr94uX1n8/mVrivdz4qRRR52iINJXKm5FRERk2J05axx761vZXO4forR6exWnqCVBAkDFrYiIiAy7qMgIrlyYy+NvFtPe2cWG0hpOzNXBZDJ4Km5FRETEifPzM9mxt4G/rylhYnoiI+NjXEeSEKDiVkRERJyIiYrknNmZ/PrlrWytqOfGX65gT12r61gS5FTcioiIiDNvFe0FwAK7a5pZtnyN20AS9FTcioiIiDMVtR+s1FoL5TUtDtNIKFBxKyIiIs5k+hI4tAuvMf6fRQZDxa2IiIg4c/fS+WT5EokwhixfIncvne86kgS5KNcBREREJHyNTY3n4VvPcB1DQohWbkVEREQkZKi4FREREZGQoeJWREREREKGilsRERERCRkqbkVEREQkZKi4FREREZGQoeJWREREREKGilsRERERCRkqbkVEREQkZKi4FREREZGQoeJWREREREKGilsRERERCRlRrgMczW233eY6goiIiIh4k33ggQdMb1do5VZEREREQoax1rrO4BnGmLXW2pNc5/A6vU59o9epb/Q69Y1ep77R69Q3ep36Rq9T33jtddLKrYiIiIiEDBW3IiIiIhIyVNx+2EOuAwQJvU59o9epb/Q69Y1ep77R69Q3ep36Rq9T33jqdVLPrYiIiIiEDK3cioiIiEjIUHErIiIiIiEjrItbY0yEMeYOY8xWY0ybMWa3MebHxpgE19m8whgz1RhztzFmlTFmvzGmyRiz3hjzTb1Ox2aMiTfG7DLGWGPML1zn8RJjTJox5kfGmOKef3v7jTGvGmNOc53NK4wxicaY/zHGFPb8u6s2xrxljLnOGNPr4PJQZoz5hjHmz8aYnT3/pkqOc/tpxpinjTF1xpgWY8wbxpizhimuM319nYzfZ40xy3v+HbYaY8qMMf8wxpwyzLGHXX//Ph1x39t67mONMelDGNO5gbxOxpiLjTEv9/zbazXGbBvu34Fh3XNrjPkZ8B/AU8DzwHTgS8AbwDnW2m6H8TzBGPN94HbgH8AqoAM4E/gUUAAssNYecJfQu4wxPwJuBhKB+621X3QcyROMMROB1/C/Lr8BtgEjgTnAi9ba5e7SeYMxJgJYAZwKPIr/3148cBVwMvBDa+1/u0s4/IwxFqgF3gNOBBqttdlHuW0usBroBH4KNAA3ArOAC621Lw9DZCf6+joZY+KAA8B64FlgFzAWuAUYB3zOWvuH4Uk9/Prz9+mI+40DtuBfHEwERllrq4cwqlP9fZ2MMXcB3wJeBJ4DWoEJwBxr7ceHOO4HrLVheQJmAt3AX4+4/EuABT7jOqMXTsBJwMheLv9Oz+v0RdcZvXgCTsD/i/XLPa/TL1xn8soJ/4fH3cBY11m8egIW9vy9+ckRl8cAO4F61xkdvCaTDvvvjUDJMW77JNAF5B92WSJQChTRs7ATiqe+vk5AFHBGL5ePAaqBfUCE6z+P69epl/s9BawDHuv5N5ru+s/ildcJOKfnNflf17nDuS3hKsDg/1R/uIfxf9L47HAH8iJr7VprbUMvVz3Rcz5rOPMEA2NMJP6/Ry8Af3Mcx1OMMacDi/GvPO4xxkQbY+Jd5/Kg5J7zysMvtNa24y88WoY9kWPW2p19uV1Pu9SlwGvW2vWH3b8Z+DUwFZg/FBm9oK+vk7W201q7opfL9+H/1mB0zykk9fV1Opwx5hP4/27djP/DU8jr5+v0P0AVcC+831rlpM4M5+J2Pv6V29WHX2itbcP/NU3IvvkFSGbP+T6nKbzpDiAPUBvCR13Uc15mjHkG/9eiLT09WfpA+YHVQD3w/4wxVxpjJvT0kN6L/6vBb7kM53FzgFjg7V6uW9Vzrvf3Y8sE2vH/HRTAGJMM/AJ40Fq7+ni3Dzc9HypPB94BbjDGVABNQHNPX/eY4cwTNZxP5jHjgGpr7cFerqsATjXGxPSslMhhelYml+H/2v1PjuN4ijEmB/g2cLe1tsQYk+04ktdM6zl/GNgOXIu/EPky8JgxJtpa+ztX4bzCWltnjLkU/0rjk4dd1QR80lr7tJNgwWFcz3lFL9cdumz8MGUJOsaYi/D3dT/Ws9gjfj/AvyD4DddBPGoyEAksAM4Dvg9sAE4D/hOYY4w5yVrbOhxhwrm4jQd6K2wB2g67jYrbj/op/r/A/2OtLXKcxWt+if/AjPtcB/GopJ7zJuDMQx8ejTFP4e8l/Z4x5lGrgzkBmvH3uP0DeAtIw39w55+MMZdZa19yGc7DDrW59Pb+3nbEbeQwxpgp+HtJK4CvOI7jGcaYU/G3Ilx9lDY9+eC9fRRwo7X21z0/P2WMaQTuwr+Y8cvhCBPObQmt+FeMehN32G3kMMaYe/B/3f6QtfZe13m8pOdr9fOAW6y1Ha7zeNShyRqPH/6tiLW2Dn8Rl8EHq7thyxgzG39B+5K19mvW2qestb/B36+8F3i45xsU+ahD79u9vb/rvf0oer51egX/AUEXWmv3O47kCcaYGPzfNL1srX3cdR4PO/Te3o3/A9LhHu05XzJcYcK5uK0E0o0xvb0BjsffsqBV28MYY74F3An8Dv+4GOnR8/foPvyjT/YaYyYbYyYDE3tuMrLnshRXGT2ivOd8by/X7ek5Tx2mLF52B/5C7M+HX9jzld6z+P9eZQ9/rKBw6CC83loPDl3WW8tC2Oppn3oV/0SJc621hW4Tecrt+I+huO/Q+3rPe/uhlcocY8wkd/E849B7e10v7Z7D/t4ezsXtGvx//pMPv7Bn9l8+sNZBJs/qmV13F/B74Au2Z+6HvG8E/q9jLsbfS3ro9FrP9Z/t+fkLLsJ5yKEDMTJ7ue7QZVXDlMXLDhVhva3ORh1xLh9WiL8lYWEv1y3oOdf7e4+eudOv4p81fa61dp3jSF4zEX+t8Dwffm+/vOf61fhnvoe1nikbZUBaLxNwhv29PZyL2yfwf/3yX0dcfiP+fqw/DncgrzLGLMN/dPZjwPXqh+xVC3BlL6fbeq5/oefnfzhJ5x1P4++3/awxJvHQhcaYscDHge3W2mI30Txlc8/5dYdf2LPyfxlQB+wY3kjBoWfk1zPAEmPM3EOX9/x9+wL+wkRHu/OhDVVSgfOste+6TeRJv6P39/bXeq7/PBodeshj+Ees3nzE5bf2nD83XEHCfYeyn+PvH30K/4s+Hf+OZSuBs1TEgTHmdvzjT8qA/8XfT3O4fTqw5eh6vu7bhXYoe58x5ibgQWAT8Fv8GxPcin93pI9Za//lMJ4n9BQd7+EvOv6I/z0pDf+H72zgdmvtA84COmCMuYYP2ny+hP/vzY97fi611j522G0n4y9gO4CfAI34X7vZwMXW2heHK/dw6+vrZIxJwn80ew7wc3ov+F/qWZELOf35+3SU+z+C/wCpUN+hrD//7pLxjwKbCjyE/+/XYuBq4N/4P0ANz3xg17tIuDzh/8rvK/h3rDmIvw/rPiDRdTavnIBH8K9wH+30muuMXj7hL0S0Q9lHX5fL8c8cbcG/kvsvYJHrXF46Abn4D8Qox1+kNQKvA5e7zubo9XitP+9D+Bcr/o5/Vmsr8Cb+bdWd/1m88Dod9t50rNMS138e16/TMe5/6HdjqO9Q1t9/d+n4JyJU4p82tRP4LhA3nLnDeuVWREREREJLOPfcioiIiEiIUXErIiIiIiFDxa2IiIiIhAwVtyIiIiISMlTcioiIiEjIUHErIiIiIiFDxa2IiIiIhAwVtyIiIiISMlTcioiIiEjIUHErIiIiIiHj/wf8ehg1A7R0+AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 3024x2304 with 1 Axes>"
]
@@ -967,6 +1095,13 @@
"needs_background": "light"
},
"output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gap between prediction and reality : 0.40 °C\n"
+ ]
}
],
"source": [
@@ -996,11 +1131,29 @@
"# ---- Show it\n",
"feat=11\n",
"\n",
- "delta_deg=abs(sequence_true[-1][feat]-pred[-1][feat])\n",
- "print(f'Gap between prediction and reality : {delta_deg:.2f} °C')\n",
+ "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8, save_as='03-prediction')\n",
"\n",
- "reload(ooo)\n",
- "ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8)\n"
+ "delta_deg=abs(sequence_true[-1][feat]-pred[-1][feat])\n",
+ "print(f'Gap between prediction and reality : {delta_deg:.2f} °C')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "End time is : Saturday 19 December 2020, 11:24:13\n",
+ "Duration is : 00:01:25 329ms\n",
+ "This notebook ends here\n"
+ ]
+ }
+ ],
+ "source": [
+ "pwk.end()"
]
},
{
diff --git a/SYNOP/03-12h-predictions.ipynb b/SYNOP/03-12h-predictions.ipynb
index 1e904a3480b0606a5f5914bf8d25fd9d294f43b8..4eb838846698e3fa44a1b80ee4c85389341ee8b3 100644
--- a/SYNOP/03-12h-predictions.ipynb
+++ b/SYNOP/03-12h-predictions.ipynb
@@ -73,6 +73,12 @@
" margin-bottom:0;\n",
"}\n",
"\n",
+ "div .comment{\n",
+ " font-size:0.8em;\n",
+ " color:#696969;\n",
+ "}\n",
+ "\n",
+ "\n",
"\n",
"</style>\n",
"\n"
@@ -84,19 +90,32 @@
"metadata": {},
"output_type": "display_data"
},
+ {
+ "data": {
+ "text/markdown": [
+ "**FIDLE 2020 - Practical Work Module**"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Markdown object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\n",
- "FIDLE 2020 - Practical Work Module\n",
- "Version : 0.57 DEV\n",
- "Run time : Thursday 10 September 2020, 17:13:51\n",
- "TensorFlow version : 2.2.0\n",
- "Keras version : 2.3.0-tf\n",
- "Current place : Fidle at IDRIS\n",
- "Dataset dir : /gpfswork/rech/mlh/commun/datasets\n",
- "Update keras cache : Done\n"
+ "Version : 0.6.1 DEV\n",
+ "Notebook id : SYNOP3\n",
+ "Run time : Saturday 19 December 2020, 11:37:54\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"
]
}
],
@@ -117,9 +136,9 @@
"from importlib import reload\n",
"\n",
"sys.path.append('..')\n",
- "import fidle.pwk as ooo\n",
+ "import fidle.pwk as pwk\n",
"\n",
- "place, datasets_dir = ooo.init()"
+ "datasets_dir = pwk.init('SYNOP3')"
]
},
{
@@ -139,13 +158,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Dataset : (29165, 14)\n",
+ "Dataset : (29165, 14)\n",
"Train dataset : (25000, 12)\n",
"Test dataset : (4165, 12)\n"
]
}
],
"source": [
+ "dataset_dir = './data'\n",
"dataset_filename = 'synop-LYS.csv'\n",
"schema_filename = 'synop.json'\n",
"train_len = 25000\n",
@@ -153,7 +173,7 @@
"features_len = len(features)\n",
"\n",
"# ---- Read dataset\n",
- "df = pd.read_csv(f'{datasets_dir}/SYNOP/{dataset_filename}', header=0, sep=';')\n",
+ "df = pd.read_csv(f'{dataset_dir}/{dataset_filename}', header=0, sep=';')\n",
"\n",
"# ---- Train / Test\n",
"dataset_train = df.loc[ :train_len-1, features ]\n",
@@ -165,7 +185,7 @@
"dataset_train = np.array( (dataset_train - mean) / std )\n",
"dataset_test = np.array( (dataset_test - mean) / std )\n",
"\n",
- "print('Dataset : ',df.shape)\n",
+ "print('Dataset : ',df.shape)\n",
"print('Train dataset : ',dataset_train.shape)\n",
"print('Test dataset : ',dataset_test.shape)\n"
]
@@ -188,15 +208,7 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "WARNING:tensorflow:Layer lstm will not use cuDNN kernel since it doesn't meet the cuDNN kernel criteria. It will use generic GPU kernel as fallback when running on GPU\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"loaded_model = tf.keras.models.load_model('./run/models/best_model.h5')"
]
@@ -205,7 +217,8 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "### 3.2 Make a 12h prediction"
+ "### 3.2 Make a 12h prediction\n",
+ "Note : Our predictions are normalized"
]
},
{
@@ -215,7 +228,19 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1080x1152 with 12 Axes>"
]
@@ -252,8 +277,7 @@
" \n",
"# ---- Show result\n",
"\n",
- "reload(ooo)\n",
- "ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features)\n"
+ "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, save_as='01-prediction-norm')\n"
]
},
{
@@ -317,12 +341,24 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 3024x2304 with 1 Axes>"
]
@@ -339,8 +375,26 @@
"\n",
"feat=11\n",
"\n",
- "reload(ooo)\n",
- "ooo.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8)"
+ "pwk.plot_multivariate_serie(sequence_true, predictions=pred, labels=features, only_features=[feat],width=14, height=8, save_as='02-prediction')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "End time is : Saturday 19 December 2020, 11:37:57\n",
+ "Duration is : 00:00:03 329ms\n",
+ "This notebook ends here\n"
+ ]
+ }
+ ],
+ "source": [
+ "pwk.end()"
]
},
{
diff --git a/fidle/02 - Finished report.ipynb b/fidle/02 - Finished report.ipynb
index 09cc173c9dfa8348b706b0ef0a1e17b2ed6c1a6e..bba80215fef90615c2af128f5d4ba6813c48a618 100644
--- a/fidle/02 - Finished report.ipynb
+++ b/fidle/02 - Finished report.ipynb
@@ -19,7 +19,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {
"jupyter": {
"source_hidden": true
@@ -36,7 +36,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -50,97 +50,121 @@
"data": {
"text/html": [
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" text-align: left;\n",
- " } #T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54 th {\n",
+ " } #T_507d4a14_41e6_11eb_923c_b959047b627c th {\n",
" font-size: 110%;\n",
" text-align: left;\n",
- " }</style><table id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54\" ><thead> <tr> <th class=\"col_heading level0 col0\" >id</th> <th class=\"col_heading level0 col1\" >repo</th> <th class=\"col_heading level0 col2\" >name</th> <th class=\"col_heading level0 col3\" >start</th> <th class=\"col_heading level0 col4\" >end</th> <th class=\"col_heading level0 col5\" >duration</th> </tr></thead><tbody>\n",
+ " }</style><table id=\"T_507d4a14_41e6_11eb_923c_b959047b627c\" ><thead> <tr> <th class=\"col_heading level0 col0\" >id</th> <th class=\"col_heading level0 col1\" >repo</th> <th class=\"col_heading level0 col2\" >name</th> <th class=\"col_heading level0 col3\" >start</th> <th class=\"col_heading level0 col4\" >end</th> <th class=\"col_heading level0 col5\" >duration</th> </tr></thead><tbody>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col0\" class=\"data row0 col0\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\">GTS2</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col1\" class=\"data row0 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col2\" class=\"data row0 col2\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\"><b>02-First-convolutions.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col3\" class=\"data row0 col3\" >Thursday 17 December 2020, 17:05:29</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col4\" class=\"data row0 col4\" >Thursday 17 December 2020, 17:05:50</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row0_col5\" class=\"data row0 col5\" >00:00:20 263ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col0\" class=\"data row0 col0\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\">GTS2</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col1\" class=\"data row0 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col2\" class=\"data row0 col2\" ><a href=\"../GTSRB/02-First-convolutions.ipynb\"><b>02-First-convolutions.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col3\" class=\"data row0 col3\" >Thursday 17 December 2020, 17:05:29</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col4\" class=\"data row0 col4\" >Thursday 17 December 2020, 17:05:50</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow0_col5\" class=\"data row0 col5\" >00:00:20 263ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col0\" class=\"data row1 col0\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\">GTS3</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col1\" class=\"data row1 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col2\" class=\"data row1 col2\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\"><b>03-Tracking-and-visualizing.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col3\" class=\"data row1 col3\" >Thursday 17 December 2020, 17:48:33</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col4\" class=\"data row1 col4\" >Thursday 17 December 2020, 17:50:22</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row1_col5\" class=\"data row1 col5\" >00:01:49 407ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col0\" class=\"data row1 col0\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\">GTS3</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col1\" class=\"data row1 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col2\" class=\"data row1 col2\" ><a href=\"../GTSRB/03-Tracking-and-visualizing.ipynb\"><b>03-Tracking-and-visualizing.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col3\" class=\"data row1 col3\" >Thursday 17 December 2020, 17:48:33</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col4\" class=\"data row1 col4\" >Thursday 17 December 2020, 17:50:22</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow1_col5\" class=\"data row1 col5\" >00:01:49 407ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col0\" class=\"data row2 col0\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\">GTS4</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col1\" class=\"data row2 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col2\" class=\"data row2 col2\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\"><b>04-Data-augmentation.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col3\" class=\"data row2 col3\" >Thursday 17 December 2020, 18:21:16</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col4\" class=\"data row2 col4\" >Thursday 17 December 2020, 18:23:00</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row2_col5\" class=\"data row2 col5\" >00:01:44 577ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col0\" class=\"data row2 col0\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\">GTS4</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col1\" class=\"data row2 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col2\" class=\"data row2 col2\" ><a href=\"../GTSRB/04-Data-augmentation.ipynb\"><b>04-Data-augmentation.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col3\" class=\"data row2 col3\" >Thursday 17 December 2020, 18:21:16</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col4\" class=\"data row2 col4\" >Thursday 17 December 2020, 18:23:00</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow2_col5\" class=\"data row2 col5\" >00:01:44 577ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col0\" class=\"data row3 col0\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\">GTS5</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col1\" class=\"data row3 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col2\" class=\"data row3 col2\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\"><b>05-Full-convolutions.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col3\" class=\"data row3 col3\" >Thursday 17 December 2020, 22:07:09</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col4\" class=\"data row3 col4\" >Thursday 17 December 2020, 22:08:26</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row3_col5\" class=\"data row3 col5\" >00:01:17 312ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col0\" class=\"data row3 col0\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\">GTS5</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col1\" class=\"data row3 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col2\" class=\"data row3 col2\" ><a href=\"../GTSRB/05-Full-convolutions.ipynb\"><b>05-Full-convolutions.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col3\" class=\"data row3 col3\" >Thursday 17 December 2020, 22:07:09</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col4\" class=\"data row3 col4\" >Thursday 17 December 2020, 22:08:26</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow3_col5\" class=\"data row3 col5\" >00:01:17 312ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col0\" class=\"data row4 col0\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\">GTS6</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col1\" class=\"data row4 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col2\" class=\"data row4 col2\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\"><b>06-Notebook-as-a-batch.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col3\" class=\"data row4 col3\" >Friday 18 December 2020, 13:33:50</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col4\" class=\"data row4 col4\" >Friday 18 December 2020, 13:34:12</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row4_col5\" class=\"data row4 col5\" >00:00:22 377ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col0\" class=\"data row4 col0\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\">GTS6</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col1\" class=\"data row4 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col2\" class=\"data row4 col2\" ><a href=\"../GTSRB/06-Notebook-as-a-batch.ipynb\"><b>06-Notebook-as-a-batch.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col3\" class=\"data row4 col3\" >Friday 18 December 2020, 13:33:50</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col4\" class=\"data row4 col4\" >Friday 18 December 2020, 13:34:12</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow4_col5\" class=\"data row4 col5\" >00:00:22 377ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col0\" class=\"data row5 col0\" >GTS12</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col1\" class=\"data row5 col1\" >-</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col2\" class=\"data row5 col2\" >-</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col3\" class=\"data row5 col3\" >Friday 18 December 2020, 13:48:06</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col4\" class=\"data row5 col4\" >Friday 18 December 2020, 13:48:07</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row5_col5\" class=\"data row5 col5\" >00:00:01 938ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col0\" class=\"data row5 col0\" >GTS12</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col1\" class=\"data row5 col1\" >-</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col2\" class=\"data row5 col2\" >-</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col3\" class=\"data row5 col3\" >Friday 18 December 2020, 13:48:06</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col4\" class=\"data row5 col4\" >Friday 18 December 2020, 13:48:07</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow5_col5\" class=\"data row5 col5\" >00:00:01 938ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col0\" class=\"data row6 col0\" ><a href=\"../GTSRB/07-Show-report.ipynb\">GTS7</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col1\" class=\"data row6 col1\" >GTSRB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col2\" class=\"data row6 col2\" ><a href=\"../GTSRB/07-Show-report.ipynb\"><b>07-Show-report.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col3\" class=\"data row6 col3\" >Friday 18 December 2020, 13:52:25</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col4\" class=\"data row6 col4\" >Friday 18 December 2020, 13:52:25</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row6_col5\" class=\"data row6 col5\" >00:00:01 541ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col0\" class=\"data row6 col0\" ><a href=\"../GTSRB/07-Show-report.ipynb\">GTS7</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col1\" class=\"data row6 col1\" >GTSRB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col2\" class=\"data row6 col2\" ><a href=\"../GTSRB/07-Show-report.ipynb\"><b>07-Show-report.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col3\" class=\"data row6 col3\" >Friday 18 December 2020, 13:52:25</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col4\" class=\"data row6 col4\" >Friday 18 December 2020, 13:52:25</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow6_col5\" class=\"data row6 col5\" >00:00:01 541ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col0\" class=\"data row7 col0\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\">IMDB1</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col1\" class=\"data row7 col1\" >IMDB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col2\" class=\"data row7 col2\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\"><b>01-Embedding-Keras.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col3\" class=\"data row7 col3\" >Friday 18 December 2020, 19:24:51</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col4\" class=\"data row7 col4\" >Friday 18 December 2020, 19:51:40</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row7_col5\" class=\"data row7 col5\" >00:26:50 634ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col0\" class=\"data row7 col0\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\">IMDB1</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col1\" class=\"data row7 col1\" >IMDB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col2\" class=\"data row7 col2\" ><a href=\"../IMDB/01-Embedding-Keras.ipynb\"><b>01-Embedding-Keras.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col3\" class=\"data row7 col3\" >Friday 18 December 2020, 19:24:51</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col4\" class=\"data row7 col4\" >Friday 18 December 2020, 19:51:40</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow7_col5\" class=\"data row7 col5\" >00:26:50 634ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col0\" class=\"data row8 col0\" ><a href=\"../IMDB/02-Prediction.ipynb\">IMDB2</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col1\" class=\"data row8 col1\" >IMDB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col2\" class=\"data row8 col2\" ><a href=\"../IMDB/02-Prediction.ipynb\"><b>02-Prediction.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col3\" class=\"data row8 col3\" >Friday 18 December 2020, 18:21:49</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col4\" class=\"data row8 col4\" >Friday 18 December 2020, 18:21:50</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row8_col5\" class=\"data row8 col5\" >00:00:01 555ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col0\" class=\"data row8 col0\" ><a href=\"../IMDB/02-Prediction.ipynb\">IMDB2</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col1\" class=\"data row8 col1\" >IMDB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col2\" class=\"data row8 col2\" ><a href=\"../IMDB/02-Prediction.ipynb\"><b>02-Prediction.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col3\" class=\"data row8 col3\" >Friday 18 December 2020, 18:21:49</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col4\" class=\"data row8 col4\" >Friday 18 December 2020, 18:21:50</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow8_col5\" class=\"data row8 col5\" >00:00:01 555ms</td>\n",
" </tr>\n",
" <tr>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col0\" class=\"data row9 col0\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\">IMDB3</a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col1\" class=\"data row9 col1\" >IMDB</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col2\" class=\"data row9 col2\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\"><b>03-LSTM-Keras.ipynb</b></a></td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col3\" class=\"data row9 col3\" >Friday 18 December 2020, 19:52:57</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col4\" class=\"data row9 col4\" >Friday 18 December 2020, 19:53:06</td>\n",
- " <td id=\"T_47d0d6a8_4162_11eb_a8a9_e9ff2b0d0c54row9_col5\" class=\"data row9 col5\" >00:00:09 281ms</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col0\" class=\"data row9 col0\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\">IMDB3</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col1\" class=\"data row9 col1\" >IMDB</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col2\" class=\"data row9 col2\" ><a href=\"../IMDB/03-LSTM-Keras.ipynb\"><b>03-LSTM-Keras.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col3\" class=\"data row9 col3\" >Friday 18 December 2020, 19:52:57</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col4\" class=\"data row9 col4\" >Friday 18 December 2020, 19:53:06</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow9_col5\" class=\"data row9 col5\" >00:00:09 281ms</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col0\" class=\"data row10 col0\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\">SYNOP1</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col1\" class=\"data row10 col1\" >SYNOP</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col2\" class=\"data row10 col2\" ><a href=\"../SYNOP/01-Preparation-of-data.ipynb\"><b>01-Preparation-of-data.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col3\" class=\"data row10 col3\" >Saturday 19 December 2020, 10:43:18</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col4\" class=\"data row10 col4\" >Saturday 19 December 2020, 10:43:22</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow10_col5\" class=\"data row10 col5\" >00:00:04 776ms</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col0\" class=\"data row11 col0\" ><a href=\"../SYNOP/02-First-predictions.ipynb\">SYNOP2</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col1\" class=\"data row11 col1\" >SYNOP</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col2\" class=\"data row11 col2\" ><a href=\"../SYNOP/02-First-predictions.ipynb\"><b>02-First-predictions.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col3\" class=\"data row11 col3\" >Saturday 19 December 2020, 11:22:47</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col4\" class=\"data row11 col4\" >Saturday 19 December 2020, 11:24:13</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow11_col5\" class=\"data row11 col5\" >00:01:25 329ms</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col0\" class=\"data row12 col0\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\">SYNOP3</a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col1\" class=\"data row12 col1\" >SYNOP</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col2\" class=\"data row12 col2\" ><a href=\"../SYNOP/03-12h-predictions.ipynb\"><b>03-12h-predictions.ipynb</b></a></td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col3\" class=\"data row12 col3\" >Saturday 19 December 2020, 11:37:54</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col4\" class=\"data row12 col4\" >Saturday 19 December 2020, 11:37:57</td>\n",
+ " <td id=\"T_507d4a14_41e6_11eb_923c_b959047b627crow12_col5\" class=\"data row12 col5\" >00:00:03 329ms</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
- "<pandas.io.formats.style.Styler at 0x7ff755d2d910>"
+ "<pandas.io.formats.style.Styler at 0x7fb4cbff0910>"
]
},
"metadata": {},
diff --git a/fidle/log/ci_report.html b/fidle/log/ci_report.html
index bff91bb6c2f1d47c994b0edcaa14687fb83c242b..03b50446f9993b0a1a9fb247b5dfae19397df2b5 100644
--- a/fidle/log/ci_report.html
+++ b/fidle/log/ci_report.html
@@ -24,95 +24,119 @@
<body>
<br>Hi,
<p>Below is the result of the continuous integration tests of the Fidle project:</p>
- <div class="header"><b>Report date :</b> Friday 18 December 2020, 19:53:13</div>
+ <div class="header"><b>Report date :</b> Saturday 19 December 2020, 11:38:21</div>
<div class="result">
<style type="text/css" >
- #T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54 td {
+ #T_507acaf0_41e6_11eb_923c_b959047b627c td {
font-size: 110%;
text-align: left;
- } #T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54 th {
+ } #T_507acaf0_41e6_11eb_923c_b959047b627c th {
font-size: 110%;
text-align: left;
- }</style><table id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54" ><thead> <tr> <th class="col_heading level0 col0" >id</th> <th class="col_heading level0 col1" >repo</th> <th class="col_heading level0 col2" >name</th> <th class="col_heading level0 col3" >start</th> <th class="col_heading level0 col4" >end</th> <th class="col_heading level0 col5" >duration</th> </tr></thead><tbody>
+ }</style><table id="T_507acaf0_41e6_11eb_923c_b959047b627c" ><thead> <tr> <th class="col_heading level0 col0" >id</th> <th class="col_heading level0 col1" >repo</th> <th class="col_heading level0 col2" >name</th> <th class="col_heading level0 col3" >start</th> <th class="col_heading level0 col4" >end</th> <th class="col_heading level0 col5" >duration</th> </tr></thead><tbody>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col0" class="data row0 col0" ><a href="../GTSRB/02-First-convolutions.ipynb">GTS2</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col1" class="data row0 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col2" class="data row0 col2" ><a href="../GTSRB/02-First-convolutions.ipynb"><b>02-First-convolutions.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col3" class="data row0 col3" >Thursday 17 December 2020, 17:05:29</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col4" class="data row0 col4" >Thursday 17 December 2020, 17:05:50</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row0_col5" class="data row0 col5" >00:00:20 263ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col0" class="data row0 col0" ><a href="../GTSRB/02-First-convolutions.ipynb">GTS2</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col1" class="data row0 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col2" class="data row0 col2" ><a href="../GTSRB/02-First-convolutions.ipynb"><b>02-First-convolutions.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col3" class="data row0 col3" >Thursday 17 December 2020, 17:05:29</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col4" class="data row0 col4" >Thursday 17 December 2020, 17:05:50</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow0_col5" class="data row0 col5" >00:00:20 263ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col0" class="data row1 col0" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb">GTS3</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col1" class="data row1 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col2" class="data row1 col2" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb"><b>03-Tracking-and-visualizing.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col3" class="data row1 col3" >Thursday 17 December 2020, 17:48:33</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col4" class="data row1 col4" >Thursday 17 December 2020, 17:50:22</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row1_col5" class="data row1 col5" >00:01:49 407ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col0" class="data row1 col0" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb">GTS3</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col1" class="data row1 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col2" class="data row1 col2" ><a href="../GTSRB/03-Tracking-and-visualizing.ipynb"><b>03-Tracking-and-visualizing.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col3" class="data row1 col3" >Thursday 17 December 2020, 17:48:33</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col4" class="data row1 col4" >Thursday 17 December 2020, 17:50:22</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow1_col5" class="data row1 col5" >00:01:49 407ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col0" class="data row2 col0" ><a href="../GTSRB/04-Data-augmentation.ipynb">GTS4</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col1" class="data row2 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col2" class="data row2 col2" ><a href="../GTSRB/04-Data-augmentation.ipynb"><b>04-Data-augmentation.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col3" class="data row2 col3" >Thursday 17 December 2020, 18:21:16</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col4" class="data row2 col4" >Thursday 17 December 2020, 18:23:00</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row2_col5" class="data row2 col5" >00:01:44 577ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col0" class="data row2 col0" ><a href="../GTSRB/04-Data-augmentation.ipynb">GTS4</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col1" class="data row2 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col2" class="data row2 col2" ><a href="../GTSRB/04-Data-augmentation.ipynb"><b>04-Data-augmentation.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col3" class="data row2 col3" >Thursday 17 December 2020, 18:21:16</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col4" class="data row2 col4" >Thursday 17 December 2020, 18:23:00</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow2_col5" class="data row2 col5" >00:01:44 577ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col0" class="data row3 col0" ><a href="../GTSRB/05-Full-convolutions.ipynb">GTS5</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col1" class="data row3 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col2" class="data row3 col2" ><a href="../GTSRB/05-Full-convolutions.ipynb"><b>05-Full-convolutions.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col3" class="data row3 col3" >Thursday 17 December 2020, 22:07:09</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col4" class="data row3 col4" >Thursday 17 December 2020, 22:08:26</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row3_col5" class="data row3 col5" >00:01:17 312ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col0" class="data row3 col0" ><a href="../GTSRB/05-Full-convolutions.ipynb">GTS5</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col1" class="data row3 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col2" class="data row3 col2" ><a href="../GTSRB/05-Full-convolutions.ipynb"><b>05-Full-convolutions.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col3" class="data row3 col3" >Thursday 17 December 2020, 22:07:09</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col4" class="data row3 col4" >Thursday 17 December 2020, 22:08:26</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow3_col5" class="data row3 col5" >00:01:17 312ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col0" class="data row4 col0" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb">GTS6</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col1" class="data row4 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col2" class="data row4 col2" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb"><b>06-Notebook-as-a-batch.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col3" class="data row4 col3" >Friday 18 December 2020, 13:33:50</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col4" class="data row4 col4" >Friday 18 December 2020, 13:34:12</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row4_col5" class="data row4 col5" >00:00:22 377ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col0" class="data row4 col0" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb">GTS6</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col1" class="data row4 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col2" class="data row4 col2" ><a href="../GTSRB/06-Notebook-as-a-batch.ipynb"><b>06-Notebook-as-a-batch.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col3" class="data row4 col3" >Friday 18 December 2020, 13:33:50</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col4" class="data row4 col4" >Friday 18 December 2020, 13:34:12</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow4_col5" class="data row4 col5" >00:00:22 377ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col0" class="data row5 col0" >GTS12</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col1" class="data row5 col1" >-</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col2" class="data row5 col2" >-</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col3" class="data row5 col3" >Friday 18 December 2020, 13:48:06</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col4" class="data row5 col4" >Friday 18 December 2020, 13:48:07</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row5_col5" class="data row5 col5" >00:00:01 938ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col0" class="data row5 col0" >GTS12</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col1" class="data row5 col1" >-</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col2" class="data row5 col2" >-</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col3" class="data row5 col3" >Friday 18 December 2020, 13:48:06</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col4" class="data row5 col4" >Friday 18 December 2020, 13:48:07</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow5_col5" class="data row5 col5" >00:00:01 938ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col0" class="data row6 col0" ><a href="../GTSRB/07-Show-report.ipynb">GTS7</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col1" class="data row6 col1" >GTSRB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col2" class="data row6 col2" ><a href="../GTSRB/07-Show-report.ipynb"><b>07-Show-report.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col3" class="data row6 col3" >Friday 18 December 2020, 13:52:25</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col4" class="data row6 col4" >Friday 18 December 2020, 13:52:25</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row6_col5" class="data row6 col5" >00:00:01 541ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col0" class="data row6 col0" ><a href="../GTSRB/07-Show-report.ipynb">GTS7</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col1" class="data row6 col1" >GTSRB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col2" class="data row6 col2" ><a href="../GTSRB/07-Show-report.ipynb"><b>07-Show-report.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col3" class="data row6 col3" >Friday 18 December 2020, 13:52:25</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col4" class="data row6 col4" >Friday 18 December 2020, 13:52:25</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow6_col5" class="data row6 col5" >00:00:01 541ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col0" class="data row7 col0" ><a href="../IMDB/01-Embedding-Keras.ipynb">IMDB1</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col1" class="data row7 col1" >IMDB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col2" class="data row7 col2" ><a href="../IMDB/01-Embedding-Keras.ipynb"><b>01-Embedding-Keras.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col3" class="data row7 col3" >Friday 18 December 2020, 19:24:51</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col4" class="data row7 col4" >Friday 18 December 2020, 19:51:40</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row7_col5" class="data row7 col5" >00:26:50 634ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col0" class="data row7 col0" ><a href="../IMDB/01-Embedding-Keras.ipynb">IMDB1</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col1" class="data row7 col1" >IMDB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col2" class="data row7 col2" ><a href="../IMDB/01-Embedding-Keras.ipynb"><b>01-Embedding-Keras.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col3" class="data row7 col3" >Friday 18 December 2020, 19:24:51</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col4" class="data row7 col4" >Friday 18 December 2020, 19:51:40</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow7_col5" class="data row7 col5" >00:26:50 634ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col0" class="data row8 col0" ><a href="../IMDB/02-Prediction.ipynb">IMDB2</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col1" class="data row8 col1" >IMDB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col2" class="data row8 col2" ><a href="../IMDB/02-Prediction.ipynb"><b>02-Prediction.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col3" class="data row8 col3" >Friday 18 December 2020, 18:21:49</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col4" class="data row8 col4" >Friday 18 December 2020, 18:21:50</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row8_col5" class="data row8 col5" >00:00:01 555ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col0" class="data row8 col0" ><a href="../IMDB/02-Prediction.ipynb">IMDB2</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col1" class="data row8 col1" >IMDB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col2" class="data row8 col2" ><a href="../IMDB/02-Prediction.ipynb"><b>02-Prediction.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col3" class="data row8 col3" >Friday 18 December 2020, 18:21:49</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col4" class="data row8 col4" >Friday 18 December 2020, 18:21:50</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow8_col5" class="data row8 col5" >00:00:01 555ms</td>
</tr>
<tr>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col0" class="data row9 col0" ><a href="../IMDB/03-LSTM-Keras.ipynb">IMDB3</a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col1" class="data row9 col1" >IMDB</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col2" class="data row9 col2" ><a href="../IMDB/03-LSTM-Keras.ipynb"><b>03-LSTM-Keras.ipynb</b></a></td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col3" class="data row9 col3" >Friday 18 December 2020, 19:52:57</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col4" class="data row9 col4" >Friday 18 December 2020, 19:53:06</td>
- <td id="T_47cf97ac_4162_11eb_a8a9_e9ff2b0d0c54row9_col5" class="data row9 col5" >00:00:09 281ms</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col0" class="data row9 col0" ><a href="../IMDB/03-LSTM-Keras.ipynb">IMDB3</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col1" class="data row9 col1" >IMDB</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col2" class="data row9 col2" ><a href="../IMDB/03-LSTM-Keras.ipynb"><b>03-LSTM-Keras.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col3" class="data row9 col3" >Friday 18 December 2020, 19:52:57</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col4" class="data row9 col4" >Friday 18 December 2020, 19:53:06</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow9_col5" class="data row9 col5" >00:00:09 281ms</td>
+ </tr>
+ <tr>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col0" class="data row10 col0" ><a href="../SYNOP/01-Preparation-of-data.ipynb">SYNOP1</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col1" class="data row10 col1" >SYNOP</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col2" class="data row10 col2" ><a href="../SYNOP/01-Preparation-of-data.ipynb"><b>01-Preparation-of-data.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col3" class="data row10 col3" >Saturday 19 December 2020, 10:43:18</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col4" class="data row10 col4" >Saturday 19 December 2020, 10:43:22</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow10_col5" class="data row10 col5" >00:00:04 776ms</td>
+ </tr>
+ <tr>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col0" class="data row11 col0" ><a href="../SYNOP/02-First-predictions.ipynb">SYNOP2</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col1" class="data row11 col1" >SYNOP</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col2" class="data row11 col2" ><a href="../SYNOP/02-First-predictions.ipynb"><b>02-First-predictions.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col3" class="data row11 col3" >Saturday 19 December 2020, 11:22:47</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col4" class="data row11 col4" >Saturday 19 December 2020, 11:24:13</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow11_col5" class="data row11 col5" >00:01:25 329ms</td>
+ </tr>
+ <tr>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col0" class="data row12 col0" ><a href="../SYNOP/03-12h-predictions.ipynb">SYNOP3</a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col1" class="data row12 col1" >SYNOP</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col2" class="data row12 col2" ><a href="../SYNOP/03-12h-predictions.ipynb"><b>03-12h-predictions.ipynb</b></a></td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col3" class="data row12 col3" >Saturday 19 December 2020, 11:37:54</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col4" class="data row12 col4" >Saturday 19 December 2020, 11:37:57</td>
+ <td id="T_507acaf0_41e6_11eb_923c_b959047b627crow12_col5" class="data row12 col5" >00:00:03 329ms</td>
</tr>
</tbody></table>
</div>
diff --git a/fidle/log/finished.json b/fidle/log/finished.json
index 0478747e0cb70107639c8fdaab4c1e8f200bb262..bae994cd95e0f58c588bc76d90103da5a059ac96 100644
--- a/fidle/log/finished.json
+++ b/fidle/log/finished.json
@@ -58,5 +58,23 @@
"start": "Friday 18 December 2020, 19:52:57",
"end": "Friday 18 December 2020, 19:53:06",
"duration": "00:00:09 281ms"
+ },
+ "SYNOP1": {
+ "path": "/home/pjluc/dev/fidle/SYNOP",
+ "start": "Saturday 19 December 2020, 10:43:18",
+ "end": "Saturday 19 December 2020, 10:43:22",
+ "duration": "00:00:04 776ms"
+ },
+ "SYNOP2": {
+ "path": "/home/pjluc/dev/fidle/SYNOP",
+ "start": "Saturday 19 December 2020, 11:22:47",
+ "end": "Saturday 19 December 2020, 11:24:13",
+ "duration": "00:01:25 329ms"
+ },
+ "SYNOP3": {
+ "path": "/home/pjluc/dev/fidle/SYNOP",
+ "start": "Saturday 19 December 2020, 11:37:54",
+ "end": "Saturday 19 December 2020, 11:37:57",
+ "duration": "00:00:03 329ms"
}
}
\ No newline at end of file
diff --git a/fidle/pwk.py b/fidle/pwk.py
index 96256926d91db1be6857e5e1dec0c97ac2fd950d..597f8eaafdaa9d519801be9dd9bb821d5813726b 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -637,9 +637,8 @@ def load_cssfile(cssfile):
display(HTML(styles))
-
-def np_print(*args, format={'float': '{:6.3f}'.format}):
- with np.printoptions(formatter=format):
+def np_print(*args, precision=3, linewidth=120):
+ with np.printoptions(precision=precision, linewidth=linewidth):
for a in args:
print(a)