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September 14, 2023 13:22
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prédire le taux d'incidence avec facebook prophet
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "605c3dcf-c763-4b9a-bb1a-9bcc3be59894", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"from prophet import Prophet" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "b69f9bbd-9ae7-4652-9246-25edd1c7f713", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>week</th>\n", | |
" <th>indicator</th>\n", | |
" <th>inc</th>\n", | |
" <th>inc_low</th>\n", | |
" <th>inc_up</th>\n", | |
" <th>inc100</th>\n", | |
" <th>inc100_low</th>\n", | |
" <th>inc100_up</th>\n", | |
" <th>geo_insee</th>\n", | |
" <th>geo_name</th>\n", | |
" <th>week_date</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>202336</td>\n", | |
" <td>25</td>\n", | |
" <td>101949</td>\n", | |
" <td>90032</td>\n", | |
" <td>113866</td>\n", | |
" <td>153</td>\n", | |
" <td>135</td>\n", | |
" <td>171</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2023-09-05</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>202335</td>\n", | |
" <td>25</td>\n", | |
" <td>75950</td>\n", | |
" <td>67048</td>\n", | |
" <td>84852</td>\n", | |
" <td>114</td>\n", | |
" <td>101</td>\n", | |
" <td>127</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2023-08-29</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>202334</td>\n", | |
" <td>25</td>\n", | |
" <td>62298</td>\n", | |
" <td>53692</td>\n", | |
" <td>70904</td>\n", | |
" <td>94</td>\n", | |
" <td>81</td>\n", | |
" <td>107</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2023-08-22</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>202333</td>\n", | |
" <td>25</td>\n", | |
" <td>51315</td>\n", | |
" <td>41862</td>\n", | |
" <td>60768</td>\n", | |
" <td>77</td>\n", | |
" <td>63</td>\n", | |
" <td>91</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2023-08-15</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>202332</td>\n", | |
" <td>25</td>\n", | |
" <td>44411</td>\n", | |
" <td>36803</td>\n", | |
" <td>52019</td>\n", | |
" <td>67</td>\n", | |
" <td>56</td>\n", | |
" <td>78</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2023-08-08</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>177</th>\n", | |
" <td>202016</td>\n", | |
" <td>25</td>\n", | |
" <td>60969</td>\n", | |
" <td>54118</td>\n", | |
" <td>67820</td>\n", | |
" <td>93</td>\n", | |
" <td>83</td>\n", | |
" <td>103</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2020-04-21</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>178</th>\n", | |
" <td>202015</td>\n", | |
" <td>25</td>\n", | |
" <td>95364</td>\n", | |
" <td>86665</td>\n", | |
" <td>104063</td>\n", | |
" <td>145</td>\n", | |
" <td>132</td>\n", | |
" <td>158</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2020-04-14</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>179</th>\n", | |
" <td>202014</td>\n", | |
" <td>25</td>\n", | |
" <td>213772</td>\n", | |
" <td>201334</td>\n", | |
" <td>226210</td>\n", | |
" <td>325</td>\n", | |
" <td>306</td>\n", | |
" <td>344</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2020-04-07</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>180</th>\n", | |
" <td>202013</td>\n", | |
" <td>25</td>\n", | |
" <td>297819</td>\n", | |
" <td>283636</td>\n", | |
" <td>312002</td>\n", | |
" <td>452</td>\n", | |
" <td>430</td>\n", | |
" <td>474</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2020-03-31</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>181</th>\n", | |
" <td>202012</td>\n", | |
" <td>25</td>\n", | |
" <td>273062</td>\n", | |
" <td>259400</td>\n", | |
" <td>286724</td>\n", | |
" <td>415</td>\n", | |
" <td>394</td>\n", | |
" <td>436</td>\n", | |
" <td>FR</td>\n", | |
" <td>France</td>\n", | |
" <td>2020-03-24</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>182 rows × 11 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" week indicator inc inc_low inc_up inc100 inc100_low \\\n", | |
"0 202336 25 101949 90032 113866 153 135 \n", | |
"1 202335 25 75950 67048 84852 114 101 \n", | |
"2 202334 25 62298 53692 70904 94 81 \n", | |
"3 202333 25 51315 41862 60768 77 63 \n", | |
"4 202332 25 44411 36803 52019 67 56 \n", | |
".. ... ... ... ... ... ... ... \n", | |
"177 202016 25 60969 54118 67820 93 83 \n", | |
"178 202015 25 95364 86665 104063 145 132 \n", | |
"179 202014 25 213772 201334 226210 325 306 \n", | |
"180 202013 25 297819 283636 312002 452 430 \n", | |
"181 202012 25 273062 259400 286724 415 394 \n", | |
"\n", | |
" inc100_up geo_insee geo_name week_date \n", | |
"0 171 FR France 2023-09-05 \n", | |
"1 127 FR France 2023-08-29 \n", | |
"2 107 FR France 2023-08-22 \n", | |
"3 91 FR France 2023-08-15 \n", | |
"4 78 FR France 2023-08-08 \n", | |
".. ... ... ... ... \n", | |
"177 103 FR France 2020-04-21 \n", | |
"178 158 FR France 2020-04-14 \n", | |
"179 344 FR France 2020-04-07 \n", | |
"180 474 FR France 2020-03-31 \n", | |
"181 436 FR France 2020-03-24 \n", | |
"\n", | |
"[182 rows x 11 columns]" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"indicateurs = (\n", | |
" pd\n", | |
" .read_csv('https://www.sentiweb.fr/datasets/incidence-PAY-25.csv?v=51b2n', skiprows=[0])\n", | |
" .assign(\n", | |
" week_date = lambda df: pd.to_datetime(df.week.astype(str)+'2', format='%Y%U%w')\n", | |
" )\n", | |
")\n", | |
"\n", | |
"indicateurs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "af376586-cde4-4c19-8af1-b9335194a3d0", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<AxesSubplot:xlabel='week_date'>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1080x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(\n", | |
" indicateurs\n", | |
" .plot\n", | |
" .line(\n", | |
" x = 'week_date',\n", | |
" y ='inc100',\n", | |
" figsize=(15,10),\n", | |
" marker=\"o\"\n", | |
" )\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "499ff881-d55d-4543-b133-6149066a3906", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"m = Prophet()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "a437873e-44fd-4469-9c86-a740a648b458", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = (\n", | |
" indicateurs\n", | |
" [['week_date', 'inc100']]\n", | |
" .rename({\n", | |
" 'week_date': 'ds',\n", | |
" 'inc100': 'y'\n", | |
" }, axis=1)\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "21f31346-0085-496f-abfd-f28cc67a7fc8", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"15:19:26 - cmdstanpy - INFO - Chain [1] start processing\n", | |
"15:19:27 - cmdstanpy - INFO - Chain [1] done processing\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<prophet.forecaster.Prophet at 0x120f819d0>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"m.fit(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "da646a4e-09b9-43f8-a63d-bdca19ed5be8", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>ds</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>541</th>\n", | |
" <td>2024-08-31</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>542</th>\n", | |
" <td>2024-09-01</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>543</th>\n", | |
" <td>2024-09-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>544</th>\n", | |
" <td>2024-09-03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>545</th>\n", | |
" <td>2024-09-04</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" ds\n", | |
"541 2024-08-31\n", | |
"542 2024-09-01\n", | |
"543 2024-09-02\n", | |
"544 2024-09-03\n", | |
"545 2024-09-04" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"future = m.make_future_dataframe(periods=365)\n", | |
"future.tail()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "d52cdf20-384b-4fcb-9508-783da8cbf7ad", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>ds</th>\n", | |
" <th>yhat</th>\n", | |
" <th>yhat_lower</th>\n", | |
" <th>yhat_upper</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>541</th>\n", | |
" <td>2024-08-31</td>\n", | |
" <td>150.192942</td>\n", | |
" <td>70.894507</td>\n", | |
" <td>230.628683</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>542</th>\n", | |
" <td>2024-09-01</td>\n", | |
" <td>151.802644</td>\n", | |
" <td>59.759947</td>\n", | |
" <td>238.636040</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>543</th>\n", | |
" <td>2024-09-02</td>\n", | |
" <td>153.553942</td>\n", | |
" <td>69.957925</td>\n", | |
" <td>240.675744</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>544</th>\n", | |
" <td>2024-09-03</td>\n", | |
" <td>155.457844</td>\n", | |
" <td>75.390703</td>\n", | |
" <td>244.845740</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>545</th>\n", | |
" <td>2024-09-04</td>\n", | |
" <td>157.524127</td>\n", | |
" <td>75.183946</td>\n", | |
" <td>240.348200</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" ds yhat yhat_lower yhat_upper\n", | |
"541 2024-08-31 150.192942 70.894507 230.628683\n", | |
"542 2024-09-01 151.802644 59.759947 238.636040\n", | |
"543 2024-09-02 153.553942 69.957925 240.675744\n", | |
"544 2024-09-03 155.457844 75.390703 244.845740\n", | |
"545 2024-09-04 157.524127 75.183946 240.348200" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"forecast = m.predict(future)\n", | |
"forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "847e3749-96b9-4d0a-8315-49096e0ab8e2", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/tamkien-duong/.virtualenvs/notebooks/lib/python3.9/site-packages/prophet/plot.py:71: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", | |
" fcst_t = fcst['ds'].dt.to_pydatetime()\n", | |
"/Users/tamkien-duong/.virtualenvs/notebooks/lib/python3.9/site-packages/prophet/plot.py:72: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", | |
" ax.plot(m.history['ds'].dt.to_pydatetime(), m.history['y'], 'k.',\n" | |
] | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig1 = m.plot(forecast)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "357f72b1-68ea-4f8c-8829-93696e1c33bf", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.9.17" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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