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Commit 638c8e75 authored by 8632bd464035f72368e4963e9964f043's avatar 8632bd464035f72368e4963e9964f043
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Exercice complété

parent e443a53c
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Showing with 2513 additions and 73 deletions
module2/exo5/exo5_fr.ipynb
View file @ 638c8e75
......@@ -40,7 +40,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 45,
"metadata": {},
"outputs": [
{
......@@ -261,33 +261,33 @@
"</div>"
],
"text/plain": [
" Date Count Temperature Pressure Malfunction\n",
"0 4/12/81 6 66 50 0\n",
"1 11/12/81 6 70 50 1\n",
"2 3/22/82 6 69 50 0\n",
"3 11/11/82 6 68 50 0\n",
"4 4/04/83 6 67 50 0\n",
"5 6/18/82 6 72 50 0\n",
"6 8/30/83 6 73 100 0\n",
"7 11/28/83 6 70 100 0\n",
"8 2/03/84 6 57 200 1\n",
"9 4/06/84 6 63 200 1\n",
"10 8/30/84 6 70 200 1\n",
"11 10/05/84 6 78 200 0\n",
"12 11/08/84 6 67 200 0\n",
"13 1/24/85 6 53 200 2\n",
"14 4/12/85 6 67 200 0\n",
"15 4/29/85 6 75 200 0\n",
"16 6/17/85 6 70 200 0\n",
"17 7/29/85 6 81 200 0\n",
"18 8/27/85 6 76 200 0\n",
"19 10/03/85 6 79 200 0\n",
"20 10/30/85 6 75 200 2\n",
"21 11/26/85 6 76 200 0\n",
"22 1/12/86 6 58 200 1"
" Date Count Temperature Pressure Malfunction\n",
"0 4/12/81 6 66 50 0\n",
"1 11/12/81 6 70 50 1\n",
"2 3/22/82 6 69 50 0\n",
"3 11/11/82 6 68 50 0\n",
"4 4/04/83 6 67 50 0\n",
"5 6/18/82 6 72 50 0\n",
"6 8/30/83 6 73 100 0\n",
"7 11/28/83 6 70 100 0\n",
"8 2/03/84 6 57 200 1\n",
"9 4/06/84 6 63 200 1\n",
"10 8/30/84 6 70 200 1\n",
"11 10/05/84 6 78 200 0\n",
"12 11/08/84 6 67 200 0\n",
"13 1/24/85 6 53 200 2\n",
"14 4/12/85 6 67 200 0\n",
"15 4/29/85 6 75 200 0\n",
"16 6/17/85 6 70 200 0\n",
"17 7/29/85 6 81 200 0\n",
"18 8/27/85 6 76 200 0\n",
"19 10/03/85 6 79 200 0\n",
"20 10/30/85 6 75 200 2\n",
"21 11/26/85 6 76 200 0\n",
"22 1/12/86 6 58 200 1"
]
},
"execution_count": 1,
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
......@@ -322,7 +322,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 46,
"metadata": {},
"outputs": [
{
......@@ -425,7 +425,7 @@
"22 1/12/86 6 58 200 1"
]
},
"execution_count": 2,
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
......@@ -448,12 +448,26 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 1\n",
"8 1\n",
"9 1\n",
"10 1\n",
"13 2\n",
"20 2\n",
"22 1\n",
"Name: Malfunction, dtype: int64\n"
]
},
{
"data": {
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\n",
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......@@ -500,7 +514,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 48,
"metadata": {},
"outputs": [
{
......@@ -524,10 +538,10 @@
" <th>Method:</th> <td>IRLS</td> <th> Log-Likelihood: </th> <td> -2.5250</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Sat, 13 Apr 2019</td> <th> Deviance: </th> <td> 0.22231</td> \n",
" <th>Date:</th> <td>Fri, 07 Nov 2025</td> <th> Deviance: </th> <td> 0.22231</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>19:11:24</td> <th> Pearson chi2: </th> <td> 0.236</td> \n",
" <th>Time:</th> <td>16:05:09</td> <th> Pearson chi2: </th> <td> 0.236</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Iterations:</th> <td>4</td> <th> Covariance Type: </th> <td>nonrobust</td>\n",
......@@ -555,8 +569,8 @@
"Model Family: Binomial Df Model: 1\n",
"Link Function: logit Scale: 1.0000\n",
"Method: IRLS Log-Likelihood: -2.5250\n",
"Date: Sat, 13 Apr 2019 Deviance: 0.22231\n",
"Time: 19:11:24 Pearson chi2: 0.236\n",
"Date: Fri, 07 Nov 2025 Deviance: 0.22231\n",
"Time: 16:05:09 Pearson chi2: 0.236\n",
"No. Iterations: 4 Covariance Type: nonrobust\n",
"===============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
......@@ -567,7 +581,7 @@
"\"\"\""
]
},
"execution_count": 4,
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
......@@ -605,12 +619,12 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
......@@ -648,7 +662,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 50,
"metadata": {},
"outputs": [
{
......@@ -705,7 +719,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
"version": "3.6.4"
}
},
"nbformat": 4,
......
module3/exo1/analyse-syndrome-grippal.ipynb
View file @ 638c8e75
This source diff could not be displayed because it is too large. You can view the blob instead.
module3/exo1/inc-3-PAY-ds2.csv 0 → 100644
View file @ 638c8e75
# {"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":[201601,202545],"geo":["PAY",1]},"compact":false,"time":"week","source":"r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https://www.sentiweb.fr","date":"2025-11-13T17:21:25+0100"}
"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",3,224072,334,231733,216411,346,323
202502,"FR",3,327413,488,335852,318974,501,476
202503,"FR",3,311039,464,319195,302883,476,452
202504,"FR",3,409856,611,419195,400517,625,598
202505,"FR",3,349324,521,357901,340747,534,508
202506,"FR",3,260933,389,268424,253442,400,378
202507,"FR",3,204227,305,210996,197458,315,295
202508,"FR",3,134212,200,139817,128607,209,192
202509,"FR",3,87244,130,91702,82786,137,124
202510,"FR",3,63363,95,67131,59595,100,89
202511,"FR",3,56242,84,59973,52511,89,78
202512,"FR",3,51683,77,55225,48141,82,72
202513,"FR",3,37418,56,40446,34390,60,51
202514,"FR",3,37869,56,40756,34982,61,52
202515,"FR",3,33337,50,36159,30515,54,46
202516,"FR",3,26006,39,28568,23444,43,35
202517,"FR",3,20111,30,22320,17902,33,27
202518,"FR",3,16967,25,18996,14938,28,22
202519,"FR",3,17754,26,19794,15714,30,23
202520,"FR",3,23251,35,25546,20956,38,31
202521,"FR",3,22898,34,25167,20629,38,31
202522,"FR",3,17254,26,19251,15257,29,23
202523,"FR",3,19876,30,22004,17748,33,26
202524,"FR",3,19265,29,21368,17162,32,26
202525,"FR",3,19256,29,21342,17170,32,26
202526,"FR",3,18474,28,20532,16416,31,24
202527,"FR",3,17703,26,19725,15681,29,23
202528,"FR",3,18607,28,20753,16461,31,25
202529,"FR",3,15938,24,17990,13886,27,21
202530,"FR",3,18896,28,21165,16627,32,25
202531,"FR",3,20376,30,22799,17953,34,27
202532,"FR",3,19938,30,22479,17397,34,26
202533,"FR",3,13005,19,15114,10896,23,16
202534,"FR",3,19844,30,22312,17376,33,26
202535,"FR",3,23900,36,26415,21385,39,32
202536,"FR",3,30297,45,33247,27347,50,41
202537,"FR",3,36444,54,39393,33495,59,50
202538,"FR",3,54568,81,58152,50984,87,76
202539,"FR",3,60332,90,64237,56427,96,84
202540,"FR",3,69162,103,73126,65198,109,97
202541,"FR",3,75221,112,79373,71069,118,106
202542,"FR",3,68201,102,72235,64167,108,96
202543,"FR",3,54783,82,58583,50983,87,76
202544,"FR",3,54690,82,58439,50941,87,76
202545,"FR",3,48211,72,51771,44651,77,67
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