diff --git a/module3/exo1/incidence-PAY-3.csv b/module3/exo1/incidence-PAY-3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..277b74a893fc978fa0ed362cb691be26cd565ce5
--- /dev/null
+++ b/module3/exo1/incidence-PAY-3.csv
@@ -0,0 +1,2023 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, https://www.sentiweb.fr", @meta={"period":[198444,202329],"geo":["PAY",1],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2023-07-26T15:05:24+02:00, bundle=1690376723
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202329,3,10213,6146,14280,15,9,21,FR,France
+202328,3,9187,5694,12680,14,9,19,FR,France
+202327,3,9048,5809,12287,14,9,19,FR,France
+202326,3,9023,5934,12112,14,9,19,FR,France
+202325,3,10090,6739,13441,15,10,20,FR,France
+202324,3,11308,7639,14977,17,11,23,FR,France
+202323,3,14300,10661,17939,22,17,27,FR,France
+202322,3,18303,13822,22784,28,21,35,FR,France
+202321,3,16460,12188,20732,25,19,31,FR,France
+202320,3,16162,11963,20361,24,18,30,FR,France
+202319,3,16901,12577,21225,25,18,32,FR,France
+202318,3,19929,15402,24456,30,23,37,FR,France
+202317,3,27007,21779,32235,41,33,49,FR,France
+202316,3,27875,22767,32983,42,34,50,FR,France
+202315,3,37455,30993,43917,56,46,66,FR,France
+202314,3,48060,40671,55449,72,61,83,FR,France
+202313,3,64859,56800,72918,98,86,110,FR,France
+202312,3,72750,64499,81001,109,97,121,FR,France
+202311,3,74638,66420,82856,112,100,124,FR,France
+202310,3,76368,68243,84493,115,103,127,FR,France
+202309,3,62062,54778,69346,93,82,104,FR,France
+202308,3,76391,68065,84717,115,102,128,FR,France
+202307,3,89851,80397,99305,135,121,149,FR,France
+202306,3,97368,87636,107100,146,131,161,FR,France
+202305,3,95469,86268,104670,144,130,158,FR,France
+202304,3,74901,66916,82886,113,101,125,FR,France
+202303,3,69570,61893,77247,105,93,117,FR,France
+202302,3,78260,70090,86430,118,106,130,FR,France
+202301,3,121773,111024,132522,183,167,199,FR,France
+202252,3,155371,142004,168738,234,214,254,FR,France
+202251,3,248319,232128,264510,374,350,398,FR,France
+202250,3,234143,219402,248884,353,331,375,FR,France
+202249,3,163384,151691,175077,246,228,264,FR,France
+202248,3,121691,111744,131638,184,169,199,FR,France
+202247,3,96416,87230,105602,145,131,159,FR,France
+202246,3,67735,60075,75395,102,90,114,FR,France
+202245,3,45306,38909,51703,68,58,78,FR,France
+202244,3,34713,28880,40546,52,43,61,FR,France
+202243,3,44769,36884,52654,68,56,80,FR,France
+202242,3,47462,40773,54151,72,62,82,FR,France
+202241,3,48583,42388,54778,73,64,82,FR,France
+202240,3,41927,36115,47739,63,54,72,FR,France
+202239,3,39902,34168,45636,60,51,69,FR,France
+202238,3,28781,23733,33829,43,35,51,FR,France
+202237,3,21395,17076,25714,32,25,39,FR,France
+202236,3,14120,10487,17753,21,16,26,FR,France
+202235,3,9283,6485,12081,14,10,18,FR,France
+202234,3,7498,4731,10265,11,7,15,FR,France
+202233,3,7586,4442,10730,11,6,16,FR,France
+202232,3,12222,7749,16695,18,11,25,FR,France
+202231,3,13257,8905,17609,20,13,27,FR,France
+202230,3,15006,10738,19274,23,17,29,FR,France
+202229,3,20801,15829,25773,31,24,38,FR,France
+202228,3,23387,17970,28804,35,27,43,FR,France
+202227,3,36015,29709,42321,54,44,64,FR,France
+202226,3,29421,24314,34528,44,36,52,FR,France
+202225,3,22840,18538,27142,34,28,40,FR,France
+202224,3,19294,15406,23182,29,23,35,FR,France
+202223,3,17159,13450,20868,26,20,32,FR,France
+202222,3,14230,10924,17536,21,16,26,FR,France
+202221,3,11804,8686,14922,18,13,23,FR,France
+202220,3,17355,13600,21110,26,20,32,FR,France
+202219,3,17178,13462,20894,26,20,32,FR,France
+202218,3,27569,22584,32554,42,34,50,FR,France
+202217,3,35950,30255,41645,54,45,63,FR,France
+202216,3,54405,46976,61834,82,71,93,FR,France
+202215,3,106385,96079,116691,160,144,176,FR,France
+202214,3,159637,147889,171385,241,223,259,FR,France
+202213,3,187355,175153,199557,283,265,301,FR,France
+202212,3,159809,148839,170779,241,224,258,FR,France
+202211,3,113273,104095,122451,171,157,185,FR,France
+202210,3,80177,72368,87986,121,109,133,FR,France
+202209,3,43750,37938,49562,66,57,75,FR,France
+202208,3,28034,23245,32823,42,35,49,FR,France
+202207,3,31636,26432,36840,48,40,56,FR,France
+202206,3,42557,36599,48515,64,55,73,FR,France
+202205,3,60757,53958,67556,92,82,102,FR,France
+202204,3,66266,59163,73369,100,89,111,FR,France
+202203,3,67412,60291,74533,102,91,113,FR,France
+202202,3,52140,45949,58331,79,70,88,FR,France
+202201,3,54128,47329,60927,82,72,92,FR,France
+202152,3,47704,40795,54613,72,62,82,FR,France
+202151,3,35349,29486,41212,54,45,63,FR,France
+202150,3,33994,28706,39282,51,43,59,FR,France
+202149,3,34014,28982,39046,51,43,59,FR,France
+202148,3,34805,29778,39832,53,45,61,FR,France
+202147,3,30075,25306,34844,46,39,53,FR,France
+202146,3,23814,19612,28016,36,30,42,FR,France
+202145,3,15536,12190,18882,24,19,29,FR,France
+202144,3,15187,11671,18703,23,18,28,FR,France
+202143,3,19326,15025,23627,29,22,36,FR,France
+202142,3,22672,18238,27106,34,27,41,FR,France
+202141,3,18960,15099,22821,29,23,35,FR,France
+202140,3,17994,14318,21670,27,21,33,FR,France
+202139,3,15052,11668,18436,23,18,28,FR,France
+202138,3,11419,8602,14236,17,13,21,FR,France
+202137,3,9530,6793,12267,14,10,18,FR,France
+202136,3,7817,5342,10292,12,8,16,FR,France
+202135,3,8055,5388,10722,12,8,16,FR,France
+202134,3,8603,5639,11567,13,9,17,FR,France
+202133,3,6737,3925,9549,10,6,14,FR,France
+202132,3,8699,5303,12095,13,8,18,FR,France
+202131,3,10665,6766,14564,16,10,22,FR,France
+202130,3,8567,5241,11893,13,8,18,FR,France
+202129,3,8493,5378,11608,13,8,18,FR,France
+202128,3,5925,3110,8740,9,5,13,FR,France
+202127,3,5534,3022,8046,8,4,12,FR,France
+202126,3,4073,2066,6080,6,3,9,FR,France
+202125,3,3659,2076,5242,6,4,8,FR,France
+202124,3,3166,1659,4673,5,3,7,FR,France
+202123,3,3842,2184,5500,6,3,9,FR,France
+202122,3,4723,2869,6577,7,4,10,FR,France
+202121,3,5572,3533,7611,8,5,11,FR,France
+202120,3,7469,5128,9810,11,7,15,FR,France
+202119,3,6658,4440,8876,10,7,13,FR,France
+202118,3,6411,4249,8573,10,7,13,FR,France
+202117,3,8211,5657,10765,12,8,16,FR,France
+202116,3,12448,9252,15644,19,14,24,FR,France
+202115,3,15512,12062,18962,23,18,28,FR,France
+202114,3,17316,13724,20908,26,21,31,FR,France
+202113,3,22165,18137,26193,34,28,40,FR,France
+202112,3,25903,21582,30224,39,32,46,FR,France
+202111,3,20134,16351,23917,30,24,36,FR,France
+202110,3,16895,13527,20263,26,21,31,FR,France
+202109,3,13211,10035,16387,20,15,25,FR,France
+202108,3,16398,12827,19969,25,20,30,FR,France
+202107,3,18894,15116,22672,29,23,35,FR,France
+202106,3,19658,15802,23514,30,24,36,FR,France
+202105,3,19086,15419,22753,29,23,35,FR,France
+202104,3,22822,18658,26986,35,29,41,FR,France
+202103,3,19811,16030,23592,30,24,36,FR,France
+202102,3,16315,12933,19697,25,20,30,FR,France
+202101,3,19301,15463,23139,29,23,35,FR,France
+202053,3,14614,10694,18534,22,16,28,FR,France
+202052,3,11028,7506,14550,17,12,22,FR,France
+202051,3,12111,9016,15206,18,13,23,FR,France
+202050,3,12421,9354,15488,19,14,24,FR,France
+202049,3,11427,8505,14349,17,13,21,FR,France
+202048,3,13672,10387,16957,21,16,26,FR,France
+202047,3,15021,11641,18401,23,18,28,FR,France
+202046,3,22523,18413,26633,34,28,40,FR,France
+202045,3,36865,31522,42208,56,48,64,FR,France
+202044,3,38970,33265,44675,59,50,68,FR,France
+202043,3,36794,31144,42444,56,47,65,FR,France
+202042,3,30581,25622,35540,46,38,54,FR,France
+202041,3,24197,19849,28545,37,30,44,FR,France
+202040,3,18194,14366,22022,28,22,34,FR,France
+202039,3,18607,14641,22573,28,22,34,FR,France
+202038,3,23252,18902,27602,35,28,42,FR,France
+202037,3,14028,10699,17357,21,16,26,FR,France
+202036,3,5364,3404,7324,8,5,11,FR,France
+202035,3,3960,2027,5893,6,3,9,FR,France
+202034,3,3098,1118,5078,5,2,8,FR,France
+202033,3,1900,348,3452,3,1,5,FR,France
+202032,3,2073,369,3777,3,0,6,FR,France
+202031,3,3144,1228,5060,5,2,8,FR,France
+202030,3,4833,2546,7120,7,4,10,FR,France
+202029,3,5730,3374,8086,9,5,13,FR,France
+202028,3,4330,2406,6254,7,4,10,FR,France
+202027,3,2029,797,3261,3,1,5,FR,France
+202026,3,1322,344,2300,2,1,3,FR,France
+202025,3,1395,373,2417,2,0,4,FR,France
+202024,3,1166,333,1999,2,1,3,FR,France
+202023,3,1408,434,2382,2,1,3,FR,France
+202022,3,1743,620,2866,3,1,5,FR,France
+202021,3,3318,1749,4887,5,3,7,FR,France
+202020,3,7745,5375,10115,12,8,16,FR,France
+202019,3,8590,6087,11093,13,9,17,FR,France
+202018,3,12223,9182,15264,19,14,24,FR,France
+202017,3,15685,12264,19106,24,19,29,FR,France
+202016,3,21122,17112,25132,32,26,38,FR,France
+202015,3,34593,29369,39817,53,45,61,FR,France
+202014,3,74213,66885,81541,113,102,124,FR,France
+202013,3,110261,101606,118916,167,154,180,FR,France
+202012,3,105276,96720,113832,160,147,173,FR,France
+202011,3,112943,104468,121418,172,159,185,FR,France
+202010,3,105145,96812,113478,160,147,173,FR,France
+202009,3,110696,102066,119326,168,155,181,FR,France
+202008,3,143753,133984,153522,218,203,233,FR,France
+202007,3,183610,172812,194408,279,263,295,FR,France
+202006,3,206669,195481,217857,314,297,331,FR,France
+202005,3,187957,177445,198469,285,269,301,FR,France
+202004,3,122331,113492,131170,186,173,199,FR,France
+202003,3,78413,71330,85496,119,108,130,FR,France
+202002,3,53614,47654,59574,81,72,90,FR,France
+202001,3,36850,31608,42092,56,48,64,FR,France
+201952,3,28135,23220,33050,43,36,50,FR,France
+201951,3,29786,25042,34530,45,38,52,FR,France
+201950,3,34223,29156,39290,52,44,60,FR,France
+201949,3,25662,21414,29910,39,33,45,FR,France
+201948,3,22367,18055,26679,34,27,41,FR,France
+201947,3,18669,14759,22579,28,22,34,FR,France
+201946,3,16030,12567,19493,24,19,29,FR,France
+201945,3,10138,7160,13116,15,10,20,FR,France
+201944,3,7822,5010,10634,12,8,16,FR,France
+201943,3,9487,6448,12526,14,9,19,FR,France
+201942,3,7747,5243,10251,12,8,16,FR,France
+201941,3,7122,4720,9524,11,7,15,FR,France
+201940,3,8505,5784,11226,13,9,17,FR,France
+201939,3,7091,4462,9720,11,7,15,FR,France
+201938,3,4897,2891,6903,7,4,10,FR,France
+201937,3,3172,1367,4977,5,2,8,FR,France
+201936,3,2295,728,3862,3,1,5,FR,France
+201935,3,1010,2,2018,2,0,4,FR,France
+201934,3,1672,279,3065,3,1,5,FR,France
+201933,3,1593,68,3118,2,0,4,FR,France
+201932,3,1592,71,3113,2,0,4,FR,France
+201931,3,2337,695,3979,4,2,6,FR,France
+201930,3,1944,415,3473,3,1,5,FR,France
+201929,3,2096,420,3772,3,0,6,FR,France
+201928,3,1195,125,2265,2,0,4,FR,France
+201927,3,2466,848,4084,4,2,6,FR,France
+201926,3,1798,402,3194,3,1,5,FR,France
+201925,3,1544,389,2699,2,0,4,FR,France
+201924,3,876,17,1735,1,0,2,FR,France
+201923,3,2004,748,3260,3,1,5,FR,France
+201922,3,2181,602,3760,3,1,5,FR,France
+201921,3,2585,1102,4068,4,2,6,FR,France
+201920,3,2891,1202,4580,4,1,7,FR,France
+201919,3,3221,1509,4933,5,2,8,FR,France
+201918,3,1385,278,2492,2,0,4,FR,France
+201917,3,3166,1348,4984,5,2,8,FR,France
+201916,3,3842,1973,5711,6,3,9,FR,France
+201915,3,5932,3669,8195,9,6,12,FR,France
+201914,3,12675,9167,16183,19,14,24,FR,France
+201913,3,16513,12530,20496,25,19,31,FR,France
+201912,3,22184,17786,26582,34,27,41,FR,France
+201911,3,31553,26556,36550,48,40,56,FR,France
+201910,3,49742,43268,56216,76,66,86,FR,France
+201909,3,88354,79564,97144,134,121,147,FR,France
+201908,3,172604,160024,185184,262,243,281,FR,France
+201907,3,307338,291220,323456,467,443,491,FR,France
+201906,3,394286,376782,411790,599,572,626,FR,France
+201905,3,355785,339295,372275,540,515,565,FR,France
+201904,3,241090,227261,254919,366,345,387,FR,France
+201903,3,147063,135890,158236,223,206,240,FR,France
+201902,3,75548,67632,83464,115,103,127,FR,France
+201901,3,50295,43525,57065,76,66,86,FR,France
+201852,3,37903,31375,44431,58,48,68,FR,France
+201851,3,39259,32977,45541,60,50,70,FR,France
+201850,3,27781,22638,32924,42,34,50,FR,France
+201849,3,19738,15481,23995,30,24,36,FR,France
+201848,3,19501,15275,23727,30,24,36,FR,France
+201847,3,15949,12105,19793,24,18,30,FR,France
+201846,3,11278,7957,14599,17,12,22,FR,France
+201845,3,11065,7791,14339,17,12,22,FR,France
+201844,3,6586,3875,9297,10,6,14,FR,France
+201843,3,6550,3988,9112,10,6,14,FR,France
+201842,3,7787,5129,10445,12,8,16,FR,France
+201841,3,8048,5098,10998,12,8,16,FR,France
+201840,3,7409,4717,10101,11,7,15,FR,France
+201839,3,7174,4235,10113,11,7,15,FR,France
+201838,3,7349,4399,10299,11,7,15,FR,France
+201837,3,4915,2386,7444,7,3,11,FR,France
+201836,3,3215,1349,5081,5,2,8,FR,France
+201835,3,1506,239,2773,2,0,4,FR,France
+201834,3,1368,116,2620,2,0,4,FR,France
+201833,3,1962,5,3919,3,0,6,FR,France
+201832,3,1839,183,3495,3,0,6,FR,France
+201831,3,2048,242,3854,3,0,6,FR,France
+201830,3,1951,202,3700,3,0,6,FR,France
+201829,3,1951,252,3650,3,0,6,FR,France
+201828,3,1654,52,3256,3,1,5,FR,France
+201827,3,3266,1145,5387,5,2,8,FR,France
+201826,3,3758,1493,6023,6,3,9,FR,France
+201825,3,4580,2220,6940,7,3,11,FR,France
+201824,3,3223,1351,5095,5,2,8,FR,France
+201823,3,1207,136,2278,2,0,4,FR,France
+201822,3,3202,1330,5074,5,2,8,FR,France
+201821,3,2537,763,4311,4,1,7,FR,France
+201820,3,2694,967,4421,4,1,7,FR,France
+201819,3,1025,0,2098,2,0,4,FR,France
+201818,3,3541,1416,5666,5,2,8,FR,France
+201817,3,2573,1003,4143,4,2,6,FR,France
+201816,3,4818,2724,6912,7,4,10,FR,France
+201815,3,16311,12168,20454,25,19,31,FR,France
+201814,3,22666,18092,27240,35,28,42,FR,France
+201813,3,32680,25536,39824,50,39,61,FR,France
+201812,3,52040,44590,59490,79,68,90,FR,France
+201811,3,65159,56506,73812,99,86,112,FR,France
+201810,3,93512,83989,103035,142,128,156,FR,France
+201809,3,108545,98645,118445,165,150,180,FR,France
+201808,3,131870,120950,142790,201,184,218,FR,France
+201807,3,141138,130177,152099,215,198,232,FR,France
+201806,3,138810,128164,149456,211,195,227,FR,France
+201805,3,157839,146646,169032,240,223,257,FR,France
+201804,3,175483,163835,187131,267,249,285,FR,France
+201803,3,178329,166640,190018,271,253,289,FR,France
+201802,3,198079,185663,210495,302,283,321,FR,France
+201801,3,235493,220941,250045,358,336,380,FR,France
+201752,3,299114,279359,318869,459,429,489,FR,France
+201751,3,229448,214366,244530,352,329,375,FR,France
+201750,3,129535,118787,140283,199,183,215,FR,France
+201749,3,63789,56120,71458,98,86,110,FR,France
+201748,3,37568,31541,43595,58,49,67,FR,France
+201747,3,24972,19923,30021,38,30,46,FR,France
+201746,3,13398,9948,16848,21,16,26,FR,France
+201745,3,14035,8091,19979,22,13,31,FR,France
+201744,3,8544,5318,11770,13,8,18,FR,France
+201743,3,7300,4402,10198,11,7,15,FR,France
+201742,3,9966,6503,13429,15,10,20,FR,France
+201741,3,12434,8718,16150,19,13,25,FR,France
+201740,3,12725,8690,16760,20,14,26,FR,France
+201739,3,14949,10534,19364,23,16,30,FR,France
+201738,3,11463,7438,15488,18,12,24,FR,France
+201737,3,9716,6364,13068,15,10,20,FR,France
+201736,3,2815,917,4713,4,1,7,FR,France
+201735,3,2794,850,4738,4,1,7,FR,France
+201734,3,2497,879,4115,4,2,6,FR,France
+201733,3,2406,766,4046,4,1,7,FR,France
+201732,3,2667,879,4455,4,1,7,FR,France
+201731,3,3256,1158,5354,5,2,8,FR,France
+201730,3,3759,1299,6219,6,2,10,FR,France
+201729,3,5014,1989,8039,8,3,13,FR,France
+201728,3,5271,2576,7966,8,4,12,FR,France
+201727,3,3924,1432,6416,6,2,10,FR,France
+201726,3,3171,1166,5176,5,2,8,FR,France
+201725,3,837,0,1721,1,0,2,FR,France
+201724,3,1566,248,2884,2,0,4,FR,France
+201723,3,1664,203,3125,3,1,5,FR,France
+201722,3,1305,92,2518,2,0,4,FR,France
+201721,3,971,0,2046,1,0,3,FR,France
+201720,3,2686,793,4579,4,1,7,FR,France
+201719,3,3461,1490,5432,5,2,8,FR,France
+201718,3,2102,515,3689,3,1,5,FR,France
+201717,3,2071,428,3714,3,0,6,FR,France
+201716,3,1380,222,2538,2,0,4,FR,France
+201715,3,479,0,1242,1,0,2,FR,France
+201714,3,1110,0,2549,2,0,4,FR,France
+201713,3,7594,3808,11380,12,6,18,FR,France
+201712,3,8780,4834,12726,13,7,19,FR,France
+201711,3,7814,4329,11299,12,7,17,FR,France
+201710,3,11802,7964,15640,18,12,24,FR,France
+201709,3,13111,9099,17123,20,14,26,FR,France
+201708,3,29545,23136,35954,45,35,55,FR,France
+201707,3,59590,49764,69416,91,76,106,FR,France
+201706,3,93628,82560,104696,144,127,161,FR,France
+201705,3,193677,179255,208099,297,275,319,FR,France
+201704,3,256428,240618,272238,394,370,418,FR,France
+201703,3,267276,251345,283207,410,386,434,FR,France
+201702,3,260588,245070,276106,400,376,424,FR,France
+201701,3,255535,239743,271327,392,368,416,FR,France
+201652,3,224489,207799,241179,345,319,371,FR,France
+201651,3,187704,172655,202753,288,265,311,FR,France
+201650,3,126570,115081,138059,194,176,212,FR,France
+201649,3,76390,67374,85406,117,103,131,FR,France
+201648,3,40502,33949,47055,62,52,72,FR,France
+201647,3,22270,17612,26928,34,27,41,FR,France
+201646,3,20816,16125,25507,32,25,39,FR,France
+201645,3,15957,11448,20466,24,17,31,FR,France
+201644,3,15145,10357,19933,23,16,30,FR,France
+201643,3,9378,5830,12926,14,9,19,FR,France
+201642,3,12920,9044,16796,20,14,26,FR,France
+201641,3,13909,9709,18109,21,15,27,FR,France
+201640,3,13379,8969,17789,21,14,28,FR,France
+201639,3,10598,6814,14382,16,10,22,FR,France
+201638,3,5969,3073,8865,9,5,13,FR,France
+201637,3,4065,1538,6592,6,2,10,FR,France
+201636,3,2372,473,4271,4,1,7,FR,France
+201635,3,3420,1350,5490,5,2,8,FR,France
+201634,3,2233,0,4643,3,0,7,FR,France
+201633,3,1567,0,3938,2,0,6,FR,France
+201632,3,2100,93,4107,3,0,6,FR,France
+201631,3,3691,0,9120,6,0,14,FR,France
+201630,3,3209,644,5774,5,1,9,FR,France
+201629,3,1469,0,3073,2,0,4,FR,France
+201628,3,2725,357,5093,4,0,8,FR,France
+201627,3,5905,2343,9467,9,4,14,FR,France
+201626,3,4186,1636,6736,6,2,10,FR,France
+201625,3,4611,1560,7662,7,2,12,FR,France
+201624,3,4977,2404,7550,8,4,12,FR,France
+201623,3,4893,2416,7370,8,4,12,FR,France
+201622,3,5667,3015,8319,9,5,13,FR,France
+201621,3,5603,2475,8731,9,4,14,FR,France
+201620,3,3908,1679,6137,6,3,9,FR,France
+201619,3,4738,2308,7168,7,3,11,FR,France
+201618,3,8204,4394,12014,13,7,19,FR,France
+201617,3,13385,8822,17948,21,14,28,FR,France
+201616,3,25670,19632,31708,39,30,48,FR,France
+201615,3,48441,39824,57058,74,61,87,FR,France
+201614,3,92603,81261,103945,142,125,159,FR,France
+201613,3,170654,156387,184921,262,240,284,FR,France
+201612,3,272174,254338,290010,418,391,445,FR,France
+201611,3,304543,286453,322633,467,439,495,FR,France
+201610,3,261822,245799,277845,402,377,427,FR,France
+201609,3,229943,214533,245353,353,329,377,FR,France
+201608,3,195067,180874,209260,299,277,321,FR,France
+201607,3,207359,193223,221495,318,296,340,FR,France
+201606,3,196143,182672,209614,301,280,322,FR,France
+201605,3,178963,166296,191630,275,256,294,FR,France
+201604,3,148473,136591,160355,228,210,246,FR,France
+201603,3,75277,66630,83924,116,103,129,FR,France
+201602,3,44617,37821,51413,68,58,78,FR,France
+201601,3,42263,35556,48970,65,55,75,FR,France
+201553,3,24835,19106,30564,38,29,47,FR,France
+201552,3,19495,14319,24671,30,22,38,FR,France
+201551,3,29080,23014,35146,45,36,54,FR,France
+201550,3,25043,19812,30274,39,31,47,FR,France
+201549,3,21479,16686,26272,33,26,40,FR,France
+201548,3,16428,12273,20583,25,19,31,FR,France
+201547,3,14959,10856,19062,23,17,29,FR,France
+201546,3,12599,8237,16961,20,13,27,FR,France
+201545,3,13577,9192,17962,21,14,28,FR,France
+201544,3,14596,10025,19167,23,16,30,FR,France
+201543,3,16749,11745,21753,26,18,34,FR,France
+201542,3,18675,13613,23737,29,21,37,FR,France
+201541,3,13585,9830,17340,21,15,27,FR,France
+201540,3,13100,9349,16851,20,14,26,FR,France
+201539,3,8595,5671,11519,13,8,18,FR,France
+201538,3,8402,4929,11875,13,8,18,FR,France
+201537,3,8817,4089,13545,14,7,21,FR,France
+201536,3,1922,440,3404,3,1,5,FR,France
+201535,3,229,0,644,0,0,1,FR,France
+201534,3,760,0,1618,1,0,2,FR,France
+201533,3,1537,208,2866,2,0,4,FR,France
+201532,3,1594,66,3122,2,0,4,FR,France
+201531,3,2845,475,5215,4,0,8,FR,France
+201530,3,2447,353,4541,4,1,7,FR,France
+201529,3,2389,332,4446,4,1,7,FR,France
+201528,3,2089,105,4073,3,0,6,FR,France
+201527,3,2257,393,4121,3,0,6,FR,France
+201526,3,2536,774,4298,4,1,7,FR,France
+201525,3,2607,680,4534,4,1,7,FR,France
+201524,3,2849,1000,4698,4,1,7,FR,France
+201523,3,2702,857,4547,4,1,7,FR,France
+201522,3,4262,1989,6535,7,3,11,FR,France
+201521,3,5547,2875,8219,9,5,13,FR,France
+201520,3,4594,2040,7148,7,3,11,FR,France
+201519,3,6307,3256,9358,10,5,15,FR,France
+201518,3,3664,1544,5784,6,3,9,FR,France
+201517,3,6382,3523,9241,10,6,14,FR,France
+201516,3,12098,7913,16283,19,13,25,FR,France
+201515,3,19458,14192,24724,30,22,38,FR,France
+201514,3,30940,24617,37263,48,38,58,FR,France
+201513,3,49563,41986,57140,77,65,89,FR,France
+201512,3,70024,61079,78969,109,95,123,FR,France
+201511,3,99295,88838,109752,154,138,170,FR,France
+201510,3,143931,131682,156180,223,204,242,FR,France
+201509,3,238947,222902,254992,370,345,395,FR,France
+201508,3,409972,388670,431274,635,602,668,FR,France
+201507,3,517750,494301,541199,802,766,838,FR,France
+201506,3,533317,510627,556007,827,792,862,FR,France
+201505,3,457911,436964,478858,710,678,742,FR,France
+201504,3,292161,275491,308831,453,427,479,FR,France
+201503,3,153931,141290,166572,239,219,259,FR,France
+201502,3,104096,93358,114834,161,144,178,FR,France
+201501,3,70962,60505,81419,110,94,126,FR,France
+201452,3,63168,52705,73631,98,82,114,FR,France
+201451,3,45346,38002,52690,71,60,82,FR,France
+201450,3,42182,35049,49315,66,55,77,FR,France
+201449,3,33537,27281,39793,52,42,62,FR,France
+201448,3,28156,21896,34416,44,34,54,FR,France
+201447,3,18158,13186,23130,28,20,36,FR,France
+201446,3,14764,10174,19354,23,16,30,FR,France
+201445,3,16172,11449,20895,25,18,32,FR,France
+201444,3,15500,10464,20536,24,16,32,FR,France
+201443,3,16011,10653,21369,25,17,33,FR,France
+201442,3,21651,15828,27474,34,25,43,FR,France
+201441,3,22486,16295,28677,35,25,45,FR,France
+201440,3,16526,11583,21469,26,18,34,FR,France
+201439,3,8583,5054,12112,13,8,18,FR,France
+201438,3,10567,6496,14638,16,10,22,FR,France
+201437,3,7714,3780,11648,12,6,18,FR,France
+201436,3,5018,1949,8087,8,3,13,FR,France
+201435,3,2268,355,4181,4,1,7,FR,France
+201434,3,2367,250,4484,4,1,7,FR,France
+201433,3,2358,0,4875,4,0,8,FR,France
+201432,3,3229,447,6011,5,1,9,FR,France
+201431,3,4143,349,7937,6,0,12,FR,France
+201430,3,4631,902,8360,7,1,13,FR,France
+201429,3,5122,1258,8986,8,2,14,FR,France
+201428,3,4145,1200,7090,6,1,11,FR,France
+201427,3,4823,1997,7649,8,4,12,FR,France
+201426,3,3858,1235,6481,6,2,10,FR,France
+201425,3,4564,1276,7852,7,2,12,FR,France
+201424,3,2007,249,3765,3,0,6,FR,France
+201423,3,5164,1853,8475,8,3,13,FR,France
+201422,3,6907,1856,11958,11,3,19,FR,France
+201421,3,4523,1039,8007,7,2,12,FR,France
+201420,3,5881,2432,9330,9,4,14,FR,France
+201419,3,3588,1277,5899,6,2,10,FR,France
+201418,3,4708,1654,7762,7,2,12,FR,France
+201417,3,2989,625,5353,5,1,9,FR,France
+201416,3,7057,3381,10733,11,5,17,FR,France
+201415,3,10800,6762,14838,17,11,23,FR,France
+201414,3,19217,13490,24944,30,21,39,FR,France
+201413,3,21577,15435,27719,34,24,44,FR,France
+201412,3,23524,17260,29788,37,27,47,FR,France
+201411,3,44513,35939,53087,69,56,82,FR,France
+201410,3,86105,73497,98713,134,114,154,FR,France
+201409,3,147035,131889,162181,229,205,253,FR,France
+201408,3,188419,171950,204888,293,267,319,FR,France
+201407,3,208726,191283,226169,325,298,352,FR,France
+201406,3,160403,145280,175526,250,226,274,FR,France
+201405,3,120261,107176,133346,187,167,207,FR,France
+201404,3,85280,74414,96146,133,116,150,FR,France
+201403,3,64159,54089,74229,100,84,116,FR,France
+201402,3,46850,38202,55498,73,60,86,FR,France
+201401,3,35624,27451,43797,55,42,68,FR,France
+201352,3,30142,22721,37563,47,35,59,FR,France
+201351,3,29787,23215,36359,47,37,57,FR,France
+201350,3,24055,18214,29896,38,29,47,FR,France
+201349,3,18071,13058,23084,28,20,36,FR,France
+201348,3,17606,12195,23017,28,20,36,FR,France
+201347,3,22636,16343,28929,35,25,45,FR,France
+201346,3,13340,8367,18313,21,13,29,FR,France
+201345,3,10596,6057,15135,17,10,24,FR,France
+201344,3,10193,5622,14764,16,9,23,FR,France
+201343,3,15780,9497,22063,25,15,35,FR,France
+201342,3,14830,9545,20115,23,15,31,FR,France
+201341,3,12391,7265,17517,19,11,27,FR,France
+201340,3,9794,5140,14448,15,8,22,FR,France
+201339,3,5371,1704,9038,8,2,14,FR,France
+201338,3,9324,4198,14450,15,7,23,FR,France
+201337,3,5027,1752,8302,8,3,13,FR,France
+201336,3,4639,1425,7853,7,2,12,FR,France
+201335,3,1291,0,3112,2,0,5,FR,France
+201334,3,1889,0,4912,3,0,8,FR,France
+201333,3,4740,348,9132,7,0,14,FR,France
+201332,3,4709,549,8869,7,0,14,FR,France
+201331,3,2270,0,5811,4,0,10,FR,France
+201330,3,2169,0,4630,3,0,7,FR,France
+201329,3,1696,0,3558,3,0,6,FR,France
+201328,3,983,0,2168,2,0,4,FR,France
+201327,3,4278,1327,7229,7,2,12,FR,France
+201326,3,3488,839,6137,5,1,9,FR,France
+201325,3,2735,0,5826,4,0,9,FR,France
+201324,3,7245,2997,11493,11,4,18,FR,France
+201323,3,16094,8918,23270,25,14,36,FR,France
+201322,3,7245,2923,11567,11,4,18,FR,France
+201321,3,5974,2401,9547,9,3,15,FR,France
+201320,3,3831,1245,6417,6,2,10,FR,France
+201319,3,1166,0,2680,2,0,4,FR,France
+201318,3,3415,757,6073,5,1,9,FR,France
+201317,3,7941,2950,12932,12,4,20,FR,France
+201316,3,9520,4758,14282,15,8,22,FR,France
+201315,3,19357,13311,25403,30,21,39,FR,France
+201314,3,36855,27737,45973,58,44,72,FR,France
+201313,3,43236,34048,52424,68,54,82,FR,France
+201312,3,60822,50414,71230,95,79,111,FR,France
+201311,3,84308,72456,96160,132,113,151,FR,France
+201310,3,165558,148471,182645,259,232,286,FR,France
+201309,3,259984,239067,280901,407,374,440,FR,France
+201308,3,351626,327537,375715,550,512,588,FR,France
+201307,3,470076,443682,496470,736,695,777,FR,France
+201306,3,471647,445112,498182,738,696,780,FR,France
+201305,3,492026,464729,519323,770,727,813,FR,France
+201304,3,391525,367182,415868,613,575,651,FR,France
+201303,3,224661,207134,242188,352,325,379,FR,France
+201302,3,184159,168343,199975,288,263,313,FR,France
+201301,3,163491,147340,179642,256,231,281,FR,France
+201252,3,159290,141978,176602,251,224,278,FR,France
+201251,3,113901,99835,127967,179,157,201,FR,France
+201250,3,79918,68086,91750,126,107,145,FR,France
+201249,3,47537,38711,56363,75,61,89,FR,France
+201248,3,43006,32863,53149,68,52,84,FR,France
+201247,3,39223,29140,49306,62,46,78,FR,France
+201246,3,26436,18286,34586,42,29,55,FR,France
+201245,3,18893,12799,24987,30,20,40,FR,France
+201244,3,13106,8784,17428,21,14,28,FR,France
+201243,3,17791,11284,24298,28,18,38,FR,France
+201242,3,13096,8369,17823,21,14,28,FR,France
+201241,3,18675,12010,25340,29,19,39,FR,France
+201240,3,17873,11545,24201,28,18,38,FR,France
+201239,3,20257,14180,26334,32,22,42,FR,France
+201238,3,14715,9178,20252,23,14,32,FR,France
+201237,3,7775,3509,12041,12,5,19,FR,France
+201236,3,6384,2420,10348,10,4,16,FR,France
+201235,3,8277,2206,14348,13,3,23,FR,France
+201234,3,3858,0,8641,6,0,14,FR,France
+201233,3,6492,840,12144,10,1,19,FR,France
+201232,3,6381,0,14034,10,0,22,FR,France
+201231,3,2696,0,5763,4,0,9,FR,France
+201230,3,1834,0,4194,3,0,7,FR,France
+201229,3,6329,1424,11234,10,2,18,FR,France
+201228,3,4628,1091,8165,7,1,13,FR,France
+201227,3,4162,1487,6837,7,3,11,FR,France
+201226,3,4819,1097,8541,8,2,14,FR,France
+201225,3,2669,530,4808,4,1,7,FR,France
+201224,3,5977,2335,9619,9,3,15,FR,France
+201223,3,2361,576,4146,4,1,7,FR,France
+201222,3,5772,2435,9109,9,4,14,FR,France
+201221,3,3722,821,6623,6,1,11,FR,France
+201220,3,2731,897,4565,4,1,7,FR,France
+201219,3,3267,1317,5217,5,2,8,FR,France
+201218,3,2328,569,4087,4,1,7,FR,France
+201217,3,6982,2701,11263,11,4,18,FR,France
+201216,3,11455,6874,16036,18,11,25,FR,France
+201215,3,20437,13435,27439,32,21,43,FR,France
+201214,3,36740,27799,45681,58,44,72,FR,France
+201213,3,62917,50171,75663,99,79,119,FR,France
+201212,3,84738,71566,97910,133,112,154,FR,France
+201211,3,128945,113778,144112,203,179,227,FR,France
+201210,3,174704,157337,192071,275,248,302,FR,France
+201209,3,225648,206810,244486,355,325,385,FR,France
+201208,3,287293,264901,309685,452,417,487,FR,France
+201207,3,263557,242711,284403,415,382,448,FR,France
+201206,3,175123,158942,191304,276,251,301,FR,France
+201205,3,106110,92524,119696,167,146,188,FR,France
+201204,3,67778,56784,78772,107,90,124,FR,France
+201203,3,49440,40981,57899,78,65,91,FR,France
+201202,3,40507,32652,48362,64,52,76,FR,France
+201201,3,45104,35640,54568,71,56,86,FR,France
+201152,3,36532,28367,44697,58,45,71,FR,France
+201151,3,25835,19002,32668,41,30,52,FR,France
+201150,3,24155,18145,30165,38,28,48,FR,France
+201149,3,27209,20376,34042,43,32,54,FR,France
+201148,3,32358,24451,40265,51,38,64,FR,France
+201147,3,17627,11780,23474,28,19,37,FR,France
+201146,3,22368,15730,29006,35,24,46,FR,France
+201145,3,18104,11995,24213,29,19,39,FR,France
+201144,3,14050,8471,19629,22,13,31,FR,France
+201143,3,21522,14251,28793,34,22,46,FR,France
+201142,3,16932,11363,22501,27,18,36,FR,France
+201141,3,7486,4024,10948,12,7,17,FR,France
+201140,3,14053,8659,19447,22,13,31,FR,France
+201139,3,17021,11062,22980,27,18,36,FR,France
+201138,3,14007,8465,19549,22,13,31,FR,France
+201137,3,8365,4174,12556,13,6,20,FR,France
+201136,3,4606,1714,7498,7,2,12,FR,France
+201135,3,4178,1634,6722,7,3,11,FR,France
+201134,3,3312,683,5941,5,1,9,FR,France
+201133,3,2421,0,5277,4,0,9,FR,France
+201132,3,2590,119,5061,4,0,8,FR,France
+201131,3,2409,320,4498,4,1,7,FR,France
+201130,3,3972,1395,6549,6,2,10,FR,France
+201129,3,2265,717,3813,4,2,6,FR,France
+201128,3,1977,255,3699,3,0,6,FR,France
+201127,3,3524,551,6497,6,1,11,FR,France
+201126,3,1155,0,2685,2,0,4,FR,France
+201125,3,3791,1006,6576,6,2,10,FR,France
+201124,3,3507,1149,5865,6,2,10,FR,France
+201123,3,3406,1170,5642,5,1,9,FR,France
+201122,3,3122,1125,5119,5,2,8,FR,France
+201121,3,2694,769,4619,4,1,7,FR,France
+201120,3,3951,1443,6459,6,2,10,FR,France
+201119,3,5416,1995,8837,9,4,14,FR,France
+201118,3,5306,1815,8797,8,2,14,FR,France
+201117,3,2659,310,5008,4,0,8,FR,France
+201116,3,5061,1988,8134,8,3,13,FR,France
+201115,3,6557,3038,10076,10,4,16,FR,France
+201114,3,7352,3784,10920,12,6,18,FR,France
+201113,3,8749,5213,12285,14,8,20,FR,France
+201112,3,12491,7845,17137,20,13,27,FR,France
+201111,3,14619,10009,19229,23,16,30,FR,France
+201110,3,33628,26073,41183,53,41,65,FR,France
+201109,3,54522,46057,62987,86,73,99,FR,France
+201108,3,78392,67885,88899,124,107,141,FR,France
+201107,3,149219,134798,163640,236,213,259,FR,France
+201106,3,216579,200236,232922,343,317,369,FR,France
+201105,3,278192,260235,296149,440,412,468,FR,France
+201104,3,278218,259626,296810,440,411,469,FR,France
+201103,3,275882,257313,294451,437,408,466,FR,France
+201102,3,308949,288320,329578,489,456,522,FR,France
+201101,3,309933,288190,331676,490,456,524,FR,France
+201052,3,228105,208046,248164,363,331,395,FR,France
+201051,3,158957,142576,175338,253,227,279,FR,France
+201050,3,104874,91639,118109,167,146,188,FR,France
+201049,3,54971,46418,63524,88,74,102,FR,France
+201048,3,36982,29304,44660,59,47,71,FR,France
+201047,3,26598,20123,33073,42,32,52,FR,France
+201046,3,15465,10915,20015,25,18,32,FR,France
+201045,3,9040,5772,12308,14,9,19,FR,France
+201044,3,15833,10255,21411,25,16,34,FR,France
+201043,3,16002,11001,21003,25,17,33,FR,France
+201042,3,18709,13376,24042,30,22,38,FR,France
+201041,3,17352,12182,22522,28,20,36,FR,France
+201040,3,18331,12824,23838,29,20,38,FR,France
+201039,3,11978,7913,16043,19,13,25,FR,France
+201038,3,8936,4906,12966,14,8,20,FR,France
+201037,3,5318,2551,8085,8,4,12,FR,France
+201036,3,4954,2058,7850,8,3,13,FR,France
+201035,3,4279,1604,6954,7,3,11,FR,France
+201034,3,4926,566,9286,8,1,15,FR,France
+201033,3,2950,0,6507,5,0,11,FR,France
+201032,3,671,0,1522,1,0,2,FR,France
+201031,3,2732,509,4955,4,0,8,FR,France
+201030,3,3989,1068,6910,6,1,11,FR,France
+201029,3,4123,1531,6715,7,3,11,FR,France
+201028,3,1209,0,2640,2,0,4,FR,France
+201027,3,2494,433,4555,4,1,7,FR,France
+201026,3,5808,2454,9162,9,4,14,FR,France
+201025,3,8019,4395,11643,13,7,19,FR,France
+201024,3,3584,1657,5511,6,3,9,FR,France
+201023,3,4016,1905,6127,6,3,9,FR,France
+201022,3,6251,3664,8838,10,6,14,FR,France
+201021,3,3860,1636,6084,6,2,10,FR,France
+201020,3,2470,442,4498,4,1,7,FR,France
+201019,3,2273,636,3910,4,1,7,FR,France
+201018,3,4095,1639,6551,7,3,11,FR,France
+201017,3,2216,817,3615,4,2,6,FR,France
+201016,3,3471,1085,5857,6,2,10,FR,France
+201015,3,3990,1376,6604,6,2,10,FR,France
+201014,3,6188,3191,9185,10,5,15,FR,France
+201013,3,6705,3665,9745,11,6,16,FR,France
+201012,3,6727,3582,9872,11,6,16,FR,France
+201011,3,8692,5002,12382,14,8,20,FR,France
+201010,3,8844,5465,12223,14,9,19,FR,France
+201009,3,12081,7334,16828,19,11,27,FR,France
+201008,3,15433,10422,20444,25,17,33,FR,France
+201007,3,19690,11728,27652,31,18,44,FR,France
+201006,3,27858,18883,36833,44,30,58,FR,France
+201005,3,22197,17019,27375,35,27,43,FR,France
+201004,3,33817,26151,41483,54,42,66,FR,France
+201003,3,36236,27936,44536,58,45,71,FR,France
+201002,3,40691,32891,48491,65,53,77,FR,France
+201001,3,66574,56164,76984,106,89,123,FR,France
+200953,3,96141,81818,110464,153,130,176,FR,France
+200952,3,172872,153238,192506,275,244,306,FR,France
+200951,3,247809,229140,266478,395,365,425,FR,France
+200950,3,379424,355974,402874,604,567,641,FR,France
+200949,3,473718,447756,499680,754,713,795,FR,France
+200948,3,467551,441506,493596,744,703,785,FR,France
+200947,3,378924,355752,402096,603,566,640,FR,France
+200946,3,223847,203918,243776,356,324,388,FR,France
+200945,3,147046,131155,162937,234,209,259,FR,France
+200944,3,170231,151298,189164,271,241,301,FR,France
+200943,3,131408,114883,147933,209,183,235,FR,France
+200942,3,99387,84491,114283,158,134,182,FR,France
+200941,3,100802,86381,115223,160,137,183,FR,France
+200940,3,111587,97628,125546,178,156,200,FR,France
+200939,3,121267,106153,136381,193,169,217,FR,France
+200938,3,137924,121242,154606,220,193,247,FR,France
+200937,3,101332,87522,115142,161,139,183,FR,France
+200936,3,46024,36435,55613,73,58,88,FR,France
+200935,3,31660,23669,39651,50,37,63,FR,France
+200934,3,24985,17699,32271,40,28,52,FR,France
+200933,3,24435,16308,32562,39,26,52,FR,France
+200932,3,23151,14624,31678,37,23,51,FR,France
+200931,3,30255,9818,50692,48,15,81,FR,France
+200930,3,13868,7861,19875,22,12,32,FR,France
+200929,3,10704,5314,16094,17,8,26,FR,France
+200928,3,15516,273,30759,25,1,49,FR,France
+200927,3,10354,2760,17948,16,4,28,FR,France
+200926,3,9932,5257,14607,16,9,23,FR,France
+200925,3,7619,4026,11212,12,6,18,FR,France
+200924,3,7794,3409,12179,12,5,19,FR,France
+200923,3,4342,1975,6709,7,3,11,FR,France
+200922,3,6390,3020,9760,10,5,15,FR,France
+200921,3,7118,3704,10532,11,6,16,FR,France
+200920,3,9482,5804,13160,15,9,21,FR,France
+200919,3,7538,4299,10777,12,7,17,FR,France
+200918,3,9627,5121,14133,15,8,22,FR,France
+200917,3,9537,5267,13807,15,8,22,FR,France
+200916,3,14666,9218,20114,23,14,32,FR,France
+200915,3,17533,12137,22929,28,19,37,FR,France
+200914,3,26324,19150,33498,42,31,53,FR,France
+200913,3,27737,20781,34693,44,33,55,FR,France
+200912,3,38811,29935,47687,62,48,76,FR,France
+200911,3,40410,30705,50115,64,49,79,FR,France
+200910,3,53395,41943,64847,85,67,103,FR,France
+200909,3,70558,57400,83716,112,91,133,FR,France
+200908,3,109100,94840,123360,174,151,197,FR,France
+200907,3,141531,125101,157961,225,199,251,FR,France
+200906,3,276274,252759,299789,440,403,477,FR,France
+200905,3,401868,375032,428704,640,597,683,FR,France
+200904,3,545313,512892,577734,868,816,920,FR,France
+200903,3,520957,487271,554643,829,775,883,FR,France
+200902,3,287145,262869,311421,457,418,496,FR,France
+200901,3,200349,180878,219820,319,288,350,FR,France
+200852,3,198418,115769,281067,323,188,458,FR,France
+200851,3,112588,96656,128520,184,158,210,FR,France
+200850,3,51746,43319,60173,84,70,98,FR,France
+200849,3,34950,27527,42373,57,45,69,FR,France
+200848,3,25604,18563,32645,42,31,53,FR,France
+200847,3,18706,10838,26574,30,17,43,FR,France
+200846,3,10899,5461,16337,18,9,27,FR,France
+200845,3,12472,7082,17862,20,11,29,FR,France
+200844,3,9772,5661,13883,16,9,23,FR,France
+200843,3,9345,5541,13149,15,9,21,FR,France
+200842,3,9087,5572,12602,15,9,21,FR,France
+200841,3,9925,5637,14213,16,9,23,FR,France
+200840,3,7869,4535,11203,13,8,18,FR,France
+200839,3,2195,506,3884,4,1,7,FR,France
+200838,3,3679,1481,5877,6,2,10,FR,France
+200837,3,2429,561,4297,4,1,7,FR,France
+200836,3,2512,492,4532,4,1,7,FR,France
+200835,3,1901,0,4869,3,0,8,FR,France
+200834,3,2552,0,6509,4,0,10,FR,France
+200833,3,7229,0,16106,12,0,26,FR,France
+200832,3,4378,107,8649,7,0,14,FR,France
+200831,3,3972,621,7323,6,1,11,FR,France
+200830,3,3821,643,6999,6,1,11,FR,France
+200829,3,2055,0,4225,3,0,7,FR,France
+200828,3,3257,208,6306,5,0,10,FR,France
+200827,3,2862,474,5250,5,1,9,FR,France
+200826,3,897,0,2062,1,0,3,FR,France
+200825,3,2006,360,3652,3,0,6,FR,France
+200824,3,3217,823,5611,5,1,9,FR,France
+200823,3,2906,1006,4806,5,2,8,FR,France
+200822,3,1792,451,3133,3,1,5,FR,France
+200821,3,3642,925,6359,6,2,10,FR,France
+200820,3,6452,2790,10114,11,5,17,FR,France
+200819,3,5173,1485,8861,8,2,14,FR,France
+200818,3,5315,1770,8860,9,3,15,FR,France
+200817,3,10150,5835,14465,17,10,24,FR,France
+200816,3,11876,7054,16698,19,11,27,FR,France
+200815,3,22871,16253,29489,37,26,48,FR,France
+200814,3,45610,27907,63313,74,45,103,FR,France
+200813,3,38600,29300,47900,63,48,78,FR,France
+200812,3,53169,43299,63039,87,71,103,FR,France
+200811,3,62014,50430,73598,101,82,120,FR,France
+200810,3,90342,75729,104955,147,123,171,FR,France
+200809,3,119696,104205,135187,195,170,220,FR,France
+200808,3,198688,180749,216627,324,295,353,FR,France
+200807,3,286498,264535,308461,467,431,503,FR,France
+200806,3,377097,350714,403480,615,572,658,FR,France
+200805,3,344050,320436,367664,561,523,599,FR,France
+200804,3,290196,268193,312199,473,437,509,FR,France
+200803,3,260268,233385,287151,424,380,468,FR,France
+200802,3,160872,145311,176433,262,237,287,FR,France
+200801,3,102562,88547,116577,167,144,190,FR,France
+200752,3,86742,72295,101189,141,117,165,FR,France
+200751,3,61954,51764,72144,101,84,118,FR,France
+200750,3,45366,36923,53809,74,60,88,FR,France
+200749,3,38351,26177,50525,63,43,83,FR,France
+200748,3,48174,35418,60930,79,58,100,FR,France
+200747,3,30716,23351,38081,50,38,62,FR,France
+200746,3,18204,12267,24141,30,20,40,FR,France
+200745,3,15521,10195,20847,25,16,34,FR,France
+200744,3,13904,9072,18736,23,15,31,FR,France
+200743,3,16212,10778,21646,26,17,35,FR,France
+200742,3,20197,13955,26439,33,23,43,FR,France
+200741,3,12987,8464,17510,21,14,28,FR,France
+200740,3,13517,2983,24051,22,5,39,FR,France
+200739,3,15985,7519,24451,26,12,40,FR,France
+200738,3,4769,837,8701,8,2,14,FR,France
+200737,3,1449,300,2598,2,0,4,FR,France
+200736,3,1100,0,2424,2,0,4,FR,France
+200735,3,1177,0,2872,2,0,5,FR,France
+200734,3,3353,654,6052,5,1,9,FR,France
+200733,3,4189,360,8018,7,1,13,FR,France
+200732,3,132,0,688,0,0,1,FR,France
+200731,3,1965,0,4461,3,0,7,FR,France
+200730,3,2158,0,4583,4,0,8,FR,France
+200729,3,3406,240,6572,6,1,11,FR,France
+200728,3,1459,0,3467,2,0,5,FR,France
+200727,3,1453,0,3382,2,0,5,FR,France
+200726,3,157,0,513,0,0,1,FR,France
+200725,3,3699,0,7778,6,0,13,FR,France
+200724,3,2854,481,5227,5,1,9,FR,France
+200723,3,5343,2164,8522,9,4,14,FR,France
+200722,3,7689,4224,11154,13,7,19,FR,France
+200721,3,4319,1659,6979,7,3,11,FR,France
+200720,3,6400,2685,10115,10,4,16,FR,France
+200719,3,3012,703,5321,5,1,9,FR,France
+200718,3,2232,348,4116,4,1,7,FR,France
+200717,3,4705,1736,7674,8,3,13,FR,France
+200716,3,3817,1438,6196,6,2,10,FR,France
+200715,3,4757,717,8797,8,1,15,FR,France
+200714,3,11377,6957,15797,19,12,26,FR,France
+200713,3,21271,13093,29449,35,22,48,FR,France
+200712,3,25433,17717,33149,41,28,54,FR,France
+200711,3,30764,23356,38172,50,38,62,FR,France
+200710,3,49469,40368,58570,81,66,96,FR,France
+200709,3,138901,117018,160784,226,190,262,FR,France
+200708,3,316747,284988,348506,516,464,568,FR,France
+200707,3,417698,386505,448891,681,630,732,FR,France
+200706,3,500016,466668,533364,815,761,869,FR,France
+200705,3,375457,346822,404092,612,565,659,FR,France
+200704,3,209878,189332,230424,342,309,375,FR,France
+200703,3,126161,110596,141726,206,181,231,FR,France
+200702,3,82849,69493,96205,135,113,157,FR,France
+200701,3,70842,58613,83071,115,95,135,FR,France
+200652,3,78190,64191,92189,128,105,151,FR,France
+200651,3,62734,50210,75258,103,82,124,FR,France
+200650,3,35668,27280,44056,58,44,72,FR,France
+200649,3,18773,13164,24382,31,22,40,FR,France
+200648,3,16439,11225,21653,27,18,36,FR,France
+200647,3,16104,9343,22865,26,15,37,FR,France
+200646,3,14032,5590,22474,23,9,37,FR,France
+200645,3,12285,7745,16825,20,13,27,FR,France
+200644,3,8031,4172,11890,13,7,19,FR,France
+200643,3,21157,12483,29831,35,21,49,FR,France
+200642,3,16673,8249,25097,27,13,41,FR,France
+200641,3,13920,9081,18759,23,15,31,FR,France
+200640,3,11950,7132,16768,20,12,28,FR,France
+200639,3,8945,4333,13557,15,7,23,FR,France
+200638,3,2532,138,4926,4,0,8,FR,France
+200637,3,1786,233,3339,3,0,6,FR,France
+200636,3,1107,0,2346,2,0,4,FR,France
+200635,3,2170,0,4760,4,0,8,FR,France
+200634,3,1572,0,3756,3,0,7,FR,France
+200633,3,0,0,0,0,0,0,FR,France
+200632,3,0,0,0,0,0,0,FR,France
+200631,3,1773,0,3892,3,0,6,FR,France
+200630,3,665,0,1614,1,0,3,FR,France
+200629,3,1339,0,3260,2,0,5,FR,France
+200628,3,843,0,2245,1,0,3,FR,France
+200627,3,1351,0,3031,2,0,5,FR,France
+200626,3,4564,1506,7622,7,2,12,FR,France
+200625,3,6259,2072,10446,10,3,17,FR,France
+200624,3,4279,964,7594,7,2,12,FR,France
+200623,3,4532,1489,7575,7,2,12,FR,France
+200622,3,5807,2667,8947,10,5,15,FR,France
+200621,3,4661,1761,7561,8,3,13,FR,France
+200620,3,8859,4754,12964,15,8,22,FR,France
+200619,3,5083,2011,8155,8,3,13,FR,France
+200618,3,4454,1632,7276,7,2,12,FR,France
+200617,3,17762,11802,23722,29,19,39,FR,France
+200616,3,22096,15420,28772,36,25,47,FR,France
+200615,3,26969,19631,34307,44,32,56,FR,France
+200614,3,40321,31022,49620,66,51,81,FR,France
+200613,3,77053,63531,90575,126,104,148,FR,France
+200612,3,108004,93005,123003,177,152,202,FR,France
+200611,3,122437,106388,138486,201,175,227,FR,France
+200610,3,124749,109104,140394,204,178,230,FR,France
+200609,3,164150,146099,182201,269,239,299,FR,France
+200608,3,199088,178830,219346,326,293,359,FR,France
+200607,3,243908,221071,266745,400,363,437,FR,France
+200606,3,256758,235190,278326,421,386,456,FR,France
+200605,3,184928,166901,202955,303,273,333,FR,France
+200604,3,104620,90909,118331,171,149,193,FR,France
+200603,3,66255,55727,76783,109,92,126,FR,France
+200602,3,39211,31418,47004,64,51,77,FR,France
+200601,3,34603,26269,42937,57,43,71,FR,France
+200552,3,32132,24389,39875,53,40,66,FR,France
+200551,3,40344,28397,52291,67,47,87,FR,France
+200550,3,36880,28635,45125,61,47,75,FR,France
+200549,3,27589,20576,34602,46,34,58,FR,France
+200548,3,24860,17839,31881,41,29,53,FR,France
+200547,3,26884,19810,33958,44,32,56,FR,France
+200546,3,23967,17155,30779,40,29,51,FR,France
+200545,3,14609,8709,20509,24,14,34,FR,France
+200544,3,20481,13625,27337,34,23,45,FR,France
+200543,3,18045,11916,24174,30,20,40,FR,France
+200542,3,23653,15209,32097,39,25,53,FR,France
+200541,3,26466,18270,34662,44,30,58,FR,France
+200540,3,26647,18088,35206,44,30,58,FR,France
+200539,3,23994,15381,32607,40,26,54,FR,France
+200538,3,21881,13979,29783,36,23,49,FR,France
+200537,3,10347,5384,15310,17,9,25,FR,France
+200536,3,7082,2806,11358,12,5,19,FR,France
+200535,3,2448,0,4987,4,0,8,FR,France
+200534,3,5281,539,10023,9,1,17,FR,France
+200533,3,2815,0,6252,5,0,11,FR,France
+200532,3,1572,0,3690,3,0,6,FR,France
+200531,3,3767,0,10955,6,0,18,FR,France
+200530,3,2203,0,5072,4,0,9,FR,France
+200529,3,3965,739,7191,7,2,12,FR,France
+200528,3,1988,96,3880,3,0,6,FR,France
+200527,3,2305,0,4713,4,0,8,FR,France
+200526,3,4720,1385,8055,8,2,14,FR,France
+200525,3,2354,0,4747,4,0,8,FR,France
+200524,3,5892,2029,9755,10,4,16,FR,France
+200523,3,5246,1722,8770,9,3,15,FR,France
+200522,3,3935,1031,6839,6,1,11,FR,France
+200521,3,4284,474,8094,7,1,13,FR,France
+200520,3,7841,3611,12071,13,6,20,FR,France
+200519,3,7638,3346,11930,13,6,20,FR,France
+200518,3,2755,388,5122,5,1,9,FR,France
+200517,3,7166,3530,10802,12,6,18,FR,France
+200516,3,9741,5344,14138,16,9,23,FR,France
+200515,3,14881,9018,20744,25,15,35,FR,France
+200514,3,21988,14834,29142,36,24,48,FR,France
+200513,3,42971,33053,52889,71,55,87,FR,France
+200512,3,90040,75374,104706,149,125,173,FR,France
+200511,3,183032,161407,204657,302,266,338,FR,France
+200510,3,222526,199990,245062,367,330,404,FR,France
+200509,3,251784,229464,274104,416,379,453,FR,France
+200508,3,277423,254825,300021,458,421,495,FR,France
+200507,3,459444,430026,488862,759,710,808,FR,France
+200506,3,568610,536207,601013,939,885,993,FR,France
+200505,3,568285,534912,601658,938,883,993,FR,France
+200504,3,316856,292011,341701,523,482,564,FR,France
+200503,3,154208,137061,171355,255,227,283,FR,France
+200502,3,88853,75576,102130,147,125,169,FR,France
+200501,3,55801,45339,66263,92,75,109,FR,France
+200453,3,40695,31926,49464,68,53,83,FR,France
+200452,3,32687,24316,41058,54,40,68,FR,France
+200451,3,46209,36017,56401,77,60,94,FR,France
+200450,3,42358,31865,52851,70,53,87,FR,France
+200449,3,27092,17910,36274,45,30,60,FR,France
+200448,3,30522,21236,39808,51,36,66,FR,France
+200447,3,21148,13386,28910,35,22,48,FR,France
+200446,3,13934,8335,19533,23,14,32,FR,France
+200445,3,15658,9703,21613,26,16,36,FR,France
+200444,3,23166,14852,31480,38,24,52,FR,France
+200443,3,16780,10545,23015,28,18,38,FR,France
+200442,3,20480,13909,27051,34,23,45,FR,France
+200441,3,15852,9789,21915,26,16,36,FR,France
+200440,3,25639,17291,33987,43,29,57,FR,France
+200439,3,22680,13222,32138,38,22,54,FR,France
+200438,3,17483,9417,25549,29,16,42,FR,France
+200437,3,9103,4768,13438,15,8,22,FR,France
+200436,3,7753,3596,11910,13,6,20,FR,France
+200435,3,4408,775,8041,7,1,13,FR,France
+200434,3,4501,610,8392,7,1,13,FR,France
+200433,3,1697,0,4046,3,0,7,FR,France
+200432,3,3496,0,8181,6,0,14,FR,France
+200431,3,2949,20,5878,5,0,10,FR,France
+200430,3,3557,642,6472,6,1,11,FR,France
+200429,3,5164,1162,9166,9,2,16,FR,France
+200428,3,6358,2224,10492,11,4,18,FR,France
+200427,3,7486,3040,11932,12,5,19,FR,France
+200426,3,7113,0,14709,12,0,25,FR,France
+200425,3,3275,508,6042,5,0,10,FR,France
+200424,3,6737,2394,11080,11,4,18,FR,France
+200423,3,9792,807,18777,16,1,31,FR,France
+200422,3,8077,3482,12672,13,5,21,FR,France
+200421,3,8073,3588,12558,13,6,20,FR,France
+200420,3,7885,3454,12316,13,6,20,FR,France
+200419,3,7235,3101,11369,12,5,19,FR,France
+200418,3,5108,1830,8386,8,3,13,FR,France
+200417,3,3647,523,6771,6,1,11,FR,France
+200416,3,5265,1359,9171,9,3,15,FR,France
+200415,3,8272,3655,12889,14,6,22,FR,France
+200414,3,15657,8888,22426,26,15,37,FR,France
+200413,3,8316,4067,12565,14,7,21,FR,France
+200412,3,12482,6899,18065,21,12,30,FR,France
+200411,3,13964,7879,20049,23,13,33,FR,France
+200410,3,22531,14164,30898,37,23,51,FR,France
+200409,3,12618,7283,17953,21,12,30,FR,France
+200408,3,17738,11055,24421,29,18,40,FR,France
+200407,3,25484,17228,33740,42,28,56,FR,France
+200406,3,27452,19505,35399,46,33,59,FR,France
+200405,3,35110,25869,44351,58,43,73,FR,France
+200404,3,44571,35266,53876,74,59,89,FR,France
+200403,3,60482,50389,70575,100,83,117,FR,France
+200402,3,95234,81407,109061,158,135,181,FR,France
+200401,3,109116,84565,133667,181,140,222,FR,France
+200352,3,72239,5520,138958,121,10,232,FR,France
+200351,3,445464,389214,501714,744,650,838,FR,France
+200350,3,522427,491781,553073,873,822,924,FR,France
+200349,3,555492,524706,586278,928,877,979,FR,France
+200348,3,514668,485364,543972,860,811,909,FR,France
+200347,3,332927,305972,359882,556,511,601,FR,France
+200346,3,146101,126840,165362,244,212,276,FR,France
+200345,3,95565,80900,110230,160,135,185,FR,France
+200344,3,54703,43193,66213,91,72,110,FR,France
+200343,3,45834,36611,55057,77,62,92,FR,France
+200342,3,39010,28885,49135,65,48,82,FR,France
+200341,3,29579,21478,37680,49,35,63,FR,France
+200340,3,30862,19484,42240,52,33,71,FR,France
+200339,3,26592,18927,34257,44,31,57,FR,France
+200338,3,14811,8777,20845,25,15,35,FR,France
+200337,3,14735,7495,21975,25,13,37,FR,France
+200336,3,10951,3732,18170,18,6,30,FR,France
+200335,3,1504,0,3349,3,0,6,FR,France
+200334,3,2194,0,4889,4,0,9,FR,France
+200333,3,1504,0,3921,3,0,7,FR,France
+200332,3,1619,0,4072,3,0,7,FR,France
+200331,3,5164,0,10601,9,0,18,FR,France
+200330,3,3183,28,6338,5,0,10,FR,France
+200329,3,6801,450,13152,11,0,22,FR,France
+200328,3,3975,609,7341,7,1,13,FR,France
+200327,3,2293,0,4605,4,0,8,FR,France
+200326,3,5333,2138,8528,9,4,14,FR,France
+200325,3,2602,0,5228,4,0,8,FR,France
+200324,3,8429,0,19483,14,0,32,FR,France
+200323,3,4821,1479,8163,8,2,14,FR,France
+200322,3,2573,158,4988,4,0,8,FR,France
+200321,3,5563,2465,8661,9,4,14,FR,France
+200320,3,7554,3748,11360,13,7,19,FR,France
+200319,3,8325,3777,12873,14,6,22,FR,France
+200318,3,12268,6392,18144,20,10,30,FR,France
+200317,3,46253,36234,56272,77,60,94,FR,France
+200316,3,50759,39835,61683,85,67,103,FR,France
+200315,3,69269,55778,82760,116,93,139,FR,France
+200314,3,70084,55374,84794,117,92,142,FR,France
+200313,3,70335,56370,84300,118,95,141,FR,France
+200312,3,88582,73568,103596,148,123,173,FR,France
+200311,3,99729,83353,116105,167,140,194,FR,France
+200310,3,121516,104361,138671,203,174,232,FR,France
+200309,3,177255,151800,202710,296,253,339,FR,France
+200308,3,222638,194269,251007,372,325,419,FR,France
+200307,3,237104,207851,266357,396,347,445,FR,France
+200306,3,206955,177973,235937,346,298,394,FR,France
+200305,3,151864,125877,177851,254,211,297,FR,France
+200304,3,95356,76211,114501,159,127,191,FR,France
+200303,3,50983,38264,63702,85,64,106,FR,France
+200302,3,31447,21706,41188,53,37,69,FR,France
+200301,3,31228,19202,43254,52,32,72,FR,France
+200252,3,47016,33692,60340,79,57,101,FR,France
+200251,3,47629,36912,58346,80,62,98,FR,France
+200250,3,35221,26217,44225,59,44,74,FR,France
+200249,3,24656,16900,32412,41,28,54,FR,France
+200248,3,19799,12868,26730,33,21,45,FR,France
+200247,3,16449,9214,23684,28,16,40,FR,France
+200246,3,12753,5779,19727,21,9,33,FR,France
+200245,3,19304,8475,30133,32,14,50,FR,France
+200244,3,18082,10671,25493,30,18,42,FR,France
+200243,3,14326,7548,21104,24,13,35,FR,France
+200242,3,13774,7800,19748,23,13,33,FR,France
+200241,3,11036,5650,16422,19,10,28,FR,France
+200240,3,8137,3375,12899,14,6,22,FR,France
+200239,3,15989,9892,22086,27,17,37,FR,France
+200238,3,7067,3299,10835,12,6,18,FR,France
+200237,3,12409,4981,19837,21,9,33,FR,France
+200236,3,1679,0,4072,3,0,7,FR,France
+200235,3,2126,0,6301,4,0,11,FR,France
+200234,3,2843,0,7483,5,0,13,FR,France
+200233,3,2670,0,5462,4,0,9,FR,France
+200232,3,1087,0,3003,2,0,5,FR,France
+200231,3,5455,399,10511,9,1,17,FR,France
+200230,3,3601,0,7836,6,0,13,FR,France
+200229,3,5576,379,10773,9,0,18,FR,France
+200228,3,6602,0,14289,11,0,24,FR,France
+200227,3,1882,0,6151,3,0,10,FR,France
+200226,3,4523,0,12320,8,0,21,FR,France
+200225,3,4765,1076,8454,8,2,14,FR,France
+200224,3,12063,7174,16952,20,12,28,FR,France
+200223,3,15468,9806,21130,26,16,36,FR,France
+200222,3,4854,1696,8012,8,3,13,FR,France
+200221,3,5901,2212,9590,10,4,16,FR,France
+200220,3,3803,1215,6391,6,2,10,FR,France
+200219,3,6139,2598,9680,10,4,16,FR,France
+200218,3,6083,2646,9520,10,4,16,FR,France
+200217,3,7223,2678,11768,12,4,20,FR,France
+200216,3,17762,9887,25637,30,17,43,FR,France
+200215,3,21654,13662,29646,36,23,49,FR,France
+200214,3,23877,15709,32045,40,26,54,FR,France
+200213,3,27497,16289,38705,46,27,65,FR,France
+200212,3,33510,20938,46082,56,35,77,FR,France
+200211,3,40426,29171,51681,68,49,87,FR,France
+200210,3,42915,24537,61293,72,41,103,FR,France
+200209,3,63735,48368,79102,107,81,133,FR,France
+200208,3,117204,95548,138860,197,161,233,FR,France
+200207,3,170251,137065,203437,286,230,342,FR,France
+200206,3,325084,296111,354057,546,497,595,FR,France
+200205,3,456186,422559,489813,767,710,824,FR,France
+200204,3,504715,470859,538571,848,791,905,FR,France
+200203,3,383720,353019,414421,645,593,697,FR,France
+200202,3,244028,217752,270304,410,366,454,FR,France
+200201,3,115422,95696,135148,194,161,227,FR,France
+200152,3,57999,43225,72773,98,73,123,FR,France
+200151,3,45961,36017,55905,78,61,95,FR,France
+200150,3,31309,22878,39740,53,39,67,FR,France
+200149,3,34792,23268,46316,59,40,78,FR,France
+200148,3,43283,20164,66402,73,34,112,FR,France
+200147,3,27455,20021,34889,46,33,59,FR,France
+200146,3,21127,14294,27960,36,24,48,FR,France
+200145,3,20766,13979,27553,35,24,46,FR,France
+200144,3,11410,6593,16227,19,11,27,FR,France
+200143,3,23311,15652,30970,39,26,52,FR,France
+200142,3,18963,11652,26274,32,20,44,FR,France
+200141,3,20241,14032,26450,34,24,44,FR,France
+200140,3,18113,9971,26255,31,17,45,FR,France
+200139,3,25407,7785,43029,43,13,73,FR,France
+200138,3,9736,4985,14487,16,8,24,FR,France
+200137,3,8025,3527,12523,14,6,22,FR,France
+200136,3,4663,654,8672,8,1,15,FR,France
+200135,3,4399,0,9810,7,0,16,FR,France
+200134,3,2990,0,6419,5,0,11,FR,France
+200133,3,0,0,0,0,0,0,FR,France
+200132,3,0,0,0,0,0,0,FR,France
+200131,3,18999,4286,33712,32,7,57,FR,France
+200130,3,2144,0,5670,4,0,10,FR,France
+200129,3,2408,0,5215,4,0,9,FR,France
+200128,3,3555,553,6557,6,1,11,FR,France
+200127,3,4739,1122,8356,8,2,14,FR,France
+200126,3,3335,466,6204,6,1,11,FR,France
+200125,3,2643,527,4759,4,0,8,FR,France
+200124,3,4784,2158,7410,8,4,12,FR,France
+200123,3,6299,3161,9437,11,6,16,FR,France
+200122,3,4544,2006,7082,8,4,12,FR,France
+200121,3,8925,4094,13756,15,7,23,FR,France
+200120,3,15269,8883,21655,26,15,37,FR,France
+200119,3,17369,10575,24163,29,18,40,FR,France
+200118,3,21043,14262,27824,36,25,47,FR,France
+200117,3,25787,19109,32465,44,33,55,FR,France
+200116,3,24025,16833,31217,41,29,53,FR,France
+200115,3,24188,17340,31036,41,29,53,FR,France
+200114,3,40429,31774,49084,68,53,83,FR,France
+200113,3,48644,39517,57771,82,67,97,FR,France
+200112,3,45411,35780,55042,77,61,93,FR,France
+200111,3,49809,40534,59084,84,68,100,FR,France
+200110,3,46649,37240,56058,79,63,95,FR,France
+200109,3,58623,47346,69900,99,80,118,FR,France
+200108,3,77423,63237,91609,131,107,155,FR,France
+200107,3,126970,107898,146042,215,183,247,FR,France
+200106,3,225969,198142,253796,382,335,429,FR,France
+200105,3,278674,249486,307862,471,422,520,FR,France
+200104,3,209193,189129,229257,354,320,388,FR,France
+200103,3,139823,124243,155403,236,210,262,FR,France
+200102,3,105356,92392,118320,178,156,200,FR,France
+200101,3,98930,84599,113261,167,143,191,FR,France
+200052,3,143525,124203,162847,244,211,277,FR,France
+200051,3,125224,108719,141729,213,185,241,FR,France
+200050,3,99177,84857,113497,169,145,193,FR,France
+200049,3,74170,54196,94144,126,92,160,FR,France
+200048,3,43642,34064,53220,74,58,90,FR,France
+200047,3,64848,11322,118374,110,19,201,FR,France
+200046,3,20598,14053,27143,35,24,46,FR,France
+200045,3,25375,17229,33521,43,29,57,FR,France
+200044,3,16330,9762,22898,28,17,39,FR,France
+200043,3,36951,27693,46209,63,47,79,FR,France
+200042,3,41200,30772,51628,70,52,88,FR,France
+200041,3,40022,30939,49105,68,53,83,FR,France
+200040,3,27237,19986,34488,46,34,58,FR,France
+200039,3,19338,12649,26027,33,22,44,FR,France
+200038,3,7417,3193,11641,13,6,20,FR,France
+200037,3,2243,0,4722,4,0,8,FR,France
+200036,3,2990,0,6416,5,0,11,FR,France
+200035,3,5590,0,12003,10,0,21,FR,France
+200034,3,5188,0,12418,9,0,21,FR,France
+200033,3,1690,0,3859,3,0,7,FR,France
+200032,3,1405,0,4239,2,0,7,FR,France
+200031,3,2159,0,4744,4,0,8,FR,France
+200030,3,218,0,783,0,0,1,FR,France
+200029,3,1532,0,3751,3,0,7,FR,France
+200028,3,1071,0,2881,2,0,5,FR,France
+200027,3,2427,150,4704,4,0,8,FR,France
+200026,3,1997,0,4996,3,0,8,FR,France
+200025,3,4239,221,8257,7,0,14,FR,France
+200024,3,5411,1122,9700,9,2,16,FR,France
+200023,3,8757,4101,13413,15,7,23,FR,France
+200022,3,4966,1694,8238,8,2,14,FR,France
+200021,3,4271,1389,7153,7,2,12,FR,France
+200020,3,4520,1478,7562,8,3,13,FR,France
+200019,3,13867,8548,19186,24,15,33,FR,France
+200018,3,5386,2261,8511,9,4,14,FR,France
+200017,3,7018,1581,12455,12,3,21,FR,France
+200016,3,5328,1433,9223,9,2,16,FR,France
+200015,3,12020,6436,17604,20,11,29,FR,France
+200014,3,10942,5691,16193,19,10,28,FR,France
+200013,3,8572,3443,13701,15,6,24,FR,France
+200012,3,7081,3097,11065,12,5,19,FR,France
+200011,3,12172,7447,16897,21,13,29,FR,France
+200010,3,9091,5450,12732,15,9,21,FR,France
+200009,3,14631,9200,20062,25,16,34,FR,France
+200008,3,23647,17172,30122,40,29,51,FR,France
+200007,3,59173,48440,69906,101,83,119,FR,France
+200006,3,146517,129961,163073,249,221,277,FR,France
+200005,3,261687,239983,283391,445,408,482,FR,France
+200004,3,374822,349785,399859,637,594,680,FR,France
+200003,3,484233,456706,511760,824,777,871,FR,France
+200002,3,521069,492185,549953,886,837,935,FR,France
+200001,3,541945,511326,572564,922,870,974,FR,France
+199952,3,387655,360652,414658,663,617,709,FR,France
+199951,3,272075,250906,293244,465,429,501,FR,France
+199950,3,181113,164571,197655,310,282,338,FR,France
+199949,3,112328,99058,125598,192,169,215,FR,France
+199948,3,58710,48651,68769,100,83,117,FR,France
+199947,3,35912,23462,48362,61,40,82,FR,France
+199946,3,8601,1503,15699,15,3,27,FR,France
+199945,3,17781,10817,24745,30,18,42,FR,France
+199944,3,18238,12870,23606,31,22,40,FR,France
+199943,3,18135,12601,23669,31,22,40,FR,France
+199942,3,19183,13258,25108,33,23,43,FR,France
+199941,3,25171,18689,31653,43,32,54,FR,France
+199940,3,24185,16184,32186,41,27,55,FR,France
+199939,3,28553,20776,36330,49,36,62,FR,France
+199938,3,12430,7759,17101,21,13,29,FR,France
+199937,3,7543,4283,10803,13,7,19,FR,France
+199936,3,8191,2827,13555,14,5,23,FR,France
+199935,3,3334,1188,5480,6,2,10,FR,France
+199934,3,7600,0,27730,13,0,47,FR,France
+199933,3,9757,354,19160,17,1,33,FR,France
+199932,3,7149,0,15077,12,0,26,FR,France
+199931,3,2640,0,5463,5,0,10,FR,France
+199930,3,1478,0,3153,3,0,6,FR,France
+199929,3,3983,498,7468,7,1,13,FR,France
+199928,3,3731,712,6750,6,1,11,FR,France
+199927,3,5004,1597,8411,9,3,15,FR,France
+199926,3,3459,699,6219,6,1,11,FR,France
+199925,3,5302,2057,8547,9,3,15,FR,France
+199924,3,4327,1646,7008,7,2,12,FR,France
+199923,3,5370,2374,8366,9,4,14,FR,France
+199922,3,4404,1643,7165,8,3,13,FR,France
+199921,3,4180,1485,6875,7,2,12,FR,France
+199920,3,6073,2775,9371,10,4,16,FR,France
+199919,3,6241,3220,9262,11,6,16,FR,France
+199918,3,3057,678,5436,5,1,9,FR,France
+199917,3,2904,701,5107,5,1,9,FR,France
+199916,3,7539,3360,11718,13,6,20,FR,France
+199915,3,11535,6814,16256,20,12,28,FR,France
+199914,3,18730,13131,24329,32,22,42,FR,France
+199913,3,38453,29560,47346,66,51,81,FR,France
+199912,3,58090,48072,68108,99,82,116,FR,France
+199911,3,91329,78686,103972,156,134,178,FR,France
+199910,3,147976,131058,164894,253,224,282,FR,France
+199909,3,207450,188710,226190,355,323,387,FR,France
+199908,3,313293,292280,334306,536,500,572,FR,France
+199907,3,524136,496702,551570,896,849,943,FR,France
+199906,3,493908,466605,521211,844,797,891,FR,France
+199905,3,476884,449696,504072,815,769,861,FR,France
+199904,3,368514,345131,391897,630,590,670,FR,France
+199903,3,242388,224208,260568,414,383,445,FR,France
+199902,3,160657,145209,176105,275,249,301,FR,France
+199901,3,130133,115125,145141,222,196,248,FR,France
+199853,3,107611,92301,122921,185,159,211,FR,France
+199852,3,72373,61032,83714,124,105,143,FR,France
+199851,3,78179,67156,89202,134,115,153,FR,France
+199850,3,54775,45478,64072,94,78,110,FR,France
+199849,3,33385,26332,40438,57,45,69,FR,France
+199848,3,22636,16668,28604,39,29,49,FR,France
+199847,3,14505,9746,19264,25,17,33,FR,France
+199846,3,13804,9049,18559,24,16,32,FR,France
+199845,3,13021,8113,17929,22,14,30,FR,France
+199844,3,12631,7410,17852,22,13,31,FR,France
+199843,3,12180,7125,17235,21,12,30,FR,France
+199842,3,18885,12726,25044,32,21,43,FR,France
+199841,3,24196,17506,30886,42,31,53,FR,France
+199840,3,20235,14114,26356,35,25,45,FR,France
+199839,3,17075,11538,22612,29,20,38,FR,France
+199838,3,10837,6336,15338,19,11,27,FR,France
+199837,3,6968,3227,10709,12,6,18,FR,France
+199836,3,3033,580,5486,5,1,9,FR,France
+199835,3,2491,0,5022,4,0,8,FR,France
+199834,3,3853,589,7117,7,1,13,FR,France
+199833,3,2934,0,6598,5,0,11,FR,France
+199832,3,1308,0,2894,2,0,5,FR,France
+199831,3,12147,0,29237,21,0,50,FR,France
+199830,3,5309,1628,8990,9,3,15,FR,France
+199829,3,6486,2465,10507,11,4,18,FR,France
+199828,3,9577,4464,14690,16,7,25,FR,France
+199827,3,12358,7158,17558,21,12,30,FR,France
+199826,3,10415,6547,14283,18,11,25,FR,France
+199825,3,18246,13050,23442,31,22,40,FR,France
+199824,3,16263,11126,21400,28,19,37,FR,France
+199823,3,8553,4911,12195,15,9,21,FR,France
+199822,3,5181,2669,7693,9,5,13,FR,France
+199821,3,4751,2416,7086,8,4,12,FR,France
+199820,3,12129,8099,16159,21,14,28,FR,France
+199819,3,24118,17906,30330,41,30,52,FR,France
+199818,3,31612,24512,38712,54,42,66,FR,France
+199817,3,61148,51894,70402,105,89,121,FR,France
+199816,3,123195,109878,136512,211,188,234,FR,France
+199815,3,171603,156715,186491,294,268,320,FR,France
+199814,3,319092,298398,339786,547,512,582,FR,France
+199813,3,298212,278513,317911,512,478,546,FR,France
+199812,3,263585,246356,280814,452,422,482,FR,France
+199811,3,220578,204894,236262,378,351,405,FR,France
+199810,3,202354,186304,218404,347,319,375,FR,France
+199809,3,227553,209970,245136,390,360,420,FR,France
+199808,3,271362,252005,290719,465,432,498,FR,France
+199807,3,190187,173694,206680,326,298,354,FR,France
+199806,3,88217,76829,99605,151,131,171,FR,France
+199805,3,45180,36970,53390,77,63,91,FR,France
+199804,3,30005,23272,36738,51,39,63,FR,France
+199803,3,23900,18221,29579,41,31,51,FR,France
+199802,3,31143,23994,38292,53,41,65,FR,France
+199801,3,24809,17786,31832,43,31,55,FR,France
+199752,3,29039,21984,36094,50,38,62,FR,France
+199751,3,34924,27737,42111,60,48,72,FR,France
+199750,3,33527,26388,40666,58,46,70,FR,France
+199749,3,15978,11147,20809,27,19,35,FR,France
+199748,3,11507,7744,15270,20,14,26,FR,France
+199747,3,11059,7151,14967,19,12,26,FR,France
+199746,3,8073,4613,11533,14,8,20,FR,France
+199745,3,18202,13113,23291,31,22,40,FR,France
+199744,3,19770,14405,25135,34,25,43,FR,France
+199743,3,16707,11945,21469,29,21,37,FR,France
+199742,3,15340,10351,20329,26,17,35,FR,France
+199741,3,16933,11941,21925,29,20,38,FR,France
+199740,3,13292,8709,17875,23,15,31,FR,France
+199739,3,10189,6279,14099,18,11,25,FR,France
+199738,3,3231,1061,5401,6,2,10,FR,France
+199737,3,4542,1949,7135,8,4,12,FR,France
+199736,3,5131,2205,8057,9,4,14,FR,France
+199735,3,1842,0,3740,3,0,6,FR,France
+199734,3,3226,0,6717,6,0,12,FR,France
+199733,3,1799,0,4368,3,0,7,FR,France
+199732,3,2086,0,4411,4,0,8,FR,France
+199731,3,1386,0,3332,2,0,5,FR,France
+199730,3,2116,0,4919,4,0,9,FR,France
+199729,3,1973,0,4347,3,0,7,FR,France
+199728,3,1560,216,2904,3,1,5,FR,France
+199727,3,2540,754,4326,4,1,7,FR,France
+199726,3,5582,2699,8465,10,5,15,FR,France
+199725,3,4012,1090,6934,7,2,12,FR,France
+199724,3,4696,1824,7568,8,3,13,FR,France
+199723,3,4709,2136,7282,8,4,12,FR,France
+199722,3,2283,665,3901,4,1,7,FR,France
+199721,3,2108,664,3552,4,2,6,FR,France
+199720,3,3257,1519,4995,6,3,9,FR,France
+199719,3,4646,2436,6856,8,4,12,FR,France
+199718,3,5246,2764,7728,9,5,13,FR,France
+199717,3,14236,9906,18566,24,17,31,FR,France
+199716,3,12169,8111,16227,21,14,28,FR,France
+199715,3,9516,6192,12840,16,10,22,FR,France
+199714,3,13602,9659,17545,23,16,30,FR,France
+199713,3,18032,13345,22719,31,23,39,FR,France
+199712,3,17199,12707,21691,30,22,38,FR,France
+199711,3,19988,15419,24557,34,26,42,FR,France
+199710,3,21903,17338,26468,38,30,46,FR,France
+199709,3,29860,24261,35459,51,41,61,FR,France
+199708,3,55445,47857,63033,95,82,108,FR,France
+199707,3,70876,62518,79234,122,108,136,FR,France
+199706,3,76906,68152,85660,132,117,147,FR,France
+199705,3,95900,86095,105705,165,148,182,FR,France
+199704,3,96896,87079,106713,167,150,184,FR,France
+199703,3,143844,131917,155771,248,227,269,FR,France
+199702,3,211578,197395,225761,364,340,388,FR,France
+199701,3,280440,263783,297097,483,454,512,FR,France
+199652,3,388201,369211,407191,670,637,703,FR,France
+199651,3,640627,617388,663866,1106,1066,1146,FR,France
+199650,3,535205,514568,555842,924,888,960,FR,France
+199649,3,411498,393335,429661,710,679,741,FR,France
+199648,3,195568,182563,208573,338,316,360,FR,France
+199647,3,71980,63619,80341,124,110,138,FR,France
+199646,3,32138,26358,37918,55,45,65,FR,France
+199645,3,25551,20136,30966,44,35,53,FR,France
+199644,3,10753,7230,14276,19,13,25,FR,France
+199643,3,12971,9311,16631,22,16,28,FR,France
+199642,3,11929,8472,15386,21,15,27,FR,France
+199641,3,9918,6674,13162,17,11,23,FR,France
+199640,3,10765,7067,14463,19,13,25,FR,France
+199639,3,8377,5183,11571,14,8,20,FR,France
+199638,3,9470,5965,12975,16,10,22,FR,France
+199637,3,2925,829,5021,5,1,9,FR,France
+199636,3,1122,23,2221,2,0,4,FR,France
+199635,3,1674,93,3255,3,0,6,FR,France
+199634,3,1273,122,2424,2,0,4,FR,France
+199633,3,540,0,1246,1,0,2,FR,France
+199632,3,1453,176,2730,3,1,5,FR,France
+199631,3,3010,752,5268,5,1,9,FR,France
+199630,3,2992,706,5278,5,1,9,FR,France
+199629,3,1559,144,2974,3,1,5,FR,France
+199628,3,3109,541,5677,5,1,9,FR,France
+199627,3,4456,1595,7317,8,3,13,FR,France
+199626,3,2871,1138,4604,5,2,8,FR,France
+199625,3,2308,856,3760,4,1,7,FR,France
+199624,3,2490,1067,3913,4,2,6,FR,France
+199623,3,2819,1262,4376,5,2,8,FR,France
+199622,3,4005,1984,6026,7,4,10,FR,France
+199621,3,7042,4291,9793,12,7,17,FR,France
+199620,3,10619,7365,13873,18,12,24,FR,France
+199619,3,11898,8065,15731,21,14,28,FR,France
+199618,3,18338,13352,23324,32,23,41,FR,France
+199617,3,24954,19100,30808,43,33,53,FR,France
+199616,3,29313,23868,34758,51,42,60,FR,France
+199615,3,51703,43644,59762,89,75,103,FR,France
+199614,3,44414,36774,52054,77,64,90,FR,France
+199613,3,30622,25062,36182,53,43,63,FR,France
+199612,3,31818,25852,37784,55,45,65,FR,France
+199611,3,24427,19499,29355,42,33,51,FR,France
+199610,3,20910,16198,25622,36,28,44,FR,France
+199609,3,19594,15228,23960,34,26,42,FR,France
+199608,3,19046,14850,23242,33,26,40,FR,France
+199607,3,23041,18338,27744,40,32,48,FR,France
+199606,3,21810,17153,26467,38,30,46,FR,France
+199605,3,25275,20410,30140,44,36,52,FR,France
+199604,3,43359,36948,49770,75,64,86,FR,France
+199603,3,54691,48016,61366,94,82,106,FR,France
+199602,3,105606,96106,115106,182,166,198,FR,France
+199601,3,223830,209274,238386,386,361,411,FR,France
+199552,3,397122,378252,415992,688,655,721,FR,France
+199551,3,749988,725434,774542,1299,1256,1342,FR,France
+199550,3,604926,583100,626752,1047,1009,1085,FR,France
+199549,3,375500,358200,392800,650,620,680,FR,France
+199548,3,206446,193457,219435,357,335,379,FR,France
+199547,3,120472,110526,130418,209,192,226,FR,France
+199546,3,62380,55042,69718,108,95,121,FR,France
+199545,3,29791,24523,35059,52,43,61,FR,France
+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
+199542,3,15178,11387,18969,26,19,33,FR,France
+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
+199539,3,18499,13844,23154,32,24,40,FR,France
+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
+199535,3,2496,644,4348,4,1,7,FR,France
+199534,3,1887,214,3560,3,0,6,FR,France
+199533,3,905,0,2007,2,0,4,FR,France
+199532,3,700,0,1699,1,0,3,FR,France
+199531,3,1946,92,3800,3,0,6,FR,France
+199530,3,1898,46,3750,3,0,6,FR,France
+199529,3,2148,687,3609,4,1,7,FR,France
+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
+199523,3,13820,9801,17839,24,17,31,FR,France
+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
+199520,3,18846,14311,23381,33,25,41,FR,France
+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
+199516,3,140488,129439,151537,243,224,262,FR,France
+199515,3,181007,169110,192904,313,292,334,FR,France
+199514,3,248704,235144,262264,431,408,454,FR,France
+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
+199511,3,81730,73346,90114,142,127,157,FR,France
+199510,3,49387,42703,56071,86,74,98,FR,France
+199509,3,39696,33259,46133,69,58,80,FR,France
+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
+199505,3,27876,23218,32534,48,40,56,FR,France
+199504,3,27643,22818,32468,48,40,56,FR,France
+199503,3,24844,20391,29297,43,35,51,FR,France
+199502,3,23480,19249,27711,41,34,48,FR,France
+199501,3,26556,21916,31196,46,38,54,FR,France
+199452,3,22036,17495,26577,38,30,46,FR,France
+199451,3,26912,21750,32074,47,38,56,FR,France
+199450,3,28831,23470,34192,50,41,59,FR,France
+199449,3,21161,16559,25763,37,29,45,FR,France
+199448,3,18487,14456,22518,32,25,39,FR,France
+199447,3,15206,11578,18834,26,20,32,FR,France
+199446,3,14252,10525,17979,25,19,31,FR,France
+199445,3,12152,8448,15856,21,15,27,FR,France
+199444,3,11307,7688,14926,20,14,26,FR,France
+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
+199432,3,4786,1613,7959,8,2,14,FR,France
+199431,3,5027,1580,8474,9,3,15,FR,France
+199430,3,2100,520,3680,4,1,7,FR,France
+199429,3,1188,0,2384,2,0,4,FR,France
+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
+199426,3,990,80,1900,2,0,4,FR,France
+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
+199410,3,4548,2529,6567,8,4,12,FR,France
+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
+199352,3,233137,218608,247666,406,381,431,FR,France
+199351,3,377472,359792,395152,658,627,689,FR,France
+199350,3,627639,607097,648181,1094,1058,1130,FR,France
+199349,3,898045,873419,922671,1565,1522,1608,FR,France
+199348,3,527582,507752,547412,920,885,955,FR,France
+199347,3,241371,226769,255973,421,396,446,FR,France
+199346,3,76034,68003,84065,133,119,147,FR,France
+199345,3,32289,27022,37556,56,47,65,FR,France
+199344,3,17832,14015,21649,31,24,38,FR,France
+199343,3,15098,11333,18863,26,19,33,FR,France
+199342,3,19187,14893,23481,33,26,40,FR,France
+199341,3,18285,14384,22186,32,25,39,FR,France
+199340,3,13805,10348,17262,24,18,30,FR,France
+199339,3,14783,11173,18393,26,20,32,FR,France
+199338,3,10492,7329,13655,18,12,24,FR,France
+199337,3,7023,4503,9543,12,8,16,FR,France
+199336,3,4361,2445,6277,8,5,11,FR,France
+199335,3,5589,3066,8112,10,6,14,FR,France
+199334,3,2984,1209,4759,5,2,8,FR,France
+199333,3,3217,758,5676,6,2,10,FR,France
+199332,3,3755,1051,6459,7,2,12,FR,France
+199331,3,4163,1768,6558,7,3,11,FR,France
+199330,3,4055,1907,6203,7,3,11,FR,France
+199329,3,3714,1668,5760,6,2,10,FR,France
+199328,3,1774,484,3064,3,1,5,FR,France
+199327,3,2574,918,4230,4,1,7,FR,France
+199326,3,3048,1450,4646,5,2,8,FR,France
+199325,3,8348,5260,11436,15,10,20,FR,France
+199324,3,6624,3747,9501,12,7,17,FR,France
+199323,3,7424,4302,10546,13,8,18,FR,France
+199322,3,3432,1849,5015,6,3,9,FR,France
+199321,3,5942,3670,8214,10,6,14,FR,France
+199320,3,5137,3157,7117,9,6,12,FR,France
+199319,3,4593,2725,6461,8,5,11,FR,France
+199318,3,5027,3075,6979,9,6,12,FR,France
+199317,3,8111,5138,11084,14,9,19,FR,France
+199316,3,24932,19468,30396,43,33,53,FR,France
+199315,3,22181,17147,27215,39,30,48,FR,France
+199314,3,38266,30865,45667,67,54,80,FR,France
+199313,3,62987,54506,71468,110,95,125,FR,France
+199312,3,63493,55956,71030,111,98,124,FR,France
+199311,3,80548,72628,88468,140,126,154,FR,France
+199310,3,127910,117688,138132,223,205,241,FR,France
+199309,3,184150,171378,196922,321,299,343,FR,France
+199308,3,222932,209051,236813,389,365,413,FR,France
+199307,3,248494,234936,262052,433,409,457,FR,France
+199306,3,286939,271830,302048,500,474,526,FR,France
+199305,3,255890,241516,270264,446,421,471,FR,France
+199304,3,193107,181261,204953,337,316,358,FR,France
+199303,3,147854,137256,158452,258,240,276,FR,France
+199302,3,90269,82164,98374,157,143,171,FR,France
+199301,3,75288,67244,83332,131,117,145,FR,France
+199253,3,56622,49107,64137,99,86,112,FR,France
+199252,3,49588,42568,56608,87,75,99,FR,France
+199251,3,41156,35024,47288,72,61,83,FR,France
+199250,3,40100,34699,45501,70,61,79,FR,France
+199249,3,39146,33847,44445,69,60,78,FR,France
+199248,3,32392,27499,37285,57,48,66,FR,France
+199247,3,26276,21797,30755,46,38,54,FR,France
+199246,3,22758,18462,27054,40,32,48,FR,France
+199245,3,22023,17804,26242,39,32,46,FR,France
+199244,3,27619,22945,32293,48,40,56,FR,France
+199243,3,24969,20704,29234,44,37,51,FR,France
+199242,3,29980,25261,34699,52,44,60,FR,France
+199241,3,24091,19953,28229,42,35,49,FR,France
+199240,3,17593,13885,21301,31,25,37,FR,France
+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
+199236,3,5155,2958,7352,9,5,13,FR,France
+199235,3,6383,3687,9079,11,6,16,FR,France
+199234,3,2953,922,4984,5,1,9,FR,France
+199233,3,4046,1549,6543,7,3,11,FR,France
+199232,3,4963,2215,7711,9,4,14,FR,France
+199231,3,4233,1733,6733,7,3,11,FR,France
+199230,3,3091,1145,5037,5,2,8,FR,France
+199229,3,3586,1583,5589,6,2,10,FR,France
+199228,3,4179,2133,6225,7,3,11,FR,France
+199227,3,5568,3134,8002,10,6,14,FR,France
+199226,3,5886,3229,8543,10,5,15,FR,France
+199225,3,5304,2805,7803,9,5,13,FR,France
+199224,3,5928,3482,8374,10,6,14,FR,France
+199223,3,3914,1855,5973,7,3,11,FR,France
+199222,3,4899,2641,7157,9,5,13,FR,France
+199221,3,5059,2889,7229,9,5,13,FR,France
+199220,3,4308,2226,6390,8,4,12,FR,France
+199219,3,2982,1181,4783,5,2,8,FR,France
+199218,3,3887,1777,5997,7,3,11,FR,France
+199217,3,3614,1216,6012,6,2,10,FR,France
+199216,3,5460,2934,7986,10,6,14,FR,France
+199215,3,8642,5029,12255,15,9,21,FR,France
+199214,3,11346,7536,15156,20,13,27,FR,France
+199213,3,11693,8096,15290,20,14,26,FR,France
+199212,3,11752,7834,15670,21,14,28,FR,France
+199211,3,11689,7575,15803,20,13,27,FR,France
+199210,3,19224,12971,25477,34,23,45,FR,France
+199209,3,26629,20275,32983,47,36,58,FR,France
+199208,3,37667,30887,44447,66,54,78,FR,France
+199207,3,57312,48777,65847,100,85,115,FR,France
+199206,3,112450,99989,124911,197,175,219,FR,France
+199205,3,165474,151342,179606,290,265,315,FR,France
+199204,3,147959,133595,162323,259,234,284,FR,France
+199203,3,137893,122944,152842,241,215,267,FR,France
+199202,3,185852,166558,205146,325,291,359,FR,France
+199201,3,247688,222574,272802,434,390,478,FR,France
+199152,3,349815,325499,374131,615,572,658,FR,France
+199151,3,378413,355928,400898,666,626,706,FR,France
+199150,3,198721,182878,214564,350,322,378,FR,France
+199149,3,93903,82992,104814,165,146,184,FR,France
+199148,3,45173,37384,52962,79,65,93,FR,France
+199147,3,35691,28224,43158,63,50,76,FR,France
+199146,3,23685,17531,29839,42,31,53,FR,France
+199145,3,19565,13551,25579,34,23,45,FR,France
+199144,3,21571,15477,27665,38,27,49,FR,France
+199143,3,28842,21958,35726,51,39,63,FR,France
+199142,3,27483,20385,34581,48,36,60,FR,France
+199141,3,28185,20655,35715,50,37,63,FR,France
+199140,3,26740,16049,37431,47,28,66,FR,France
+199139,3,14373,8734,20012,25,15,35,FR,France
+199138,3,7460,3700,11220,13,6,20,FR,France
+199137,3,2429,434,4424,4,0,8,FR,France
+199136,3,2380,0,4882,4,0,8,FR,France
+199135,3,2372,0,5025,4,0,9,FR,France
+199134,3,2099,0,5104,4,0,9,FR,France
+199133,3,1654,0,4102,3,0,7,FR,France
+199132,3,625,0,2190,1,0,4,FR,France
+199131,3,2464,0,5830,4,0,10,FR,France
+199130,3,2382,0,6857,4,0,12,FR,France
+199129,3,3837,40,7634,7,0,14,FR,France
+199128,3,3297,152,6442,6,0,12,FR,France
+199127,3,3164,934,5394,6,2,10,FR,France
+199126,3,6376,3324,9428,11,6,16,FR,France
+199125,3,8218,4776,11660,14,8,20,FR,France
+199124,3,8223,4660,11786,14,8,20,FR,France
+199123,3,6801,3596,10006,12,6,18,FR,France
+199122,3,6050,2682,9418,11,5,17,FR,France
+199121,3,6391,3385,9397,11,6,16,FR,France
+199120,3,8633,4683,12583,15,8,22,FR,France
+199119,3,7785,3986,11584,14,7,21,FR,France
+199118,3,10856,6457,15255,19,11,27,FR,France
+199117,3,15603,10950,20256,27,19,35,FR,France
+199116,3,15665,11184,20146,28,20,36,FR,France
+199115,3,15062,10715,19409,26,18,34,FR,France
+199114,3,27862,21583,34141,49,38,60,FR,France
+199113,3,32179,25829,38529,57,46,68,FR,France
+199112,3,27873,22312,33434,49,39,59,FR,France
+199111,3,46186,38876,53496,81,68,94,FR,France
+199110,3,88750,77784,99716,156,137,175,FR,France
+199109,3,139093,124326,153860,245,219,271,FR,France
+199108,3,216369,198630,234108,381,350,412,FR,France
+199107,3,208836,191789,225883,367,337,397,FR,France
+199106,3,134737,121280,148194,237,213,261,FR,France
+199105,3,73564,62716,84412,129,110,148,FR,France
+199104,3,48253,39031,57475,85,69,101,FR,France
+199103,3,29382,22258,36506,52,39,65,FR,France
+199102,3,29759,22044,37474,52,38,66,FR,France
+199101,3,42927,33706,52148,76,60,92,FR,France
+199052,3,41262,31607,50917,73,56,90,FR,France
+199051,3,46924,37544,56304,83,66,100,FR,France
+199050,3,44125,36137,52113,78,64,92,FR,France
+199049,3,38379,30603,46155,68,54,82,FR,France
+199048,3,29571,22315,36827,52,39,65,FR,France
+199047,3,23358,15890,30826,41,28,54,FR,France
+199046,3,20246,7930,32562,36,14,58,FR,France
+199045,3,17571,11591,23551,31,20,42,FR,France
+199044,3,16182,10305,22059,29,19,39,FR,France
+199043,3,17579,11588,23570,31,20,42,FR,France
+199042,3,13011,7875,18147,23,14,32,FR,France
+199041,3,19723,13330,26116,35,24,46,FR,France
+199040,3,20433,14614,26252,36,26,46,FR,France
+199039,3,15618,10315,20921,28,19,37,FR,France
+199038,3,11146,6197,16095,20,11,29,FR,France
+199037,3,4051,1022,7080,7,2,12,FR,France
+199036,3,2542,124,4960,4,0,8,FR,France
+199035,3,934,0,2681,2,0,5,FR,France
+199034,3,201,0,595,0,0,1,FR,France
+199033,3,0,0,0,0,0,0,FR,France
+199032,3,1399,0,3849,2,0,6,FR,France
+199031,3,881,0,2206,2,0,4,FR,France
+199030,3,425,0,1262,1,0,2,FR,France
+199029,3,1077,0,2643,2,0,5,FR,France
+199028,3,959,0,2252,2,0,4,FR,France
+199027,3,2948,793,5103,5,1,9,FR,France
+199026,3,7236,2651,11821,13,5,21,FR,France
+199025,3,7879,3136,12622,14,6,22,FR,France
+199024,3,5727,2460,8994,10,4,16,FR,France
+199023,3,3655,1043,6267,6,1,11,FR,France
+199022,3,4196,1292,7100,7,2,12,FR,France
+199021,3,1004,0,2367,2,0,4,FR,France
+199020,3,4506,1771,7241,8,3,13,FR,France
+199019,3,5897,2440,9354,10,4,16,FR,France
+199018,3,1738,141,3335,3,0,6,FR,France
+199017,3,5278,2197,8359,9,4,14,FR,France
+199016,3,8129,3754,12504,14,6,22,FR,France
+199015,3,11707,5831,17583,21,11,31,FR,France
+199014,3,12862,8177,17547,23,15,31,FR,France
+199013,3,21879,15088,28670,39,27,51,FR,France
+199012,3,17035,11135,22935,30,20,40,FR,France
+199011,3,20018,14311,25725,35,25,45,FR,France
+199010,3,16294,11045,21543,29,20,38,FR,France
+199009,3,21793,15460,28126,39,28,50,FR,France
+199008,3,26110,19342,32878,46,34,58,FR,France
+199007,3,61742,49720,73764,109,88,130,FR,France
+199006,3,399984,353345,446623,707,625,789,FR,France
+199005,3,161765,146354,177176,286,259,313,FR,France
+199004,3,287771,267698,307844,509,474,544,FR,France
+199003,3,315466,296550,334382,558,525,591,FR,France
+199002,3,345060,326087,364033,610,576,644,FR,France
+199001,3,483600,460913,506287,855,815,895,FR,France
+198952,3,581149,556023,606275,1035,990,1080,FR,France
+198951,3,821540,793846,849234,1463,1414,1512,FR,France
+198950,3,749283,723633,774933,1334,1288,1380,FR,France
+198949,3,358043,340053,376033,638,606,670,FR,France
+198948,3,119087,108253,129921,212,193,231,FR,France
+198947,3,40963,33897,48029,73,60,86,FR,France
+198946,3,23547,17952,29142,42,32,52,FR,France
+198945,3,22711,16999,28423,40,30,50,FR,France
+198944,3,23405,17475,29335,42,31,53,FR,France
+198943,3,29549,23287,35811,53,42,64,FR,France
+198942,3,39410,32172,46648,70,57,83,FR,France
+198941,3,43763,35245,52281,78,63,93,FR,France
+198940,3,31453,24288,38618,56,43,69,FR,France
+198939,3,24622,18425,30819,44,33,55,FR,France
+198938,3,18296,13483,23109,33,24,42,FR,France
+198937,3,12022,8082,15962,21,14,28,FR,France
+198936,3,4769,2299,7239,8,4,12,FR,France
+198935,3,4661,1696,7626,8,3,13,FR,France
+198934,3,6039,2185,9893,11,4,18,FR,France
+198933,3,7940,3858,12022,14,7,21,FR,France
+198932,3,7114,2361,11867,13,5,21,FR,France
+198931,3,2721,0,5478,5,0,10,FR,France
+198930,3,3168,561,5775,6,1,11,FR,France
+198929,3,3909,1504,6314,7,3,11,FR,France
+198928,3,1284,105,2463,2,0,4,FR,France
+198927,3,3641,1350,5932,6,2,10,FR,France
+198926,3,5753,2885,8621,10,5,15,FR,France
+198925,3,6299,3454,9144,11,6,16,FR,France
+198924,3,6337,3537,9137,11,6,16,FR,France
+198923,3,11779,7984,15574,21,14,28,FR,France
+198922,3,9104,4764,13444,16,8,24,FR,France
+198921,3,9554,4316,14792,17,8,26,FR,France
+198920,3,6093,1023,11163,11,2,20,FR,France
+198919,3,-,,,-,,,FR,France
+198918,3,13452,1365,25539,24,2,46,FR,France
+198917,3,10949,7147,14751,19,12,26,FR,France
+198916,3,10908,7494,14322,19,13,25,FR,France
+198915,3,9667,6209,13125,17,11,23,FR,France
+198914,3,15230,10469,19991,27,19,35,FR,France
+198913,3,10564,6767,14361,19,12,26,FR,France
+198912,3,13419,9542,17296,24,17,31,FR,France
+198911,3,16633,12140,21126,30,22,38,FR,France
+198910,3,12387,8750,16024,22,16,28,FR,France
+198909,3,12895,9183,16607,23,16,30,FR,France
+198908,3,19746,15258,24234,35,27,43,FR,France
+198907,3,27277,21760,32794,49,39,59,FR,France
+198906,3,47844,40320,55368,85,72,98,FR,France
+198905,3,52840,45665,60015,94,81,107,FR,France
+198904,3,54942,47750,62134,98,85,111,FR,France
+198903,3,66010,58065,73955,118,104,132,FR,France
+198902,3,112284,102003,122565,200,182,218,FR,France
+198901,3,202266,188305,216227,360,335,385,FR,France
+198852,3,467971,447033,488909,837,800,874,FR,France
+198851,3,872748,846468,899028,1562,1515,1609,FR,France
+198850,3,1001824,974799,1028849,1793,1745,1841,FR,France
+198849,3,966523,940068,992978,1729,1682,1776,FR,France
+198848,3,637811,614785,660837,1141,1100,1182,FR,France
+198847,3,246062,231234,260890,440,413,467,FR,France
+198846,3,92484,83160,101808,165,148,182,FR,France
+198845,3,53940,46148,61732,97,83,111,FR,France
+198844,3,42106,35336,48876,75,63,87,FR,France
+198843,3,38252,31909,44595,68,57,79,FR,France
+198842,3,45495,38467,52523,81,68,94,FR,France
+198841,3,46336,39344,53328,83,70,96,FR,France
+198840,3,39882,33507,46257,71,60,82,FR,France
+198839,3,43730,36755,50705,78,66,90,FR,France
+198838,3,35243,29367,41119,63,52,74,FR,France
+198837,3,15537,11911,19163,28,22,34,FR,France
+198836,3,7539,4840,10238,13,8,18,FR,France
+198835,3,7797,4762,10832,14,9,19,FR,France
+198834,3,4950,2005,7895,9,4,14,FR,France
+198833,3,7937,3861,12013,14,7,21,FR,France
+198832,3,7033,2595,11471,13,5,21,FR,France
+198831,3,8758,3591,13925,16,7,25,FR,France
+198830,3,4205,1224,7186,8,3,13,FR,France
+198829,3,6103,1013,11193,11,2,20,FR,France
+198828,3,8562,3483,13641,15,6,24,FR,France
+198827,3,4690,2196,7184,8,4,12,FR,France
+198826,3,7065,3905,10225,13,7,19,FR,France
+198825,3,7657,4664,10650,14,9,19,FR,France
+198824,3,6676,3978,9374,12,7,17,FR,France
+198823,3,8695,5755,11635,16,11,21,FR,France
+198822,3,11566,8282,14850,21,15,27,FR,France
+198821,3,11107,7742,14472,20,14,26,FR,France
+198820,3,14118,10223,18013,25,18,32,FR,France
+198819,3,18260,13847,22673,33,25,41,FR,France
+198818,3,20415,16281,24549,37,30,44,FR,France
+198817,3,21750,17436,26064,39,31,47,FR,France
+198816,3,33730,27496,39964,60,49,71,FR,France
+198815,3,70616,61754,79478,126,110,142,FR,France
+198814,3,123868,113211,134525,222,203,241,FR,France
+198813,3,193710,181519,205901,347,325,369,FR,France
+198812,3,283445,268834,298056,507,481,533,FR,France
+198811,3,316175,300858,331492,566,539,593,FR,France
+198810,3,235142,222004,248280,421,397,445,FR,France
+198809,3,135564,125263,145865,243,225,261,FR,France
+198808,3,87753,78449,97057,157,140,174,FR,France
+198807,3,77099,68423,85775,138,122,154,FR,France
+198806,3,69349,61502,77196,124,110,138,FR,France
+198805,3,72705,64952,80458,130,116,144,FR,France
+198804,3,72818,64944,80692,130,116,144,FR,France
+198803,3,68869,60922,76816,123,109,137,FR,France
+198802,3,59743,51907,67579,107,93,121,FR,France
+198801,3,60929,52573,69285,109,94,124,FR,France
+198753,3,47257,38170,56344,85,69,101,FR,France
+198752,3,11935,2353,21517,21,4,38,FR,France
+198751,3,47744,34266,61222,86,62,110,FR,France
+198750,3,57767,50181,65353,104,90,118,FR,France
+198749,3,49380,42461,56299,89,77,101,FR,France
+198748,3,41871,35115,48627,75,63,87,FR,France
+198747,3,29688,23465,35911,53,42,64,FR,France
+198746,3,37216,30199,44233,67,54,80,FR,France
+198745,3,35456,29024,41888,64,52,76,FR,France
+198744,3,41024,33829,48219,74,61,87,FR,France
+198743,3,46356,38370,54342,83,69,97,FR,France
+198742,3,38021,30236,45806,68,54,82,FR,France
+198741,3,42021,32016,52026,76,58,94,FR,France
+198740,3,24641,15930,33352,44,28,60,FR,France
+198739,3,32328,23548,41108,58,42,74,FR,France
+198738,3,16782,11870,21694,30,21,39,FR,France
+198737,3,11208,6542,15874,20,12,28,FR,France
+198736,3,7906,4014,11798,14,7,21,FR,France
+198735,3,6149,2970,9328,11,5,17,FR,France
+198734,3,6631,2734,10528,12,5,19,FR,France
+198733,3,6404,1834,10974,12,4,20,FR,France
+198732,3,7215,2353,12077,13,4,22,FR,France
+198731,3,8233,3655,12811,15,7,23,FR,France
+198730,3,4642,1301,7983,8,2,14,FR,France
+198729,3,4389,913,7865,8,2,14,FR,France
+198728,3,2702,138,5266,5,0,10,FR,France
+198727,3,10171,5904,14438,18,10,26,FR,France
+198726,3,12341,7824,16858,22,14,30,FR,France
+198725,3,23413,15490,31336,42,28,56,FR,France
+198724,3,11289,7282,15296,20,13,27,FR,France
+198723,3,15857,10943,20771,29,20,38,FR,France
+198722,3,14887,9743,20031,27,18,36,FR,France
+198721,3,17619,12649,22589,32,23,41,FR,France
+198720,3,10344,6454,14234,19,12,26,FR,France
+198719,3,12539,7943,17135,23,15,31,FR,France
+198718,3,16095,10330,21860,29,19,39,FR,France
+198717,3,21256,14850,27662,38,26,50,FR,France
+198716,3,32416,25100,39732,58,45,71,FR,France
+198715,3,44292,36456,52128,80,66,94,FR,France
+198714,3,50642,41866,59418,91,75,107,FR,France
+198713,3,62246,52749,71743,112,95,129,FR,France
+198712,3,59625,50653,68597,107,91,123,FR,France
+198711,3,53561,45035,62087,96,81,111,FR,France
+198710,3,93067,80519,105615,167,144,190,FR,France
+198709,3,147006,133519,160493,264,240,288,FR,France
+198708,3,217779,202179,233379,391,363,419,FR,France
+198707,3,288180,270718,305642,518,487,549,FR,France
+198706,3,296702,279051,314353,533,501,565,FR,France
+198705,3,236046,219483,252609,424,394,454,FR,France
+198704,3,158333,143625,173041,285,259,311,FR,France
+198703,3,103841,91699,115983,187,165,209,FR,France
+198702,3,74213,64014,84412,133,115,151,FR,France
+198701,3,69745,59207,80283,125,106,144,FR,France
+198652,3,76263,64958,87568,138,118,158,FR,France
+198651,3,72920,63047,82793,132,114,150,FR,France
+198650,3,73413,64019,82807,133,116,150,FR,France
+198649,3,56296,48229,64363,102,87,117,FR,France
+198648,3,46031,38578,53484,83,70,96,FR,France
+198647,3,36740,29710,43770,66,53,79,FR,France
+198646,3,32134,25327,38941,58,46,70,FR,France
+198645,3,38964,31382,46546,70,56,84,FR,France
+198644,3,28646,22048,35244,52,40,64,FR,France
+198643,3,27532,20842,34222,50,38,62,FR,France
+198642,3,31815,25124,38506,57,45,69,FR,France
+198641,3,32864,25939,39789,59,47,71,FR,France
+198640,3,33516,26776,40256,60,48,72,FR,France
+198639,3,28665,22477,34853,52,41,63,FR,France
+198638,3,26615,20479,32751,48,37,59,FR,France
+198637,3,15998,10802,21194,29,20,38,FR,France
+198636,3,9182,4982,13382,17,9,25,FR,France
+198635,3,10587,4470,16704,19,8,30,FR,France
+198634,3,5762,858,10666,10,1,19,FR,France
+198633,3,3115,554,5676,6,1,11,FR,France
+198632,3,1027,0,2311,2,0,4,FR,France
+198631,3,2247,0,4574,4,0,8,FR,France
+198630,3,2346,141,4551,4,0,8,FR,France
+198629,3,3654,931,6377,7,2,12,FR,France
+198628,3,2327,0,5318,4,0,9,FR,France
+198627,3,7529,3353,11705,14,6,22,FR,France
+198626,3,8778,5106,12450,16,9,23,FR,France
+198625,3,11075,6804,15346,20,12,28,FR,France
+198624,3,11160,7252,15068,20,13,27,FR,France
+198623,3,14372,9896,18848,26,18,34,FR,France
+198622,3,9717,5594,13840,18,11,25,FR,France
+198621,3,14460,9575,19345,26,17,35,FR,France
+198620,3,17133,12106,22160,31,22,40,FR,France
+198619,3,22177,16008,28346,40,29,51,FR,France
+198618,3,31736,24115,39357,57,43,71,FR,France
+198617,3,34874,27440,42308,63,50,76,FR,France
+198616,3,41196,32894,49498,74,59,89,FR,France
+198615,3,42659,33537,51781,77,61,93,FR,France
+198614,3,49792,39728,59856,90,72,108,FR,France
+198613,3,87249,63562,110936,157,114,200,FR,France
+198612,3,124777,97237,152317,225,175,275,FR,France
+198611,3,168146,151035,185257,303,272,334,FR,France
+198610,3,257305,231225,283385,464,417,511,FR,France
+198609,3,321140,296644,345636,580,536,624,FR,France
+198608,3,448786,419219,478353,810,757,863,FR,France
+198607,3,490723,460150,521296,886,831,941,FR,France
+198606,3,439300,411764,466836,793,743,843,FR,France
+198605,3,364727,339868,389586,658,613,703,FR,France
+198604,3,348509,322464,374554,629,582,676,FR,France
+198603,3,271539,248654,294424,490,449,531,FR,France
+198602,3,178138,159344,196932,322,288,356,FR,France
+198601,3,112614,96539,128689,203,174,232,FR,France
+198552,3,86452,72250,100654,157,131,183,FR,France
+198551,3,114666,99538,129794,208,181,235,FR,France
+198550,3,86031,73604,98458,156,133,179,FR,France
+198549,3,65931,55326,76536,120,101,139,FR,France
+198548,3,68291,57581,79001,124,105,143,FR,France
+198547,3,66177,55221,77133,120,100,140,FR,France
+198546,3,70534,58788,82280,128,107,149,FR,France
+198545,3,57514,47167,67861,104,85,123,FR,France
+198544,3,67356,55744,78968,122,101,143,FR,France
+198543,3,87402,74208,100596,158,134,182,FR,France
+198542,3,76218,64604,87832,138,117,159,FR,France
+198541,3,45712,36755,54669,83,67,99,FR,France
+198540,3,49739,40335,59143,90,73,107,FR,France
+198539,3,39819,31234,48404,72,56,88,FR,France
+198538,3,27605,20614,34596,50,37,63,FR,France
+198537,3,22219,15626,28812,40,28,52,FR,France
+198536,3,27986,18992,36980,51,35,67,FR,France
+198535,3,30215,18546,41884,55,34,76,FR,France
+198534,3,40389,24786,55992,73,45,101,FR,France
+198533,3,22611,8819,36403,41,16,66,FR,France
+198532,3,7488,1851,13125,14,4,24,FR,France
+198531,3,16958,8479,25437,31,16,46,FR,France
+198530,3,11598,5507,17689,21,10,32,FR,France
+198529,3,13054,6474,19634,24,12,36,FR,France
+198528,3,14588,7659,21517,26,13,39,FR,France
+198527,3,19670,11761,27579,36,22,50,FR,France
+198526,3,18609,12637,24581,34,23,45,FR,France
+198525,3,19362,12454,26270,35,22,48,FR,France
+198524,3,19855,13577,26133,36,25,47,FR,France
+198523,3,19373,10010,28736,35,18,52,FR,France
+198522,3,24099,17190,31008,44,31,57,FR,France
+198521,3,26096,19621,32571,47,35,59,FR,France
+198520,3,27896,20885,34907,51,38,64,FR,France
+198519,3,43154,32821,53487,78,59,97,FR,France
+198518,3,40555,29935,51175,74,55,93,FR,France
+198517,3,34053,24366,43740,62,44,80,FR,France
+198516,3,50362,36451,64273,91,66,116,FR,France
+198515,3,63881,45538,82224,116,83,149,FR,France
+198514,3,134545,114400,154690,244,207,281,FR,France
+198513,3,197206,176080,218332,357,319,395,FR,France
+198512,3,245240,223304,267176,445,405,485,FR,France
+198511,3,276205,252399,300011,501,458,544,FR,France
+198510,3,353231,326279,380183,640,591,689,FR,France
+198509,3,369895,341109,398681,670,618,722,FR,France
+198508,3,389886,359529,420243,707,652,762,FR,France
+198507,3,471852,432599,511105,855,784,926,FR,France
+198506,3,565825,518011,613639,1026,939,1113,FR,France
+198505,3,637302,592795,681809,1155,1074,1236,FR,France
+198504,3,424937,390794,459080,770,708,832,FR,France
+198503,3,213901,174689,253113,388,317,459,FR,France
+198502,3,97586,80949,114223,177,147,207,FR,France
+198501,3,85489,65918,105060,155,120,190,FR,France
+198452,3,84830,60602,109058,154,110,198,FR,France
+198451,3,101726,80242,123210,185,146,224,FR,France
+198450,3,123680,101401,145959,225,184,266,FR,France
+198449,3,101073,81684,120462,184,149,219,FR,France
+198448,3,78620,60634,96606,143,110,176,FR,France
+198447,3,72029,54274,89784,131,99,163,FR,France
+198446,3,87330,67686,106974,159,123,195,FR,France
+198445,3,135223,101414,169032,246,184,308,FR,France
+198444,3,68422,20056,116788,125,37,213,FR,France
diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..174d495abf12a9866d2a2b7957cfdf45d366cd5b 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -1,6 +1,1080 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "# Concentration de CO2 dans l'atmosphère depuis 1958"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "Nous importons les modules nécessaires pour cette étude"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import datetime"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On télécharge le fichier *weekly_in_situ_co2_mlo.csv* en local"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('weekly_in_situ_co2_mlo.csv', header=44, names=['week', 'concentration'])\n",
+    "# Ici header=44 permet de sauter les premières lignes du csv qui ne contiennent pas de données"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On affiche le dataframe obtenu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "            week  concentration\n",
+      "0     1958-04-05         317.31\n",
+      "1     1958-04-12         317.69\n",
+      "2     1958-04-19         317.58\n",
+      "3     1958-04-26         316.48\n",
+      "4     1958-05-03         316.95\n",
+      "5     1958-05-17         317.56\n",
+      "6     1958-05-24         317.99\n",
+      "7     1958-07-05         315.85\n",
+      "8     1958-07-12         315.85\n",
+      "9     1958-07-19         315.46\n",
+      "10    1958-07-26         315.59\n",
+      "11    1958-08-02         315.64\n",
+      "12    1958-08-09         315.10\n",
+      "13    1958-08-16         315.09\n",
+      "14    1958-08-30         314.14\n",
+      "15    1958-09-06         313.54\n",
+      "16    1958-11-08         313.05\n",
+      "17    1958-11-15         313.26\n",
+      "18    1958-11-22         313.57\n",
+      "19    1958-11-29         314.01\n",
+      "20    1958-12-06         314.56\n",
+      "21    1958-12-13         314.41\n",
+      "22    1958-12-20         314.77\n",
+      "23    1958-12-27         315.21\n",
+      "24    1959-01-03         315.24\n",
+      "25    1959-01-10         315.50\n",
+      "26    1959-01-17         315.69\n",
+      "27    1959-01-24         315.86\n",
+      "28    1959-01-31         315.42\n",
+      "29    1959-02-14         316.94\n",
+      "...          ...            ...\n",
+      "3301  2022-11-26         417.73\n",
+      "3302  2022-12-17         418.41\n",
+      "3303  2022-12-24         419.29\n",
+      "3304  2022-12-31         419.19\n",
+      "3305  2023-01-07         419.09\n",
+      "3306  2023-01-14         419.32\n",
+      "3307  2023-01-21         419.18\n",
+      "3308  2023-01-28         419.66\n",
+      "3309  2023-02-04         419.68\n",
+      "3310  2023-02-11         420.63\n",
+      "3311  2023-02-18         420.19\n",
+      "3312  2023-02-25         420.76\n",
+      "3313  2023-03-04         421.12\n",
+      "3314  2023-03-11         420.19\n",
+      "3315  2023-03-18         419.96\n",
+      "3316  2023-03-25         420.87\n",
+      "3317  2023-04-01         421.33\n",
+      "3318  2023-04-08         422.20\n",
+      "3319  2023-04-15         423.02\n",
+      "3320  2023-04-22         422.99\n",
+      "3321  2023-04-29         423.95\n",
+      "3322  2023-05-06         423.76\n",
+      "3323  2023-05-13         423.78\n",
+      "3324  2023-05-20         422.77\n",
+      "3325  2023-05-27         424.44\n",
+      "3326  2023-06-03         424.40\n",
+      "3327  2023-06-10         424.01\n",
+      "3328  2023-06-17         422.93\n",
+      "3329  2023-06-24         422.21\n",
+      "3330  2023-07-01         422.80\n",
+      "\n",
+      "[3331 rows x 2 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On vérifie qu'il y a bien des données pour toutes les lignes et colonnes : "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "       week  concentration\n",
+      "0     False          False\n",
+      "1     False          False\n",
+      "2     False          False\n",
+      "3     False          False\n",
+      "4     False          False\n",
+      "5     False          False\n",
+      "6     False          False\n",
+      "7     False          False\n",
+      "8     False          False\n",
+      "9     False          False\n",
+      "10    False          False\n",
+      "11    False          False\n",
+      "12    False          False\n",
+      "13    False          False\n",
+      "14    False          False\n",
+      "15    False          False\n",
+      "16    False          False\n",
+      "17    False          False\n",
+      "18    False          False\n",
+      "19    False          False\n",
+      "20    False          False\n",
+      "21    False          False\n",
+      "22    False          False\n",
+      "23    False          False\n",
+      "24    False          False\n",
+      "25    False          False\n",
+      "26    False          False\n",
+      "27    False          False\n",
+      "28    False          False\n",
+      "29    False          False\n",
+      "...     ...            ...\n",
+      "3301  False          False\n",
+      "3302  False          False\n",
+      "3303  False          False\n",
+      "3304  False          False\n",
+      "3305  False          False\n",
+      "3306  False          False\n",
+      "3307  False          False\n",
+      "3308  False          False\n",
+      "3309  False          False\n",
+      "3310  False          False\n",
+      "3311  False          False\n",
+      "3312  False          False\n",
+      "3313  False          False\n",
+      "3314  False          False\n",
+      "3315  False          False\n",
+      "3316  False          False\n",
+      "3317  False          False\n",
+      "3318  False          False\n",
+      "3319  False          False\n",
+      "3320  False          False\n",
+      "3321  False          False\n",
+      "3322  False          False\n",
+      "3323  False          False\n",
+      "3324  False          False\n",
+      "3325  False          False\n",
+      "3326  False          False\n",
+      "3327  False          False\n",
+      "3328  False          False\n",
+      "3329  False          False\n",
+      "3330  False          False\n",
+      "\n",
+      "[3331 rows x 2 columns]\n",
+      "week             False\n",
+      "concentration    False\n",
+      "dtype: bool\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.isnull())\n",
+    "print(df.isnull().any())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "week              object\n",
+      "concentration    float64\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.dtypes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "La colonne \"week\" n'apparait pas au format date, donc on transforme le format de cette colonne"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df['week'] = pd.to_datetime(df['week'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        week  concentration\n",
+      "0 1958-04-05         317.31\n",
+      "1 1958-04-12         317.69\n",
+      "2 1958-04-19         317.58\n",
+      "3 1958-04-26         316.48\n",
+      "4 1958-05-03         316.95\n",
+      "5 1958-05-17         317.56\n",
+      "6 1958-05-24         317.99\n",
+      "7 1958-07-05         315.85\n",
+      "8 1958-07-12         315.85\n",
+      "9 1958-07-19         315.46\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df[:10])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On vérifie maintenant que le nouveau format est bien un format date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "week             datetime64[ns]\n",
+      "concentration           float64\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.dtypes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On peut réaliser un premier affichage des données : "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdc0126d550>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot('week', 'concentration', figsize=(15,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "Cet affichage fait apparaître un phénomène périodique en dents de scie couplé à une augmentation linéaire de la concentration en $CO_{2}$ dans le temps.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On se concentre sur une période de temps plus courte pour essayer de comprends le phénomène périodique"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdbfee570b8>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[:200].plot('week', 'concentration', figsize=(15,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il apparaît clairement que la période du motif périodique est de 1 an, avec un minimum en novembre et un maximum en juin.\n",
+    "Pour n'étudier que la tendance haussière et pas le motif périodique, on va ne garder qu'une seule date par an correspondant à la première semaine de novembre."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df['year'] = df['week'].apply(lambda x:x.year) # on ajoute une colonne \"year\" qui correspond à l'année de la date \n",
+    "df['month'] = df['week'].apply(lambda x:x.month) # on ajoute une colonne \"month\" qui correspond au mois de la date\n",
+    "df_november = df[df[\"month\"] == 11] # on ne conserve dans un premier temps que les dates de novembre\n",
+    "df_first_november = df_november.drop_duplicates(subset=\"year\", keep='first') # on ne garde ensuite que la première semaine de novembre"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On peut maintenat afficher les données réduites aux premières semaines de novembre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdbff1a92e8>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_first_november.plot('week', 'concentration', figsize=(15,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le motif périodique a clairement disparu. Il ne reste maintenant qu'une tendance haussière, qui peut être approximée par une droite dans un premier temps. On va chercher à estimer les coefficients de cette droite afin d'effectuer des prédictions pour des dates futures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16      313.05\n",
+      "64      314.42\n",
+      "116     314.50\n",
+      "168     315.82\n",
+      "217     315.94\n",
+      "266     316.63\n",
+      "297     317.77\n",
+      "349     318.30\n",
+      "398     319.59\n",
+      "447     320.01\n",
+      "499     320.70\n",
+      "551     322.21\n",
+      "604     323.69\n",
+      "656     324.36\n",
+      "708     326.33\n",
+      "760     327.60\n",
+      "812     328.00\n",
+      "864     329.36\n",
+      "916     329.85\n",
+      "968     332.14\n",
+      "1020    333.59\n",
+      "1072    334.74\n",
+      "1124    336.67\n",
+      "1177    337.89\n",
+      "1229    338.51\n",
+      "1281    340.81\n",
+      "1329    342.06\n",
+      "1380    343.36\n",
+      "1432    345.15\n",
+      "1485    347.07\n",
+      "         ...  \n",
+      "1798    354.59\n",
+      "1850    356.81\n",
+      "1902    359.05\n",
+      "1954    359.81\n",
+      "2006    361.60\n",
+      "2059    364.95\n",
+      "2111    366.14\n",
+      "2163    367.69\n",
+      "2215    368.79\n",
+      "2267    371.60\n",
+      "2316    373.44\n",
+      "2369    375.01\n",
+      "2417    377.73\n",
+      "2467    379.64\n",
+      "2518    381.73\n",
+      "2570    383.58\n",
+      "2623    385.60\n",
+      "2675    387.98\n",
+      "2727    389.70\n",
+      "2777    391.83\n",
+      "2829    394.47\n",
+      "2881    396.61\n",
+      "2934    399.46\n",
+      "2986    403.08\n",
+      "3038    404.21\n",
+      "3090    406.76\n",
+      "3142    409.79\n",
+      "3194    412.30\n",
+      "3246    414.32\n",
+      "3298    416.30\n",
+      "Name: concentration, Length: 65, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_first_november['concentration'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[  1.6126097  303.83802797]\n"
+     ]
+    }
+   ],
+   "source": [
+    "coef_reg = np.polyfit(np.arange(len(df_first_november['concentration'])), df_first_november['concentration'], 1) # on obtient les coefficients de la régression\n",
+    "print(coef_reg)\n",
+    "poly1d_fn = np.poly1d(coef_reg) # poly1d_fn est une fonction qui permet de faire une nouvelle prédiction avec les coefficients obtenus."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df_filtered = df_first_november[['week', 'concentration']] # on ne conserve que les colonnes week et concentration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "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>concentration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1958-11-08</td>\n",
+       "      <td>313.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>1959-11-07</td>\n",
+       "      <td>314.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>1960-11-05</td>\n",
+       "      <td>314.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>168</th>\n",
+       "      <td>1961-11-04</td>\n",
+       "      <td>315.82</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>217</th>\n",
+       "      <td>1962-11-03</td>\n",
+       "      <td>315.94</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          week  concentration\n",
+       "16  1958-11-08         313.05\n",
+       "64  1959-11-07         314.42\n",
+       "116 1960-11-05         314.50\n",
+       "168 1961-11-04         315.82\n",
+       "217 1962-11-03         315.94"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_filtered[:5]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On va maintenant effectuer les prédictions pour 3 dates futures : novembre 2023, 2024 et 2025"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df_future = pd.DataFrame({'week':[datetime.datetime(2023, 11, 4), datetime.datetime(2024, 11, 2), datetime.datetime(2025, 11, 1)], \n",
+    "                         \"concentration\":[None, None, None]})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "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>concentration</th>\n",
+       "      <th>week</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>None</td>\n",
+       "      <td>2023-11-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>None</td>\n",
+       "      <td>2024-11-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>None</td>\n",
+       "      <td>2025-11-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  concentration       week\n",
+       "0          None 2023-11-04\n",
+       "1          None 2024-11-02\n",
+       "2          None 2025-11-01"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_future"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df_concat = pd.concat([df_filtered, df_future]) # on concatène les dates actuelles avec les dates futures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      concentration       week\n",
+      "16           313.05 1958-11-08\n",
+      "64           314.42 1959-11-07\n",
+      "116          314.50 1960-11-05\n",
+      "168          315.82 1961-11-04\n",
+      "217          315.94 1962-11-03\n",
+      "266          316.63 1963-11-02\n",
+      "297          317.77 1964-11-07\n",
+      "349          318.30 1965-11-06\n",
+      "398          319.59 1966-11-12\n",
+      "447          320.01 1967-11-04\n",
+      "499          320.70 1968-11-02\n",
+      "551          322.21 1969-11-01\n",
+      "604          323.69 1970-11-07\n",
+      "656          324.36 1971-11-06\n",
+      "708          326.33 1972-11-04\n",
+      "760          327.60 1973-11-03\n",
+      "812          328.00 1974-11-02\n",
+      "864          329.36 1975-11-01\n",
+      "916          329.85 1976-11-06\n",
+      "968          332.14 1977-11-05\n",
+      "1020         333.59 1978-11-04\n",
+      "1072         334.74 1979-11-03\n",
+      "1124         336.67 1980-11-01\n",
+      "1177         337.89 1981-11-07\n",
+      "1229         338.51 1982-11-06\n",
+      "1281         340.81 1983-11-05\n",
+      "1329         342.06 1984-11-03\n",
+      "1380         343.36 1985-11-02\n",
+      "1432         345.15 1986-11-01\n",
+      "1485         347.07 1987-11-07\n",
+      "...             ...        ...\n",
+      "1954         359.81 1996-11-02\n",
+      "2006         361.60 1997-11-01\n",
+      "2059         364.95 1998-11-07\n",
+      "2111         366.14 1999-11-06\n",
+      "2163         367.69 2000-11-04\n",
+      "2215         368.79 2001-11-03\n",
+      "2267         371.60 2002-11-02\n",
+      "2316         373.44 2003-11-01\n",
+      "2369         375.01 2004-11-06\n",
+      "2417         377.73 2005-11-05\n",
+      "2467         379.64 2006-11-04\n",
+      "2518         381.73 2007-11-03\n",
+      "2570         383.58 2008-11-01\n",
+      "2623         385.60 2009-11-07\n",
+      "2675         387.98 2010-11-06\n",
+      "2727         389.70 2011-11-05\n",
+      "2777         391.83 2012-11-03\n",
+      "2829         394.47 2013-11-02\n",
+      "2881         396.61 2014-11-01\n",
+      "2934         399.46 2015-11-07\n",
+      "2986         403.08 2016-11-05\n",
+      "3038         404.21 2017-11-04\n",
+      "3090         406.76 2018-11-03\n",
+      "3142         409.79 2019-11-02\n",
+      "3194         412.30 2020-11-07\n",
+      "3246         414.32 2021-11-06\n",
+      "3298         416.30 2022-11-05\n",
+      "0               NaN 2023-11-04\n",
+      "1               NaN 2024-11-02\n",
+      "2               NaN 2025-11-01\n",
+      "\n",
+      "[68 rows x 2 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_concat)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [],
+   "source": [
+    "df_concat[\"predictions\"] = poly1d_fn(np.arange(len(df_concat))) # on effectue les prédictions pour toutes les dates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      concentration       week  predictions\n",
+      "16           313.05 1958-11-08   303.838028\n",
+      "64           314.42 1959-11-07   305.450638\n",
+      "116          314.50 1960-11-05   307.063247\n",
+      "168          315.82 1961-11-04   308.675857\n",
+      "217          315.94 1962-11-03   310.288467\n",
+      "266          316.63 1963-11-02   311.901076\n",
+      "297          317.77 1964-11-07   313.513686\n",
+      "349          318.30 1965-11-06   315.126296\n",
+      "398          319.59 1966-11-12   316.738906\n",
+      "447          320.01 1967-11-04   318.351515\n",
+      "499          320.70 1968-11-02   319.964125\n",
+      "551          322.21 1969-11-01   321.576735\n",
+      "604          323.69 1970-11-07   323.189344\n",
+      "656          324.36 1971-11-06   324.801954\n",
+      "708          326.33 1972-11-04   326.414564\n",
+      "760          327.60 1973-11-03   328.027174\n",
+      "812          328.00 1974-11-02   329.639783\n",
+      "864          329.36 1975-11-01   331.252393\n",
+      "916          329.85 1976-11-06   332.865003\n",
+      "968          332.14 1977-11-05   334.477612\n",
+      "1020         333.59 1978-11-04   336.090222\n",
+      "1072         334.74 1979-11-03   337.702832\n",
+      "1124         336.67 1980-11-01   339.315441\n",
+      "1177         337.89 1981-11-07   340.928051\n",
+      "1229         338.51 1982-11-06   342.540661\n",
+      "1281         340.81 1983-11-05   344.153271\n",
+      "1329         342.06 1984-11-03   345.765880\n",
+      "1380         343.36 1985-11-02   347.378490\n",
+      "1432         345.15 1986-11-01   348.991100\n",
+      "1485         347.07 1987-11-07   350.603709\n",
+      "...             ...        ...          ...\n",
+      "1954         359.81 1996-11-02   365.117197\n",
+      "2006         361.60 1997-11-01   366.729806\n",
+      "2059         364.95 1998-11-07   368.342416\n",
+      "2111         366.14 1999-11-06   369.955026\n",
+      "2163         367.69 2000-11-04   371.567635\n",
+      "2215         368.79 2001-11-03   373.180245\n",
+      "2267         371.60 2002-11-02   374.792855\n",
+      "2316         373.44 2003-11-01   376.405465\n",
+      "2369         375.01 2004-11-06   378.018074\n",
+      "2417         377.73 2005-11-05   379.630684\n",
+      "2467         379.64 2006-11-04   381.243294\n",
+      "2518         381.73 2007-11-03   382.855903\n",
+      "2570         383.58 2008-11-01   384.468513\n",
+      "2623         385.60 2009-11-07   386.081123\n",
+      "2675         387.98 2010-11-06   387.693733\n",
+      "2727         389.70 2011-11-05   389.306342\n",
+      "2777         391.83 2012-11-03   390.918952\n",
+      "2829         394.47 2013-11-02   392.531562\n",
+      "2881         396.61 2014-11-01   394.144171\n",
+      "2934         399.46 2015-11-07   395.756781\n",
+      "2986         403.08 2016-11-05   397.369391\n",
+      "3038         404.21 2017-11-04   398.982000\n",
+      "3090         406.76 2018-11-03   400.594610\n",
+      "3142         409.79 2019-11-02   402.207220\n",
+      "3194         412.30 2020-11-07   403.819830\n",
+      "3246         414.32 2021-11-06   405.432439\n",
+      "3298         416.30 2022-11-05   407.045049\n",
+      "0               NaN 2023-11-04   408.657659\n",
+      "1               NaN 2024-11-02   410.270268\n",
+      "2               NaN 2025-11-01   411.882878\n",
+      "\n",
+      "[68 rows x 3 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_concat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On a maintenant tout ce qu'il faut pour afficher à la fois les vraies données et nos prédictions pour celles ci :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
+      "  series.name = label\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdc01512e80>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_concat.plot(x=\"week\", y=[\"concentration\", \"predictions\"], figsize=(15,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": false,
+    "hidePrompt": false
+   },
+   "source": [
+    "On aperçoit que la droite colle assez bien à nos données. Néanmoins, elle sous-estime un peu pour les dates anciennes (années 1960)\n",
+    "et les dates récentes (à partir des années 2010). Ainsi, la prédiction pour novembre 2025 d'une concentration de **412 ppm** est sans doute une sous-estimation.\n",
+    "Pour y remédier, on pourrait n'effectuer la régression que sur les années récentes, par ex à partir des années 2000.\n",
+    "On aurait ainsi une estimation plus précise."
+   ]
+  }
+ ],
  "metadata": {
+  "hide_code_all_hidden": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -16,10 +1090,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
diff --git a/module3/exo3/weekly_in_situ_co2_mlo.csv b/module3/exo3/weekly_in_situ_co2_mlo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa6d86651093447ce7f8d196a424d643e9727d83
--- /dev/null
+++ b/module3/exo3/weekly_in_situ_co2_mlo.csv
@@ -0,0 +1,3376 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 09-Jul-2023 from archive dated 10-Jul-2023 15:15:05    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+"                                                                        "
+" The data file below contains 2 columns indicaing the date and CO2      "
+" concentrations in micro-mol CO2 per mole (ppm), reported on the 2012  "
+" SIO manometric mole fraction scale.  These weekly values have been     "
+" adjusted to 12:00 hours at middle day of each weekly period as         "
+" indicated by the date in the first column.                             "
+1958-03-29, 316.19
+1958-04-05, 317.31
+1958-04-12, 317.69
+1958-04-19, 317.58
+1958-04-26, 316.48
+1958-05-03, 316.95
+1958-05-17, 317.56
+1958-05-24, 317.99
+1958-07-05, 315.85
+1958-07-12, 315.85
+1958-07-19, 315.46
+1958-07-26, 315.59
+1958-08-02, 315.64
+1958-08-09, 315.10
+1958-08-16, 315.09
+1958-08-30, 314.14
+1958-09-06, 313.54
+1958-11-08, 313.05
+1958-11-15, 313.26
+1958-11-22, 313.57
+1958-11-29, 314.01
+1958-12-06, 314.56
+1958-12-13, 314.41
+1958-12-20, 314.77
+1958-12-27, 315.21
+1959-01-03, 315.24
+1959-01-10, 315.50
+1959-01-17, 315.69
+1959-01-24, 315.86
+1959-01-31, 315.42
+1959-02-14, 316.94
+1959-02-21, 316.61
+1959-02-28, 316.62
+1959-03-07, 316.81
+1959-03-21, 316.73
+1959-03-28, 316.71
+1959-04-04, 317.72
+1959-04-11, 317.12
+1959-04-18, 317.64
+1959-04-25, 318.32
+1959-05-02, 318.27
+1959-05-09, 318.78
+1959-05-16, 318.05
+1959-05-23, 318.43
+1959-06-06, 318.53
+1959-06-13, 318.14
+1959-06-20, 317.88
+1959-06-27, 317.76
+1959-07-04, 316.86
+1959-07-11, 316.83
+1959-07-18, 316.45
+1959-07-25, 316.16
+1959-08-01, 315.62
+1959-08-08, 314.91
+1959-08-22, 315.00
+1959-08-29, 314.15
+1959-09-05, 314.45
+1959-09-12, 313.93
+1959-09-19, 313.57
+1959-09-26, 313.54
+1959-10-03, 313.04
+1959-10-10, 313.15
+1959-10-17, 313.43
+1959-10-24, 313.46
+1959-10-31, 314.12
+1959-11-07, 314.42
+1959-11-14, 314.88
+1959-11-21, 315.20
+1959-11-28, 315.11
+1959-12-05, 315.06
+1959-12-12, 315.64
+1959-12-19, 315.86
+1959-12-26, 315.77
+1960-01-02, 315.72
+1960-01-09, 316.40
+1960-01-16, 316.73
+1960-01-23, 316.57
+1960-01-30, 316.68
+1960-02-06, 316.61
+1960-02-13, 316.98
+1960-02-20, 317.42
+1960-02-27, 317.00
+1960-03-05, 316.96
+1960-03-12, 317.76
+1960-03-19, 318.07
+1960-03-26, 317.77
+1960-04-02, 318.61
+1960-04-09, 319.34
+1960-04-16, 319.01
+1960-04-23, 319.03
+1960-04-30, 319.77
+1960-05-07, 319.96
+1960-05-14, 319.82
+1960-05-21, 320.04
+1960-05-28, 320.06
+1960-06-04, 319.46
+1960-06-11, 320.08
+1960-06-18, 319.42
+1960-06-25, 319.09
+1960-07-02, 318.18
+1960-07-09, 318.64
+1960-07-16, 318.41
+1960-07-23, 317.91
+1960-07-30, 317.33
+1960-08-06, 316.62
+1960-08-13, 316.70
+1960-08-20, 315.10
+1960-08-27, 314.78
+1960-09-03, 314.72
+1960-09-10, 314.58
+1960-09-17, 314.28
+1960-09-24, 313.33
+1960-10-01, 313.66
+1960-10-08, 313.32
+1960-10-15, 313.92
+1960-10-22, 314.21
+1960-10-29, 314.29
+1960-11-05, 314.50
+1960-11-12, 315.10
+1960-11-19, 315.10
+1960-11-26, 315.41
+1960-12-03, 315.84
+1960-12-10, 316.07
+1960-12-17, 316.21
+1960-12-24, 316.40
+1960-12-31, 316.67
+1961-01-07, 316.73
+1961-01-14, 317.02
+1961-01-21, 317.03
+1961-01-28, 317.01
+1961-02-04, 317.06
+1961-02-11, 317.75
+1961-02-18, 317.94
+1961-02-25, 318.00
+1961-03-04, 318.04
+1961-03-11, 318.51
+1961-03-18, 318.92
+1961-03-25, 318.71
+1961-04-01, 319.41
+1961-04-08, 319.55
+1961-04-15, 318.90
+1961-04-22, 319.74
+1961-04-29, 319.67
+1961-05-06, 320.67
+1961-05-13, 320.46
+1961-05-20, 320.61
+1961-05-27, 320.36
+1961-06-03, 320.09
+1961-06-10, 320.02
+1961-06-17, 319.62
+1961-06-24, 319.49
+1961-07-01, 319.26
+1961-07-08, 319.07
+1961-07-15, 318.49
+1961-07-22, 317.16
+1961-07-29, 317.97
+1961-08-05, 317.91
+1961-08-12, 317.33
+1961-08-19, 316.76
+1961-08-26, 315.26
+1961-09-02, 315.28
+1961-09-09, 314.97
+1961-09-16, 314.53
+1961-09-23, 315.06
+1961-09-30, 315.61
+1961-10-07, 314.97
+1961-10-14, 315.43
+1961-10-21, 315.48
+1961-10-28, 315.72
+1961-11-04, 315.82
+1961-11-11, 315.70
+1961-11-18, 316.21
+1961-11-25, 316.55
+1961-12-02, 316.52
+1961-12-09, 317.02
+1961-12-16, 316.94
+1961-12-23, 317.18
+1961-12-30, 317.46
+1962-01-06, 317.99
+1962-01-13, 318.12
+1962-01-20, 318.07
+1962-01-27, 317.78
+1962-02-03, 318.08
+1962-02-10, 318.35
+1962-02-17, 318.92
+1962-02-24, 319.38
+1962-03-03, 319.28
+1962-03-10, 319.46
+1962-03-17, 319.95
+1962-03-24, 319.78
+1962-03-31, 320.27
+1962-04-07, 320.26
+1962-04-14, 321.03
+1962-04-21, 320.78
+1962-04-28, 320.36
+1962-05-05, 320.89
+1962-05-12, 320.78
+1962-05-19, 321.05
+1962-05-26, 321.16
+1962-06-02, 320.91
+1962-06-09, 320.87
+1962-06-16, 320.52
+1962-06-23, 320.15
+1962-06-30, 320.23
+1962-07-07, 320.10
+1962-07-14, 319.95
+1962-07-21, 319.01
+1962-07-28, 318.75
+1962-08-04, 318.68
+1962-08-11, 317.24
+1962-08-18, 317.48
+1962-09-15, 316.65
+1962-09-22, 315.72
+1962-09-29, 315.92
+1962-10-06, 315.10
+1962-10-13, 315.40
+1962-10-20, 315.72
+1962-10-27, 315.78
+1962-11-03, 315.94
+1962-11-10, 316.49
+1962-11-17, 316.92
+1962-11-24, 317.08
+1962-12-01, 317.19
+1962-12-08, 317.31
+1962-12-15, 317.66
+1962-12-22, 318.18
+1963-01-05, 318.54
+1963-01-12, 318.73
+1963-01-19, 318.90
+1963-01-26, 318.82
+1963-02-02, 318.77
+1963-02-09, 318.95
+1963-02-23, 319.37
+1963-03-02, 319.35
+1963-03-09, 319.70
+1963-03-16, 319.80
+1963-03-23, 320.34
+1963-03-30, 320.29
+1963-04-06, 320.38
+1963-04-13, 320.96
+1963-04-20, 322.05
+1963-04-27, 321.92
+1963-05-11, 321.97
+1963-05-18, 322.28
+1963-05-25, 322.27
+1963-06-01, 322.32
+1963-06-08, 322.09
+1963-06-15, 321.83
+1963-06-22, 320.88
+1963-06-29, 320.49
+1963-07-06, 320.12
+1963-07-13, 319.82
+1963-07-20, 319.56
+1963-07-27, 319.06
+1963-08-03, 318.60
+1963-08-10, 318.27
+1963-08-17, 317.73
+1963-08-24, 317.12
+1963-08-31, 316.44
+1963-09-07, 316.81
+1963-09-14, 315.99
+1963-09-21, 316.03
+1963-09-28, 315.93
+1963-10-05, 316.28
+1963-10-12, 315.65
+1963-10-19, 316.14
+1963-10-26, 316.36
+1963-11-02, 316.63
+1963-11-09, 316.83
+1963-11-16, 317.13
+1963-11-30, 317.56
+1963-12-07, 318.07
+1963-12-14, 318.27
+1963-12-21, 318.59
+1963-12-28, 318.74
+1964-01-04, 319.04
+1964-01-11, 319.49
+1964-01-18, 319.88
+1964-05-30, 322.07
+1964-06-06, 322.06
+1964-06-27, 321.57
+1964-07-04, 321.14
+1964-07-11, 319.95
+1964-07-18, 320.28
+1964-07-25, 320.02
+1964-08-01, 319.14
+1964-08-15, 318.61
+1964-08-22, 318.23
+1964-08-29, 318.11
+1964-09-05, 317.48
+1964-09-12, 316.57
+1964-09-19, 315.59
+1964-09-26, 317.01
+1964-10-03, 316.93
+1964-10-10, 316.51
+1964-10-17, 316.86
+1964-10-24, 317.05
+1964-10-31, 317.65
+1964-11-07, 317.77
+1964-11-14, 317.65
+1964-11-21, 317.52
+1964-11-28, 318.11
+1964-12-05, 318.42
+1964-12-12, 318.58
+1964-12-19, 318.93
+1964-12-26, 318.91
+1965-01-02, 319.08
+1965-01-09, 319.17
+1965-01-16, 319.16
+1965-01-23, 319.79
+1965-01-30, 320.12
+1965-02-06, 320.20
+1965-02-13, 320.16
+1965-02-20, 320.70
+1965-02-27, 320.89
+1965-03-06, 321.07
+1965-03-13, 320.98
+1965-03-20, 320.49
+1965-03-27, 321.40
+1965-04-03, 321.95
+1965-04-10, 322.27
+1965-04-17, 322.17
+1965-04-24, 321.86
+1965-05-01, 322.46
+1965-05-08, 322.22
+1965-05-15, 321.94
+1965-05-22, 321.69
+1965-05-29, 322.26
+1965-06-05, 321.87
+1965-06-12, 321.77
+1965-06-19, 321.77
+1965-06-26, 321.99
+1965-07-03, 321.97
+1965-07-10, 321.85
+1965-07-17, 321.76
+1965-07-24, 320.47
+1965-07-31, 319.49
+1965-08-07, 319.47
+1965-08-14, 318.02
+1965-08-21, 318.82
+1965-08-28, 318.73
+1965-09-04, 318.39
+1965-09-11, 318.05
+1965-09-18, 318.26
+1965-09-25, 316.85
+1965-10-02, 316.60
+1965-10-09, 317.26
+1965-10-16, 317.86
+1965-10-23, 317.56
+1965-10-30, 317.63
+1965-11-06, 318.30
+1965-11-13, 319.26
+1965-11-20, 318.99
+1965-11-27, 319.17
+1965-12-04, 319.09
+1965-12-11, 319.37
+1965-12-18, 319.39
+1965-12-25, 319.70
+1966-01-01, 319.69
+1966-01-08, 320.49
+1966-01-15, 320.63
+1966-01-22, 321.09
+1966-01-29, 321.16
+1966-02-05, 321.26
+1966-02-12, 321.75
+1966-02-19, 321.67
+1966-02-26, 321.80
+1966-03-05, 322.10
+1966-03-12, 322.14
+1966-03-19, 322.57
+1966-03-26, 322.86
+1966-04-02, 323.55
+1966-04-09, 323.62
+1966-04-16, 323.88
+1966-04-23, 323.91
+1966-04-30, 323.53
+1966-05-07, 324.00
+1966-05-14, 324.10
+1966-05-21, 323.72
+1966-05-28, 324.31
+1966-06-04, 324.02
+1966-06-11, 323.88
+1966-06-18, 323.75
+1966-06-25, 323.32
+1966-07-02, 322.82
+1966-07-09, 322.90
+1966-08-06, 321.31
+1966-08-13, 320.85
+1966-08-20, 319.16
+1966-08-27, 319.64
+1966-09-03, 319.94
+1966-09-10, 318.22
+1966-09-17, 318.46
+1966-09-24, 318.31
+1966-10-01, 317.90
+1966-10-08, 317.90
+1966-10-15, 318.21
+1966-10-22, 318.61
+1966-10-29, 318.39
+1966-11-12, 319.59
+1966-11-19, 320.03
+1966-11-26, 320.24
+1966-12-03, 320.80
+1966-12-10, 320.87
+1966-12-17, 321.16
+1966-12-24, 321.31
+1966-12-31, 321.37
+1967-01-07, 321.92
+1967-01-14, 322.93
+1967-02-04, 322.19
+1967-02-11, 322.23
+1967-02-18, 322.86
+1967-02-25, 322.60
+1967-03-04, 322.94
+1967-03-11, 322.60
+1967-03-18, 323.33
+1967-03-25, 323.24
+1967-04-01, 323.15
+1967-04-08, 324.21
+1967-04-15, 324.41
+1967-04-22, 324.60
+1967-04-29, 325.16
+1967-05-06, 325.26
+1967-05-13, 324.78
+1967-05-20, 325.09
+1967-05-27, 324.94
+1967-06-03, 324.95
+1967-06-10, 324.65
+1967-06-17, 323.31
+1967-06-24, 323.50
+1967-07-01, 322.89
+1967-07-08, 322.85
+1967-07-15, 322.45
+1967-07-22, 322.40
+1967-07-29, 322.04
+1967-08-05, 321.65
+1967-08-12, 321.40
+1967-08-19, 320.48
+1967-08-26, 320.01
+1967-09-02, 320.07
+1967-09-09, 319.43
+1967-09-16, 319.35
+1967-09-23, 319.03
+1967-09-30, 318.81
+1967-10-07, 318.88
+1967-10-14, 319.86
+1967-10-21, 319.47
+1967-10-28, 319.86
+1967-11-04, 320.01
+1967-11-11, 320.34
+1967-11-18, 320.91
+1967-11-25, 321.54
+1967-12-02, 321.40
+1967-12-09, 321.89
+1967-12-16, 322.29
+1967-12-23, 321.98
+1967-12-30, 322.30
+1968-01-06, 322.46
+1968-01-13, 322.50
+1968-01-20, 322.59
+1968-01-27, 322.83
+1968-02-03, 322.66
+1968-02-10, 323.17
+1968-02-17, 323.46
+1968-02-24, 323.18
+1968-03-02, 323.15
+1968-03-09, 323.85
+1968-03-16, 323.85
+1968-03-23, 324.21
+1968-03-30, 324.77
+1968-04-06, 324.79
+1968-04-13, 325.04
+1968-04-20, 324.84
+1968-04-27, 325.45
+1968-05-04, 325.63
+1968-05-11, 325.09
+1968-05-18, 325.52
+1968-05-25, 325.86
+1968-06-01, 325.67
+1968-06-08, 325.71
+1968-06-15, 325.56
+1968-06-22, 324.99
+1968-06-29, 324.63
+1968-07-06, 324.70
+1968-07-13, 324.13
+1968-07-20, 323.94
+1968-07-27, 323.40
+1968-08-03, 322.49
+1968-08-10, 322.27
+1968-08-17, 322.02
+1968-08-24, 321.74
+1968-08-31, 321.42
+1968-09-07, 320.44
+1968-09-14, 321.18
+1968-09-21, 319.78
+1968-09-28, 319.89
+1968-10-05, 320.57
+1968-10-12, 320.52
+1968-10-19, 320.26
+1968-10-26, 319.92
+1968-11-02, 320.70
+1968-11-09, 320.89
+1968-11-16, 321.40
+1968-11-23, 321.78
+1968-11-30, 322.06
+1968-12-07, 322.44
+1968-12-14, 322.91
+1968-12-21, 323.33
+1968-12-28, 323.19
+1969-01-04, 323.39
+1969-01-11, 324.06
+1969-01-18, 324.36
+1969-01-25, 324.14
+1969-02-01, 324.16
+1969-02-08, 323.92
+1969-02-15, 324.37
+1969-02-22, 324.86
+1969-03-01, 325.14
+1969-03-08, 325.58
+1969-03-15, 325.72
+1969-03-22, 325.96
+1969-03-29, 325.89
+1969-04-05, 326.27
+1969-04-12, 327.13
+1969-04-19, 326.58
+1969-04-26, 326.57
+1969-05-03, 327.52
+1969-05-10, 327.82
+1969-05-17, 326.86
+1969-05-24, 326.92
+1969-05-31, 327.43
+1969-06-07, 326.51
+1969-06-14, 326.78
+1969-06-21, 326.73
+1969-06-28, 326.37
+1969-07-05, 326.16
+1969-07-12, 326.07
+1969-07-19, 325.72
+1969-07-26, 325.47
+1969-08-02, 324.50
+1969-08-09, 324.56
+1969-08-16, 323.14
+1969-08-23, 322.56
+1969-08-30, 323.14
+1969-09-06, 322.21
+1969-09-13, 322.79
+1969-09-20, 322.84
+1969-09-27, 321.96
+1969-10-04, 321.50
+1969-10-11, 321.82
+1969-10-18, 322.00
+1969-10-25, 321.93
+1969-11-01, 322.21
+1969-11-08, 322.64
+1969-11-15, 322.78
+1969-11-22, 323.10
+1969-11-29, 323.52
+1969-12-06, 323.91
+1969-12-13, 323.99
+1969-12-20, 324.22
+1969-12-27, 324.50
+1970-01-03, 324.70
+1970-01-10, 325.40
+1970-01-17, 325.05
+1970-01-24, 324.80
+1970-01-31, 325.55
+1970-02-07, 325.70
+1970-02-14, 326.02
+1970-02-21, 326.32
+1970-02-28, 326.17
+1970-03-07, 326.85
+1970-03-14, 326.80
+1970-03-21, 327.51
+1970-03-28, 326.95
+1970-04-04, 328.20
+1970-04-11, 327.84
+1970-04-18, 327.81
+1970-04-25, 328.55
+1970-05-02, 327.99
+1970-05-09, 327.56
+1970-05-16, 328.03
+1970-05-23, 328.33
+1970-05-30, 327.98
+1970-06-06, 327.55
+1970-06-13, 327.86
+1970-06-20, 327.71
+1970-06-27, 327.23
+1970-07-04, 327.29
+1970-07-11, 326.24
+1970-07-18, 326.28
+1970-07-25, 325.63
+1970-08-01, 325.24
+1970-08-08, 325.21
+1970-08-15, 324.86
+1970-08-22, 324.84
+1970-08-29, 323.33
+1970-09-05, 322.97
+1970-09-12, 323.58
+1970-09-19, 323.18
+1970-09-26, 323.15
+1970-10-03, 323.21
+1970-10-10, 323.56
+1970-10-17, 322.92
+1970-10-24, 323.02
+1970-10-31, 323.18
+1970-11-07, 323.69
+1970-11-14, 323.76
+1970-11-21, 324.23
+1970-11-28, 324.71
+1970-12-05, 324.73
+1970-12-12, 325.00
+1970-12-19, 325.29
+1970-12-26, 325.58
+1971-01-02, 325.77
+1971-01-09, 325.89
+1971-01-16, 325.90
+1971-01-23, 326.72
+1971-01-30, 326.68
+1971-02-06, 326.55
+1971-02-13, 326.49
+1971-02-20, 326.79
+1971-02-27, 327.05
+1971-03-06, 327.15
+1971-03-13, 327.34
+1971-03-20, 327.08
+1971-03-27, 327.45
+1971-04-03, 327.44
+1971-04-10, 327.10
+1971-04-17, 327.71
+1971-04-24, 328.56
+1971-05-01, 328.20
+1971-05-08, 329.07
+1971-05-15, 329.28
+1971-05-22, 328.92
+1971-05-29, 328.81
+1971-06-05, 328.56
+1971-06-12, 328.80
+1971-06-19, 328.18
+1971-06-26, 328.52
+1971-07-03, 327.92
+1971-07-10, 327.88
+1971-07-17, 327.55
+1971-07-24, 326.21
+1971-07-31, 326.74
+1971-08-07, 326.12
+1971-08-14, 325.61
+1971-08-21, 325.39
+1971-08-28, 324.04
+1971-09-04, 323.65
+1971-09-11, 323.51
+1971-09-18, 323.26
+1971-09-25, 323.30
+1971-10-02, 323.32
+1971-10-09, 322.95
+1971-10-16, 323.52
+1971-10-23, 323.69
+1971-10-30, 324.40
+1971-11-06, 324.36
+1971-11-13, 324.53
+1971-11-20, 325.04
+1971-11-27, 325.51
+1971-12-04, 325.38
+1971-12-11, 325.93
+1971-12-18, 326.28
+1971-12-25, 326.35
+1972-01-01, 326.61
+1972-01-08, 326.67
+1972-01-15, 326.62
+1972-01-22, 326.68
+1972-01-29, 327.24
+1972-02-05, 327.40
+1972-02-12, 327.95
+1972-02-19, 327.83
+1972-02-26, 327.42
+1972-03-04, 327.58
+1972-03-11, 327.16
+1972-03-18, 327.78
+1972-03-25, 328.62
+1972-04-01, 328.97
+1972-04-08, 329.47
+1972-04-15, 329.83
+1972-04-22, 330.13
+1972-04-29, 330.02
+1972-05-06, 330.04
+1972-05-13, 329.75
+1972-05-20, 330.11
+1972-05-27, 330.21
+1972-06-03, 329.71
+1972-06-10, 329.15
+1972-06-17, 329.04
+1972-06-24, 328.52
+1972-07-01, 328.63
+1972-07-08, 328.31
+1972-07-15, 327.72
+1972-07-22, 328.14
+1972-07-29, 327.51
+1972-08-05, 326.92
+1972-08-12, 326.66
+1972-08-19, 326.57
+1972-08-26, 325.05
+1972-09-02, 325.40
+1972-09-09, 325.77
+1972-09-16, 324.81
+1972-09-23, 324.26
+1972-09-30, 324.23
+1972-10-07, 324.88
+1972-10-14, 325.52
+1972-10-21, 325.11
+1972-10-28, 325.86
+1972-11-04, 326.33
+1972-11-11, 326.13
+1972-11-18, 326.44
+1972-11-25, 326.98
+1972-12-02, 326.94
+1972-12-09, 327.17
+1972-12-16, 327.60
+1972-12-23, 327.91
+1972-12-30, 328.26
+1973-01-06, 328.40
+1973-01-13, 328.44
+1973-01-20, 328.66
+1973-01-27, 328.86
+1973-02-03, 329.19
+1973-02-10, 329.54
+1973-02-17, 329.68
+1973-02-24, 329.70
+1973-03-03, 329.95
+1973-03-10, 330.11
+1973-03-17, 330.55
+1973-03-24, 330.84
+1973-03-31, 330.69
+1973-04-07, 331.23
+1973-04-14, 331.10
+1973-04-21, 331.94
+1973-04-28, 332.16
+1973-05-05, 332.21
+1973-05-12, 332.35
+1973-05-19, 332.63
+1973-05-26, 332.58
+1973-06-02, 332.27
+1973-06-09, 332.58
+1973-06-16, 332.03
+1973-06-23, 331.63
+1973-06-30, 331.43
+1973-07-07, 331.54
+1973-07-14, 331.07
+1973-07-21, 330.08
+1973-07-28, 330.13
+1973-08-04, 330.05
+1973-08-11, 329.54
+1973-08-18, 329.36
+1973-08-25, 328.53
+1973-09-01, 328.46
+1973-09-08, 327.65
+1973-09-15, 327.81
+1973-09-22, 327.11
+1973-09-29, 326.61
+1973-10-06, 327.06
+1973-10-13, 327.41
+1973-10-20, 327.48
+1973-10-27, 327.19
+1973-11-03, 327.60
+1973-11-10, 328.02
+1973-11-17, 328.20
+1973-11-24, 328.57
+1973-12-01, 329.06
+1973-12-08, 328.71
+1973-12-15, 328.66
+1973-12-22, 328.25
+1973-12-29, 328.71
+1974-01-05, 328.92
+1974-01-12, 329.29
+1974-01-19, 329.42
+1974-01-26, 329.85
+1974-02-02, 330.54
+1974-02-09, 330.81
+1974-02-16, 330.62
+1974-02-23, 330.69
+1974-03-02, 330.80
+1974-03-09, 331.21
+1974-03-16, 332.12
+1974-03-23, 332.00
+1974-03-30, 331.57
+1974-04-06, 332.48
+1974-04-13, 332.15
+1974-04-20, 332.93
+1974-04-27, 333.17
+1974-05-04, 332.95
+1974-05-11, 333.09
+1974-05-18, 333.28
+1974-05-25, 332.88
+1974-06-01, 332.94
+1974-06-08, 332.04
+1974-06-15, 332.04
+1974-06-22, 332.27
+1974-06-29, 331.74
+1974-07-06, 331.74
+1974-07-13, 331.30
+1974-07-20, 330.48
+1974-07-27, 331.02
+1974-08-03, 330.10
+1974-08-10, 329.93
+1974-08-17, 329.30
+1974-08-24, 328.97
+1974-08-31, 328.19
+1974-09-07, 328.04
+1974-09-14, 327.36
+1974-09-21, 326.92
+1974-09-28, 327.39
+1974-10-05, 327.40
+1974-10-12, 327.07
+1974-10-19, 327.57
+1974-10-26, 327.71
+1974-11-02, 328.00
+1974-11-09, 328.10
+1974-11-16, 328.83
+1974-11-23, 328.65
+1974-11-30, 328.76
+1974-12-07, 329.51
+1974-12-14, 329.73
+1974-12-21, 329.83
+1974-12-28, 329.79
+1975-01-04, 329.94
+1975-01-11, 329.83
+1975-01-18, 330.28
+1975-01-25, 331.14
+1975-02-01, 331.19
+1975-02-08, 331.48
+1975-02-15, 331.01
+1975-02-22, 331.73
+1975-03-01, 331.89
+1975-03-08, 331.62
+1975-03-15, 331.97
+1975-03-22, 332.28
+1975-03-29, 332.59
+1975-04-05, 333.04
+1975-04-12, 333.59
+1975-04-19, 333.55
+1975-04-26, 333.14
+1975-05-03, 333.95
+1975-05-10, 333.94
+1975-05-17, 333.77
+1975-05-24, 333.74
+1975-05-31, 334.14
+1975-06-07, 333.88
+1975-06-14, 333.39
+1975-06-21, 333.46
+1975-06-28, 333.20
+1975-07-05, 332.72
+1975-07-12, 332.06
+1975-07-19, 331.06
+1975-07-26, 331.58
+1975-08-02, 330.84
+1975-08-09, 330.71
+1975-08-16, 330.36
+1975-08-23, 329.31
+1975-08-30, 328.89
+1975-09-06, 329.46
+1975-09-13, 328.53
+1975-09-20, 328.10
+1975-09-27, 328.29
+1975-10-04, 328.04
+1975-10-11, 328.06
+1975-10-18, 328.58
+1975-10-25, 328.82
+1975-11-01, 329.36
+1975-11-08, 329.21
+1975-11-15, 329.18
+1975-11-22, 329.55
+1975-11-29, 330.15
+1975-12-06, 330.36
+1975-12-13, 330.55
+1975-12-20, 331.14
+1975-12-27, 331.30
+1976-01-03, 331.58
+1976-01-10, 331.52
+1976-01-17, 331.75
+1976-01-24, 331.88
+1976-01-31, 332.29
+1976-02-07, 332.20
+1976-02-14, 332.53
+1976-02-21, 333.27
+1976-02-28, 332.49
+1976-03-06, 332.82
+1976-03-13, 333.61
+1976-03-20, 333.15
+1976-03-27, 334.40
+1976-04-03, 334.74
+1976-04-10, 334.27
+1976-04-17, 334.43
+1976-04-24, 334.55
+1976-05-01, 334.75
+1976-05-08, 334.34
+1976-05-15, 334.61
+1976-05-22, 335.44
+1976-05-29, 334.88
+1976-06-05, 334.37
+1976-06-12, 334.64
+1976-06-19, 334.33
+1976-07-03, 333.67
+1976-07-10, 333.43
+1976-07-17, 332.86
+1976-07-24, 332.48
+1976-07-31, 332.14
+1976-08-07, 331.73
+1976-08-14, 330.66
+1976-08-21, 330.70
+1976-08-28, 330.10
+1976-09-04, 329.76
+1976-09-11, 330.10
+1976-09-18, 329.34
+1976-09-25, 328.43
+1976-10-02, 328.86
+1976-10-09, 329.07
+1976-10-16, 329.61
+1976-10-23, 329.18
+1976-10-30, 329.04
+1976-11-06, 329.85
+1976-11-13, 330.44
+1976-11-20, 330.60
+1976-11-27, 330.71
+1976-12-04, 331.16
+1976-12-11, 331.34
+1976-12-18, 331.93
+1976-12-25, 332.21
+1977-01-01, 332.59
+1977-01-08, 332.44
+1977-01-15, 333.15
+1977-01-22, 333.25
+1977-01-29, 333.23
+1977-02-05, 333.42
+1977-02-12, 333.34
+1977-02-19, 333.46
+1977-02-26, 333.64
+1977-03-05, 334.11
+1977-03-12, 334.68
+1977-03-19, 335.12
+1977-03-26, 335.03
+1977-04-02, 335.54
+1977-04-09, 335.95
+1977-04-16, 336.02
+1977-04-23, 336.13
+1977-04-30, 336.79
+1977-05-07, 336.81
+1977-05-14, 336.48
+1977-05-21, 336.85
+1977-05-28, 336.73
+1977-06-04, 336.50
+1977-06-11, 336.32
+1977-06-18, 336.20
+1977-06-25, 336.04
+1977-07-02, 335.60
+1977-07-09, 335.11
+1977-07-16, 335.12
+1977-07-23, 334.61
+1977-07-30, 333.77
+1977-08-06, 333.02
+1977-08-13, 332.99
+1977-08-20, 332.85
+1977-08-27, 332.86
+1977-09-03, 332.18
+1977-09-10, 331.22
+1977-09-17, 332.11
+1977-09-24, 330.97
+1977-10-01, 330.46
+1977-10-08, 330.96
+1977-10-15, 331.53
+1977-10-22, 331.53
+1977-10-29, 331.75
+1977-11-05, 332.14
+1977-11-12, 332.04
+1977-11-19, 332.60
+1977-11-26, 332.86
+1977-12-03, 333.21
+1977-12-10, 333.52
+1977-12-17, 333.86
+1977-12-24, 334.26
+1977-12-31, 334.68
+1978-01-07, 334.28
+1978-01-14, 334.64
+1978-01-21, 335.47
+1978-01-28, 335.95
+1978-02-04, 335.01
+1978-02-11, 335.14
+1978-02-18, 335.67
+1978-02-25, 335.71
+1978-03-04, 336.28
+1978-03-11, 336.11
+1978-03-18, 336.81
+1978-03-25, 337.40
+1978-04-01, 337.09
+1978-04-08, 338.00
+1978-04-15, 337.95
+1978-04-22, 337.48
+1978-04-29, 338.06
+1978-05-06, 338.08
+1978-05-13, 338.11
+1978-05-20, 337.83
+1978-05-27, 337.91
+1978-06-03, 338.49
+1978-06-10, 338.24
+1978-06-17, 337.87
+1978-06-24, 337.40
+1978-07-01, 337.70
+1978-07-08, 336.80
+1978-07-15, 336.73
+1978-07-22, 335.96
+1978-07-29, 335.70
+1978-08-05, 335.18
+1978-08-12, 334.85
+1978-08-19, 334.42
+1978-08-26, 334.38
+1978-09-02, 333.89
+1978-09-09, 332.89
+1978-09-16, 332.20
+1978-09-23, 332.39
+1978-09-30, 332.77
+1978-10-07, 332.11
+1978-10-14, 332.46
+1978-10-21, 333.03
+1978-10-28, 333.19
+1978-11-04, 333.59
+1978-11-11, 333.86
+1978-11-18, 333.89
+1978-11-25, 334.21
+1978-12-02, 334.53
+1978-12-09, 334.81
+1978-12-16, 335.16
+1978-12-23, 335.13
+1978-12-30, 335.33
+1979-01-06, 335.37
+1979-01-13, 335.98
+1979-01-20, 336.86
+1979-01-27, 336.96
+1979-02-03, 336.91
+1979-02-10, 336.55
+1979-02-17, 336.72
+1979-02-24, 336.80
+1979-03-03, 337.13
+1979-03-10, 337.80
+1979-03-17, 337.44
+1979-03-24, 339.03
+1979-03-31, 338.81
+1979-04-07, 338.18
+1979-04-14, 338.67
+1979-04-21, 339.26
+1979-04-28, 339.61
+1979-05-05, 339.31
+1979-05-12, 338.89
+1979-05-19, 339.87
+1979-05-26, 339.63
+1979-06-02, 339.94
+1979-06-09, 339.53
+1979-06-16, 338.91
+1979-06-23, 338.96
+1979-06-30, 339.01
+1979-07-07, 338.29
+1979-07-14, 337.83
+1979-07-21, 337.38
+1979-07-28, 336.85
+1979-08-04, 337.04
+1979-08-11, 336.60
+1979-08-18, 336.19
+1979-08-25, 334.57
+1979-09-01, 334.47
+1979-09-08, 334.02
+1979-09-15, 334.22
+1979-09-22, 333.29
+1979-09-29, 334.12
+1979-10-06, 334.12
+1979-10-13, 333.98
+1979-10-20, 333.75
+1979-10-27, 334.17
+1979-11-03, 334.74
+1979-11-10, 334.87
+1979-11-17, 335.60
+1979-11-24, 335.69
+1979-12-01, 336.00
+1979-12-08, 336.52
+1979-12-15, 336.78
+1979-12-22, 336.90
+1979-12-29, 337.41
+1980-01-05, 337.68
+1980-01-12, 337.50
+1980-01-19, 338.40
+1980-01-26, 338.51
+1980-02-02, 338.06
+1980-02-09, 338.15
+1980-02-16, 338.69
+1980-02-23, 338.27
+1980-03-01, 339.32
+1980-03-08, 339.56
+1980-03-15, 340.03
+1980-03-22, 340.56
+1980-03-29, 341.02
+1980-04-05, 340.42
+1980-04-12, 340.97
+1980-04-19, 340.76
+1980-04-26, 341.08
+1980-05-03, 341.53
+1980-05-10, 341.32
+1980-05-17, 341.39
+1980-05-24, 340.94
+1980-05-31, 341.74
+1980-06-07, 341.39
+1980-06-14, 341.40
+1980-06-21, 340.88
+1980-06-28, 340.41
+1980-07-05, 340.45
+1980-07-12, 339.79
+1980-07-19, 338.53
+1980-07-26, 338.94
+1980-08-02, 337.99
+1980-08-09, 337.78
+1980-08-16, 337.77
+1980-08-23, 337.81
+1980-08-30, 337.03
+1980-09-06, 336.67
+1980-09-13, 335.77
+1980-09-20, 335.30
+1980-09-27, 336.05
+1980-10-04, 335.84
+1980-10-11, 335.88
+1980-10-18, 336.12
+1980-10-25, 336.43
+1980-11-01, 336.67
+1980-11-08, 337.00
+1980-11-15, 337.16
+1980-11-22, 337.32
+1980-11-29, 337.43
+1980-12-06, 337.79
+1980-12-13, 338.12
+1980-12-20, 338.41
+1980-12-27, 338.74
+1981-01-03, 338.95
+1981-01-10, 339.15
+1981-01-17, 339.41
+1981-01-24, 339.37
+1981-01-31, 339.57
+1981-02-07, 340.59
+1981-02-14, 340.06
+1981-02-21, 340.22
+1981-02-28, 341.12
+1981-03-07, 340.75
+1981-03-14, 341.06
+1981-03-21, 341.91
+1981-03-28, 342.21
+1981-04-04, 342.44
+1981-04-11, 342.51
+1981-04-18, 342.80
+1981-04-25, 342.32
+1981-05-02, 342.96
+1981-05-09, 343.02
+1981-05-16, 342.82
+1981-05-23, 342.72
+1981-05-30, 342.77
+1981-06-06, 342.66
+1981-06-13, 342.56
+1981-06-20, 341.83
+1981-06-27, 341.66
+1981-07-04, 341.07
+1981-07-11, 340.89
+1981-07-18, 339.78
+1981-07-25, 340.23
+1981-08-01, 339.58
+1981-08-08, 338.94
+1981-08-15, 338.50
+1981-08-22, 337.59
+1981-08-29, 337.75
+1981-09-05, 337.22
+1981-09-12, 337.05
+1981-09-19, 336.77
+1981-09-26, 335.97
+1981-10-03, 336.32
+1981-10-10, 336.67
+1981-10-17, 337.15
+1981-10-24, 337.24
+1981-10-31, 337.58
+1981-11-07, 337.89
+1981-11-14, 338.16
+1981-11-21, 338.59
+1981-11-28, 339.32
+1981-12-05, 339.31
+1981-12-12, 339.43
+1981-12-19, 339.67
+1981-12-26, 340.25
+1982-01-02, 340.30
+1982-01-09, 340.41
+1982-01-16, 340.74
+1982-01-23, 341.15
+1982-01-30, 341.31
+1982-02-06, 341.96
+1982-02-13, 341.13
+1982-02-20, 341.16
+1982-02-27, 342.21
+1982-03-06, 342.68
+1982-03-13, 342.63
+1982-03-20, 342.80
+1982-03-27, 342.83
+1982-04-03, 342.98
+1982-04-10, 343.32
+1982-04-17, 343.52
+1982-04-24, 344.31
+1982-05-01, 343.85
+1982-05-08, 343.70
+1982-05-15, 344.31
+1982-05-22, 344.12
+1982-05-29, 344.12
+1982-06-05, 343.50
+1982-06-12, 343.52
+1982-06-19, 343.48
+1982-06-26, 342.93
+1982-07-03, 342.55
+1982-07-10, 342.05
+1982-07-17, 342.04
+1982-07-24, 341.83
+1982-07-31, 341.33
+1982-08-07, 340.59
+1982-08-14, 340.08
+1982-08-21, 339.73
+1982-08-28, 338.34
+1982-09-04, 338.90
+1982-09-11, 338.63
+1982-09-18, 337.86
+1982-09-25, 336.94
+1982-10-02, 337.34
+1982-10-09, 338.11
+1982-10-16, 337.62
+1982-10-23, 337.96
+1982-10-30, 338.72
+1982-11-06, 338.51
+1982-11-13, 339.22
+1982-11-20, 339.74
+1982-11-27, 339.90
+1982-12-04, 339.88
+1982-12-11, 340.45
+1982-12-18, 340.73
+1982-12-25, 340.84
+1983-01-01, 340.96
+1983-01-08, 341.46
+1983-01-15, 341.59
+1983-01-22, 341.27
+1983-01-29, 341.74
+1983-02-05, 342.02
+1983-02-12, 342.79
+1983-02-19, 342.52
+1983-02-26, 342.86
+1983-03-05, 342.40
+1983-03-12, 342.60
+1983-03-19, 344.08
+1983-03-26, 343.83
+1983-04-02, 344.04
+1983-04-09, 344.91
+1983-04-16, 345.09
+1983-04-23, 345.34
+1983-04-30, 345.48
+1983-05-07, 345.45
+1983-05-14, 345.79
+1983-05-21, 345.87
+1983-05-28, 345.78
+1983-06-04, 345.70
+1983-06-11, 345.62
+1983-06-18, 345.06
+1983-06-25, 344.99
+1983-07-02, 344.76
+1983-07-09, 344.61
+1983-07-16, 343.75
+1983-07-23, 343.68
+1983-07-30, 342.62
+1983-08-06, 343.07
+1983-08-13, 341.72
+1983-08-20, 342.16
+1983-08-27, 341.82
+1983-09-03, 339.96
+1983-09-10, 340.01
+1983-09-17, 339.88
+1983-09-24, 340.00
+1983-10-01, 339.89
+1983-10-08, 339.77
+1983-10-15, 340.13
+1983-10-22, 340.26
+1983-10-29, 340.38
+1983-11-05, 340.81
+1983-11-12, 341.01
+1983-11-19, 341.18
+1983-11-26, 341.70
+1983-12-03, 341.87
+1983-12-10, 342.85
+1983-12-17, 343.39
+1983-12-24, 343.60
+1983-12-31, 343.46
+1984-01-07, 343.91
+1984-01-14, 343.59
+1984-01-21, 343.62
+1984-01-28, 344.28
+1984-02-04, 344.47
+1984-02-11, 344.69
+1984-02-18, 344.44
+1984-02-25, 344.80
+1984-03-03, 344.99
+1984-03-10, 345.06
+1984-03-17, 345.56
+1984-03-24, 345.79
+1984-04-28, 347.57
+1984-05-05, 347.58
+1984-05-12, 347.87
+1984-05-19, 347.45
+1984-05-26, 347.12
+1984-06-02, 347.18
+1984-06-09, 347.10
+1984-06-16, 346.97
+1984-06-23, 346.45
+1984-06-30, 346.32
+1984-07-07, 345.90
+1984-07-14, 345.55
+1984-07-21, 345.32
+1984-07-28, 344.55
+1984-08-04, 344.12
+1984-08-11, 344.19
+1984-08-18, 343.25
+1984-08-25, 342.11
+1984-09-01, 341.71
+1984-09-08, 340.71
+1984-09-15, 341.43
+1984-09-22, 341.37
+1984-09-29, 340.90
+1984-10-06, 341.24
+1984-10-13, 341.35
+1984-10-20, 341.96
+1984-10-27, 341.72
+1984-11-03, 342.06
+1984-11-10, 342.69
+1984-11-17, 343.18
+1984-11-24, 343.79
+1984-12-01, 343.64
+1984-12-08, 343.98
+1984-12-15, 344.26
+1984-12-22, 344.61
+1984-12-29, 344.60
+1985-01-05, 344.80
+1985-01-12, 345.03
+1985-01-19, 345.03
+1985-01-26, 345.10
+1985-02-02, 345.97
+1985-02-09, 345.56
+1985-02-16, 345.84
+1985-02-23, 346.38
+1985-03-02, 346.78
+1985-03-09, 347.12
+1985-03-16, 347.59
+1985-03-23, 347.71
+1985-03-30, 348.27
+1985-04-06, 348.04
+1985-04-13, 348.08
+1985-04-20, 348.52
+1985-04-27, 348.83
+1985-05-04, 348.89
+1985-05-11, 349.30
+1985-05-18, 349.17
+1985-05-25, 348.17
+1985-06-01, 349.04
+1985-06-08, 348.48
+1985-06-15, 348.22
+1985-06-22, 347.88
+1985-06-29, 347.45
+1985-07-06, 346.88
+1985-07-13, 346.78
+1985-07-20, 346.40
+1985-07-27, 345.76
+1985-08-10, 344.67
+1985-08-17, 344.47
+1985-08-24, 344.35
+1985-08-31, 343.73
+1985-09-07, 344.26
+1985-09-14, 343.34
+1985-09-21, 342.43
+1985-09-28, 342.10
+1985-10-05, 342.37
+1985-10-12, 342.48
+1985-10-19, 343.11
+1985-10-26, 343.20
+1985-11-02, 343.36
+1985-11-09, 343.75
+1985-11-16, 344.22
+1985-11-23, 344.62
+1985-11-30, 345.27
+1985-12-07, 345.34
+1985-12-14, 345.65
+1985-12-21, 345.15
+1985-12-28, 346.28
+1986-01-04, 346.42
+1986-01-11, 346.07
+1986-01-18, 346.23
+1986-01-25, 346.44
+1986-02-01, 346.20
+1986-02-08, 346.82
+1986-02-15, 347.16
+1986-02-22, 347.18
+1986-03-01, 347.04
+1986-03-08, 346.63
+1986-03-15, 347.20
+1986-03-22, 349.13
+1986-03-29, 348.85
+1986-04-05, 349.19
+1986-04-12, 349.42
+1986-04-19, 349.32
+1986-04-26, 350.18
+1986-05-03, 349.97
+1986-05-10, 350.12
+1986-05-17, 350.21
+1986-05-24, 350.11
+1986-05-31, 350.16
+1986-06-07, 349.71
+1986-06-14, 349.52
+1986-06-21, 349.46
+1986-06-28, 348.90
+1986-07-05, 348.67
+1986-07-12, 347.75
+1986-07-19, 347.59
+1986-07-26, 347.39
+1986-08-02, 346.63
+1986-08-09, 346.21
+1986-08-16, 345.57
+1986-08-23, 345.60
+1986-08-30, 345.25
+1986-09-06, 345.03
+1986-09-13, 345.30
+1986-09-20, 344.41
+1986-09-27, 344.49
+1986-10-04, 343.97
+1986-10-11, 344.10
+1986-10-18, 343.98
+1986-10-25, 344.55
+1986-11-01, 345.15
+1986-11-08, 345.33
+1986-11-15, 345.61
+1986-11-22, 345.70
+1986-11-29, 346.39
+1986-12-06, 346.90
+1986-12-13, 346.75
+1986-12-20, 346.95
+1986-12-27, 347.06
+1987-01-03, 347.60
+1987-01-10, 348.35
+1987-01-17, 348.25
+1987-01-24, 347.94
+1987-01-31, 348.01
+1987-02-07, 347.89
+1987-02-14, 348.24
+1987-02-21, 348.53
+1987-02-28, 349.46
+1987-03-07, 348.83
+1987-03-14, 349.26
+1987-03-21, 349.78
+1987-03-28, 350.19
+1987-04-04, 350.81
+1987-04-11, 350.26
+1987-04-18, 351.18
+1987-04-25, 351.38
+1987-05-02, 351.42
+1987-05-09, 351.99
+1987-05-16, 351.71
+1987-05-23, 351.90
+1987-05-30, 351.77
+1987-06-06, 351.64
+1987-06-13, 351.16
+1987-06-20, 350.99
+1987-06-27, 350.93
+1987-07-04, 349.75
+1987-07-11, 349.83
+1987-07-18, 348.86
+1987-07-25, 349.50
+1987-08-01, 349.03
+1987-08-08, 348.14
+1987-08-15, 348.61
+1987-08-22, 348.00
+1987-08-29, 346.70
+1987-09-05, 347.04
+1987-09-12, 346.64
+1987-09-19, 346.28
+1987-09-26, 345.84
+1987-10-03, 345.50
+1987-10-10, 346.07
+1987-10-17, 346.32
+1987-10-24, 346.53
+1987-10-31, 346.64
+1987-11-07, 347.07
+1987-11-14, 347.38
+1987-11-21, 347.89
+1987-11-28, 348.48
+1987-12-05, 348.39
+1987-12-12, 348.55
+1987-12-19, 348.85
+1987-12-26, 349.02
+1988-01-02, 349.51
+1988-01-09, 350.01
+1988-01-16, 349.94
+1988-01-23, 350.52
+1988-01-30, 350.95
+1988-02-06, 351.54
+1988-02-13, 351.04
+1988-02-20, 351.27
+1988-02-27, 352.29
+1988-03-05, 352.62
+1988-03-12, 351.62
+1988-03-19, 351.52
+1988-03-26, 351.97
+1988-04-02, 352.87
+1988-04-09, 353.31
+1988-04-16, 352.89
+1988-04-23, 353.75
+1988-04-30, 353.98
+1988-05-07, 353.51
+1988-05-14, 354.05
+1988-05-21, 354.27
+1988-05-28, 353.95
+1988-06-04, 353.93
+1988-06-11, 353.95
+1988-06-18, 353.36
+1988-06-25, 352.95
+1988-07-02, 352.84
+1988-07-09, 352.32
+1988-07-16, 352.41
+1988-07-23, 351.72
+1988-07-30, 350.89
+1988-08-06, 350.71
+1988-08-13, 350.06
+1988-08-20, 350.26
+1988-08-27, 349.38
+1988-09-03, 349.15
+1988-09-10, 348.50
+1988-09-17, 348.72
+1988-09-24, 347.96
+1988-10-01, 348.59
+1988-10-08, 348.65
+1988-10-15, 348.46
+1988-10-22, 349.20
+1988-10-29, 349.07
+1988-11-05, 349.56
+1988-11-12, 349.67
+1988-11-19, 349.96
+1988-11-26, 350.26
+1988-12-03, 350.28
+1988-12-10, 350.80
+1988-12-17, 351.38
+1988-12-24, 351.14
+1988-12-31, 352.19
+1989-01-07, 352.56
+1989-01-14, 352.76
+1989-01-21, 352.30
+1989-01-28, 352.85
+1989-02-04, 352.62
+1989-02-11, 352.43
+1989-02-18, 353.01
+1989-02-25, 353.27
+1989-03-04, 352.97
+1989-03-11, 353.26
+1989-03-18, 353.35
+1989-03-25, 354.28
+1989-04-01, 354.36
+1989-04-08, 354.85
+1989-04-15, 355.21
+1989-04-22, 355.81
+1989-04-29, 355.70
+1989-05-06, 355.16
+1989-05-13, 355.62
+1989-05-20, 355.44
+1989-05-27, 355.56
+1989-06-03, 355.60
+1989-06-10, 354.89
+1989-06-17, 354.67
+1989-06-24, 354.70
+1989-07-01, 354.30
+1989-07-08, 354.56
+1989-07-15, 353.65
+1989-07-22, 352.99
+1989-07-29, 353.01
+1989-08-05, 352.42
+1989-08-12, 352.04
+1989-08-19, 350.96
+1989-08-26, 350.23
+1989-09-02, 350.59
+1989-09-09, 350.08
+1989-09-16, 349.21
+1989-09-23, 349.11
+1989-09-30, 349.51
+1989-10-07, 349.77
+1989-10-14, 349.54
+1989-10-21, 350.04
+1989-10-28, 350.27
+1989-11-04, 350.46
+1989-11-11, 351.09
+1989-11-18, 351.40
+1989-11-25, 351.26
+1989-12-02, 351.89
+1989-12-09, 351.96
+1989-12-16, 352.28
+1989-12-23, 352.39
+1989-12-30, 353.24
+1990-01-06, 353.27
+1990-01-13, 353.35
+1990-01-20, 353.60
+1990-01-27, 353.76
+1990-02-03, 353.93
+1990-02-10, 354.82
+1990-02-17, 354.67
+1990-02-24, 354.59
+1990-03-03, 355.52
+1990-03-10, 354.79
+1990-03-17, 355.64
+1990-03-24, 354.97
+1990-03-31, 355.75
+1990-04-07, 355.97
+1990-04-14, 355.70
+1990-04-21, 356.48
+1990-04-28, 355.98
+1990-05-05, 357.10
+1990-05-12, 356.90
+1990-05-19, 356.79
+1990-05-26, 356.93
+1990-06-02, 356.82
+1990-06-09, 356.44
+1990-06-16, 355.49
+1990-06-23, 355.33
+1990-06-30, 355.60
+1990-07-07, 355.32
+1990-07-14, 353.81
+1990-07-21, 354.39
+1990-07-28, 354.53
+1990-08-04, 353.36
+1990-08-11, 353.04
+1990-08-18, 352.73
+1990-08-25, 351.81
+1990-09-01, 350.80
+1990-09-08, 350.56
+1990-09-15, 351.14
+1990-09-22, 350.78
+1990-09-29, 350.73
+1990-10-06, 350.91
+1990-10-13, 350.89
+1990-10-20, 351.28
+1990-10-27, 351.28
+1990-11-03, 351.93
+1990-11-10, 352.43
+1990-11-17, 352.85
+1990-11-24, 352.99
+1990-12-01, 353.42
+1990-12-08, 353.88
+1990-12-15, 353.67
+1990-12-22, 354.31
+1990-12-29, 354.70
+1991-01-05, 354.08
+1991-01-12, 354.53
+1991-01-19, 354.67
+1991-01-26, 354.85
+1991-02-02, 355.03
+1991-02-09, 355.03
+1991-02-16, 356.21
+1991-02-23, 355.64
+1991-03-02, 356.21
+1991-03-09, 357.01
+1991-03-16, 357.49
+1991-03-23, 356.76
+1991-03-30, 357.74
+1991-04-06, 358.12
+1991-04-13, 357.64
+1991-04-20, 358.99
+1991-04-27, 359.04
+1991-05-04, 358.91
+1991-05-11, 358.74
+1991-05-18, 359.83
+1991-05-25, 358.88
+1991-06-01, 358.32
+1991-06-08, 358.26
+1991-06-15, 358.02
+1991-06-22, 357.93
+1991-06-29, 357.54
+1991-07-06, 357.07
+1991-07-13, 356.35
+1991-07-20, 355.06
+1991-07-27, 355.11
+1991-08-03, 354.69
+1991-08-10, 354.40
+1991-08-17, 353.58
+1991-08-24, 352.87
+1991-08-31, 353.02
+1991-09-07, 352.86
+1991-09-14, 351.93
+1991-09-21, 351.64
+1991-09-28, 351.49
+1991-10-05, 351.51
+1991-10-12, 351.99
+1991-10-19, 352.34
+1991-10-26, 352.52
+1991-11-02, 353.27
+1991-11-09, 353.56
+1991-11-16, 353.36
+1991-11-23, 353.66
+1991-11-30, 354.15
+1991-12-07, 354.34
+1991-12-14, 354.77
+1991-12-21, 355.02
+1991-12-28, 355.30
+1992-01-04, 355.49
+1992-01-11, 355.87
+1992-01-18, 355.99
+1992-01-25, 355.76
+1992-02-01, 355.85
+1992-02-08, 356.53
+1992-02-15, 357.13
+1992-02-22, 356.80
+1992-02-29, 356.38
+1992-03-07, 357.10
+1992-03-14, 357.60
+1992-03-21, 357.98
+1992-03-28, 358.22
+1992-04-04, 358.37
+1992-04-11, 358.79
+1992-04-18, 359.55
+1992-04-25, 359.05
+1992-05-02, 359.49
+1992-05-09, 359.53
+1992-05-16, 358.40
+1992-05-23, 359.45
+1992-05-30, 360.05
+1992-06-06, 359.83
+1992-06-13, 359.28
+1992-06-20, 358.55
+1992-06-27, 358.25
+1992-07-04, 358.27
+1992-07-11, 357.00
+1992-07-18, 356.17
+1992-07-25, 355.90
+1992-08-01, 354.79
+1992-08-08, 355.13
+1992-08-15, 355.12
+1992-08-22, 354.39
+1992-08-29, 354.14
+1992-09-05, 353.33
+1992-09-12, 353.46
+1992-09-19, 352.17
+1992-09-26, 352.55
+1992-10-03, 353.40
+1992-10-10, 353.18
+1992-10-17, 353.04
+1992-10-24, 353.31
+1992-10-31, 353.36
+1992-11-07, 353.79
+1992-11-14, 353.66
+1992-11-21, 354.37
+1992-11-28, 354.44
+1992-12-05, 354.65
+1992-12-12, 355.17
+1992-12-19, 355.26
+1992-12-26, 355.77
+1993-01-02, 356.09
+1993-01-09, 356.76
+1993-01-16, 356.52
+1993-01-23, 356.46
+1993-01-30, 356.83
+1993-02-06, 356.42
+1993-02-13, 357.03
+1993-02-20, 357.16
+1993-02-27, 357.48
+1993-03-06, 358.19
+1993-03-13, 358.32
+1993-03-20, 357.93
+1993-03-27, 358.65
+1993-04-03, 358.97
+1993-04-10, 358.67
+1993-04-17, 359.22
+1993-04-24, 359.83
+1993-05-01, 359.42
+1993-05-08, 359.58
+1993-05-15, 360.50
+1993-05-22, 360.42
+1993-05-29, 360.15
+1993-06-05, 359.59
+1993-06-12, 359.72
+1993-06-19, 359.14
+1993-06-26, 358.96
+1993-07-03, 357.72
+1993-07-10, 357.82
+1993-07-17, 357.91
+1993-07-24, 356.50
+1993-07-31, 356.33
+1993-08-07, 355.69
+1993-08-14, 355.76
+1993-08-21, 354.71
+1993-08-28, 354.53
+1993-09-04, 354.11
+1993-09-11, 353.04
+1993-09-18, 353.62
+1993-09-25, 353.67
+1993-10-02, 353.61
+1993-10-09, 353.68
+1993-10-16, 353.81
+1993-10-23, 354.26
+1993-10-30, 354.19
+1993-11-06, 354.59
+1993-11-13, 354.97
+1993-11-20, 355.46
+1993-11-27, 355.84
+1993-12-04, 356.08
+1993-12-11, 356.34
+1993-12-18, 356.81
+1993-12-25, 357.32
+1994-01-01, 357.96
+1994-01-08, 357.94
+1994-01-15, 358.25
+1994-01-22, 358.15
+1994-01-29, 358.60
+1994-02-05, 358.31
+1994-02-12, 358.43
+1994-02-19, 358.84
+1994-02-26, 359.46
+1994-03-05, 358.59
+1994-03-12, 359.68
+1994-03-19, 360.31
+1994-03-26, 360.65
+1994-04-02, 360.50
+1994-04-09, 360.84
+1994-04-16, 360.89
+1994-04-23, 361.17
+1994-04-30, 362.08
+1994-05-07, 361.46
+1994-05-14, 361.25
+1994-05-21, 361.61
+1994-05-28, 361.74
+1994-06-04, 360.87
+1994-06-11, 360.90
+1994-06-18, 360.76
+1994-06-25, 360.53
+1994-07-02, 360.05
+1994-07-09, 359.73
+1994-07-16, 359.26
+1994-07-23, 358.83
+1994-07-30, 358.64
+1994-08-06, 357.93
+1994-08-13, 357.35
+1994-08-20, 357.46
+1994-08-27, 356.22
+1994-09-03, 356.27
+1994-09-10, 356.30
+1994-09-17, 355.29
+1994-09-24, 355.34
+1994-10-01, 355.29
+1994-10-08, 355.65
+1994-10-15, 355.92
+1994-10-22, 356.23
+1994-10-29, 356.45
+1994-11-05, 356.81
+1994-11-12, 357.24
+1994-11-19, 357.77
+1994-11-26, 357.95
+1994-12-03, 358.27
+1994-12-10, 358.97
+1994-12-17, 359.09
+1994-12-24, 358.99
+1994-12-31, 359.36
+1995-01-07, 359.52
+1995-01-14, 360.12
+1995-01-21, 359.96
+1995-01-28, 359.88
+1995-02-04, 360.51
+1995-02-11, 360.93
+1995-02-18, 360.72
+1995-02-25, 361.20
+1995-03-04, 362.05
+1995-03-11, 361.08
+1995-03-18, 360.84
+1995-03-25, 361.85
+1995-04-01, 363.65
+1995-04-08, 363.29
+1995-04-15, 363.19
+1995-04-22, 362.74
+1995-04-29, 363.43
+1995-05-06, 363.09
+1995-05-13, 363.96
+1995-05-20, 364.03
+1995-05-27, 363.32
+1995-06-03, 363.77
+1995-06-10, 363.32
+1995-06-17, 362.81
+1995-06-24, 362.66
+1995-07-01, 362.38
+1995-07-08, 362.12
+1995-07-15, 361.83
+1995-07-22, 361.43
+1995-07-29, 360.83
+1995-08-05, 360.30
+1995-08-12, 359.06
+1995-08-19, 358.57
+1995-08-26, 359.15
+1995-09-02, 357.23
+1995-09-09, 358.36
+1995-09-16, 358.44
+1995-09-23, 358.06
+1995-09-30, 357.42
+1995-10-07, 357.51
+1995-10-14, 357.46
+1995-10-21, 357.90
+1995-10-28, 358.09
+1995-11-04, 359.05
+1995-11-11, 359.29
+1995-11-18, 359.55
+1995-11-25, 359.73
+1995-12-02, 359.99
+1995-12-09, 360.29
+1995-12-16, 360.39
+1995-12-23, 360.75
+1995-12-30, 361.59
+1996-01-06, 361.67
+1996-01-13, 361.92
+1996-01-20, 362.03
+1996-01-27, 362.09
+1996-02-03, 362.54
+1996-02-10, 362.99
+1996-02-17, 362.87
+1996-02-24, 363.89
+1996-03-02, 363.70
+1996-03-09, 363.53
+1996-03-16, 363.96
+1996-03-23, 364.40
+1996-03-30, 364.21
+1996-04-06, 364.44
+1996-04-13, 364.76
+1996-04-20, 364.27
+1996-04-27, 365.00
+1996-05-04, 364.79
+1996-05-11, 365.24
+1996-05-18, 365.61
+1996-05-25, 365.30
+1996-06-01, 364.73
+1996-06-08, 365.06
+1996-06-15, 365.14
+1996-06-22, 364.87
+1996-06-29, 364.17
+1996-07-06, 364.06
+1996-07-13, 363.62
+1996-07-20, 363.25
+1996-07-27, 362.71
+1996-08-03, 361.65
+1996-08-10, 361.97
+1996-08-17, 361.16
+1996-08-24, 360.72
+1996-08-31, 360.69
+1996-09-07, 359.73
+1996-09-14, 359.69
+1996-09-21, 358.96
+1996-09-28, 358.92
+1996-10-05, 359.32
+1996-10-12, 359.39
+1996-10-19, 359.74
+1996-10-26, 359.74
+1996-11-02, 359.81
+1996-11-09, 360.40
+1996-11-16, 360.67
+1996-11-23, 361.12
+1996-11-30, 361.28
+1996-12-07, 361.85
+1996-12-14, 362.56
+1996-12-21, 362.35
+1996-12-28, 362.50
+1997-01-04, 362.83
+1997-01-11, 362.88
+1997-01-18, 363.04
+1997-01-25, 363.39
+1997-02-01, 363.16
+1997-02-08, 364.07
+1997-02-15, 363.90
+1997-02-22, 364.12
+1997-03-01, 364.38
+1997-03-08, 364.04
+1997-03-15, 364.07
+1997-03-22, 364.63
+1997-03-29, 365.31
+1997-04-05, 365.68
+1997-04-12, 366.13
+1997-04-19, 366.57
+1997-04-26, 366.67
+1997-05-03, 366.64
+1997-05-10, 366.68
+1997-05-17, 366.91
+1997-05-24, 366.49
+1997-05-31, 366.24
+1997-06-07, 365.60
+1997-06-14, 365.49
+1997-06-21, 365.42
+1997-06-28, 365.05
+1997-07-05, 364.98
+1997-07-12, 364.56
+1997-07-19, 364.00
+1997-07-26, 363.69
+1997-08-02, 363.28
+1997-08-09, 363.25
+1997-08-16, 362.52
+1997-08-23, 361.40
+1997-08-30, 361.55
+1997-09-06, 360.58
+1997-09-13, 360.15
+1997-09-20, 359.97
+1997-09-27, 359.70
+1997-10-04, 360.43
+1997-10-11, 360.38
+1997-10-18, 360.96
+1997-10-25, 361.02
+1997-11-01, 361.60
+1997-11-08, 362.08
+1997-11-15, 361.95
+1997-11-22, 362.54
+1997-11-29, 363.40
+1997-12-06, 363.86
+1997-12-13, 363.84
+1997-12-20, 364.16
+1997-12-27, 364.98
+1998-01-03, 365.13
+1998-01-10, 365.19
+1998-01-17, 365.24
+1998-01-24, 365.27
+1998-01-31, 365.58
+1998-02-07, 365.95
+1998-02-14, 365.41
+1998-02-21, 365.97
+1998-02-28, 367.25
+1998-03-07, 366.91
+1998-03-14, 366.55
+1998-03-21, 367.38
+1998-03-28, 368.46
+1998-04-04, 368.58
+1998-04-11, 368.57
+1998-04-18, 367.94
+1998-04-25, 368.79
+1998-05-02, 369.06
+1998-05-09, 368.72
+1998-05-16, 368.40
+1998-05-23, 369.55
+1998-05-30, 369.59
+1998-06-06, 369.30
+1998-06-13, 368.77
+1998-06-20, 368.43
+1998-06-27, 368.25
+1998-07-04, 367.94
+1998-07-11, 367.43
+1998-07-18, 367.56
+1998-07-25, 367.26
+1998-08-01, 366.77
+1998-08-08, 366.36
+1998-08-15, 365.54
+1998-08-22, 365.53
+1998-08-29, 364.15
+1998-09-05, 364.64
+1998-09-12, 363.86
+1998-09-19, 363.40
+1998-09-26, 363.50
+1998-10-03, 363.91
+1998-10-10, 364.07
+1998-10-17, 364.36
+1998-10-24, 364.39
+1998-10-31, 364.60
+1998-11-07, 364.95
+1998-11-14, 365.38
+1998-11-21, 365.70
+1998-11-28, 365.90
+1998-12-05, 366.36
+1998-12-12, 366.64
+1998-12-19, 367.20
+1998-12-26, 367.28
+1999-01-02, 367.48
+1999-01-09, 367.77
+1999-01-16, 367.70
+1999-01-23, 368.23
+1999-01-30, 369.15
+1999-02-06, 369.09
+1999-02-13, 368.80
+1999-02-20, 368.95
+1999-02-27, 368.42
+1999-03-06, 368.03
+1999-03-13, 369.48
+1999-03-20, 370.17
+1999-03-27, 370.55
+1999-04-03, 371.01
+1999-04-10, 371.49
+1999-04-17, 370.97
+1999-04-24, 370.22
+1999-05-01, 370.72
+1999-05-08, 371.23
+1999-05-15, 370.99
+1999-05-22, 370.79
+1999-05-29, 370.31
+1999-06-05, 370.88
+1999-06-12, 370.23
+1999-06-19, 369.87
+1999-06-26, 369.87
+1999-07-03, 369.39
+1999-07-10, 370.05
+1999-07-17, 369.44
+1999-07-24, 368.56
+1999-07-31, 367.38
+1999-08-07, 367.55
+1999-08-14, 366.67
+1999-08-21, 366.35
+1999-08-28, 366.07
+1999-09-04, 364.12
+1999-09-11, 364.66
+1999-09-18, 365.16
+1999-09-25, 364.64
+1999-10-02, 364.53
+1999-10-09, 365.02
+1999-10-16, 364.85
+1999-10-23, 365.61
+1999-10-30, 365.72
+1999-11-06, 366.14
+1999-11-13, 366.66
+1999-11-20, 366.65
+1999-11-27, 367.10
+1999-12-04, 367.38
+1999-12-11, 368.01
+1999-12-18, 367.96
+1999-12-25, 368.18
+2000-01-01, 368.65
+2000-01-08, 368.54
+2000-01-15, 369.03
+2000-01-22, 369.84
+2000-01-29, 369.26
+2000-02-05, 369.09
+2000-02-12, 369.57
+2000-02-19, 369.36
+2000-02-26, 369.52
+2000-03-04, 370.02
+2000-03-11, 370.00
+2000-03-18, 370.89
+2000-03-25, 370.77
+2000-04-01, 370.95
+2000-04-08, 371.72
+2000-04-15, 371.82
+2000-04-22, 372.01
+2000-04-29, 371.28
+2000-05-06, 371.27
+2000-05-13, 371.74
+2000-05-20, 371.92
+2000-05-27, 371.82
+2000-06-03, 371.89
+2000-06-10, 371.62
+2000-06-17, 371.73
+2000-06-24, 371.32
+2000-07-01, 370.87
+2000-07-08, 370.08
+2000-07-15, 370.20
+2000-07-22, 369.76
+2000-07-29, 369.01
+2000-08-05, 368.77
+2000-08-12, 368.37
+2000-08-19, 367.69
+2000-08-26, 367.16
+2000-09-02, 367.19
+2000-09-09, 366.75
+2000-09-16, 366.26
+2000-09-23, 366.25
+2000-09-30, 366.45
+2000-10-07, 366.33
+2000-10-14, 366.66
+2000-10-21, 366.70
+2000-10-28, 367.37
+2000-11-04, 367.69
+2000-11-11, 368.02
+2000-11-18, 368.67
+2000-11-25, 368.33
+2000-12-02, 369.01
+2000-12-09, 369.66
+2000-12-16, 369.32
+2000-12-23, 369.56
+2000-12-30, 369.82
+2001-01-06, 369.86
+2001-01-13, 370.27
+2001-01-20, 370.01
+2001-01-27, 370.83
+2001-02-03, 371.37
+2001-02-10, 371.20
+2001-02-17, 371.74
+2001-02-24, 371.25
+2001-03-03, 372.26
+2001-03-10, 372.23
+2001-03-17, 372.14
+2001-03-24, 371.89
+2001-03-31, 372.10
+2001-04-07, 372.74
+2001-04-14, 372.76
+2001-04-21, 373.09
+2001-04-28, 372.83
+2001-05-05, 373.75
+2001-05-12, 374.00
+2001-05-19, 373.77
+2001-05-26, 373.97
+2001-06-02, 373.92
+2001-06-09, 373.19
+2001-06-16, 372.90
+2001-06-23, 372.96
+2001-06-30, 372.82
+2001-07-07, 372.21
+2001-07-14, 371.43
+2001-07-21, 371.28
+2001-07-28, 370.68
+2001-08-04, 369.99
+2001-08-11, 369.62
+2001-08-18, 369.35
+2001-08-25, 369.07
+2001-09-01, 368.53
+2001-09-08, 368.26
+2001-09-15, 368.10
+2001-09-22, 367.53
+2001-09-29, 367.48
+2001-10-06, 367.85
+2001-10-13, 367.65
+2001-10-20, 368.15
+2001-10-27, 368.84
+2001-11-03, 368.79
+2001-11-10, 368.95
+2001-11-17, 369.76
+2001-11-24, 370.36
+2001-12-01, 370.43
+2001-12-08, 370.95
+2001-12-15, 371.26
+2001-12-22, 371.43
+2001-12-29, 371.59
+2002-01-05, 371.86
+2002-01-12, 372.18
+2002-01-19, 372.96
+2002-01-26, 372.38
+2002-02-02, 372.77
+2002-02-09, 372.85
+2002-02-16, 372.76
+2002-02-23, 373.32
+2002-03-02, 373.21
+2002-03-09, 373.39
+2002-03-16, 373.29
+2002-03-23, 373.43
+2002-03-30, 374.22
+2002-04-06, 374.42
+2002-04-13, 374.47
+2002-04-20, 374.98
+2002-04-27, 375.40
+2002-05-04, 375.71
+2002-05-11, 374.88
+2002-05-18, 375.17
+2002-05-25, 375.85
+2002-06-01, 375.71
+2002-06-08, 375.59
+2002-06-15, 375.05
+2002-06-22, 375.43
+2002-06-29, 374.40
+2002-07-06, 374.55
+2002-07-13, 374.06
+2002-07-20, 373.61
+2002-07-27, 373.09
+2002-08-03, 372.86
+2002-08-10, 371.66
+2002-08-17, 370.96
+2002-08-24, 370.80
+2002-08-31, 370.05
+2002-09-07, 371.32
+2002-09-14, 371.09
+2002-09-21, 370.38
+2002-09-28, 369.90
+2002-10-05, 369.61
+2002-10-12, 369.97
+2002-10-19, 370.99
+2002-10-26, 370.37
+2002-11-02, 371.60
+2002-11-09, 371.48
+2002-11-16, 372.01
+2002-11-23, 372.62
+2002-11-30, 372.58
+2002-12-07, 373.25
+2002-12-14, 373.37
+2002-12-21, 374.09
+2002-12-28, 374.53
+2003-01-04, 374.42
+2003-01-11, 374.39
+2003-01-18, 374.75
+2003-01-25, 374.82
+2003-02-01, 375.16
+2003-02-08, 374.74
+2003-02-15, 375.63
+2003-02-22, 376.29
+2003-03-01, 375.75
+2003-03-08, 375.82
+2003-03-15, 375.69
+2003-03-22, 376.37
+2003-03-29, 376.75
+2003-04-05, 376.74
+2003-04-12, 377.23
+2003-04-19, 378.04
+2003-04-26, 378.39
+2003-05-03, 378.04
+2003-05-10, 377.42
+2003-05-17, 378.72
+2003-05-24, 378.64
+2003-05-31, 378.22
+2003-06-07, 378.33
+2003-06-21, 377.28
+2003-06-28, 377.79
+2003-07-05, 376.37
+2003-07-12, 376.99
+2003-07-19, 376.64
+2003-07-26, 375.92
+2003-08-02, 375.41
+2003-08-09, 374.61
+2003-08-16, 374.00
+2003-08-23, 374.41
+2003-08-30, 373.42
+2003-09-06, 373.03
+2003-09-13, 372.70
+2003-09-20, 373.02
+2003-09-27, 372.97
+2003-10-04, 372.81
+2003-10-25, 373.27
+2003-11-01, 373.44
+2003-11-08, 373.70
+2003-11-15, 374.39
+2003-11-22, 375.15
+2003-11-29, 374.66
+2003-12-06, 374.41
+2003-12-13, 376.09
+2003-12-20, 375.99
+2003-12-27, 376.37
+2004-01-03, 376.11
+2004-01-10, 376.11
+2004-01-17, 376.95
+2004-01-24, 377.23
+2004-01-31, 377.43
+2004-02-07, 377.41
+2004-02-14, 376.94
+2004-02-21, 377.29
+2004-02-28, 377.61
+2004-03-06, 377.99
+2004-03-13, 379.34
+2004-03-20, 378.41
+2004-03-27, 378.44
+2004-04-03, 380.03
+2004-04-10, 380.35
+2004-04-17, 380.50
+2004-04-24, 380.65
+2004-05-01, 380.22
+2004-05-08, 380.98
+2004-05-15, 380.45
+2004-05-22, 380.27
+2004-05-29, 380.60
+2004-06-05, 379.56
+2004-06-12, 379.94
+2004-06-19, 379.24
+2004-06-26, 379.01
+2004-07-03, 378.38
+2004-07-10, 377.98
+2004-07-17, 377.28
+2004-07-24, 376.94
+2004-07-31, 377.30
+2004-08-07, 376.50
+2004-08-14, 375.78
+2004-08-21, 375.64
+2004-08-28, 374.57
+2004-09-04, 373.77
+2004-09-11, 374.51
+2004-09-18, 374.09
+2004-09-25, 373.75
+2004-10-02, 373.96
+2004-10-09, 373.90
+2004-10-16, 374.00
+2004-10-23, 374.53
+2004-10-30, 374.97
+2004-11-06, 375.01
+2004-11-13, 376.08
+2004-11-20, 376.41
+2004-11-27, 376.08
+2004-12-04, 377.04
+2004-12-11, 377.32
+2004-12-18, 377.45
+2004-12-25, 377.63
+2005-01-01, 378.01
+2005-01-08, 378.16
+2005-01-15, 378.31
+2005-01-22, 378.29
+2005-01-29, 378.61
+2005-02-05, 378.97
+2005-02-12, 379.26
+2005-02-19, 380.20
+2005-03-26, 380.54
+2005-04-02, 382.04
+2005-04-09, 382.22
+2005-04-16, 381.32
+2005-04-23, 382.05
+2005-04-30, 382.35
+2005-05-07, 381.48
+2005-05-14, 382.50
+2005-05-21, 382.11
+2005-05-28, 382.55
+2005-06-04, 382.33
+2005-06-11, 382.28
+2005-06-18, 382.09
+2005-06-25, 381.45
+2005-07-02, 381.12
+2005-07-09, 380.87
+2005-07-16, 380.60
+2005-07-23, 380.32
+2005-07-30, 379.83
+2005-08-06, 379.17
+2005-08-13, 378.94
+2005-08-20, 378.37
+2005-08-27, 377.66
+2005-09-03, 377.79
+2005-09-10, 376.29
+2005-09-17, 376.10
+2005-09-24, 375.92
+2005-10-01, 376.30
+2005-10-08, 376.41
+2005-10-15, 377.08
+2005-10-22, 377.28
+2005-10-29, 377.21
+2005-11-05, 377.73
+2005-11-12, 378.03
+2005-11-19, 378.71
+2005-11-26, 378.74
+2005-12-03, 379.38
+2005-12-10, 380.06
+2005-12-17, 380.05
+2005-12-24, 380.10
+2005-12-31, 380.40
+2006-01-07, 381.25
+2006-01-14, 381.38
+2006-01-21, 381.54
+2006-01-28, 381.44
+2006-02-04, 382.00
+2006-02-25, 381.83
+2006-03-04, 382.36
+2006-03-11, 382.52
+2006-03-18, 382.71
+2006-03-25, 382.51
+2006-04-01, 382.93
+2006-04-08, 384.62
+2006-04-15, 384.64
+2006-04-22, 384.68
+2006-04-29, 384.59
+2006-05-06, 384.88
+2006-05-13, 384.84
+2006-05-20, 385.31
+2006-05-27, 384.27
+2006-06-03, 384.26
+2006-06-10, 384.28
+2006-06-17, 384.03
+2006-06-24, 383.52
+2006-07-01, 382.97
+2006-07-08, 382.75
+2006-07-15, 381.24
+2006-07-22, 381.78
+2006-07-29, 381.52
+2006-08-05, 381.18
+2006-08-12, 380.60
+2006-08-19, 380.17
+2006-08-26, 379.73
+2006-09-02, 379.48
+2006-09-09, 378.63
+2006-09-16, 378.76
+2006-09-23, 378.46
+2006-09-30, 378.96
+2006-10-07, 378.75
+2006-10-14, 379.11
+2006-10-21, 379.19
+2006-10-28, 379.54
+2006-11-04, 379.64
+2006-11-11, 379.78
+2006-11-18, 379.95
+2006-11-25, 381.39
+2006-12-02, 381.28
+2006-12-09, 381.57
+2006-12-16, 381.77
+2006-12-23, 381.93
+2006-12-30, 381.73
+2007-01-06, 382.61
+2007-01-13, 382.32
+2007-01-20, 381.81
+2007-02-03, 383.06
+2007-02-10, 383.57
+2007-02-17, 384.19
+2007-02-24, 383.73
+2007-03-03, 383.68
+2007-03-10, 383.61
+2007-03-17, 384.25
+2007-03-24, 384.93
+2007-03-31, 385.90
+2007-04-07, 385.43
+2007-04-14, 386.27
+2007-04-21, 386.97
+2007-04-28, 386.39
+2007-05-05, 385.82
+2007-05-12, 386.51
+2007-05-19, 386.00
+2007-05-26, 386.90
+2007-06-02, 386.57
+2007-06-09, 386.20
+2007-06-16, 386.26
+2007-06-23, 384.92
+2007-06-30, 384.82
+2007-07-07, 384.89
+2007-07-14, 384.72
+2007-07-21, 383.94
+2007-07-28, 383.38
+2007-08-04, 382.48
+2007-08-11, 381.69
+2007-08-18, 381.57
+2007-08-25, 381.64
+2007-09-01, 381.66
+2007-09-08, 380.71
+2007-09-15, 380.72
+2007-09-22, 380.90
+2007-09-29, 380.77
+2007-10-06, 380.65
+2007-10-13, 380.65
+2007-10-20, 381.07
+2007-10-27, 381.33
+2007-11-03, 381.73
+2007-11-10, 381.89
+2007-11-17, 382.40
+2007-11-24, 382.88
+2007-12-01, 382.87
+2007-12-08, 383.28
+2007-12-15, 383.76
+2007-12-22, 383.87
+2007-12-29, 384.01
+2008-01-05, 384.33
+2008-01-12, 384.38
+2008-01-19, 385.44
+2008-01-26, 386.03
+2008-02-02, 386.16
+2008-02-09, 385.69
+2008-02-16, 385.55
+2008-02-23, 385.21
+2008-03-01, 384.85
+2008-03-08, 385.85
+2008-03-15, 385.61
+2008-03-22, 386.14
+2008-03-29, 386.67
+2008-04-05, 387.97
+2008-04-12, 385.87
+2008-04-19, 386.35
+2008-04-26, 387.16
+2008-05-03, 386.91
+2008-05-10, 388.87
+2008-05-17, 388.81
+2008-05-24, 388.51
+2008-05-31, 388.46
+2008-06-07, 388.13
+2008-06-14, 387.76
+2008-06-21, 387.51
+2008-06-28, 388.08
+2008-07-05, 387.05
+2008-07-12, 386.08
+2008-07-19, 385.70
+2008-07-26, 385.93
+2008-08-02, 384.87
+2008-08-09, 384.65
+2008-08-16, 383.87
+2008-08-23, 383.52
+2008-08-30, 383.13
+2008-09-06, 383.15
+2008-09-13, 383.33
+2008-09-20, 382.95
+2008-09-27, 382.89
+2008-10-04, 382.63
+2008-10-11, 382.69
+2008-10-18, 382.93
+2008-10-25, 382.91
+2008-11-01, 383.58
+2008-11-08, 383.58
+2008-11-15, 384.00
+2008-11-22, 384.29
+2008-11-29, 384.43
+2008-12-06, 384.75
+2008-12-13, 384.87
+2008-12-20, 385.12
+2008-12-27, 385.77
+2009-01-03, 385.98
+2009-01-10, 386.51
+2009-01-17, 386.61
+2009-01-24, 387.02
+2009-01-31, 387.23
+2009-02-07, 386.49
+2009-02-14, 387.42
+2009-02-21, 387.38
+2009-02-28, 387.46
+2009-03-07, 388.52
+2009-03-14, 388.62
+2009-03-21, 388.41
+2009-03-28, 389.15
+2009-04-04, 389.37
+2009-04-11, 389.71
+2009-04-18, 388.65
+2009-04-25, 390.34
+2009-05-02, 390.14
+2009-05-09, 389.86
+2009-05-16, 390.28
+2009-05-23, 390.74
+2009-05-30, 389.33
+2009-06-06, 390.44
+2009-06-13, 389.99
+2009-06-20, 388.87
+2009-06-27, 388.70
+2009-07-04, 388.29
+2009-07-11, 388.66
+2009-07-18, 388.01
+2009-07-25, 387.46
+2009-08-01, 387.14
+2009-08-08, 386.65
+2009-08-15, 385.25
+2009-08-22, 386.04
+2009-08-29, 385.63
+2009-09-05, 385.28
+2009-09-12, 384.47
+2009-09-19, 384.59
+2009-09-26, 384.50
+2009-10-03, 383.41
+2009-10-10, 384.27
+2009-10-17, 384.55
+2009-10-24, 384.79
+2009-10-31, 385.17
+2009-11-07, 385.60
+2009-11-14, 386.09
+2009-11-21, 386.31
+2009-11-28, 386.73
+2009-12-05, 386.91
+2009-12-12, 386.81
+2009-12-19, 388.04
+2009-12-26, 388.19
+2010-01-02, 388.41
+2010-01-09, 388.17
+2010-01-16, 388.69
+2010-01-23, 388.59
+2010-01-30, 389.04
+2010-02-06, 390.92
+2010-02-13, 389.78
+2010-02-20, 390.84
+2010-02-27, 389.38
+2010-03-06, 391.08
+2010-03-13, 391.37
+2010-03-20, 391.56
+2010-03-27, 390.09
+2010-04-03, 391.16
+2010-04-10, 391.61
+2010-04-17, 393.28
+2010-04-24, 393.28
+2010-05-01, 393.01
+2010-05-08, 392.99
+2010-05-15, 393.15
+2010-05-22, 393.57
+2010-05-29, 393.04
+2010-06-05, 393.10
+2010-06-12, 392.37
+2010-06-19, 391.75
+2010-06-26, 391.48
+2010-07-03, 391.03
+2010-07-10, 390.22
+2010-07-17, 389.92
+2010-07-24, 390.13
+2010-07-31, 389.51
+2010-08-07, 389.07
+2010-08-14, 388.77
+2010-08-21, 388.13
+2010-08-28, 387.44
+2010-09-04, 386.92
+2010-09-11, 386.86
+2010-09-18, 386.98
+2010-09-25, 386.88
+2010-10-02, 386.76
+2010-10-09, 386.99
+2010-10-16, 387.04
+2010-10-23, 387.83
+2010-10-30, 387.81
+2010-11-06, 387.98
+2010-11-13, 388.29
+2010-11-20, 389.14
+2010-11-27, 389.62
+2010-12-04, 389.90
+2010-12-11, 389.78
+2010-12-18, 389.61
+2010-12-25, 389.99
+2011-01-01, 390.53
+2011-01-08, 391.64
+2011-01-15, 391.09
+2011-01-22, 391.28
+2011-01-29, 392.03
+2011-02-05, 391.93
+2011-02-12, 391.55
+2011-02-19, 391.86
+2011-02-26, 392.54
+2011-03-05, 391.63
+2011-03-12, 391.97
+2011-03-19, 392.47
+2011-03-26, 394.15
+2011-04-02, 393.44
+2011-04-09, 392.75
+2011-04-16, 393.77
+2011-04-23, 393.26
+2011-04-30, 393.63
+2011-05-07, 393.40
+2011-05-14, 393.89
+2011-05-21, 395.17
+2011-05-28, 394.54
+2011-06-04, 394.13
+2011-06-11, 393.47
+2011-06-18, 393.97
+2011-06-25, 393.42
+2011-07-02, 393.36
+2011-07-09, 393.66
+2011-07-16, 392.69
+2011-07-23, 391.18
+2011-07-30, 391.82
+2011-08-06, 390.80
+2011-08-13, 390.57
+2011-08-20, 389.86
+2011-08-27, 389.44
+2011-09-03, 389.28
+2011-09-10, 389.22
+2011-09-17, 389.19
+2011-09-24, 388.90
+2011-10-01, 388.95
+2011-10-08, 388.78
+2011-10-15, 388.96
+2011-10-22, 389.15
+2011-10-29, 389.50
+2011-11-05, 389.70
+2011-11-12, 390.29
+2011-11-19, 390.49
+2011-11-26, 390.83
+2011-12-03, 391.14
+2011-12-10, 391.76
+2011-12-17, 392.30
+2011-12-24, 392.14
+2011-12-31, 392.32
+2012-01-07, 392.99
+2012-01-14, 393.67
+2012-01-21, 393.10
+2012-01-28, 393.09
+2012-02-04, 392.49
+2012-02-11, 393.51
+2012-02-18, 394.04
+2012-02-25, 393.69
+2012-03-03, 394.24
+2012-03-10, 393.45
+2012-03-17, 394.87
+2012-03-24, 395.23
+2012-03-31, 394.98
+2012-04-07, 396.53
+2012-04-14, 396.46
+2012-04-21, 396.64
+2012-04-28, 396.78
+2012-05-05, 397.17
+2012-05-12, 397.37
+2012-05-19, 396.65
+2012-05-26, 396.37
+2012-06-02, 396.12
+2012-06-09, 396.11
+2012-06-16, 395.95
+2012-06-23, 395.82
+2012-06-30, 395.50
+2012-07-07, 394.94
+2012-07-14, 394.67
+2012-07-21, 394.43
+2012-07-28, 393.68
+2012-08-04, 393.47
+2012-08-11, 393.00
+2012-08-18, 392.38
+2012-08-25, 391.77
+2012-09-01, 392.05
+2012-09-08, 391.08
+2012-09-15, 391.10
+2012-09-22, 391.09
+2012-09-29, 391.06
+2012-10-20, 391.36
+2012-10-27, 391.54
+2012-11-03, 391.83
+2012-11-10, 392.84
+2012-11-17, 393.50
+2012-11-24, 393.44
+2012-12-01, 393.69
+2012-12-08, 394.13
+2012-12-15, 394.54
+2012-12-22, 394.92
+2012-12-29, 394.70
+2013-01-05, 395.08
+2013-01-12, 395.66
+2013-01-19, 396.30
+2013-01-26, 395.73
+2013-02-02, 396.48
+2013-02-09, 396.55
+2013-02-16, 397.41
+2013-02-23, 396.97
+2013-03-02, 397.23
+2013-03-09, 396.73
+2013-03-16, 397.34
+2013-03-23, 397.30
+2013-03-30, 398.49
+2013-04-06, 398.14
+2013-04-13, 397.52
+2013-04-20, 398.86
+2013-04-27, 399.43
+2013-05-04, 399.73
+2013-05-11, 399.86
+2013-05-18, 400.12
+2013-05-25, 400.30
+2013-06-01, 399.52
+2013-06-08, 399.00
+2013-06-15, 398.66
+2013-06-22, 398.58
+2013-06-29, 398.73
+2013-07-06, 397.64
+2013-07-13, 397.57
+2013-07-20, 396.92
+2013-07-27, 397.06
+2013-08-03, 396.69
+2013-08-10, 395.63
+2013-08-17, 395.32
+2013-08-24, 394.81
+2013-08-31, 394.41
+2013-09-07, 393.60
+2013-09-14, 393.33
+2013-09-21, 393.61
+2013-09-28, 393.30
+2013-10-05, 393.54
+2013-10-12, 393.60
+2013-10-19, 394.01
+2013-10-26, 394.21
+2013-11-02, 394.47
+2013-11-09, 395.33
+2013-11-16, 394.93
+2013-11-23, 395.74
+2013-11-30, 396.14
+2013-12-07, 396.35
+2013-12-14, 396.60
+2013-12-21, 397.38
+2013-12-28, 397.67
+2014-01-04, 397.98
+2014-01-11, 397.90
+2014-01-18, 398.21
+2014-01-25, 397.84
+2014-02-01, 398.10
+2014-02-08, 398.06
+2014-02-15, 397.87
+2014-02-22, 398.32
+2014-03-01, 398.01
+2014-03-08, 398.97
+2014-03-15, 400.78
+2014-03-22, 399.72
+2014-03-29, 400.44
+2014-04-05, 401.43
+2014-04-12, 401.32
+2014-04-19, 401.41
+2014-04-26, 401.53
+2014-05-03, 401.84
+2014-05-10, 401.61
+2014-05-17, 402.29
+2014-05-24, 401.54
+2014-05-31, 402.23
+2014-06-07, 401.65
+2014-06-14, 401.41
+2014-06-21, 401.32
+2014-06-28, 400.68
+2014-07-05, 400.17
+2014-07-12, 399.68
+2014-07-19, 398.63
+2014-07-26, 397.95
+2014-08-02, 397.95
+2014-08-09, 397.55
+2014-08-16, 397.32
+2014-08-23, 396.84
+2014-08-30, 396.46
+2014-09-06, 396.44
+2014-09-13, 394.88
+2014-09-20, 395.41
+2014-09-27, 395.64
+2014-10-04, 395.66
+2014-10-11, 395.57
+2014-10-18, 395.81
+2014-10-25, 396.00
+2014-11-01, 396.61
+2014-11-08, 396.99
+2014-11-15, 397.43
+2014-11-22, 397.33
+2014-11-29, 398.20
+2014-12-06, 398.35
+2014-12-13, 399.02
+2014-12-20, 399.19
+2014-12-27, 399.11
+2015-01-03, 400.02
+2015-01-10, 399.96
+2015-01-17, 399.82
+2015-01-24, 400.07
+2015-01-31, 400.28
+2015-02-07, 400.10
+2015-02-14, 400.23
+2015-02-21, 400.45
+2015-02-28, 401.11
+2015-03-07, 401.71
+2015-03-14, 401.88
+2015-03-21, 400.87
+2015-03-28, 402.59
+2015-04-04, 402.83
+2015-04-11, 403.97
+2015-04-18, 403.88
+2015-04-25, 403.26
+2015-05-02, 404.01
+2015-05-09, 404.02
+2015-05-16, 404.24
+2015-05-23, 403.78
+2015-05-30, 403.74
+2015-06-06, 403.38
+2015-06-13, 402.65
+2015-06-20, 402.56
+2015-06-27, 402.29
+2015-07-04, 402.18
+2015-07-11, 401.64
+2015-07-18, 400.95
+2015-07-25, 401.22
+2015-08-01, 398.67
+2015-08-08, 399.14
+2015-08-15, 399.05
+2015-08-22, 398.96
+2015-08-29, 398.73
+2015-09-05, 398.09
+2015-09-12, 397.03
+2015-09-19, 397.50
+2015-09-26, 397.35
+2015-10-03, 397.67
+2015-10-10, 398.44
+2015-10-17, 398.54
+2015-10-24, 398.36
+2015-10-31, 398.80
+2015-11-07, 399.46
+2015-11-14, 400.68
+2015-11-21, 400.35
+2015-11-28, 400.76
+2015-12-05, 400.84
+2015-12-12, 402.33
+2015-12-19, 402.25
+2015-12-26, 401.94
+2016-01-02, 402.18
+2016-01-09, 402.16
+2016-01-16, 402.61
+2016-01-23, 403.20
+2016-01-30, 402.72
+2016-02-06, 404.91
+2016-02-13, 403.15
+2016-02-20, 404.52
+2016-02-27, 403.91
+2016-03-05, 403.92
+2016-03-12, 404.45
+2016-03-19, 404.94
+2016-03-26, 406.09
+2016-04-02, 405.64
+2016-04-09, 408.49
+2016-04-16, 408.09
+2016-04-23, 407.63
+2016-04-30, 407.77
+2016-05-07, 407.44
+2016-05-14, 407.48
+2016-05-21, 407.34
+2016-05-28, 407.85
+2016-06-04, 407.46
+2016-06-11, 406.93
+2016-06-18, 406.95
+2016-06-25, 406.33
+2016-07-02, 405.89
+2016-07-09, 404.86
+2016-07-16, 403.57
+2016-07-23, 403.64
+2016-07-30, 403.69
+2016-08-06, 403.15
+2016-08-13, 402.04
+2016-08-20, 401.71
+2016-08-27, 401.36
+2016-09-03, 401.20
+2016-09-10, 401.06
+2016-09-17, 401.18
+2016-09-24, 400.78
+2016-10-01, 400.75
+2016-10-08, 401.13
+2016-10-15, 401.63
+2016-10-22, 401.75
+2016-10-29, 402.31
+2016-11-05, 403.08
+2016-11-12, 403.06
+2016-11-19, 403.88
+2016-11-26, 404.37
+2016-12-03, 404.09
+2016-12-10, 404.21
+2016-12-17, 404.56
+2016-12-24, 404.59
+2016-12-31, 405.31
+2017-01-07, 405.88
+2017-01-14, 405.84
+2017-01-21, 406.30
+2017-01-28, 406.28
+2017-02-04, 406.13
+2017-02-11, 405.95
+2017-02-18, 406.10
+2017-02-25, 408.00
+2017-03-04, 406.99
+2017-03-11, 406.46
+2017-03-18, 406.66
+2017-03-25, 407.82
+2017-04-01, 408.59
+2017-04-08, 407.12
+2017-04-15, 409.05
+2017-04-22, 409.82
+2017-04-29, 408.98
+2017-05-06, 409.47
+2017-05-13, 409.76
+2017-05-20, 410.11
+2017-05-27, 409.82
+2017-06-03, 409.61
+2017-06-10, 409.55
+2017-06-17, 408.76
+2017-06-24, 408.36
+2017-07-01, 407.70
+2017-07-08, 407.61
+2017-07-15, 407.04
+2017-07-22, 406.70
+2017-07-29, 406.43
+2017-08-05, 405.86
+2017-08-12, 405.48
+2017-08-19, 404.75
+2017-08-26, 404.47
+2017-09-02, 404.03
+2017-09-09, 403.32
+2017-09-16, 403.37
+2017-09-23, 402.88
+2017-09-30, 402.66
+2017-10-07, 403.12
+2017-10-14, 403.53
+2017-10-21, 403.98
+2017-10-28, 404.18
+2017-11-04, 404.21
+2017-11-11, 404.44
+2017-11-18, 405.46
+2017-11-25, 406.29
+2017-12-02, 406.78
+2017-12-09, 406.09
+2017-12-16, 406.43
+2017-12-23, 407.00
+2017-12-30, 407.17
+2018-01-06, 407.89
+2018-01-13, 408.01
+2018-01-20, 408.20
+2018-01-27, 407.98
+2018-02-03, 407.53
+2018-02-10, 408.73
+2018-02-17, 408.38
+2018-02-24, 408.64
+2018-03-03, 408.96
+2018-03-10, 409.52
+2018-03-17, 408.74
+2018-03-24, 409.73
+2018-03-31, 409.63
+2018-04-07, 409.34
+2018-04-14, 410.04
+2018-04-21, 411.29
+2018-04-28, 410.51
+2018-05-05, 409.68
+2018-05-12, 411.55
+2018-05-19, 411.36
+2018-05-26, 411.74
+2018-06-02, 411.08
+2018-06-09, 411.18
+2018-06-16, 410.50
+2018-06-23, 410.75
+2018-06-30, 410.13
+2018-07-07, 409.21
+2018-07-14, 409.01
+2018-07-21, 408.42
+2018-07-28, 408.01
+2018-08-04, 407.28
+2018-08-11, 407.21
+2018-08-18, 407.00
+2018-08-25, 406.56
+2018-09-01, 405.92
+2018-09-08, 405.54
+2018-09-15, 405.53
+2018-09-22, 405.63
+2018-09-29, 405.49
+2018-10-06, 405.49
+2018-10-13, 405.85
+2018-10-20, 406.35
+2018-10-27, 406.44
+2018-11-03, 406.76
+2018-11-10, 407.62
+2018-11-17, 409.03
+2018-11-24, 408.39
+2018-12-01, 408.50
+2018-12-08, 408.85
+2018-12-15, 409.51
+2018-12-22, 409.66
+2018-12-29, 409.20
+2019-01-05, 410.25
+2019-01-12, 409.66
+2019-01-19, 412.24
+2019-01-26, 410.84
+2019-02-02, 410.91
+2019-02-09, 412.05
+2019-02-16, 411.72
+2019-02-23, 411.39
+2019-03-02, 412.01
+2019-03-09, 412.19
+2019-03-16, 412.77
+2019-03-23, 410.69
+2019-03-30, 412.16
+2019-04-06, 412.57
+2019-04-13, 413.30
+2019-04-20, 413.88
+2019-04-27, 414.21
+2019-05-04, 414.35
+2019-05-11, 414.88
+2019-05-18, 415.01
+2019-05-25, 414.59
+2019-06-01, 414.14
+2019-06-08, 414.38
+2019-06-15, 413.77
+2019-06-22, 413.61
+2019-06-29, 413.31
+2019-07-06, 412.62
+2019-07-13, 412.23
+2019-07-20, 411.69
+2019-07-27, 410.25
+2019-08-03, 410.44
+2019-08-10, 410.41
+2019-08-17, 409.98
+2019-08-24, 409.45
+2019-08-31, 409.25
+2019-09-07, 408.73
+2019-09-14, 408.54
+2019-09-21, 408.43
+2019-09-28, 408.21
+2019-10-05, 407.92
+2019-10-12, 408.54
+2019-10-19, 408.71
+2019-10-26, 408.72
+2019-11-02, 409.79
+2019-11-09, 410.08
+2019-11-16, 409.92
+2019-11-23, 410.41
+2019-11-30, 410.85
+2019-12-07, 411.20
+2019-12-14, 411.60
+2019-12-21, 412.23
+2019-12-28, 412.63
+2020-01-04, 413.12
+2020-01-11, 413.32
+2020-01-25, 413.29
+2020-02-01, 413.93
+2020-02-08, 414.76
+2020-02-15, 413.74
+2020-02-22, 414.14
+2020-02-29, 413.87
+2020-03-07, 413.93
+2020-03-14, 414.23
+2020-03-21, 414.57
+2020-03-28, 415.50
+2020-04-04, 415.54
+2020-04-11, 416.40
+2020-04-18, 416.54
+2020-04-25, 415.79
+2020-05-02, 417.13
+2020-05-09, 416.84
+2020-05-16, 416.80
+2020-05-23, 417.41
+2020-05-30, 417.13
+2020-06-06, 416.43
+2020-06-13, 416.43
+2020-06-20, 416.09
+2020-06-27, 415.88
+2020-07-04, 415.13
+2020-07-11, 414.84
+2020-07-18, 414.22
+2020-07-25, 413.56
+2020-08-01, 413.35
+2020-08-08, 412.78
+2020-08-15, 412.67
+2020-08-22, 412.17
+2020-08-29, 411.72
+2020-09-05, 411.48
+2020-09-12, 411.37
+2020-09-19, 411.09
+2020-09-26, 410.99
+2020-10-03, 410.95
+2020-10-10, 411.05
+2020-10-17, 411.09
+2020-10-24, 411.48
+2020-10-31, 411.75
+2020-11-07, 412.30
+2020-11-14, 412.61
+2020-11-21, 412.91
+2020-11-28, 414.25
+2020-12-05, 413.00
+2020-12-12, 413.60
+2020-12-19, 414.34
+2020-12-26, 414.64
+2021-01-02, 415.19
+2021-01-09, 414.83
+2021-01-16, 414.84
+2021-01-23, 415.39
+2021-01-30, 415.68
+2021-02-06, 416.91
+2021-02-13, 416.46
+2021-02-20, 416.16
+2021-02-27, 416.45
+2021-03-06, 417.56
+2021-03-13, 416.54
+2021-03-20, 418.00
+2021-03-27, 416.43
+2021-04-03, 417.69
+2021-04-10, 419.02
+2021-04-17, 417.66
+2021-04-24, 418.54
+2021-05-01, 419.65
+2021-05-08, 418.16
+2021-05-15, 419.02
+2021-05-22, 417.98
+2021-05-29, 419.49
+2021-06-05, 419.46
+2021-06-12, 418.90
+2021-06-19, 418.49
+2021-06-26, 417.82
+2021-07-03, 417.70
+2021-07-10, 417.08
+2021-07-17, 416.91
+2021-07-24, 415.92
+2021-07-31, 414.94
+2021-08-07, 414.56
+2021-08-14, 414.66
+2021-08-21, 414.42
+2021-08-28, 412.68
+2021-09-04, 412.58
+2021-09-11, 413.15
+2021-09-18, 413.09
+2021-09-25, 413.05
+2021-10-02, 413.05
+2021-10-09, 413.56
+2021-10-16, 413.97
+2021-10-23, 413.97
+2021-10-30, 413.64
+2021-11-06, 414.32
+2021-11-13, 414.77
+2021-11-20, 414.91
+2021-11-27, 415.59
+2021-12-04, 415.77
+2021-12-11, 415.91
+2021-12-18, 416.58
+2021-12-25, 417.36
+2022-01-01, 417.17
+2022-01-08, 417.38
+2022-01-15, 418.03
+2022-01-22, 418.33
+2022-01-29, 419.08
+2022-02-05, 418.74
+2022-02-12, 418.90
+2022-02-19, 418.79
+2022-02-26, 419.55
+2022-03-05, 418.35
+2022-03-12, 418.56
+2022-03-19, 417.95
+2022-03-26, 419.00
+2022-04-02, 419.91
+2022-04-09, 419.38
+2022-04-16, 420.57
+2022-04-23, 420.11
+2022-04-30, 419.81
+2022-05-07, 419.64
+2022-05-14, 421.36
+2022-05-21, 420.55
+2022-05-28, 421.34
+2022-06-04, 421.18
+2022-06-11, 420.90
+2022-06-18, 420.45
+2022-06-25, 420.16
+2022-07-02, 419.89
+2022-07-09, 418.92
+2022-07-16, 418.47
+2022-07-23, 418.02
+2022-07-30, 417.64
+2022-08-06, 417.42
+2022-08-13, 416.84
+2022-08-20, 416.24
+2022-08-27, 416.11
+2022-09-03, 415.74
+2022-09-10, 415.85
+2022-09-17, 415.75
+2022-09-24, 414.82
+2022-10-01, 415.12
+2022-10-08, 414.85
+2022-10-15, 415.31
+2022-10-22, 415.60
+2022-10-29, 416.07
+2022-11-05, 416.30
+2022-11-12, 416.81
+2022-11-19, 417.41
+2022-11-26, 417.73
+2022-12-17, 418.41
+2022-12-24, 419.29
+2022-12-31, 419.19
+2023-01-07, 419.09
+2023-01-14, 419.32
+2023-01-21, 419.18
+2023-01-28, 419.66
+2023-02-04, 419.68
+2023-02-11, 420.63
+2023-02-18, 420.19
+2023-02-25, 420.76
+2023-03-04, 421.12
+2023-03-11, 420.19
+2023-03-18, 419.96
+2023-03-25, 420.87
+2023-04-01, 421.33
+2023-04-08, 422.20
+2023-04-15, 423.02
+2023-04-22, 422.99
+2023-04-29, 423.95
+2023-05-06, 423.76
+2023-05-13, 423.78
+2023-05-20, 422.77
+2023-05-27, 424.44
+2023-06-03, 424.40
+2023-06-10, 424.01
+2023-06-17, 422.93
+2023-06-24, 422.21
+2023-07-01, 422.80