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module3/exo1/analyse-syndrome-grippal.ipynb
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...@@ -9,14 +9,15 @@ ...@@ -9,14 +9,15 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 6,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"%matplotlib inline\n", "%matplotlib inline\n",
"import matplotlib.pyplot as plt\n", "import matplotlib.pyplot as plt\n",
"import pandas as pd\n", "import pandas as pd\n",
"import isoweek" "import isoweek\n",
"from IPython.display import FileLink, FileLinks"
] ]
}, },
{ {
...@@ -26,15 +27,20 @@ ...@@ -26,15 +27,20 @@
"Les données de l'incidence du syndrome grippal sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente." "Les données de l'incidence du syndrome grippal sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente."
] ]
}, },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dans le cadre de cette exercice et afin de garantir l'accès aux données de cette études, les données sous forme d'un fichier .cvs sauvegardé localement dans le même répertoire que ce fichier d'analyse."
]
},
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 13,
"metadata": { "metadata": {},
"collapsed": true
},
"outputs": [], "outputs": [],
"source": [ "source": [
"data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" "data_url_local = \"syndromes_grippaux_hebdo.csv\""
] ]
}, },
{ {
...@@ -61,12 +67,917 @@ ...@@ -61,12 +67,917 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 14,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [
{
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" <td>30852</td>\n",
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" <td>33372</td>\n",
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" <td>42</td>\n",
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" <td>79665</td>\n",
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" <td>107</td>\n",
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" <td>81392</td>\n",
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" <td>92373</td>\n",
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" <td>99</td>\n",
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" <td>88003</td>\n",
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" <td>120237</td>\n",
" <td>180</td>\n",
" <td>124480</td>\n",
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" <td>187</td>\n",
" <td>174</td>\n",
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" <th>466</th>\n",
" <td>202450</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
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" <td>161401</td>\n",
" <td>151751</td>\n",
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" <th>467</th>\n",
" <td>202451</td>\n",
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" <td>345</td>\n",
" <td>236155</td>\n",
" <td>224283</td>\n",
" <td>354</td>\n",
" <td>336</td>\n",
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" <td>202452</td>\n",
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" <td>3</td>\n",
" <td>184837</td>\n",
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" <td>190936</td>\n",
" <td>178738</td>\n",
" <td>286</td>\n",
" <td>268</td>\n",
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" <th>469</th>\n",
" <td>202501</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>231549</td>\n",
" <td>345</td>\n",
" <td>248471</td>\n",
" <td>214627</td>\n",
" <td>371</td>\n",
" <td>320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>470</th>\n",
" <td>202502</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>257248</td>\n",
" <td>384</td>\n",
" <td>271504</td>\n",
" <td>242992</td>\n",
" <td>405</td>\n",
" <td>363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>471</th>\n",
" <td>202503</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>252774</td>\n",
" <td>377</td>\n",
" <td>266629</td>\n",
" <td>238919</td>\n",
" <td>398</td>\n",
" <td>356</td>\n",
" </tr>\n",
" <tr>\n",
" <th>472</th>\n",
" <td>202504</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>350040</td>\n",
" <td>522</td>\n",
" <td>367198</td>\n",
" <td>332882</td>\n",
" <td>548</td>\n",
" <td>497</td>\n",
" </tr>\n",
" <tr>\n",
" <th>473</th>\n",
" <td>202505</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>334394</td>\n",
" <td>499</td>\n",
" <td>350373</td>\n",
" <td>318415</td>\n",
" <td>523</td>\n",
" <td>475</td>\n",
" </tr>\n",
" <tr>\n",
" <th>474</th>\n",
" <td>202506</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>273516</td>\n",
" <td>408</td>\n",
" <td>288876</td>\n",
" <td>258156</td>\n",
" <td>431</td>\n",
" <td>385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>475</th>\n",
" <td>202507</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>208953</td>\n",
" <td>312</td>\n",
" <td>221917</td>\n",
" <td>195989</td>\n",
" <td>331</td>\n",
" <td>292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>476</th>\n",
" <td>202508</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>136020</td>\n",
" <td>203</td>\n",
" <td>147216</td>\n",
" <td>124824</td>\n",
" <td>220</td>\n",
" <td>186</td>\n",
" </tr>\n",
" <tr>\n",
" <th>477</th>\n",
" <td>202509</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>84529</td>\n",
" <td>126</td>\n",
" <td>94066</td>\n",
" <td>74992</td>\n",
" <td>140</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>478</th>\n",
" <td>202510</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>60336</td>\n",
" <td>90</td>\n",
" <td>67622</td>\n",
" <td>53050</td>\n",
" <td>101</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>479</th>\n",
" <td>202511</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>59467</td>\n",
" <td>89</td>\n",
" <td>66782</td>\n",
" <td>52152</td>\n",
" <td>100</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>480</th>\n",
" <td>202512</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>53091</td>\n",
" <td>79</td>\n",
" <td>60086</td>\n",
" <td>46096</td>\n",
" <td>90</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>481</th>\n",
" <td>202513</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>43291</td>\n",
" <td>65</td>\n",
" <td>50549</td>\n",
" <td>36033</td>\n",
" <td>75</td>\n",
" <td>54</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>482 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" week geo_insee indicator inc inc100 inc_up inc_low inc100_up \\\n",
"0 201601 FR 3 42263 65 48970 35556 75 \n",
"1 201602 FR 3 44617 68 51413 37821 79 \n",
"2 201603 FR 3 75277 116 83924 66630 129 \n",
"3 201604 FR 3 148473 228 160355 136591 246 \n",
"4 201605 FR 3 178963 275 191630 166296 294 \n",
"5 201606 FR 3 194921 299 200637 189205 308 \n",
"6 201607 FR 3 204604 314 210495 198713 323 \n",
"7 201608 FR 3 200681 308 206577 194785 317 \n",
"8 201609 FR 3 213380 328 219353 207407 337 \n",
"9 201610 FR 3 248576 382 254901 242251 391 \n",
"10 201611 FR 3 279636 429 286366 272906 440 \n",
"11 201612 FR 3 274533 421 281219 267847 432 \n",
"12 201613 FR 3 173684 267 179077 168291 275 \n",
"13 201614 FR 3 113384 174 117869 108899 181 \n",
"14 201615 FR 3 60388 93 63680 57096 98 \n",
"15 201616 FR 3 33397 51 35849 30945 55 \n",
"16 201617 FR 3 26981 41 29219 24743 45 \n",
"17 201618 FR 3 15274 23 16926 13622 26 \n",
"18 201619 FR 3 14358 22 15959 12757 24 \n",
"19 201620 FR 3 9853 15 11190 8516 17 \n",
"20 201621 FR 3 9944 15 11277 8611 17 \n",
"21 201622 FR 3 6648 10 7741 5555 12 \n",
"22 201623 FR 3 6151 9 7202 5100 11 \n",
"23 201624 FR 3 6264 10 7319 5209 11 \n",
"24 201625 FR 3 5345 8 6331 4359 10 \n",
"25 201626 FR 3 6027 9 7098 4956 11 \n",
"26 201627 FR 3 5202 8 6226 4178 10 \n",
"27 201628 FR 3 3320 5 4160 2480 6 \n",
"28 201629 FR 3 4056 6 5020 3092 8 \n",
"29 201630 FR 3 3540 5 4454 2626 7 \n",
".. ... ... ... ... ... ... ... ... \n",
"452 202436 FR 3 30852 46 33372 28332 50 \n",
"453 202437 FR 3 46746 70 49889 43603 75 \n",
"454 202438 FR 3 75653 113 79665 71641 119 \n",
"455 202439 FR 3 71117 107 75044 67190 113 \n",
"456 202440 FR 3 77304 116 81392 73216 122 \n",
"457 202441 FR 3 88200 132 92373 84027 138 \n",
"458 202442 FR 3 69988 105 73668 66308 110 \n",
"459 202443 FR 3 53994 81 57044 50944 86 \n",
"460 202444 FR 3 38066 57 40650 35482 61 \n",
"461 202445 FR 3 54817 82 57778 51856 87 \n",
"462 202446 FR 3 54811 82 57692 51930 86 \n",
"463 202447 FR 3 78019 117 81436 74602 122 \n",
"464 202448 FR 3 84451 127 88003 80899 132 \n",
"465 202449 FR 3 120237 180 124480 115994 187 \n",
"466 202450 FR 3 156576 235 161401 151751 242 \n",
"467 202451 FR 3 230219 345 236155 224283 354 \n",
"468 202452 FR 3 184837 277 190936 178738 286 \n",
"469 202501 FR 3 231549 345 248471 214627 371 \n",
"470 202502 FR 3 257248 384 271504 242992 405 \n",
"471 202503 FR 3 252774 377 266629 238919 398 \n",
"472 202504 FR 3 350040 522 367198 332882 548 \n",
"473 202505 FR 3 334394 499 350373 318415 523 \n",
"474 202506 FR 3 273516 408 288876 258156 431 \n",
"475 202507 FR 3 208953 312 221917 195989 331 \n",
"476 202508 FR 3 136020 203 147216 124824 220 \n",
"477 202509 FR 3 84529 126 94066 74992 140 \n",
"478 202510 FR 3 60336 90 67622 53050 101 \n",
"479 202511 FR 3 59467 89 66782 52152 100 \n",
"480 202512 FR 3 53091 79 60086 46096 90 \n",
"481 202513 FR 3 43291 65 50549 36033 75 \n",
"\n",
" inc100_low \n",
"0 55 \n",
"1 58 \n",
"2 102 \n",
"3 210 \n",
"4 255 \n",
"5 290 \n",
"6 305 \n",
"7 299 \n",
"8 318 \n",
"9 372 \n",
"10 419 \n",
"11 411 \n",
"12 258 \n",
"13 167 \n",
"14 88 \n",
"15 47 \n",
"16 38 \n",
"17 21 \n",
"18 20 \n",
"19 13 \n",
"20 13 \n",
"21 9 \n",
"22 8 \n",
"23 8 \n",
"24 7 \n",
"25 8 \n",
"26 6 \n",
"27 4 \n",
"28 5 \n",
"29 4 \n",
".. ... \n",
"452 42 \n",
"453 65 \n",
"454 107 \n",
"455 101 \n",
"456 110 \n",
"457 126 \n",
"458 99 \n",
"459 76 \n",
"460 53 \n",
"461 78 \n",
"462 78 \n",
"463 112 \n",
"464 121 \n",
"465 174 \n",
"466 228 \n",
"467 336 \n",
"468 268 \n",
"469 320 \n",
"470 363 \n",
"471 356 \n",
"472 497 \n",
"473 475 \n",
"474 385 \n",
"475 292 \n",
"476 186 \n",
"477 112 \n",
"478 79 \n",
"479 78 \n",
"480 69 \n",
"481 54 \n",
"\n",
"[482 rows x 9 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [ "source": [
"raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data_local = pd.read_csv(data_url_local, skiprows=1)\n",
"raw_data" "raw_data_local"
] ]
}, },
{ {
...@@ -78,11 +989,59 @@ ...@@ -78,11 +989,59 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 15,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week</th>\n",
" <th>geo_insee</th>\n",
" <th>indicator</th>\n",
" <th>inc</th>\n",
" <th>inc100</th>\n",
" <th>inc_up</th>\n",
" <th>inc_low</th>\n",
" <th>inc100_up</th>\n",
" <th>inc100_low</th>\n",
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"text/plain": [
"Empty DataFrame\n",
"Columns: [week, geo_insee, indicator, inc, inc100, inc_up, inc_low, inc100_up, inc100_low]\n",
"Index: []"
]
},
"execution_count": 15,
"metadata": {},
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],
"source": [ "source": [
"raw_data[raw_data.isnull().any(axis=1)]" "raw_data_local[raw_data_local.isnull().any(axis=1)]"
] ]
}, },
{ {
...@@ -94,11 +1053,916 @@ ...@@ -94,11 +1053,916 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
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{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week</th>\n",
" <th>geo_insee</th>\n",
" <th>indicator</th>\n",
" <th>inc</th>\n",
" <th>inc100</th>\n",
" <th>inc_up</th>\n",
" <th>inc_low</th>\n",
" <th>inc100_up</th>\n",
" <th>inc100_low</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>201601</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>42263</td>\n",
" <td>65</td>\n",
" <td>48970</td>\n",
" <td>35556</td>\n",
" <td>75</td>\n",
" <td>55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>201602</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>44617</td>\n",
" <td>68</td>\n",
" <td>51413</td>\n",
" <td>37821</td>\n",
" <td>79</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>201603</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>75277</td>\n",
" <td>116</td>\n",
" <td>83924</td>\n",
" <td>66630</td>\n",
" <td>129</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>201604</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>148473</td>\n",
" <td>228</td>\n",
" <td>160355</td>\n",
" <td>136591</td>\n",
" <td>246</td>\n",
" <td>210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>201605</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>178963</td>\n",
" <td>275</td>\n",
" <td>191630</td>\n",
" <td>166296</td>\n",
" <td>294</td>\n",
" <td>255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>201606</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>194921</td>\n",
" <td>299</td>\n",
" <td>200637</td>\n",
" <td>189205</td>\n",
" <td>308</td>\n",
" <td>290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>201607</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>204604</td>\n",
" <td>314</td>\n",
" <td>210495</td>\n",
" <td>198713</td>\n",
" <td>323</td>\n",
" <td>305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>201608</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>200681</td>\n",
" <td>308</td>\n",
" <td>206577</td>\n",
" <td>194785</td>\n",
" <td>317</td>\n",
" <td>299</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>201609</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>213380</td>\n",
" <td>328</td>\n",
" <td>219353</td>\n",
" <td>207407</td>\n",
" <td>337</td>\n",
" <td>318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>201610</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>248576</td>\n",
" <td>382</td>\n",
" <td>254901</td>\n",
" <td>242251</td>\n",
" <td>391</td>\n",
" <td>372</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>201611</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>279636</td>\n",
" <td>429</td>\n",
" <td>286366</td>\n",
" <td>272906</td>\n",
" <td>440</td>\n",
" <td>419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>201612</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>274533</td>\n",
" <td>421</td>\n",
" <td>281219</td>\n",
" <td>267847</td>\n",
" <td>432</td>\n",
" <td>411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>201613</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>173684</td>\n",
" <td>267</td>\n",
" <td>179077</td>\n",
" <td>168291</td>\n",
" <td>275</td>\n",
" <td>258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>201614</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>113384</td>\n",
" <td>174</td>\n",
" <td>117869</td>\n",
" <td>108899</td>\n",
" <td>181</td>\n",
" <td>167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>201615</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>60388</td>\n",
" <td>93</td>\n",
" <td>63680</td>\n",
" <td>57096</td>\n",
" <td>98</td>\n",
" <td>88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>201616</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>33397</td>\n",
" <td>51</td>\n",
" <td>35849</td>\n",
" <td>30945</td>\n",
" <td>55</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>201617</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>26981</td>\n",
" <td>41</td>\n",
" <td>29219</td>\n",
" <td>24743</td>\n",
" <td>45</td>\n",
" <td>38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>201618</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>15274</td>\n",
" <td>23</td>\n",
" <td>16926</td>\n",
" <td>13622</td>\n",
" <td>26</td>\n",
" <td>21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>201619</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>14358</td>\n",
" <td>22</td>\n",
" <td>15959</td>\n",
" <td>12757</td>\n",
" <td>24</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>201620</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>9853</td>\n",
" <td>15</td>\n",
" <td>11190</td>\n",
" <td>8516</td>\n",
" <td>17</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>201621</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>9944</td>\n",
" <td>15</td>\n",
" <td>11277</td>\n",
" <td>8611</td>\n",
" <td>17</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>201622</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>6648</td>\n",
" <td>10</td>\n",
" <td>7741</td>\n",
" <td>5555</td>\n",
" <td>12</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>201623</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>6151</td>\n",
" <td>9</td>\n",
" <td>7202</td>\n",
" <td>5100</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>201624</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>6264</td>\n",
" <td>10</td>\n",
" <td>7319</td>\n",
" <td>5209</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>201625</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>5345</td>\n",
" <td>8</td>\n",
" <td>6331</td>\n",
" <td>4359</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>201626</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>6027</td>\n",
" <td>9</td>\n",
" <td>7098</td>\n",
" <td>4956</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>201627</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>5202</td>\n",
" <td>8</td>\n",
" <td>6226</td>\n",
" <td>4178</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>201628</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>3320</td>\n",
" <td>5</td>\n",
" <td>4160</td>\n",
" <td>2480</td>\n",
" <td>6</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>201629</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>4056</td>\n",
" <td>6</td>\n",
" <td>5020</td>\n",
" <td>3092</td>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>201630</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>3540</td>\n",
" <td>5</td>\n",
" <td>4454</td>\n",
" <td>2626</td>\n",
" <td>7</td>\n",
" <td>4</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",
" </tr>\n",
" <tr>\n",
" <th>452</th>\n",
" <td>202436</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>30852</td>\n",
" <td>46</td>\n",
" <td>33372</td>\n",
" <td>28332</td>\n",
" <td>50</td>\n",
" <td>42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>453</th>\n",
" <td>202437</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>46746</td>\n",
" <td>70</td>\n",
" <td>49889</td>\n",
" <td>43603</td>\n",
" <td>75</td>\n",
" <td>65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>454</th>\n",
" <td>202438</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>75653</td>\n",
" <td>113</td>\n",
" <td>79665</td>\n",
" <td>71641</td>\n",
" <td>119</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>455</th>\n",
" <td>202439</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>71117</td>\n",
" <td>107</td>\n",
" <td>75044</td>\n",
" <td>67190</td>\n",
" <td>113</td>\n",
" <td>101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>456</th>\n",
" <td>202440</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>77304</td>\n",
" <td>116</td>\n",
" <td>81392</td>\n",
" <td>73216</td>\n",
" <td>122</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>457</th>\n",
" <td>202441</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>88200</td>\n",
" <td>132</td>\n",
" <td>92373</td>\n",
" <td>84027</td>\n",
" <td>138</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>458</th>\n",
" <td>202442</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>69988</td>\n",
" <td>105</td>\n",
" <td>73668</td>\n",
" <td>66308</td>\n",
" <td>110</td>\n",
" <td>99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>459</th>\n",
" <td>202443</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>53994</td>\n",
" <td>81</td>\n",
" <td>57044</td>\n",
" <td>50944</td>\n",
" <td>86</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>460</th>\n",
" <td>202444</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>38066</td>\n",
" <td>57</td>\n",
" <td>40650</td>\n",
" <td>35482</td>\n",
" <td>61</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>461</th>\n",
" <td>202445</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>54817</td>\n",
" <td>82</td>\n",
" <td>57778</td>\n",
" <td>51856</td>\n",
" <td>87</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>462</th>\n",
" <td>202446</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>54811</td>\n",
" <td>82</td>\n",
" <td>57692</td>\n",
" <td>51930</td>\n",
" <td>86</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>463</th>\n",
" <td>202447</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>78019</td>\n",
" <td>117</td>\n",
" <td>81436</td>\n",
" <td>74602</td>\n",
" <td>122</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>464</th>\n",
" <td>202448</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>84451</td>\n",
" <td>127</td>\n",
" <td>88003</td>\n",
" <td>80899</td>\n",
" <td>132</td>\n",
" <td>121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>465</th>\n",
" <td>202449</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>120237</td>\n",
" <td>180</td>\n",
" <td>124480</td>\n",
" <td>115994</td>\n",
" <td>187</td>\n",
" <td>174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>466</th>\n",
" <td>202450</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>156576</td>\n",
" <td>235</td>\n",
" <td>161401</td>\n",
" <td>151751</td>\n",
" <td>242</td>\n",
" <td>228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>467</th>\n",
" <td>202451</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>230219</td>\n",
" <td>345</td>\n",
" <td>236155</td>\n",
" <td>224283</td>\n",
" <td>354</td>\n",
" <td>336</td>\n",
" </tr>\n",
" <tr>\n",
" <th>468</th>\n",
" <td>202452</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>184837</td>\n",
" <td>277</td>\n",
" <td>190936</td>\n",
" <td>178738</td>\n",
" <td>286</td>\n",
" <td>268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>469</th>\n",
" <td>202501</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>231549</td>\n",
" <td>345</td>\n",
" <td>248471</td>\n",
" <td>214627</td>\n",
" <td>371</td>\n",
" <td>320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>470</th>\n",
" <td>202502</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>257248</td>\n",
" <td>384</td>\n",
" <td>271504</td>\n",
" <td>242992</td>\n",
" <td>405</td>\n",
" <td>363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>471</th>\n",
" <td>202503</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>252774</td>\n",
" <td>377</td>\n",
" <td>266629</td>\n",
" <td>238919</td>\n",
" <td>398</td>\n",
" <td>356</td>\n",
" </tr>\n",
" <tr>\n",
" <th>472</th>\n",
" <td>202504</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>350040</td>\n",
" <td>522</td>\n",
" <td>367198</td>\n",
" <td>332882</td>\n",
" <td>548</td>\n",
" <td>497</td>\n",
" </tr>\n",
" <tr>\n",
" <th>473</th>\n",
" <td>202505</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>334394</td>\n",
" <td>499</td>\n",
" <td>350373</td>\n",
" <td>318415</td>\n",
" <td>523</td>\n",
" <td>475</td>\n",
" </tr>\n",
" <tr>\n",
" <th>474</th>\n",
" <td>202506</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>273516</td>\n",
" <td>408</td>\n",
" <td>288876</td>\n",
" <td>258156</td>\n",
" <td>431</td>\n",
" <td>385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>475</th>\n",
" <td>202507</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>208953</td>\n",
" <td>312</td>\n",
" <td>221917</td>\n",
" <td>195989</td>\n",
" <td>331</td>\n",
" <td>292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>476</th>\n",
" <td>202508</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>136020</td>\n",
" <td>203</td>\n",
" <td>147216</td>\n",
" <td>124824</td>\n",
" <td>220</td>\n",
" <td>186</td>\n",
" </tr>\n",
" <tr>\n",
" <th>477</th>\n",
" <td>202509</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>84529</td>\n",
" <td>126</td>\n",
" <td>94066</td>\n",
" <td>74992</td>\n",
" <td>140</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>478</th>\n",
" <td>202510</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>60336</td>\n",
" <td>90</td>\n",
" <td>67622</td>\n",
" <td>53050</td>\n",
" <td>101</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>479</th>\n",
" <td>202511</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>59467</td>\n",
" <td>89</td>\n",
" <td>66782</td>\n",
" <td>52152</td>\n",
" <td>100</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>480</th>\n",
" <td>202512</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>53091</td>\n",
" <td>79</td>\n",
" <td>60086</td>\n",
" <td>46096</td>\n",
" <td>90</td>\n",
" <td>69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>481</th>\n",
" <td>202513</td>\n",
" <td>FR</td>\n",
" <td>3</td>\n",
" <td>43291</td>\n",
" <td>65</td>\n",
" <td>50549</td>\n",
" <td>36033</td>\n",
" <td>75</td>\n",
" <td>54</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>482 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" week geo_insee indicator inc inc100 inc_up inc_low inc100_up \\\n",
"0 201601 FR 3 42263 65 48970 35556 75 \n",
"1 201602 FR 3 44617 68 51413 37821 79 \n",
"2 201603 FR 3 75277 116 83924 66630 129 \n",
"3 201604 FR 3 148473 228 160355 136591 246 \n",
"4 201605 FR 3 178963 275 191630 166296 294 \n",
"5 201606 FR 3 194921 299 200637 189205 308 \n",
"6 201607 FR 3 204604 314 210495 198713 323 \n",
"7 201608 FR 3 200681 308 206577 194785 317 \n",
"8 201609 FR 3 213380 328 219353 207407 337 \n",
"9 201610 FR 3 248576 382 254901 242251 391 \n",
"10 201611 FR 3 279636 429 286366 272906 440 \n",
"11 201612 FR 3 274533 421 281219 267847 432 \n",
"12 201613 FR 3 173684 267 179077 168291 275 \n",
"13 201614 FR 3 113384 174 117869 108899 181 \n",
"14 201615 FR 3 60388 93 63680 57096 98 \n",
"15 201616 FR 3 33397 51 35849 30945 55 \n",
"16 201617 FR 3 26981 41 29219 24743 45 \n",
"17 201618 FR 3 15274 23 16926 13622 26 \n",
"18 201619 FR 3 14358 22 15959 12757 24 \n",
"19 201620 FR 3 9853 15 11190 8516 17 \n",
"20 201621 FR 3 9944 15 11277 8611 17 \n",
"21 201622 FR 3 6648 10 7741 5555 12 \n",
"22 201623 FR 3 6151 9 7202 5100 11 \n",
"23 201624 FR 3 6264 10 7319 5209 11 \n",
"24 201625 FR 3 5345 8 6331 4359 10 \n",
"25 201626 FR 3 6027 9 7098 4956 11 \n",
"26 201627 FR 3 5202 8 6226 4178 10 \n",
"27 201628 FR 3 3320 5 4160 2480 6 \n",
"28 201629 FR 3 4056 6 5020 3092 8 \n",
"29 201630 FR 3 3540 5 4454 2626 7 \n",
".. ... ... ... ... ... ... ... ... \n",
"452 202436 FR 3 30852 46 33372 28332 50 \n",
"453 202437 FR 3 46746 70 49889 43603 75 \n",
"454 202438 FR 3 75653 113 79665 71641 119 \n",
"455 202439 FR 3 71117 107 75044 67190 113 \n",
"456 202440 FR 3 77304 116 81392 73216 122 \n",
"457 202441 FR 3 88200 132 92373 84027 138 \n",
"458 202442 FR 3 69988 105 73668 66308 110 \n",
"459 202443 FR 3 53994 81 57044 50944 86 \n",
"460 202444 FR 3 38066 57 40650 35482 61 \n",
"461 202445 FR 3 54817 82 57778 51856 87 \n",
"462 202446 FR 3 54811 82 57692 51930 86 \n",
"463 202447 FR 3 78019 117 81436 74602 122 \n",
"464 202448 FR 3 84451 127 88003 80899 132 \n",
"465 202449 FR 3 120237 180 124480 115994 187 \n",
"466 202450 FR 3 156576 235 161401 151751 242 \n",
"467 202451 FR 3 230219 345 236155 224283 354 \n",
"468 202452 FR 3 184837 277 190936 178738 286 \n",
"469 202501 FR 3 231549 345 248471 214627 371 \n",
"470 202502 FR 3 257248 384 271504 242992 405 \n",
"471 202503 FR 3 252774 377 266629 238919 398 \n",
"472 202504 FR 3 350040 522 367198 332882 548 \n",
"473 202505 FR 3 334394 499 350373 318415 523 \n",
"474 202506 FR 3 273516 408 288876 258156 431 \n",
"475 202507 FR 3 208953 312 221917 195989 331 \n",
"476 202508 FR 3 136020 203 147216 124824 220 \n",
"477 202509 FR 3 84529 126 94066 74992 140 \n",
"478 202510 FR 3 60336 90 67622 53050 101 \n",
"479 202511 FR 3 59467 89 66782 52152 100 \n",
"480 202512 FR 3 53091 79 60086 46096 90 \n",
"481 202513 FR 3 43291 65 50549 36033 75 \n",
"\n",
" inc100_low \n",
"0 55 \n",
"1 58 \n",
"2 102 \n",
"3 210 \n",
"4 255 \n",
"5 290 \n",
"6 305 \n",
"7 299 \n",
"8 318 \n",
"9 372 \n",
"10 419 \n",
"11 411 \n",
"12 258 \n",
"13 167 \n",
"14 88 \n",
"15 47 \n",
"16 38 \n",
"17 21 \n",
"18 20 \n",
"19 13 \n",
"20 13 \n",
"21 9 \n",
"22 8 \n",
"23 8 \n",
"24 7 \n",
"25 8 \n",
"26 6 \n",
"27 4 \n",
"28 5 \n",
"29 4 \n",
".. ... \n",
"452 42 \n",
"453 65 \n",
"454 107 \n",
"455 101 \n",
"456 110 \n",
"457 126 \n",
"458 99 \n",
"459 76 \n",
"460 53 \n",
"461 78 \n",
"462 78 \n",
"463 112 \n",
"464 121 \n",
"465 174 \n",
"466 228 \n",
"467 336 \n",
"468 268 \n",
"469 320 \n",
"470 363 \n",
"471 356 \n",
"472 497 \n",
"473 475 \n",
"474 385 \n",
"475 292 \n",
"476 186 \n",
"477 112 \n",
"478 79 \n",
"479 78 \n",
"480 69 \n",
"481 54 \n",
"\n",
"[482 rows x 9 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [ "source": [
"data = raw_data.dropna().copy()\n", "data = raw_data_local.dropna().copy()\n",
"data" "data"
] ]
}, },
...@@ -364,7 +2228,7 @@ ...@@ -364,7 +2228,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.6.1" "version": "3.6.4"
} }
}, },
"nbformat": 4, "nbformat": 4,
......
module3/exo1/syndromes_grippaux_hebdo.csv 0 → 100644
View file @ 6c8669df
# {"columns":{"geo":"geo_insee","indicator":3,"time":"week","value":["inc","inc_low","inc_up","inc100","inc100_low","inc100_up"]},"query":{"geo_ref":"insee","indicator":3,"type":"all","period":[201601,202513],"geo":["PAY",1]},"compact":false,"time":"week","source":"r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https://www.sentiweb.fr","date":"2025-04-02T17:09:20+0200"}
"week","geo_insee","indicator","inc","inc100","inc_up","inc_low","inc100_up","inc100_low"
201601,"FR",3,42263,65,48970,35556,75,55
201602,"FR",3,44617,68,51413,37821,79,58
201603,"FR",3,75277,116,83924,66630,129,102
201604,"FR",3,148473,228,160355,136591,246,210
201605,"FR",3,178963,275,191630,166296,294,255
201606,"FR",3,194921,299,200637,189205,308,290
201607,"FR",3,204604,314,210495,198713,323,305
201608,"FR",3,200681,308,206577,194785,317,299
201609,"FR",3,213380,328,219353,207407,337,318
201610,"FR",3,248576,382,254901,242251,391,372
201611,"FR",3,279636,429,286366,272906,440,419
201612,"FR",3,274533,421,281219,267847,432,411
201613,"FR",3,173684,267,179077,168291,275,258
201614,"FR",3,113384,174,117869,108899,181,167
201615,"FR",3,60388,93,63680,57096,98,88
201616,"FR",3,33397,51,35849,30945,55,47
201617,"FR",3,26981,41,29219,24743,45,38
201618,"FR",3,15274,23,16926,13622,26,21
201619,"FR",3,14358,22,15959,12757,24,20
201620,"FR",3,9853,15,11190,8516,17,13
201621,"FR",3,9944,15,11277,8611,17,13
201622,"FR",3,6648,10,7741,5555,12,9
201623,"FR",3,6151,9,7202,5100,11,8
201624,"FR",3,6264,10,7319,5209,11,8
201625,"FR",3,5345,8,6331,4359,10,7
201626,"FR",3,6027,9,7098,4956,11,8
201627,"FR",3,5202,8,6226,4178,10,6
201628,"FR",3,3320,5,4160,2480,6,4
201629,"FR",3,4056,6,5020,3092,8,5
201630,"FR",3,3540,5,4454,2626,7,4
201631,"FR",3,3075,5,3982,2168,6,3
201632,"FR",3,1781,3,2446,1116,4,2
201633,"FR",3,1408,2,1991,825,3,1
201634,"FR",3,1763,3,2362,1164,4,2
201635,"FR",3,2322,4,2941,1703,5,3
201636,"FR",3,2829,4,3508,2150,5,3
201637,"FR",3,3475,5,4254,2696,7,4
201638,"FR",3,5199,8,6155,4243,9,7
201639,"FR",3,6558,10,7629,5487,12,8
201640,"FR",3,7430,11,8547,6313,13,10
201641,"FR",3,9581,15,10842,8320,17,13
201642,"FR",3,12412,19,13894,10930,21,17
201643,"FR",3,10489,16,11888,9090,18,14
201644,"FR",3,9866,15,11187,8545,17,13
201645,"FR",3,10738,16,12083,9393,19,14
201646,"FR",3,13942,21,15461,12423,24,19
201647,"FR",3,17827,27,19547,16107,30,25
201648,"FR",3,25841,40,27900,23782,43,37
201649,"FR",3,46853,72,49651,44055,76,68
201650,"FR",3,75551,116,79096,72006,121,111
201651,"FR",3,127767,196,132480,123054,203,189
201652,"FR",3,189743,291,195823,183663,301,282
201701,"FR",3,248549,382,254860,242238,391,372
201702,"FR",3,263557,405,270002,257112,414,395
201703,"FR",3,262087,402,268550,255624,412,392
201704,"FR",3,253792,390,260187,247397,399,380
201705,"FR",3,203418,312,209202,197634,321,303
201706,"FR",3,112968,173,117326,108610,180,167
201707,"FR",3,66255,102,69678,62832,107,96
201708,"FR",3,38257,59,40862,35652,63,55
201709,"FR",3,26369,40,28515,24223,44,37
201710,"FR",3,19417,30,21261,17573,33,27
201711,"FR",3,14095,22,15670,12520,24,19
201712,"FR",3,12098,19,13532,10664,21,16
201713,"FR",3,9968,15,11278,8658,17,13
201714,"FR",3,5818,9,6806,4830,10,7
201715,"FR",3,4443,7,5337,3549,8,5
201716,"FR",3,3944,6,4778,3110,7,5
201717,"FR",3,4152,6,5024,3280,8,5
201718,"FR",3,2305,4,2939,1671,5,3
201719,"FR",3,1427,2,1924,930,3,1
201720,"FR",3,1326,2,1808,844,3,1
201721,"FR",3,1091,2,1533,649,2,1
201722,"FR",3,1516,2,2018,1014,3,2
201723,"FR",3,1591,2,2105,1077,3,2
201724,"FR",3,1675,3,2207,1143,3,2
201725,"FR",3,1197,2,1643,751,3,1
201726,"FR",3,1689,3,2228,1150,3,2
201727,"FR",3,1844,3,2428,1260,4,2
201728,"FR",3,1904,3,2529,1279,4,2
201729,"FR",3,2495,4,3217,1773,5,3
201730,"FR",3,4292,7,5264,3320,8,5
201731,"FR",3,5168,8,6285,4051,10,6
201732,"FR",3,4325,7,5363,3287,8,5
201733,"FR",3,5166,8,6227,4105,10,6
201734,"FR",3,4421,7,5377,3465,8,5
201735,"FR",3,4108,6,4956,3260,8,5
201736,"FR",3,4451,7,5301,3601,8,6
201737,"FR",3,6658,10,7713,5603,12,9
201738,"FR",3,9719,15,10998,8440,17,13
201739,"FR",3,9318,14,10573,8063,16,12
201740,"FR",3,10674,16,12025,9323,18,14
201741,"FR",3,12263,19,13702,10824,21,17
201742,"FR",3,12855,20,14362,11348,22,17
201743,"FR",3,11462,18,12918,10006,20,15
201744,"FR",3,8237,13,9484,6990,15,11
201745,"FR",3,10557,16,11889,9225,18,14
201746,"FR",3,10376,16,11703,9049,18,14
201747,"FR",3,13775,21,15295,12255,23,19
201748,"FR",3,19711,30,21499,17923,33,28
201749,"FR",3,33003,51,35314,30692,54,47
201750,"FR",3,70415,108,73802,67028,113,103
201751,"FR",3,140940,216,145818,136062,224,209
201752,"FR",3,200986,308,207377,194595,318,299
201801,"FR",3,225927,344,232024,219830,353,335
201802,"FR",3,240777,367,246831,234723,376,357
201803,"FR",3,228089,347,234035,222143,356,338
201804,"FR",3,220181,335,226011,214351,344,326
201805,"FR",3,177204,270,182431,171977,278,262
201806,"FR",3,160196,244,165218,155174,251,236
201807,"FR",3,151302,230,156206,146398,238,223
201808,"FR",3,141900,216,146701,137099,223,209
201809,"FR",3,114931,175,119285,110577,182,168
201810,"FR",3,102966,157,107069,98863,163,150
201811,"FR",3,74153,113,77600,70706,118,108
201812,"FR",3,55679,85,58683,52675,89,80
201813,"FR",3,44258,67,46921,41595,71,63
201814,"FR",3,29655,45,31853,27457,48,42
201815,"FR",3,22349,34,24277,20421,37,31
201816,"FR",3,10993,17,12374,9612,19,15
201817,"FR",3,8491,13,9719,7263,15,11
201818,"FR",3,6674,10,7771,5577,12,8
201819,"FR",3,2906,4,3647,2165,6,3
201820,"FR",3,4703,7,5588,3818,9,6
201821,"FR",3,2537,4,3193,1881,5,3
201822,"FR",3,3165,5,3910,2420,6,4
201823,"FR",3,3001,5,3754,2248,6,3
201824,"FR",3,2809,4,3524,2094,5,3
201825,"FR",3,3121,5,3865,2377,6,4
201826,"FR",3,3152,5,3914,2390,6,4
201827,"FR",3,2733,4,3446,2020,5,3
201828,"FR",3,2597,4,3329,1865,5,3
201829,"FR",3,4641,7,5668,3614,9,6
201830,"FR",3,4935,8,6001,3869,9,6
201831,"FR",3,2778,4,3600,1956,5,3
201832,"FR",3,2353,4,3147,1559,5,2
201833,"FR",3,1495,2,2121,869,3,1
201834,"FR",3,1794,3,2435,1153,4,2
201835,"FR",3,2310,4,2960,1660,5,3
201836,"FR",3,2666,4,3351,1981,5,3
201837,"FR",3,3084,5,3817,2351,6,4
201838,"FR",3,3735,6,4547,2923,7,4
201839,"FR",3,4225,6,5076,3374,8,5
201840,"FR",3,8645,13,9864,7426,15,11
201841,"FR",3,10089,15,11408,8770,17,13
201842,"FR",3,9919,15,11212,8626,17,13
201843,"FR",3,8202,12,9392,7012,14,11
201844,"FR",3,5911,9,6923,4899,11,7
201845,"FR",3,9238,14,10451,8025,16,12
201846,"FR",3,8298,13,9446,7150,14,11
201847,"FR",3,11316,17,12649,9983,19,15
201848,"FR",3,13998,21,15481,12515,24,19
201849,"FR",3,15371,23,16923,13819,26,21
201850,"FR",3,19516,30,21246,17786,32,27
201851,"FR",3,24783,38,26760,22806,41,35
201852,"FR",3,21329,32,23352,19306,36,29
201901,"FR",3,31633,48,33933,29333,52,45
201902,"FR",3,59467,90,62484,56450,95,86
201903,"FR",3,102308,155,106267,98349,161,149
201904,"FR",3,190459,289,195817,185101,297,281
201905,"FR",3,317818,483,324739,310897,493,472
201906,"FR",3,381761,580,389392,374130,591,568
201907,"FR",3,305669,464,312631,298707,475,454
201908,"FR",3,193575,294,199210,187940,303,285
201909,"FR",3,108363,165,112546,104180,171,158
201910,"FR",3,70593,107,73918,67268,112,102
201911,"FR",3,51000,77,53831,48169,82,73
201912,"FR",3,36539,56,38964,34114,59,52
201913,"FR",3,25846,39,27892,23800,42,36
201914,"FR",3,17901,27,19601,16201,30,25
201915,"FR",3,12365,19,13796,10934,21,17
201916,"FR",3,8509,13,9701,7317,15,11
201917,"FR",3,6844,10,7955,5733,12,9
201918,"FR",3,4747,7,5634,3860,9,6
201919,"FR",3,5203,8,6136,4270,9,6
201920,"FR",3,3531,5,4285,2777,7,4
201921,"FR",3,2707,4,3369,2045,5,3
201922,"FR",3,1913,3,2500,1326,4,2
201923,"FR",3,3281,5,4046,2516,6,4
201924,"FR",3,3248,5,3988,2508,6,4
201925,"FR",3,3928,6,4746,3110,7,5
201926,"FR",3,4641,7,5570,3712,8,6
201927,"FR",3,3980,6,4833,3127,7,5
201928,"FR",3,4434,7,5424,3444,8,5
201929,"FR",3,2501,4,3247,1755,5,3
201930,"FR",3,2158,3,2842,1474,4,2
201931,"FR",3,1881,3,2528,1234,4,2
201932,"FR",3,1371,2,1974,768,3,1
201933,"FR",3,2728,4,3584,1872,5,3
201934,"FR",3,3630,6,4480,2780,7,4
201935,"FR",3,3360,5,4175,2545,6,4
201936,"FR",3,4481,7,5370,3592,8,5
201937,"FR",3,4780,7,5666,3894,9,6
201938,"FR",3,4126,6,4931,3321,7,5
201939,"FR",3,4243,6,5069,3417,8,5
201940,"FR",3,4274,6,5076,3472,8,5
201941,"FR",3,6084,9,7047,5121,11,8
201942,"FR",3,7991,12,9105,6877,14,10
201943,"FR",3,8753,13,9948,7558,15,11
201944,"FR",3,6532,10,7566,5498,11,8
201945,"FR",3,9382,14,10575,8189,16,12
201946,"FR",3,9923,15,11135,8711,17,13
201947,"FR",3,13788,21,15203,12373,23,19
201948,"FR",3,16507,25,18048,14966,27,23
201949,"FR",3,19671,30,21354,17988,32,27
201950,"FR",3,24399,37,26287,22511,40,34
201951,"FR",3,25271,38,27198,23344,41,35
201952,"FR",3,20921,32,22800,19042,35,29
202001,"FR",3,29747,45,31962,27532,49,42
202002,"FR",3,49382,75,52041,46723,79,71
202003,"FR",3,64130,97,67157,61103,102,93
202004,"FR",3,95234,145,98934,91534,150,139
202005,"FR",3,156891,238,161628,152154,245,231
202006,"FR",3,176539,268,181584,171494,276,260
202007,"FR",3,176935,269,182040,171830,276,261
202008,"FR",3,146668,223,151378,141958,230,216
202009,"FR",3,117651,179,121905,113397,185,172
202010,"FR",3,101457,154,105342,97572,160,148
202011,"FR",3,101399,154,105276,97522,160,148
202012,"FR",3,99125,151,102972,95278,156,145
202013,"FR",3,69423,105,72651,66195,110,101
202014,"FR",3,47702,72,50401,45003,77,68
202015,"FR",3,23439,36,25341,21537,38,33
202016,"FR",3,15499,24,17046,13952,26,21
202017,"FR",3,15334,23,16861,13807,26,21
202018,"FR",3,16403,25,18000,14806,27,22
202019,"FR",3,18634,28,20325,16943,31,26
202020,"FR",3,17435,26,19079,15791,29,24
202021,"FR",3,9885,15,11126,8644,17,13
202022,"FR",3,11218,17,12530,9906,19,15
202023,"FR",3,6633,10,7648,5618,12,9
202024,"FR",3,5933,9,6896,4970,10,8
202025,"FR",3,3425,5,4163,2687,6,4
202026,"FR",3,2004,3,2568,1440,4,2
202027,"FR",3,1813,3,2355,1271,4,2
202028,"FR",3,2655,4,3321,1989,5,3
202029,"FR",3,2929,4,3645,2213,6,3
202030,"FR",3,3895,6,4709,3081,7,5
202031,"FR",3,3130,5,3877,2383,6,4
202032,"FR",3,2929,4,3722,2136,6,3
202033,"FR",3,2682,4,3458,1906,5,3
202034,"FR",3,2827,4,3579,2075,5,3
202035,"FR",3,3114,5,3836,2392,6,4
202036,"FR",3,4178,6,5002,3354,8,5
202037,"FR",3,8408,13,9567,7249,15,11
202038,"FR",3,14516,22,16034,12998,24,20
202039,"FR",3,12869,20,14266,11472,22,17
202040,"FR",3,16305,25,17882,14728,27,22
202041,"FR",3,21303,32,23094,19512,35,30
202042,"FR",3,26495,40,28466,24524,43,37
202043,"FR",3,26968,41,29022,24914,44,38
202044,"FR",3,26284,40,28331,24237,43,37
202045,"FR",3,26412,40,28406,24418,43,37
202046,"FR",3,20961,32,22737,19185,35,29
202047,"FR",3,20664,31,22430,18898,34,29
202048,"FR",3,18800,29,20473,17127,31,26
202049,"FR",3,19433,30,21137,17729,32,27
202050,"FR",3,15628,24,17141,14115,26,21
202051,"FR",3,15317,23,16845,13789,26,21
202052,"FR",3,7792,12,8962,6622,14,10
202053,"FR",3,8424,13,9692,7156,15,11
202101,"FR",3,15661,24,17185,14137,26,21
202102,"FR",3,13623,21,15042,12204,23,18
202103,"FR",3,16917,26,18501,15333,28,23
202104,"FR",3,18425,28,20093,16757,30,25
202105,"FR",3,19178,29,20891,17465,32,26
202106,"FR",3,18978,29,20659,17297,31,26
202107,"FR",3,21246,32,23042,19450,35,29
202108,"FR",3,16546,25,18156,14936,27,23
202109,"FR",3,16955,26,18602,15308,28,23
202110,"FR",3,17875,27,19521,16229,30,25
202111,"FR",3,22398,34,24254,20542,37,31
202112,"FR",3,22268,34,24095,20441,36,31
202113,"FR",3,20044,30,21789,18299,33,28
202114,"FR",3,14213,22,15678,12748,24,19
202115,"FR",3,16678,25,18275,15081,28,23
202116,"FR",3,11926,18,13313,10539,20,16
202117,"FR",3,15477,23,17050,13904,26,21
202118,"FR",3,13496,20,14937,12055,23,18
202119,"FR",3,9822,15,11074,8570,17,13
202120,"FR",3,12854,19,14280,11428,22,17
202121,"FR",3,7124,11,8188,6060,12,9
202122,"FR",3,7985,12,9111,6859,14,10
202123,"FR",3,5985,9,6972,4998,11,8
202124,"FR",3,5280,8,6198,4362,9,7
202125,"FR",3,5288,8,6215,4361,9,7
202126,"FR",3,5076,8,5986,4166,9,6
202127,"FR",3,5313,8,6269,4357,9,7
202128,"FR",3,4049,6,4933,3165,7,5
202129,"FR",3,5641,9,6699,4583,10,7
202130,"FR",3,5309,8,6364,4254,10,6
202131,"FR",3,5191,8,6310,4072,10,6
202132,"FR",3,6938,11,8227,5649,12,9
202133,"FR",3,8548,13,9926,7170,15,11
202134,"FR",3,7241,11,8436,6046,13,9
202135,"FR",3,9167,14,10384,7950,16,12
202136,"FR",3,9452,14,10678,8226,16,12
202137,"FR",3,10711,16,12002,9420,18,14
202138,"FR",3,10767,16,12031,9503,18,14
202139,"FR",3,13685,21,15122,12248,23,19
202140,"FR",3,16961,26,18576,15346,28,23
202141,"FR",3,19145,29,20849,17441,32,26
202142,"FR",3,19721,30,21487,17955,33,27
202143,"FR",3,17941,27,19701,16181,30,24
202144,"FR",3,14807,22,16382,13232,25,20
202145,"FR",3,16378,25,17975,14781,27,22
202146,"FR",3,26607,40,28612,24602,43,37
202147,"FR",3,30861,47,33003,28719,50,43
202148,"FR",3,34220,52,36480,31960,55,48
202149,"FR",3,33603,51,35859,31347,54,47
202150,"FR",3,35249,53,37608,32890,57,50
202151,"FR",3,32184,49,34557,29811,52,45
202152,"FR",3,34053,52,36626,31480,55,48
202201,"FR",3,50053,75,52846,47260,80,71
202202,"FR",3,48390,73,51112,45668,77,69
202203,"FR",3,56011,84,58946,53076,89,80
202204,"FR",3,54592,82,57526,51658,87,78
202205,"FR",3,50019,75,52824,47214,80,71
202206,"FR",3,43037,65,45679,40395,69,61
202207,"FR",3,39713,60,42282,37144,64,56
202208,"FR",3,40784,62,43373,38195,65,58
202209,"FR",3,55842,84,58813,52871,89,80
202210,"FR",3,86236,130,89894,82578,136,125
202211,"FR",3,123828,187,128193,119463,193,180
202212,"FR",3,181916,274,187222,176610,282,266
202213,"FR",3,197668,298,203207,192129,306,290
202214,"FR",3,191875,289,197453,186297,298,281
202215,"FR",3,130594,197,135298,125890,204,190
202216,"FR",3,58092,88,61305,54879,92,83
202217,"FR",3,43046,65,45731,40361,69,61
202218,"FR",3,29228,44,31444,27012,47,41
202219,"FR",3,20458,31,22273,18643,34,28
202220,"FR",3,17667,27,19361,15973,29,24
202221,"FR",3,12173,18,13595,10751,21,16
202222,"FR",3,18034,27,19741,16327,30,25
202223,"FR",3,14575,22,16124,13026,24,20
202224,"FR",3,16445,25,18074,14816,27,22
202225,"FR",3,16644,25,18319,14969,28,23
202226,"FR",3,20934,32,22848,19020,34,29
202227,"FR",3,22819,34,24851,20787,37,31
202228,"FR",3,18121,27,20022,16220,30,24
202229,"FR",3,17933,27,19821,16045,30,24
202230,"FR",3,17976,27,19898,16054,30,24
202231,"FR",3,13935,21,15731,12139,24,18
202232,"FR",3,15031,23,16951,13111,26,20
202233,"FR",3,12020,18,13716,10324,21,16
202234,"FR",3,13326,20,15011,11641,23,18
202235,"FR",3,13705,21,15267,12143,23,18
202236,"FR",3,24583,37,26802,22364,40,34
202237,"FR",3,29319,44,31603,27035,48,41
202238,"FR",3,29209,44,31428,26990,47,41
202239,"FR",3,30331,46,32487,28175,49,42
202240,"FR",3,36810,56,39213,34407,59,52
202241,"FR",3,43616,66,46211,41021,70,62
202242,"FR",3,45062,68,47757,42367,72,64
202243,"FR",3,35742,54,38202,33282,58,50
202244,"FR",3,28411,43,30655,26167,46,39
202245,"FR",3,36127,54,38541,33713,58,51
202246,"FR",3,60587,91,63707,57467,96,87
202247,"FR",3,102051,154,106087,98015,160,148
202248,"FR",3,149449,225,154282,144616,233,218
202249,"FR",3,238229,359,244263,232195,368,350
202250,"FR",3,365902,552,373425,358379,563,540
202251,"FR",3,406899,614,415218,398580,626,601
202252,"FR",3,210284,317,216787,203781,327,307
202301,"FR",3,149564,225,154485,144643,232,218
202302,"FR",3,85327,128,89026,81628,134,123
202303,"FR",3,67618,102,70865,64371,107,97
202304,"FR",3,74193,112,77657,70729,117,106
202305,"FR",3,84672,127,88383,80961,133,122
202306,"FR",3,91815,138,95754,87876,144,132
202307,"FR",3,84134,127,87944,80324,132,121
202308,"FR",3,68350,103,71821,64879,108,98
202309,"FR",3,56575,85,59615,53535,90,81
202310,"FR",3,63577,96,66819,60335,101,91
202311,"FR",3,62635,94,65883,59387,99,89
202312,"FR",3,56983,86,60040,53926,90,81
202313,"FR",3,50851,76,53743,47959,81,72
202314,"FR",3,42105,63,44751,39459,67,59
202315,"FR",3,30770,46,33105,28435,50,43
202316,"FR",3,30821,46,33201,28441,50,43
202317,"FR",3,28527,43,30783,26271,46,40
202318,"FR",3,19071,29,20895,17247,31,26
202319,"FR",3,18727,28,20563,16891,31,25
202320,"FR",3,15458,23,17128,13788,26,21
202321,"FR",3,18171,27,19939,16403,30,25
202322,"FR",3,14900,22,16505,13295,25,20
202323,"FR",3,17903,27,19659,16147,30,24
202324,"FR",3,13911,21,15470,12352,23,19
202325,"FR",3,13357,20,14889,11825,22,18
202326,"FR",3,11080,17,12461,9699,19,15
202327,"FR",3,11545,17,13018,10072,20,15
202328,"FR",3,8076,12,9362,6790,14,10
202329,"FR",3,9888,15,11353,8423,17,13
202330,"FR",3,8810,13,10163,7457,15,11
202331,"FR",3,10475,16,12026,8924,18,13
202332,"FR",3,11070,17,12686,9454,19,14
202333,"FR",3,9581,14,11120,8042,17,12
202334,"FR",3,12748,19,14392,11104,22,17
202335,"FR",3,19665,30,21511,17819,32,27
202336,"FR",3,23168,35,25128,21208,38,32
202337,"FR",3,33109,50,35475,30743,53,46
202338,"FR",3,49576,75,52467,46685,79,70
202339,"FR",3,88134,133,92175,84093,139,127
202340,"FR",3,93730,141,97681,89779,147,135
202341,"FR",3,66387,100,69701,63073,105,95
202342,"FR",3,73583,111,77125,70041,116,105
202343,"FR",3,66331,100,69771,62891,105,95
202344,"FR",3,51627,78,54761,48493,82,73
202345,"FR",3,68296,103,71756,64836,108,98
202346,"FR",3,75810,114,79461,72159,120,109
202347,"FR",3,90795,137,95000,86590,143,130
202348,"FR",3,118550,178,123220,113880,185,171
202349,"FR",3,148100,223,153092,143108,230,215
202350,"FR",3,161494,243,166694,156294,251,235
202351,"FR",3,159674,240,164985,154363,248,232
202352,"FR",3,122007,184,127422,116592,192,175
202401,"FR",3,137506,206,142705,132307,214,198
202402,"FR",3,158884,238,164098,153670,246,230
202403,"FR",3,202904,304,208740,197068,313,295
202404,"FR",3,263314,395,270041,256587,405,385
202405,"FR",3,245351,368,251817,238885,378,358
202406,"FR",3,214023,321,220107,207939,330,312
202407,"FR",3,145309,218,150414,140204,226,210
202408,"FR",3,97340,146,101566,93114,152,140
202409,"FR",3,66740,100,70281,63199,105,95
202410,"FR",3,54380,82,57587,51173,86,77
202411,"FR",3,48072,72,51005,45139,76,68
202412,"FR",3,38482,58,41117,35847,62,54
202413,"FR",3,39148,59,41819,36477,63,55
202414,"FR",3,30971,46,33372,28570,50,43
202415,"FR",3,27713,42,30030,25396,45,38
202416,"FR",3,24228,36,26380,22076,40,33
202417,"FR",3,24019,36,26190,21848,39,33
202418,"FR",3,17653,26,19486,15820,29,24
202419,"FR",3,13503,20,15161,11845,23,18
202420,"FR",3,22123,33,24096,20150,36,30
202421,"FR",3,20895,31,22825,18965,34,28
202422,"FR",3,27328,41,29543,25113,44,38
202423,"FR",3,28593,43,30857,26329,46,39
202424,"FR",3,28354,43,30627,26081,46,39
202425,"FR",3,34307,51,36861,31753,55,48
202426,"FR",3,33418,50,35996,30840,54,46
202427,"FR",3,32567,49,35108,30026,53,45
202428,"FR",3,34237,51,36928,31546,55,47
202429,"FR",3,29856,45,32426,27286,49,41
202430,"FR",3,29801,45,32462,27140,49,41
202431,"FR",3,26735,40,29328,24142,44,36
202432,"FR",3,25214,38,27861,22567,42,34
202433,"FR",3,17407,26,19617,15197,29,23
202434,"FR",3,29433,44,32193,26673,48,40
202435,"FR",3,26275,39,28690,23860,43,36
202436,"FR",3,30852,46,33372,28332,50,42
202437,"FR",3,46746,70,49889,43603,75,65
202438,"FR",3,75653,113,79665,71641,119,107
202439,"FR",3,71117,107,75044,67190,113,101
202440,"FR",3,77304,116,81392,73216,122,110
202441,"FR",3,88200,132,92373,84027,138,126
202442,"FR",3,69988,105,73668,66308,110,99
202443,"FR",3,53994,81,57044,50944,86,76
202444,"FR",3,38066,57,40650,35482,61,53
202445,"FR",3,54817,82,57778,51856,87,78
202446,"FR",3,54811,82,57692,51930,86,78
202447,"FR",3,78019,117,81436,74602,122,112
202448,"FR",3,84451,127,88003,80899,132,121
202449,"FR",3,120237,180,124480,115994,187,174
202450,"FR",3,156576,235,161401,151751,242,228
202451,"FR",3,230219,345,236155,224283,354,336
202452,"FR",3,184837,277,190936,178738,286,268
202501,"FR",3,231549,345,248471,214627,371,320
202502,"FR",3,257248,384,271504,242992,405,363
202503,"FR",3,252774,377,266629,238919,398,356
202504,"FR",3,350040,522,367198,332882,548,497
202505,"FR",3,334394,499,350373,318415,523,475
202506,"FR",3,273516,408,288876,258156,431,385
202507,"FR",3,208953,312,221917,195989,331,292
202508,"FR",3,136020,203,147216,124824,220,186
202509,"FR",3,84529,126,94066,74992,140,112
202510,"FR",3,60336,90,67622,53050,101,79
202511,"FR",3,59467,89,66782,52152,100,78
202512,"FR",3,53091,79,60086,46096,90,69
202513,"FR",3,43291,65,50549,36033,75,54
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