diff --git a/module3/exo1/myfile b/module3/exo1/myfile
new file mode 100644
index 0000000000000000000000000000000000000000..02a058ef7a1f0bd468ff1701a81005bc92d9aadb
--- /dev/null
+++ b/module3/exo1/myfile
@@ -0,0 +1,2122 @@
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+1542,199548,3,206446,193457.0,219435.0,357,335.0,379.0,FR,France
+1543,199547,3,120472,110526.0,130418.0,209,192.0,226.0,FR,France
+1544,199546,3,62380,55042.0,69718.0,108,95.0,121.0,FR,France
+1545,199545,3,29791,24523.0,35059.0,52,43.0,61.0,FR,France
+1546,199544,3,13168,9820.0,16516.0,23,17.0,29.0,FR,France
+1547,199543,3,16188,12389.0,19987.0,28,21.0,35.0,FR,France
+1548,199542,3,15178,11387.0,18969.0,26,19.0,33.0,FR,France
+1549,199541,3,14980,10851.0,19109.0,26,19.0,33.0,FR,France
+1550,199540,3,16245,11610.0,20880.0,28,20.0,36.0,FR,France
+1551,199539,3,18499,13844.0,23154.0,32,24.0,40.0,FR,France
+1552,199538,3,13123,9410.0,16836.0,23,17.0,29.0,FR,France
+1553,199537,3,4895,2666.0,7124.0,8,4.0,12.0,FR,France
+1554,199536,3,3659,1574.0,5744.0,6,2.0,10.0,FR,France
+1555,199535,3,2496,644.0,4348.0,4,1.0,7.0,FR,France
+1556,199534,3,1887,214.0,3560.0,3,0.0,6.0,FR,France
+1557,199533,3,905,0.0,2007.0,2,0.0,4.0,FR,France
+1558,199532,3,700,0.0,1699.0,1,0.0,3.0,FR,France
+1559,199531,3,1946,92.0,3800.0,3,0.0,6.0,FR,France
+1560,199530,3,1898,46.0,3750.0,3,0.0,6.0,FR,France
+1561,199529,3,2148,687.0,3609.0,4,1.0,7.0,FR,France
+1562,199528,3,3312,1430.0,5194.0,6,3.0,9.0,FR,France
+1563,199527,3,4853,2683.0,7023.0,8,4.0,12.0,FR,France
+1564,199526,3,4986,2911.0,7061.0,9,5.0,13.0,FR,France
+1565,199525,3,4571,2520.0,6622.0,8,4.0,12.0,FR,France
+1566,199524,3,8058,5054.0,11062.0,14,9.0,19.0,FR,France
+1567,199523,3,13820,9801.0,17839.0,24,17.0,31.0,FR,France
+1568,199522,3,14124,9999.0,18249.0,24,17.0,31.0,FR,France
+1569,199521,3,11931,8655.0,15207.0,21,15.0,27.0,FR,France
+1570,199520,3,18846,14311.0,23381.0,33,25.0,41.0,FR,France
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+1572,199518,3,39231,33258.0,45204.0,68,58.0,78.0,FR,France
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+1600,199442,3,14406,10653.0,18159.0,25,18.0,32.0,FR,France
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+1624,199418,3,3705,1940.0,5470.0,6,3.0,9.0,FR,France
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+1638,199404,3,23712,19048.0,28376.0,41,33.0,49.0,FR,France
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+1978,198730,3,4642,1301.0,7983.0,8,2.0,14.0,FR,France
+1979,198729,3,4389,913.0,7865.0,8,2.0,14.0,FR,France
+1980,198728,3,2702,138.0,5266.0,5,0.0,10.0,FR,France
+1981,198727,3,10171,5904.0,14438.0,18,10.0,26.0,FR,France
+1982,198726,3,12341,7824.0,16858.0,22,14.0,30.0,FR,France
+1983,198725,3,23413,15490.0,31336.0,42,28.0,56.0,FR,France
+1984,198724,3,11289,7282.0,15296.0,20,13.0,27.0,FR,France
+1985,198723,3,15857,10943.0,20771.0,29,20.0,38.0,FR,France
+1986,198722,3,14887,9743.0,20031.0,27,18.0,36.0,FR,France
+1987,198721,3,17619,12649.0,22589.0,32,23.0,41.0,FR,France
+1988,198720,3,10344,6454.0,14234.0,19,12.0,26.0,FR,France
+1989,198719,3,12539,7943.0,17135.0,23,15.0,31.0,FR,France
+1990,198718,3,16095,10330.0,21860.0,29,19.0,39.0,FR,France
+1991,198717,3,21256,14850.0,27662.0,38,26.0,50.0,FR,France
+1992,198716,3,32416,25100.0,39732.0,58,45.0,71.0,FR,France
+1993,198715,3,44292,36456.0,52128.0,80,66.0,94.0,FR,France
+1994,198714,3,50642,41866.0,59418.0,91,75.0,107.0,FR,France
+1995,198713,3,62246,52749.0,71743.0,112,95.0,129.0,FR,France
+1996,198712,3,59625,50653.0,68597.0,107,91.0,123.0,FR,France
+1997,198711,3,53561,45035.0,62087.0,96,81.0,111.0,FR,France
+1998,198710,3,93067,80519.0,105615.0,167,144.0,190.0,FR,France
+1999,198709,3,147006,133519.0,160493.0,264,240.0,288.0,FR,France
+2000,198708,3,217779,202179.0,233379.0,391,363.0,419.0,FR,France
+2001,198707,3,288180,270718.0,305642.0,518,487.0,549.0,FR,France
+2002,198706,3,296702,279051.0,314353.0,533,501.0,565.0,FR,France
+2003,198705,3,236046,219483.0,252609.0,424,394.0,454.0,FR,France
+2004,198704,3,158333,143625.0,173041.0,285,259.0,311.0,FR,France
+2005,198703,3,103841,91699.0,115983.0,187,165.0,209.0,FR,France
+2006,198702,3,74213,64014.0,84412.0,133,115.0,151.0,FR,France
+2007,198701,3,69745,59207.0,80283.0,125,106.0,144.0,FR,France
+2008,198652,3,76263,64958.0,87568.0,138,118.0,158.0,FR,France
+2009,198651,3,72920,63047.0,82793.0,132,114.0,150.0,FR,France
+2010,198650,3,73413,64019.0,82807.0,133,116.0,150.0,FR,France
+2011,198649,3,56296,48229.0,64363.0,102,87.0,117.0,FR,France
+2012,198648,3,46031,38578.0,53484.0,83,70.0,96.0,FR,France
+2013,198647,3,36740,29710.0,43770.0,66,53.0,79.0,FR,France
+2014,198646,3,32134,25327.0,38941.0,58,46.0,70.0,FR,France
+2015,198645,3,38964,31382.0,46546.0,70,56.0,84.0,FR,France
+2016,198644,3,28646,22048.0,35244.0,52,40.0,64.0,FR,France
+2017,198643,3,27532,20842.0,34222.0,50,38.0,62.0,FR,France
+2018,198642,3,31815,25124.0,38506.0,57,45.0,69.0,FR,France
+2019,198641,3,32864,25939.0,39789.0,59,47.0,71.0,FR,France
+2020,198640,3,33516,26776.0,40256.0,60,48.0,72.0,FR,France
+2021,198639,3,28665,22477.0,34853.0,52,41.0,63.0,FR,France
+2022,198638,3,26615,20479.0,32751.0,48,37.0,59.0,FR,France
+2023,198637,3,15998,10802.0,21194.0,29,20.0,38.0,FR,France
+2024,198636,3,9182,4982.0,13382.0,17,9.0,25.0,FR,France
+2025,198635,3,10587,4470.0,16704.0,19,8.0,30.0,FR,France
+2026,198634,3,5762,858.0,10666.0,10,1.0,19.0,FR,France
+2027,198633,3,3115,554.0,5676.0,6,1.0,11.0,FR,France
+2028,198632,3,1027,0.0,2311.0,2,0.0,4.0,FR,France
+2029,198631,3,2247,0.0,4574.0,4,0.0,8.0,FR,France
+2030,198630,3,2346,141.0,4551.0,4,0.0,8.0,FR,France
+2031,198629,3,3654,931.0,6377.0,7,2.0,12.0,FR,France
+2032,198628,3,2327,0.0,5318.0,4,0.0,9.0,FR,France
+2033,198627,3,7529,3353.0,11705.0,14,6.0,22.0,FR,France
+2034,198626,3,8778,5106.0,12450.0,16,9.0,23.0,FR,France
+2035,198625,3,11075,6804.0,15346.0,20,12.0,28.0,FR,France
+2036,198624,3,11160,7252.0,15068.0,20,13.0,27.0,FR,France
+2037,198623,3,14372,9896.0,18848.0,26,18.0,34.0,FR,France
+2038,198622,3,9717,5594.0,13840.0,18,11.0,25.0,FR,France
+2039,198621,3,14460,9575.0,19345.0,26,17.0,35.0,FR,France
+2040,198620,3,17133,12106.0,22160.0,31,22.0,40.0,FR,France
+2041,198619,3,22177,16008.0,28346.0,40,29.0,51.0,FR,France
+2042,198618,3,31736,24115.0,39357.0,57,43.0,71.0,FR,France
+2043,198617,3,34874,27440.0,42308.0,63,50.0,76.0,FR,France
+2044,198616,3,41196,32894.0,49498.0,74,59.0,89.0,FR,France
+2045,198615,3,42659,33537.0,51781.0,77,61.0,93.0,FR,France
+2046,198614,3,49792,39728.0,59856.0,90,72.0,108.0,FR,France
+2047,198613,3,87249,63562.0,110936.0,157,114.0,200.0,FR,France
+2048,198612,3,124777,97237.0,152317.0,225,175.0,275.0,FR,France
+2049,198611,3,168146,151035.0,185257.0,303,272.0,334.0,FR,France
+2050,198610,3,257305,231225.0,283385.0,464,417.0,511.0,FR,France
+2051,198609,3,321140,296644.0,345636.0,580,536.0,624.0,FR,France
+2052,198608,3,448786,419219.0,478353.0,810,757.0,863.0,FR,France
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+2054,198606,3,439300,411764.0,466836.0,793,743.0,843.0,FR,France
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diff --git a/module3/exo2/myfile b/module3/exo2/myfile
new file mode 100644
index 0000000000000000000000000000000000000000..02a058ef7a1f0bd468ff1701a81005bc92d9aadb
--- /dev/null
+++ b/module3/exo2/myfile
@@ -0,0 +1,2122 @@
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+1400,199834,3,3853,589.0,7117.0,7,1.0,13.0,FR,France
+1401,199833,3,2934,0.0,6598.0,5,0.0,11.0,FR,France
+1402,199832,3,1308,0.0,2894.0,2,0.0,5.0,FR,France
+1403,199831,3,12147,0.0,29237.0,21,0.0,50.0,FR,France
+1404,199830,3,5309,1628.0,8990.0,9,3.0,15.0,FR,France
+1405,199829,3,6486,2465.0,10507.0,11,4.0,18.0,FR,France
+1406,199828,3,9577,4464.0,14690.0,16,7.0,25.0,FR,France
+1407,199827,3,12358,7158.0,17558.0,21,12.0,30.0,FR,France
+1408,199826,3,10415,6547.0,14283.0,18,11.0,25.0,FR,France
+1409,199825,3,18246,13050.0,23442.0,31,22.0,40.0,FR,France
+1410,199824,3,16263,11126.0,21400.0,28,19.0,37.0,FR,France
+1411,199823,3,8553,4911.0,12195.0,15,9.0,21.0,FR,France
+1412,199822,3,5181,2669.0,7693.0,9,5.0,13.0,FR,France
+1413,199821,3,4751,2416.0,7086.0,8,4.0,12.0,FR,France
+1414,199820,3,12129,8099.0,16159.0,21,14.0,28.0,FR,France
+1415,199819,3,24118,17906.0,30330.0,41,30.0,52.0,FR,France
+1416,199818,3,31612,24512.0,38712.0,54,42.0,66.0,FR,France
+1417,199817,3,61148,51894.0,70402.0,105,89.0,121.0,FR,France
+1418,199816,3,123195,109878.0,136512.0,211,188.0,234.0,FR,France
+1419,199815,3,171603,156715.0,186491.0,294,268.0,320.0,FR,France
+1420,199814,3,319092,298398.0,339786.0,547,512.0,582.0,FR,France
+1421,199813,3,298212,278513.0,317911.0,512,478.0,546.0,FR,France
+1422,199812,3,263585,246356.0,280814.0,452,422.0,482.0,FR,France
+1423,199811,3,220578,204894.0,236262.0,378,351.0,405.0,FR,France
+1424,199810,3,202354,186304.0,218404.0,347,319.0,375.0,FR,France
+1425,199809,3,227553,209970.0,245136.0,390,360.0,420.0,FR,France
+1426,199808,3,271362,252005.0,290719.0,465,432.0,498.0,FR,France
+1427,199807,3,190187,173694.0,206680.0,326,298.0,354.0,FR,France
+1428,199806,3,88217,76829.0,99605.0,151,131.0,171.0,FR,France
+1429,199805,3,45180,36970.0,53390.0,77,63.0,91.0,FR,France
+1430,199804,3,30005,23272.0,36738.0,51,39.0,63.0,FR,France
+1431,199803,3,23900,18221.0,29579.0,41,31.0,51.0,FR,France
+1432,199802,3,31143,23994.0,38292.0,53,41.0,65.0,FR,France
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+1434,199752,3,29039,21984.0,36094.0,50,38.0,62.0,FR,France
+1435,199751,3,34924,27737.0,42111.0,60,48.0,72.0,FR,France
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+1442,199744,3,19770,14405.0,25135.0,34,25.0,43.0,FR,France
+1443,199743,3,16707,11945.0,21469.0,29,21.0,37.0,FR,France
+1444,199742,3,15340,10351.0,20329.0,26,17.0,35.0,FR,France
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+1457,199729,3,1973,0.0,4347.0,3,0.0,7.0,FR,France
+1458,199728,3,1560,216.0,2904.0,3,1.0,5.0,FR,France
+1459,199727,3,2540,754.0,4326.0,4,1.0,7.0,FR,France
+1460,199726,3,5582,2699.0,8465.0,10,5.0,15.0,FR,France
+1461,199725,3,4012,1090.0,6934.0,7,2.0,12.0,FR,France
+1462,199724,3,4696,1824.0,7568.0,8,3.0,13.0,FR,France
+1463,199723,3,4709,2136.0,7282.0,8,4.0,12.0,FR,France
+1464,199722,3,2283,665.0,3901.0,4,1.0,7.0,FR,France
+1465,199721,3,2108,664.0,3552.0,4,2.0,6.0,FR,France
+1466,199720,3,3257,1519.0,4995.0,6,3.0,9.0,FR,France
+1467,199719,3,4646,2436.0,6856.0,8,4.0,12.0,FR,France
+1468,199718,3,5246,2764.0,7728.0,9,5.0,13.0,FR,France
+1469,199717,3,14236,9906.0,18566.0,24,17.0,31.0,FR,France
+1470,199716,3,12169,8111.0,16227.0,21,14.0,28.0,FR,France
+1471,199715,3,9516,6192.0,12840.0,16,10.0,22.0,FR,France
+1472,199714,3,13602,9659.0,17545.0,23,16.0,30.0,FR,France
+1473,199713,3,18032,13345.0,22719.0,31,23.0,39.0,FR,France
+1474,199712,3,17199,12707.0,21691.0,30,22.0,38.0,FR,France
+1475,199711,3,19988,15419.0,24557.0,34,26.0,42.0,FR,France
+1476,199710,3,21903,17338.0,26468.0,38,30.0,46.0,FR,France
+1477,199709,3,29860,24261.0,35459.0,51,41.0,61.0,FR,France
+1478,199708,3,55445,47857.0,63033.0,95,82.0,108.0,FR,France
+1479,199707,3,70876,62518.0,79234.0,122,108.0,136.0,FR,France
+1480,199706,3,76906,68152.0,85660.0,132,117.0,147.0,FR,France
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+1482,199704,3,96896,87079.0,106713.0,167,150.0,184.0,FR,France
+1483,199703,3,143844,131917.0,155771.0,248,227.0,269.0,FR,France
+1484,199702,3,211578,197395.0,225761.0,364,340.0,388.0,FR,France
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+1486,199652,3,388201,369211.0,407191.0,670,637.0,703.0,FR,France
+1487,199651,3,640627,617388.0,663866.0,1106,1066.0,1146.0,FR,France
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+1491,199647,3,71980,63619.0,80341.0,124,110.0,138.0,FR,France
+1492,199646,3,32138,26358.0,37918.0,55,45.0,65.0,FR,France
+1493,199645,3,25551,20136.0,30966.0,44,35.0,53.0,FR,France
+1494,199644,3,10753,7230.0,14276.0,19,13.0,25.0,FR,France
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+1502,199636,3,1122,23.0,2221.0,2,0.0,4.0,FR,France
+1503,199635,3,1674,93.0,3255.0,3,0.0,6.0,FR,France
+1504,199634,3,1273,122.0,2424.0,2,0.0,4.0,FR,France
+1505,199633,3,540,0.0,1246.0,1,0.0,2.0,FR,France
+1506,199632,3,1453,176.0,2730.0,3,1.0,5.0,FR,France
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+1509,199629,3,1559,144.0,2974.0,3,1.0,5.0,FR,France
+1510,199628,3,3109,541.0,5677.0,5,1.0,9.0,FR,France
+1511,199627,3,4456,1595.0,7317.0,8,3.0,13.0,FR,France
+1512,199626,3,2871,1138.0,4604.0,5,2.0,8.0,FR,France
+1513,199625,3,2308,856.0,3760.0,4,1.0,7.0,FR,France
+1514,199624,3,2490,1067.0,3913.0,4,2.0,6.0,FR,France
+1515,199623,3,2819,1262.0,4376.0,5,2.0,8.0,FR,France
+1516,199622,3,4005,1984.0,6026.0,7,4.0,10.0,FR,France
+1517,199621,3,7042,4291.0,9793.0,12,7.0,17.0,FR,France
+1518,199620,3,10619,7365.0,13873.0,18,12.0,24.0,FR,France
+1519,199619,3,11898,8065.0,15731.0,21,14.0,28.0,FR,France
+1520,199618,3,18338,13352.0,23324.0,32,23.0,41.0,FR,France
+1521,199617,3,24954,19100.0,30808.0,43,33.0,53.0,FR,France
+1522,199616,3,29313,23868.0,34758.0,51,42.0,60.0,FR,France
+1523,199615,3,51703,43644.0,59762.0,89,75.0,103.0,FR,France
+1524,199614,3,44414,36774.0,52054.0,77,64.0,90.0,FR,France
+1525,199613,3,30622,25062.0,36182.0,53,43.0,63.0,FR,France
+1526,199612,3,31818,25852.0,37784.0,55,45.0,65.0,FR,France
+1527,199611,3,24427,19499.0,29355.0,42,33.0,51.0,FR,France
+1528,199610,3,20910,16198.0,25622.0,36,28.0,44.0,FR,France
+1529,199609,3,19594,15228.0,23960.0,34,26.0,42.0,FR,France
+1530,199608,3,19046,14850.0,23242.0,33,26.0,40.0,FR,France
+1531,199607,3,23041,18338.0,27744.0,40,32.0,48.0,FR,France
+1532,199606,3,21810,17153.0,26467.0,38,30.0,46.0,FR,France
+1533,199605,3,25275,20410.0,30140.0,44,36.0,52.0,FR,France
+1534,199604,3,43359,36948.0,49770.0,75,64.0,86.0,FR,France
+1535,199603,3,54691,48016.0,61366.0,94,82.0,106.0,FR,France
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+1541,199549,3,375500,358200.0,392800.0,650,620.0,680.0,FR,France
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+1547,199543,3,16188,12389.0,19987.0,28,21.0,35.0,FR,France
+1548,199542,3,15178,11387.0,18969.0,26,19.0,33.0,FR,France
+1549,199541,3,14980,10851.0,19109.0,26,19.0,33.0,FR,France
+1550,199540,3,16245,11610.0,20880.0,28,20.0,36.0,FR,France
+1551,199539,3,18499,13844.0,23154.0,32,24.0,40.0,FR,France
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+1557,199533,3,905,0.0,2007.0,2,0.0,4.0,FR,France
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+1565,199525,3,4571,2520.0,6622.0,8,4.0,12.0,FR,France
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+1568,199522,3,14124,9999.0,18249.0,24,17.0,31.0,FR,France
+1569,199521,3,11931,8655.0,15207.0,21,15.0,27.0,FR,France
+1570,199520,3,18846,14311.0,23381.0,33,25.0,41.0,FR,France
+1571,199519,3,26261,21488.0,31034.0,45,37.0,53.0,FR,France
+1572,199518,3,39231,33258.0,45204.0,68,58.0,78.0,FR,France
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+1575,199515,3,181007,169110.0,192904.0,313,292.0,334.0,FR,France
+1576,199514,3,248704,235144.0,262264.0,431,408.0,454.0,FR,France
+1577,199513,3,209839,197191.0,222487.0,363,341.0,385.0,FR,France
+1578,199512,3,122434,112497.0,132371.0,212,195.0,229.0,FR,France
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+1581,199509,3,39696,33259.0,46133.0,69,58.0,80.0,FR,France
+1582,199508,3,38008,32225.0,43791.0,66,56.0,76.0,FR,France
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+1616,199426,3,990,80.0,1900.0,2,0.0,4.0,FR,France
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+1618,199424,3,6288,3723.0,8853.0,11,7.0,15.0,FR,France
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+1620,199422,3,845,0.0,2449.0,1,0.0,4.0,FR,France
+1621,199421,3,2197,395.0,3999.0,4,1.0,7.0,FR,France
+1622,199420,3,2217,852.0,3582.0,4,2.0,6.0,FR,France
+1623,199419,3,1483,406.0,2560.0,3,1.0,5.0,FR,France
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+1625,199417,3,2288,1064.0,3512.0,4,2.0,6.0,FR,France
+1626,199416,3,5156,3176.0,7136.0,9,6.0,12.0,FR,France
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+1973,198735,3,6149,2970.0,9328.0,11,5.0,17.0,FR,France
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+1978,198730,3,4642,1301.0,7983.0,8,2.0,14.0,FR,France
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+1980,198728,3,2702,138.0,5266.0,5,0.0,10.0,FR,France
+1981,198727,3,10171,5904.0,14438.0,18,10.0,26.0,FR,France
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+1983,198725,3,23413,15490.0,31336.0,42,28.0,56.0,FR,France
+1984,198724,3,11289,7282.0,15296.0,20,13.0,27.0,FR,France
+1985,198723,3,15857,10943.0,20771.0,29,20.0,38.0,FR,France
+1986,198722,3,14887,9743.0,20031.0,27,18.0,36.0,FR,France
+1987,198721,3,17619,12649.0,22589.0,32,23.0,41.0,FR,France
+1988,198720,3,10344,6454.0,14234.0,19,12.0,26.0,FR,France
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+1991,198717,3,21256,14850.0,27662.0,38,26.0,50.0,FR,France
+1992,198716,3,32416,25100.0,39732.0,58,45.0,71.0,FR,France
+1993,198715,3,44292,36456.0,52128.0,80,66.0,94.0,FR,France
+1994,198714,3,50642,41866.0,59418.0,91,75.0,107.0,FR,France
+1995,198713,3,62246,52749.0,71743.0,112,95.0,129.0,FR,France
+1996,198712,3,59625,50653.0,68597.0,107,91.0,123.0,FR,France
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+2000,198708,3,217779,202179.0,233379.0,391,363.0,419.0,FR,France
+2001,198707,3,288180,270718.0,305642.0,518,487.0,549.0,FR,France
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+2008,198652,3,76263,64958.0,87568.0,138,118.0,158.0,FR,France
+2009,198651,3,72920,63047.0,82793.0,132,114.0,150.0,FR,France
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+2013,198647,3,36740,29710.0,43770.0,66,53.0,79.0,FR,France
+2014,198646,3,32134,25327.0,38941.0,58,46.0,70.0,FR,France
+2015,198645,3,38964,31382.0,46546.0,70,56.0,84.0,FR,France
+2016,198644,3,28646,22048.0,35244.0,52,40.0,64.0,FR,France
+2017,198643,3,27532,20842.0,34222.0,50,38.0,62.0,FR,France
+2018,198642,3,31815,25124.0,38506.0,57,45.0,69.0,FR,France
+2019,198641,3,32864,25939.0,39789.0,59,47.0,71.0,FR,France
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+2021,198639,3,28665,22477.0,34853.0,52,41.0,63.0,FR,France
+2022,198638,3,26615,20479.0,32751.0,48,37.0,59.0,FR,France
+2023,198637,3,15998,10802.0,21194.0,29,20.0,38.0,FR,France
+2024,198636,3,9182,4982.0,13382.0,17,9.0,25.0,FR,France
+2025,198635,3,10587,4470.0,16704.0,19,8.0,30.0,FR,France
+2026,198634,3,5762,858.0,10666.0,10,1.0,19.0,FR,France
+2027,198633,3,3115,554.0,5676.0,6,1.0,11.0,FR,France
+2028,198632,3,1027,0.0,2311.0,2,0.0,4.0,FR,France
+2029,198631,3,2247,0.0,4574.0,4,0.0,8.0,FR,France
+2030,198630,3,2346,141.0,4551.0,4,0.0,8.0,FR,France
+2031,198629,3,3654,931.0,6377.0,7,2.0,12.0,FR,France
+2032,198628,3,2327,0.0,5318.0,4,0.0,9.0,FR,France
+2033,198627,3,7529,3353.0,11705.0,14,6.0,22.0,FR,France
+2034,198626,3,8778,5106.0,12450.0,16,9.0,23.0,FR,France
+2035,198625,3,11075,6804.0,15346.0,20,12.0,28.0,FR,France
+2036,198624,3,11160,7252.0,15068.0,20,13.0,27.0,FR,France
+2037,198623,3,14372,9896.0,18848.0,26,18.0,34.0,FR,France
+2038,198622,3,9717,5594.0,13840.0,18,11.0,25.0,FR,France
+2039,198621,3,14460,9575.0,19345.0,26,17.0,35.0,FR,France
+2040,198620,3,17133,12106.0,22160.0,31,22.0,40.0,FR,France
+2041,198619,3,22177,16008.0,28346.0,40,29.0,51.0,FR,France
+2042,198618,3,31736,24115.0,39357.0,57,43.0,71.0,FR,France
+2043,198617,3,34874,27440.0,42308.0,63,50.0,76.0,FR,France
+2044,198616,3,41196,32894.0,49498.0,74,59.0,89.0,FR,France
+2045,198615,3,42659,33537.0,51781.0,77,61.0,93.0,FR,France
+2046,198614,3,49792,39728.0,59856.0,90,72.0,108.0,FR,France
+2047,198613,3,87249,63562.0,110936.0,157,114.0,200.0,FR,France
+2048,198612,3,124777,97237.0,152317.0,225,175.0,275.0,FR,France
+2049,198611,3,168146,151035.0,185257.0,303,272.0,334.0,FR,France
+2050,198610,3,257305,231225.0,283385.0,464,417.0,511.0,FR,France
+2051,198609,3,321140,296644.0,345636.0,580,536.0,624.0,FR,France
+2052,198608,3,448786,419219.0,478353.0,810,757.0,863.0,FR,France
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diff --git a/module3/exo2/myfilevaricelle b/module3/exo2/myfilevaricelle
new file mode 100644
index 0000000000000000000000000000000000000000..5014e2f8640667591cc495ea0a57e40d0f44793c
--- /dev/null
+++ b/module3/exo2/myfilevaricelle
@@ -0,0 +1,1804 @@
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+773,201034,7,4649,1665,7633,7,2,12,FR,France
+774,201033,7,3972,1372,6572,6,2,10,FR,France
+775,201032,7,4307,1345,7269,7,2,12,FR,France
+776,201031,7,7403,3912,10894,12,6,18,FR,France
+777,201030,7,8502,4404,12600,14,7,21,FR,France
+778,201029,7,14481,8874,20088,23,14,32,FR,France
+779,201028,7,28483,18947,38019,45,30,60,FR,France
+780,201027,7,25965,18206,33724,41,29,53,FR,France
+781,201026,7,22628,16253,29003,36,26,46,FR,France
+782,201025,7,21027,15245,26809,33,24,42,FR,France
+783,201024,7,26164,19503,32825,42,31,53,FR,France
+784,201023,7,19858,14032,25684,32,23,41,FR,France
+785,201022,7,22275,16460,28090,35,26,44,FR,France
+786,201021,7,24815,18263,31367,40,30,50,FR,France
+787,201020,7,22370,16020,28720,36,26,46,FR,France
+788,201019,7,25552,18564,32540,41,30,52,FR,France
+789,201018,7,18894,13264,24524,30,21,39,FR,France
+790,201017,7,17512,12221,22803,28,20,36,FR,France
+791,201016,7,21439,15519,27359,34,25,43,FR,France
+792,201015,7,26362,19735,32989,42,31,53,FR,France
+793,201014,7,20168,14274,26062,32,23,41,FR,France
+794,201013,7,18917,13394,24440,30,21,39,FR,France
+795,201012,7,18171,12995,23347,29,21,37,FR,France
+796,201011,7,13401,9041,17761,21,14,28,FR,France
+797,201010,7,18123,12614,23632,29,20,38,FR,France
+798,201009,7,21145,14746,27544,34,24,44,FR,France
+799,201008,7,30549,21013,40085,49,34,64,FR,France
+800,201007,7,25017,17142,32892,40,27,53,FR,France
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+804,201003,7,11821,7294,16348,19,12,26,FR,France
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+811,200949,7,7199,3960,10438,11,6,16,FR,France
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+819,200941,7,7811,4267,11355,12,6,18,FR,France
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+821,200939,7,4090,921,7259,7,2,12,FR,France
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+826,200934,7,8863,3112,14614,14,5,23,FR,France
+827,200933,7,6592,965,12219,10,1,19,FR,France
+828,200932,7,9370,4069,14671,15,7,23,FR,France
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+834,200926,7,24817,17154,32480,40,28,52,FR,France
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+836,200924,7,14666,9828,19504,23,15,31,FR,France
+837,200923,7,18094,10701,25487,29,17,41,FR,France
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+839,200921,7,23147,16066,30228,37,26,48,FR,France
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+841,200919,7,29529,19088,39970,47,30,64,FR,France
+842,200918,7,17676,11359,23993,28,18,38,FR,France
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+844,200916,7,23899,16714,31084,38,27,49,FR,France
+845,200915,7,21717,14784,28650,35,24,46,FR,France
+846,200914,7,22143,14930,29356,35,24,46,FR,France
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+848,200912,7,17997,11343,24651,29,18,40,FR,France
+849,200911,7,22428,14154,30702,36,23,49,FR,France
+850,200910,7,21362,13994,28730,34,22,46,FR,France
+851,200909,7,26922,18447,35397,43,30,56,FR,France
+852,200908,7,20424,13766,27082,33,22,44,FR,France
+853,200907,7,23181,15024,31338,37,24,50,FR,France
+854,200906,7,29147,20804,37490,46,33,59,FR,France
+855,200905,7,14176,8933,19419,23,15,31,FR,France
+856,200904,7,14887,10004,19770,24,16,32,FR,France
+857,200903,7,12650,7578,17722,20,12,28,FR,France
+858,200902,7,22806,13997,31615,36,22,50,FR,France
+859,200901,7,27073,17648,36498,43,28,58,FR,France
+860,200852,7,13485,8749,18221,22,14,30,FR,France
+861,200851,7,10984,7406,14562,18,12,24,FR,France
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+863,200849,7,11365,4402,18328,19,8,30,FR,France
+864,200848,7,14199,5494,22904,23,9,37,FR,France
+865,200847,7,15819,7899,23739,26,13,39,FR,France
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+867,200845,7,10538,5244,15832,17,8,26,FR,France
+868,200844,7,10753,6665,14841,18,11,25,FR,France
+869,200843,7,9420,5654,13186,15,9,21,FR,France
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+871,200841,7,8583,3541,13625,14,6,22,FR,France
+872,200840,7,8164,3051,13277,13,5,21,FR,France
+873,200839,7,5477,2331,8623,9,4,14,FR,France
+874,200838,7,3780,1129,6431,6,2,10,FR,France
+875,200837,7,4612,1860,7364,8,4,12,FR,France
+876,200836,7,2821,365,5277,5,1,9,FR,France
+877,200835,7,2304,0,4896,4,0,8,FR,France
+878,200834,7,4452,915,7989,7,1,13,FR,France
+879,200833,7,5347,1116,9578,9,2,16,FR,France
+880,200832,7,5294,1512,9076,9,3,15,FR,France
+881,200831,7,10207,5298,15116,17,9,25,FR,France
+882,200830,7,10220,5331,15109,17,9,25,FR,France
+883,200829,7,10071,5148,14994,16,8,24,FR,France
+884,200828,7,9826,4460,15192,16,7,25,FR,France
+885,200827,7,11768,6077,17459,19,10,28,FR,France
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+887,200825,7,21617,15364,27870,35,25,45,FR,France
+888,200824,7,18253,12292,24214,30,20,40,FR,France
+889,200823,7,14388,8610,20166,23,14,32,FR,France
+890,200822,7,13560,7829,19291,22,13,31,FR,France
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+892,200820,7,18272,12040,24504,30,20,40,FR,France
+893,200819,7,16110,10352,21868,26,17,35,FR,France
+894,200818,7,17377,11105,23649,28,18,38,FR,France
+895,200817,7,27000,19317,34683,44,31,57,FR,France
+896,200816,7,23002,15304,30700,37,24,50,FR,France
+897,200815,7,25454,15856,35052,41,25,57,FR,France
+898,200814,7,22236,15623,28849,36,25,47,FR,France
+899,200813,7,20308,13107,27509,33,21,45,FR,France
+900,200812,7,22462,15587,29337,37,26,48,FR,France
+901,200811,7,20505,13958,27052,33,22,44,FR,France
+902,200810,7,18078,11784,24372,29,19,39,FR,France
+903,200809,7,20474,14073,26875,33,23,43,FR,France
+904,200808,7,21441,15042,27840,35,25,45,FR,France
+905,200807,7,17894,12348,23440,29,20,38,FR,France
+906,200806,7,16310,11091,21529,27,18,36,FR,France
+907,200805,7,16684,11106,22262,27,18,36,FR,France
+908,200804,7,20997,14662,27332,34,24,44,FR,France
+909,200803,7,19263,11093,27433,31,18,44,FR,France
+910,200802,7,20501,13032,27970,33,21,45,FR,France
+911,200801,7,20780,14093,27467,34,23,45,FR,France
+912,200752,7,18010,11329,24691,29,18,40,FR,France
+913,200751,7,20052,12509,27595,33,21,45,FR,France
+914,200750,7,19059,12513,25605,31,20,42,FR,France
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+916,200748,7,10765,5871,15659,18,10,26,FR,France
+917,200747,7,10703,1791,19615,17,2,32,FR,France
+918,200746,7,12318,4207,20429,20,7,33,FR,France
+919,200745,7,12352,0,29660,20,0,48,FR,France
+920,200744,7,7897,3419,12375,13,6,20,FR,France
+921,200743,7,5788,2306,9270,9,3,15,FR,France
+922,200742,7,5993,2329,9657,10,4,16,FR,France
+923,200741,7,7130,0,17274,12,0,29,FR,France
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+925,200739,7,3916,500,7332,6,0,12,FR,France
+926,200738,7,2691,462,4920,4,0,8,FR,France
+927,200737,7,4100,1263,6937,7,2,12,FR,France
+928,200736,7,1580,0,3223,3,0,6,FR,France
+929,200735,7,3471,0,7162,6,0,12,FR,France
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+931,200733,7,3241,451,6031,5,0,10,FR,France
+932,200732,7,7321,2112,12530,12,4,20,FR,France
+933,200731,7,9932,3688,16176,16,6,26,FR,France
+934,200730,7,9879,3616,16142,16,6,26,FR,France
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+936,200728,7,14874,7763,21985,24,12,36,FR,France
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+938,200726,7,15454,9522,21386,25,15,35,FR,France
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+941,200723,7,23443,15824,31062,38,26,50,FR,France
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+945,200719,7,22692,15113,30271,37,25,49,FR,France
+946,200718,7,20630,13394,27866,34,22,46,FR,France
+947,200717,7,23755,14388,33122,39,24,54,FR,France
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+949,200715,7,25695,17711,33679,42,29,55,FR,France
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+951,200713,7,24625,16598,32652,40,27,53,FR,France
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+955,200709,7,18750,12252,25248,31,20,42,FR,France
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+975,200641,7,4405,123,8687,7,0,14,FR,France
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+1009,200607,7,11878,7047,16709,19,11,27,FR,France
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+1029,200539,7,4450,1509,7391,7,2,12,FR,France
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+1033,200535,7,3124,482,5766,5,1,9,FR,France
+1034,200534,7,6673,1394,11952,11,2,20,FR,France
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+1037,200531,7,9570,3334,15806,16,6,26,FR,France
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+1049,200519,7,12622,7407,17837,21,12,30,FR,France
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+1054,200514,7,16876,10333,23419,28,17,39,FR,France
+1055,200513,7,12513,7324,17702,21,12,30,FR,France
+1056,200512,7,15395,9108,21682,25,15,35,FR,France
+1057,200511,7,12702,7588,17816,21,13,29,FR,France
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+1621,199421,7,16477,11025,21929,29,20,38,FR,France
+1622,199420,7,12872,9458,16286,22,16,28,FR,France
+1623,199419,7,13769,10440,17098,24,18,30,FR,France
+1624,199418,7,13066,9917,16215,23,18,28,FR,France
+1625,199417,7,18648,14838,22458,32,25,39,FR,France
+1626,199416,7,17629,13660,21598,31,24,38,FR,France
+1627,199415,7,23128,18550,27706,40,32,48,FR,France
+1628,199414,7,20128,15971,24285,35,28,42,FR,France
+1629,199413,7,16259,12721,19797,28,22,34,FR,France
+1630,199412,7,15215,11581,18849,26,20,32,FR,France
+1631,199411,7,16439,12812,20066,29,23,35,FR,France
+1632,199410,7,20681,16433,24929,36,29,43,FR,France
+1633,199409,7,22652,17519,27785,39,30,48,FR,France
+1634,199408,7,22067,17044,27090,38,29,47,FR,France
+1635,199407,7,15332,11563,19101,27,20,34,FR,France
+1636,199406,7,15321,11710,18932,27,21,33,FR,France
+1637,199405,7,15264,11523,19005,27,21,33,FR,France
+1638,199404,7,10871,7697,14045,19,13,25,FR,France
+1639,199403,7,10882,7808,13956,19,14,24,FR,France
+1640,199402,7,11834,8348,15320,21,15,27,FR,France
+1641,199401,7,11104,8142,14066,19,14,24,FR,France
+1642,199352,7,9874,6746,13002,17,12,22,FR,France
+1643,199351,7,9565,6818,12312,17,12,22,FR,France
+1644,199350,7,6195,4181,8209,11,7,15,FR,France
+1645,199349,7,10095,7443,12747,18,13,23,FR,France
+1646,199348,7,6413,4261,8565,11,7,15,FR,France
+1647,199347,7,7543,4934,10152,13,8,18,FR,France
+1648,199346,7,7862,5175,10549,14,9,19,FR,France
+1649,199345,7,5648,3511,7785,10,6,14,FR,France
+1650,199344,7,6964,4509,9419,12,8,16,FR,France
+1651,199343,7,5976,3632,8320,10,6,14,FR,France
+1652,199342,7,7669,4853,10485,13,8,18,FR,France
+1653,199341,7,9657,6648,12666,17,12,22,FR,France
+1654,199340,7,5725,3082,8368,10,5,15,FR,France
+1655,199339,7,5520,3207,7833,10,6,14,FR,France
+1656,199338,7,2179,888,3470,4,2,6,FR,France
+1657,199337,7,1762,557,2967,3,1,5,FR,France
+1658,199336,7,3214,1526,4902,6,3,9,FR,France
+1659,199335,7,2335,910,3760,4,2,6,FR,France
+1660,199334,7,3770,1712,5828,7,3,11,FR,France
+1661,199333,7,5925,3250,8600,10,5,15,FR,France
+1662,199332,7,12711,8079,17343,22,14,30,FR,France
+1663,199331,7,12481,7874,17088,22,14,30,FR,France
+1664,199330,7,12584,8619,16549,22,15,29,FR,France
+1665,199329,7,13179,8991,17367,23,16,30,FR,France
+1666,199328,7,15293,11335,19251,27,20,34,FR,France
+1667,199327,7,14134,9791,18477,25,17,33,FR,France
+1668,199326,7,17937,13577,22297,31,23,39,FR,France
+1669,199325,7,19581,14916,24246,34,26,42,FR,France
+1670,199324,7,18285,13450,23120,32,24,40,FR,France
+1671,199323,7,16003,11927,20079,28,21,35,FR,France
+1672,199322,7,12652,8597,16707,22,15,29,FR,France
+1673,199321,7,15218,10970,19466,27,20,34,FR,France
+1674,199320,7,11343,7655,15031,20,14,26,FR,France
+1675,199319,7,12086,8856,15316,21,15,27,FR,France
+1676,199318,7,18898,14305,23491,33,25,41,FR,France
+1677,199317,7,14969,10565,19373,26,18,34,FR,France
+1678,199316,7,15102,11226,18978,26,19,33,FR,France
+1679,199315,7,15058,11183,18933,26,19,33,FR,France
+1680,199314,7,12425,9045,15805,22,16,28,FR,France
+1681,199313,7,12266,8927,15605,21,15,27,FR,France
+1682,199312,7,10821,7884,13758,19,14,24,FR,France
+1683,199311,7,11021,8006,14036,19,14,24,FR,France
+1684,199310,7,15847,12158,19536,28,22,34,FR,France
+1685,199309,7,15084,11059,19109,26,19,33,FR,France
+1686,199308,7,16967,12936,20998,30,23,37,FR,France
+1687,199307,7,16057,12350,19764,28,22,34,FR,France
+1688,199306,7,15887,12275,19499,28,22,34,FR,France
+1689,199305,7,15954,12443,19465,28,22,34,FR,France
+1690,199304,7,12374,9426,15322,22,17,27,FR,France
+1691,199303,7,15283,11831,18735,27,21,33,FR,France
+1692,199302,7,13366,10262,16470,23,18,28,FR,France
+1693,199301,7,18678,14977,22379,33,27,39,FR,France
+1694,199253,7,17829,13827,21831,31,24,38,FR,France
+1695,199252,7,14330,10582,18078,25,18,32,FR,France
+1696,199251,7,14635,11262,18008,26,20,32,FR,France
+1697,199250,7,15252,11566,18938,27,21,33,FR,France
+1698,199249,7,14411,11187,17635,25,19,31,FR,France
+1699,199248,7,10048,7396,12700,18,13,23,FR,France
+1700,199247,7,13069,9752,16386,23,17,29,FR,France
+1701,199246,7,6900,4727,9073,12,8,16,FR,France
+1702,199245,7,10791,7794,13788,19,14,24,FR,France
+1703,199244,7,10205,7482,12928,18,13,23,FR,France
+1704,199243,7,7196,4908,9484,13,9,17,FR,France
+1705,199242,7,5748,3738,7758,10,6,14,FR,France
+1706,199241,7,3587,2045,5129,6,3,9,FR,France
+1707,199240,7,5654,3442,7866,10,6,14,FR,France
+1708,199239,7,4747,2751,6743,8,5,11,FR,France
+1709,199238,7,2842,1306,4378,5,2,8,FR,France
+1710,199237,7,4103,2203,6003,7,4,10,FR,France
+1711,199236,7,2801,1200,4402,5,2,8,FR,France
+1712,199235,7,6428,3717,9139,11,6,16,FR,France
+1713,199234,7,7517,4190,10844,13,7,19,FR,France
+1714,199233,7,9951,5955,13947,17,10,24,FR,France
+1715,199232,7,16090,11337,20843,28,20,36,FR,France
+1716,199231,7,17156,12441,21871,30,22,38,FR,France
+1717,199230,7,21780,16301,27259,38,28,48,FR,France
+1718,199229,7,18926,13397,24455,33,23,43,FR,France
+1719,199228,7,28144,20384,35904,49,35,63,FR,France
+1720,199227,7,29388,22331,36445,51,39,63,FR,France
+1721,199226,7,27933,21686,34180,49,38,60,FR,France
+1722,199225,7,26446,21153,31739,46,37,55,FR,France
+1723,199224,7,19614,14769,24459,34,26,42,FR,France
+1724,199223,7,23628,17852,29404,41,31,51,FR,France
+1725,199222,7,20438,14868,26008,36,26,46,FR,France
+1726,199221,7,22595,17395,27795,40,31,49,FR,France
+1727,199220,7,21092,15963,26221,37,28,46,FR,France
+1728,199219,7,19210,13934,24486,34,25,43,FR,France
+1729,199218,7,30273,22605,37941,53,40,66,FR,France
+1730,199217,7,19162,14251,24073,34,25,43,FR,France
+1731,199216,7,15583,11158,20008,27,19,35,FR,France
+1732,199215,7,15473,10723,20223,27,19,35,FR,France
+1733,199214,7,14455,10040,18870,25,17,33,FR,France
+1734,199213,7,17146,12105,22187,30,21,39,FR,France
+1735,199212,7,15838,10923,20753,28,19,37,FR,France
+1736,199211,7,20003,13824,26182,35,24,46,FR,France
+1737,199210,7,22906,16060,29752,40,28,52,FR,France
+1738,199209,7,21824,15687,27961,38,27,49,FR,France
+1739,199208,7,15243,10265,20221,27,18,36,FR,France
+1740,199207,7,22633,16160,29106,40,29,51,FR,France
+1741,199206,7,17009,12219,21799,30,22,38,FR,France
+1742,199205,7,15997,11590,20404,28,20,36,FR,France
+1743,199204,7,20690,15075,26305,36,26,46,FR,France
+1744,199203,7,18586,12684,24488,33,23,43,FR,France
+1745,199202,7,16588,10590,22586,29,18,40,FR,France
+1746,199201,7,23607,16552,30662,41,29,53,FR,France
+1747,199152,7,15184,10392,19976,27,19,35,FR,France
+1748,199151,7,15043,10624,19462,26,18,34,FR,France
+1749,199150,7,14115,9737,18493,25,17,33,FR,France
+1750,199149,7,13304,8548,18060,23,15,31,FR,France
+1751,199148,7,15370,10164,20576,27,18,36,FR,France
+1752,199147,7,12813,8139,17487,23,15,31,FR,France
+1753,199146,7,6453,3123,9783,11,5,17,FR,France
+1754,199145,7,8048,4083,12013,14,7,21,FR,France
+1755,199144,7,9882,5623,14141,17,10,24,FR,France
+1756,199143,7,14307,8645,19969,25,15,35,FR,France
+1757,199142,7,6419,3334,9504,11,6,16,FR,France
+1758,199141,7,6168,3113,9223,11,6,16,FR,France
+1759,199140,7,3615,1159,6071,6,2,10,FR,France
+1760,199139,7,3105,472,5738,5,0,10,FR,France
+1761,199138,7,4446,1435,7457,8,3,13,FR,France
+1762,199137,7,1457,0,3262,3,0,6,FR,France
+1763,199136,7,3053,29,6077,5,0,10,FR,France
+1764,199135,7,805,0,2556,1,0,4,FR,France
+1765,199134,7,5512,856,10168,10,2,18,FR,France
+1766,199133,7,7347,2903,11791,13,5,21,FR,France
+1767,199132,7,16099,7334,24864,28,13,43,FR,France
+1768,199131,7,16803,8145,25461,30,15,45,FR,France
+1769,199130,7,15915,6368,25462,28,11,45,FR,France
+1770,199129,7,23744,14703,32785,42,26,58,FR,France
+1771,199128,7,24222,15617,32827,43,28,58,FR,France
+1772,199127,7,20309,12868,27750,36,23,49,FR,France
+1773,199126,7,17608,11304,23912,31,20,42,FR,France
+1774,199125,7,16169,10700,21638,28,18,38,FR,France
+1775,199124,7,16171,10071,22271,28,17,39,FR,France
+1776,199123,7,11947,7671,16223,21,13,29,FR,France
+1777,199122,7,15452,9953,20951,27,17,37,FR,France
+1778,199121,7,14903,8975,20831,26,16,36,FR,France
+1779,199120,7,19053,12742,25364,34,23,45,FR,France
+1780,199119,7,16739,11246,22232,29,19,39,FR,France
+1781,199118,7,21385,13882,28888,38,25,51,FR,France
+1782,199117,7,13462,8877,18047,24,16,32,FR,France
+1783,199116,7,14857,10068,19646,26,18,34,FR,France
+1784,199115,7,13975,9781,18169,25,18,32,FR,France
+1785,199114,7,12265,7684,16846,22,14,30,FR,France
+1786,199113,7,9567,6041,13093,17,11,23,FR,France
+1787,199112,7,10864,7331,14397,19,13,25,FR,France
+1788,199111,7,15574,11184,19964,27,19,35,FR,France
+1789,199110,7,16643,11372,21914,29,20,38,FR,France
+1790,199109,7,13741,8780,18702,24,15,33,FR,France
+1791,199108,7,13289,8813,17765,23,15,31,FR,France
+1792,199107,7,12337,8077,16597,22,15,29,FR,France
+1793,199106,7,10877,7013,14741,19,12,26,FR,France
+1794,199105,7,10442,6544,14340,18,11,25,FR,France
+1795,199104,7,7913,4563,11263,14,8,20,FR,France
+1796,199103,7,15387,10484,20290,27,18,36,FR,France
+1797,199102,7,16277,11046,21508,29,20,38,FR,France
+1798,199101,7,15565,10271,20859,27,18,36,FR,France
+1799,199052,7,19375,13295,25455,34,23,45,FR,France
+1800,199051,7,19080,13807,24353,34,25,43,FR,France
+1801,199050,7,11079,6660,15498,20,12,28,FR,France
+1802,199049,7,1143,0,2610,2,0,5,FR,France
diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..5182c7063aab9d157ea07a42da97934cfe82ea34 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -1,5 +1,314 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyse de l'Avare de Molière"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Get the text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import urllib.request\n",
+    "response = urllib.request.urlopen(\"http://dramacode.github.io/markdown/moliere_avare.txt\")\n",
+    "html = response.read()\n",
+    "text = html.decode(\"utf-8\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Parse it"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Prepare a function to uniformize date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import unicodedata\n",
+    "def decode(str) :\n",
+    "    return unicodedata.normalize('NFKD', str).lower().encode('ASCII', 'ignore').decode()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Get name of characters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['harpagon',\n",
+       " 'cleante',\n",
+       " 'elise',\n",
+       " 'valere',\n",
+       " 'mariane',\n",
+       " 'anselme',\n",
+       " 'frosine',\n",
+       " 'maitre simon',\n",
+       " 'maitre jacques',\n",
+       " 'la fleche',\n",
+       " 'dame claude',\n",
+       " 'brindavoine',\n",
+       " 'la merluche',\n",
+       " 'le commissaire']"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "body = text.split(\"\\n# \")[2]\n",
+    "acts = body.split(\"\\n## \")[1:]\n",
+    "\n",
+    "actors = text.split(\"\\n#\")[1].strip().split(\"\\n\")\n",
+    "name_actors = []\n",
+    "for i in range(len(actors)):\n",
+    "    if actors[i][:3]==\" – \":\n",
+    "        name_actors.append(decode(actors[i][3:actors[i].find(\",\")].lower()))\n",
+    "\n",
+    "name_actors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Extract replicas with context informations : act, scene and character"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = []\n",
+    "for act in acts : \n",
+    "    title_act = act[:act.find(\"\\n\")]\n",
+    "    body_act = act[len(title_act)+1:]\n",
+    "    \n",
+    "    scenes= body_act.split(\"\\n### \")\n",
+    "    for scene in scenes : \n",
+    "        title_scene = scene[:scene.find(\"\\n\")]\n",
+    "        body_scene = scene[len(title_scene)+1:]\n",
+    "        if len(title_scene) >0:\n",
+    "            replicas= body_scene.split(\"\\n    \")[1:]\n",
+    "            for rep in replicas : \n",
+    "                name =rep[:rep.find(\".\\n\")].strip().lower()\n",
+    "                body_replica= rep[len(name)+1:].strip()\n",
+    "               # scenes_dict[title_act][title_scene][name].append(body_replica)\n",
+    "                data.append([title_act,title_scene,decode(name.split(\"*\")[0].split(\",\")[0].strip()),body_replica,len(body_replica.split(\" \"))])\n",
+    "                \n",
+    "# Create the pandas DataFrame\n",
+    "df = pd.DataFrame(data, columns=['Act', 'Scene',\"Character\",\"replica\",\"length\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Observe number of word per character (and sort according to it)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('harpagon', 5862),\n",
+       " ('cleante', 3166),\n",
+       " ('valere', 2594),\n",
+       " ('frosine', 2223),\n",
+       " ('maitre jacques', 1579),\n",
+       " ('la fleche', 1435),\n",
+       " ('elise', 1021),\n",
+       " ('mariane', 857),\n",
+       " ('anselme', 483),\n",
+       " ('le commissaire', 277),\n",
+       " ('maitre simon', 186),\n",
+       " ('la merluche', 49),\n",
+       " ('brindavoine', 38),\n",
+       " ('dame claude', 0)]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from  collections import Counter\n",
+    "number_of_words = Counter()\n",
+    "for char in name_actors:\n",
+    "    select_replicas = df.loc[df[\"Character\"]==char]\n",
+    "    number_of_words[char]= sum(select_replicas[\"length\"])\n",
+    "number_of_words.most_common()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Réalisez un graphique qui montrera le nombre de mots que chaque acteur prononce dans chaque scène. Pour cela, vous pouvez vous inspirer de l'étude de l'Avare de Molière réalisée par l'OBVIL (graphe de gauche). Dans ce graphique, les lignes sont de longueur égale et la hauteur représente le nombre de mots prononcés au total dans la scène. La largeur de chaque rectangle indique le pourcentage de la scène qu’un acteur occupe."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ULENOktQsQ06SZpAkVyQ5p+86ZgpDTpJ6lGRVkq1JnkqyOckFB+nyOPDJJKdNYg23JLkxyQeT3LffvhOTvJjkbZM13pE0oRs0S5ImT5LFwHuB91TVriQnAqMH6lNVrwDXTlFJDwCfTfJj3TgAy4EHq2rXFI05pZzJSVJ/5gE79gVIVe2oqucBkixK8kSSJ5OsTzI3yawktyXZkGRLkpVd26VJ1iVZk2RbknuTpNu3MMmjSTYmWZtk3njFVNVO4DHgHwxtfj9w39g9pj9DTpL68zDwziRPJ/l8kksBkowCq4GPVdU5wDLgVeDDwM6qWgQsAlYmmd8d6zzg48CZwHzg4iRzgDuB5VW1ELgbuPUgNd3HINhIcjLwbuBrk3XCR5rLlZLUk6p6OclC4BLgMmB1kpuAjcALVbWha7cTBhedAKcmubw7xCiDQHsdWF9Vz3XtNgOnAC8BZwOPdBO7WcALBynrD4DPJ3kHcA2wpqpm7JN1DTlJ6lEXIOuAdUm2ANcBm4Aao3mAVVX10Bs2JkuB4e/M9jD4fA+wtaoWT6CeV5M8BPxDBjO6TxzyyUxDLldKUk+SLEhy+tCmc4FngW3AyUkWde3mJpkNrAWu75Yh9/U/9gBDbAdO6i5wIcmcJGcdQmn3Ab8I/ATwrYme13TiTE6S+nMccGeSExgsOT4DfKSqdidZ0e07hsH3ccuAuxgsQ27qLix5EbhqvIN3x1kO3JHkeAaf+bcDWw9S18PAl4DfqqofzSiT3Ap8o6r+82GdbQ8MOUnqSVVtBC4aZ98G4MIxdt3cvYat6177+t4w9H4zsOQgddyy39+vAyeN0W7VgY4zHblcKUlqliEnSWqWISdJapYhJ0lqliEnSWqWISdJapYhJ0lqliEnSWqWISdJapYhJ0lqliEnSWqWISdJapYhJ0lqliEnSWqWISdJapYhJ0lqliEnSWqWISdJapYhJ0lqliEnSWpWquqQG4+MjNRE2ksz3ZzRUV7bvbvvMjTzbayq8/su4mg0eyKNq4prHlgxVbVI0879V69mzWPb+y5DM9zyJQv6LuGo5XKlJM0gSa5Ick7fdcwUhpwk9SjJqiRbkzyVZHOSCw7S5XHgk0lOm6Txlyb55n7bZif530nmTcYYfZrQcqUkafIkWQy8F3hPVe1KciIweqA+VfUKcO0klvEY8DeSnFJV/6Pbtgz4TlW9MInj9MKZnCT1Zx6wo6p2AVTVjqp6HiDJoiRPJHkyyfokc5PMSnJbkg1JtiRZ2bVdmmRdkjVJtiW5N0m6fQuTPJpkY5K1+8/Oqmov8BVg+IKL9wP3HYHzn3KGnCT152HgnUmeTvL5JJcCJBkFVgMfq6pzGMysXgU+DOysqkXAImBlkvndsc4DPg6cCcwHLk4yB7gTWF5VC4G7gVvHqOM+BsFGkrcBfx/43ak44SPN5UpJ6klVvZxkIXAJcBmwOslNwEbghara0LXbCYOLToBTk1zeHWKUQaC9Dqyvque6dpuBU4CXgLOBR7qJ3SzgTUuQVbUhyXFJFgBnAN+qqr+YmrM+sgw5SepRVe0B1gHrkmwBrgM2AWP9KDnAqqp66A0bk6XArqFNexh8vgfYWlWLD6GULzOYzZ1BI0uV4HKlJPUmyYIkpw9tOhd4FtgGnJxkUddubpLZwFrg+m4Zcl//Yw8wxHbgpO4CF5LMSXLWOG3vAz4A/Azw4Fs5r+nEmZwk9ec44M4kJzBYcnwG+EhV7U6yott3DIPv45YBdzFYhtzUXVjyInDVeAfvjrMcuCPJ8Qw+828Hto7R9rtJXmFwd5Yf7tue5BeAXVV116Sc8RFmyElST6pqI3DROPs2ABeOsevm7jVsXffa1/eGofebgSWHWM+bfmReVb9xKH2nK5crJUnNMuQkSc0y5CRpBvHelRNjyElSj6b7vSuT3NNdvDIjeeGJJPVkJty7svsR+YzlTE6S+uO9K6eYISdJ/fHelVPM5UpJ6on3rpx6Ewq5EO6/evVU1SJNS8uXLOi7hEk3MmeEva/t7bsM4b0rp9qEQq4ofuOnPzdVtUg6Qn7hqU9wzQMrDt5Qk2K8yUE3c9pbVd/rNr3p3pXdLGsug+XKffeu/OOqeq3r/9wBhv7RvSur6pvd8uW7q+pNt/ViEGxfBY5nsCzaBJcrJak/0/7elcOSfBr4dlXNmBs4G3KS1JMZcu/KDw69/9ShHGc6SdVYy75jGxkZqYm0lyQBg9nR+X0XcTSa2HdyVax5bPtU1SJJTWrx4qWZwt/JSZKaZchJkpplyEmSmmXISZKaZchJ0gzi8+QmxpCTpB7NpOfJdU86mFE/hfDH4JLUE58nN/WcyUlSf3ye3BQz5CSpPz5Pboq5XClJPfF5clPPkJOkHvk8uanlcqUk9STJgiSnD2160/PkunZzk8zmr54nN2eo/7EHGOJHz5Pr2s9JctY4be8DPgD8DDBjHqVzMM7kJKk/M+p5csOS3AV8oaq+PaEzPsIm9KidJOVTCCRpYpYvWeCjdnricqUkqVmGnCSpWYacJKlZhpwkqVmGnCSpWYacJKlZhpwkqVmGnCSpWYacJKlZhpwkqVmGnCSpWYacJKlZE71B84sMHgMhSTp076qqk/ou4mg0oZCTJGkmcblSktQsQ06S1CxDTpLULENOktQsQ06S1CxDTpLULENOktQsQ06S1CxDTpLUrP8P98JG5nibpIMAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import pyplot as plt\n",
+    "from matplotlib.patches import Rectangle\n",
+    "import matplotlib.colors as mcolors\n",
+    "%matplotlib inline  \n",
+    "\n",
+    "map_colors= dict()\n",
+    "for i,char in enumerate(name_actors): \n",
+    "    map_colors[char]=list(mcolors.XKCD_COLORS)[i]\n",
+    "    i+=1\n",
+    "\n",
+    "\n",
+    "acts = []\n",
+    "for act in df[\"Act\"] :\n",
+    "    if act not in acts :\n",
+    "        acts.append(act)\n",
+    "    \n",
+    "        plt.subplot()\n",
+    "       # plt.axis(\"off\")\n",
+    "        plt.title(act)\n",
+    "        ax = plt.gca()\n",
+    "        \n",
+    "\n",
+    "        this_act = df.loc[df[\"Act\"]==act]\n",
+    "        y=0\n",
+    "        already_seen  =[]\n",
+    "        for scene in  this_act[\"Scene\"]:\n",
+    "            \n",
+    "            if scene not in already_seen :\n",
+    "                \n",
+    "                df_of_this_scene = this_act.loc[this_act[\"Scene\"]==scene]\n",
+    "                number_of_words= Counter()\n",
+    "                for char in set(df_of_this_scene[\"Character\"] ) :\n",
+    "                    select_replicas = df_of_this_scene.loc[df[\"Character\"]==char]\n",
+    "                    number_of_words[char]= sum(select_replicas[\"length\"])\n",
+    "                s = sum(number_of_words.values())\n",
+    "                x=0\n",
+    "                for char in set(df_of_this_scene[\"Character\"] ) :\n",
+    "                    \n",
+    "                    ax.add_patch(Rectangle((x,y),number_of_words[char]*10.0/s,-s/100.0,facecolor = map_colors[char],edgecolor=\"black\"))\n",
+    "                    x+= number_of_words[char]*10.0/s\n",
+    "\n",
+    "                plt.text(10.2,y-s/200.0,scene)\n",
+    "                y-=s/100.0\n",
+    "                already_seen.append(scene)\n",
+    "        ax.set(xlim=(0, 10), ylim=(y, 0))\n",
+    "        ax.axes.get_xaxis().set_visible(False)\n",
+    "        ax.axes.get_yaxis().set_visible(False)\n",
+    "        plt.show()\n",
+    "   \n",
+    "    "
+   ]
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +325,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-