Commit 7731b238 authored by Hugo Botton's avatar Hugo Botton

Exo 4 - Mon premier journal

parent ab65e1c0
media_type,channel_name,is_public_channel,year,women_expression_rate,speech_rate,nb_hours_analyzed
radio,Chérie FM,False,2002,47.10994424236209,15.738694355458852,718.0
radio,Chérie FM,False,2003,46.03444471353921,16.250258185942855,1617.0
radio,Chérie FM,False,2004,48.383607470997276,15.035449792785865,1644.0
radio,Chérie FM,False,2005,45.45162674591405,16.063777716161454,1624.0
radio,Chérie FM,False,2006,47.81930725989837,15.602842103982228,1604.0
radio,Chérie FM,False,2007,43.94302035045671,15.672456051660472,1571.0
radio,Chérie FM,False,2008,51.39922002110472,17.538002781930835,1663.0
radio,Chérie FM,False,2009,49.95436887273718,15.931910989320668,1677.0
radio,Chérie FM,False,2010,48.06286688394447,15.948171474517942,1585.0
radio,Chérie FM,False,2011,47.83215331479781,17.981123963808614,1601.0
radio,Chérie FM,False,2012,51.89108385882666,18.3779913059846,1636.0
radio,Chérie FM,False,2013,54.119721666465516,20.891884917495258,1658.0
radio,Chérie FM,False,2014,50.302610561492955,18.14301169443178,1699.0
radio,Chérie FM,False,2015,51.22796481514281,22.28877114862192,1616.0
radio,Chérie FM,False,2016,51.1705051341857,21.628084750520216,1599.0
radio,Chérie FM,False,2017,53.087648830928735,19.57975860697652,1829.0
radio,Chérie FM,False,2018,52.14109768273819,18.504944965908045,2753.0
radio,Chérie FM,False,2019,48.675315574656416,18.217169989055183,1120.0
radio,Europe 1,False,2001,22.051852389558878,92.06169907150829,1622.0
radio,Europe 1,False,2002,24.267006847306977,93.03516172390913,1656.0
radio,Europe 1,False,2003,26.718574877676666,91.58520280440973,1626.0
radio,Europe 1,False,2004,23.684981245625156,91.82483487130261,1613.0
radio,Europe 1,False,2005,23.67489577214853,92.27594157074944,1604.0
radio,Europe 1,False,2006,25.4322486717997,92.45591471484485,1607.0
radio,Europe 1,False,2007,25.98819403652996,94.23676601007385,1675.0
radio,Europe 1,False,2008,26.29679839844971,93.56047100399054,1662.0
radio,Europe 1,False,2009,24.83838793071237,91.36523729878456,1601.0
radio,Europe 1,False,2010,26.79700518053025,90.72849279145649,1615.0
radio,Europe 1,False,2011,28.042712181069323,91.10234126136247,1611.0
radio,Europe 1,False,2012,30.137980725229596,91.21339778366206,1666.0
radio,Europe 1,False,2013,32.343932012018655,91.05777205778165,1589.0
radio,Europe 1,False,2014,31.06819366431403,92.21407417690551,1609.0
radio,Europe 1,False,2015,32.081066642915346,92.36254062734442,1612.0
radio,Europe 1,False,2016,33.94685205564997,89.3686842573936,1616.0
radio,Europe 1,False,2017,36.80892490440637,88.15957252646915,1852.0
radio,Europe 1,False,2018,39.15215807188105,89.31774950269055,2735.0
radio,Europe 1,False,2019,40.379329997513004,87.89587274033423,1121.0
radio,France Bleu,True,2000,38.311947336877175,39.47604028345998,570.0
radio,France Bleu,True,2001,34.63646580056023,41.481173775147234,1597.0
radio,France Bleu,True,2002,32.046099174249214,43.86056648153425,1609.0
radio,France Bleu,True,2003,34.28120288252227,42.501103120297806,1632.0
radio,France Bleu,True,2004,37.53233189187671,46.767179993390535,1600.0
radio,France Bleu,True,2005,37.85389362786568,28.018000425534773,1690.0
radio,France Bleu,True,2006,43.837265045054224,25.468448024545083,1591.0
radio,France Bleu,True,2007,42.53087071010711,26.789105460413055,1655.0
radio,France Bleu,True,2008,39.82230812961607,31.063999080104782,1621.0
radio,France Bleu,True,2009,41.65002752178754,23.908711946058094,1572.0
radio,France Bleu,True,2010,38.13473376507523,24.485089042767516,1655.0
radio,France Bleu,True,2011,37.97340246157834,26.606289857137217,1583.0
radio,France Bleu,True,2012,36.4496427966828,34.395941205164725,1602.0
radio,France Bleu,True,2013,35.32132791836533,38.73318265652044,1655.0
radio,France Bleu,True,2014,33.41125517972196,58.21489590228528,1568.0
radio,France Bleu,True,2015,34.78230197246604,58.7214416755296,1639.0
radio,France Bleu,True,2016,38.11098556197102,56.07937422406785,1639.0
radio,France Bleu,True,2017,39.01223452441084,50.166966743124334,1775.0
radio,France Bleu,True,2018,36.64983585580104,54.92866684337362,2662.0
radio,France Bleu,True,2019,37.21475103477449,58.6747875349603,1120.0
radio,France Culture,True,1995,26.493306730156824,82.45945894607,2130.0
radio,France Culture,True,1996,26.45951220838969,83.89917613371757,2118.0
radio,France Culture,True,1997,26.717378727798852,84.05583975537095,2089.0
radio,France Culture,True,1998,26.568255124270163,83.16089143990166,2102.0
radio,France Culture,True,1999,27.04228562033844,81.51906691376836,2221.0
radio,France Culture,True,2000,26.54346912100846,84.08809038873443,2081.0
radio,France Culture,True,2001,24.517416671579248,86.235740495952,1859.0
radio,France Culture,True,2002,24.647119439673606,87.01502325621911,1749.0
radio,France Culture,True,2003,25.289380757637225,87.10045840583126,1809.0
radio,France Culture,True,2004,24.789654757917123,88.36059882665892,1860.0
radio,France Culture,True,2005,23.798155390433095,87.24801718746136,1840.0
radio,France Culture,True,2006,25.009908921201486,90.23350027699713,1791.0
radio,France Culture,True,2007,26.608677607496002,90.86607485454695,1838.0
radio,France Culture,True,2008,27.194200109877787,91.10168840015862,1855.0
radio,France Culture,True,2009,26.558256618215754,90.64717838171453,1834.0
radio,France Culture,True,2010,28.185049562973713,90.20234587220844,1813.0
radio,France Culture,True,2011,29.61027366421729,90.55389320054978,1809.0
radio,France Culture,True,2012,29.346335830450386,89.50232268143206,1750.0
radio,France Culture,True,2013,29.366052358490414,89.70491039787026,1851.0
radio,France Culture,True,2014,31.190678445554816,89.90038550188628,1823.0
radio,France Culture,True,2015,31.12034338764448,84.72304169257619,1769.0
radio,France Culture,True,2016,32.590165533209586,89.82182483861249,1790.0
radio,France Culture,True,2017,35.058208610550764,89.497707683574,1725.0
radio,France Culture,True,2018,34.708221714908724,91.49794330122887,2580.0
radio,France Culture,True,2019,34.789278609078,91.9540254678803,1120.0
radio,France Info,True,1995,21.084562721312615,94.37907136225458,2107.0
radio,France Info,True,1996,22.31983725539606,94.19588000057499,2143.0
radio,France Info,True,1997,21.428715132779423,93.43283540170742,2125.0
radio,France Info,True,1998,21.682073499555273,93.35380991829655,2151.0
radio,France Info,True,1999,23.0463198417795,92.26573347040608,2174.0
radio,France Info,True,2000,25.447945975599907,93.6433298990049,1925.0
radio,France Info,True,2001,25.182645346979683,94.20685516354018,1639.0
radio,France Info,True,2002,26.18439259014434,94.05440269139446,1602.0
radio,France Info,True,2003,25.012043327389293,91.53341981251596,1649.0
radio,France Info,True,2004,25.05183989857242,90.61598968550676,1636.0
radio,France Info,True,2005,26.515004828604393,92.38107282424993,1584.0
radio,France Info,True,2006,28.191196548932005,92.85363825426785,1627.0
radio,France Info,True,2007,28.120099895033125,94.92972844091035,1643.0
radio,France Info,True,2008,29.552696515501854,96.11572752422988,1706.0
radio,France Info,True,2009,28.819505025786412,95.38499853452723,1632.0
radio,France Info,True,2010,29.42152760986765,94.30798860968365,1667.0
radio,France Info,True,2011,28.794778409671974,95.82925145010162,1698.0
radio,France Info,True,2012,29.572952232148587,95.58849656720908,1508.0
radio,France Info,True,2013,29.316371389487827,96.13001657096665,1630.0
radio,France Info,True,2014,30.77337628415755,96.89779747196957,1595.0
radio,France Info,True,2015,30.217628159967596,93.44486117764868,1630.0
radio,France Info,True,2016,30.154921556146363,95.8812745521964,1635.0
radio,France Info,True,2017,29.602137950545988,95.80285926320514,1766.0
radio,France Info,True,2018,30.231738086433435,95.57346610096859,2667.0
radio,France Info,True,2019,29.186492114868617,95.85734100790543,1120.0
radio,France Inter,True,1995,23.154675107278536,71.85698734516437,2085.0
radio,France Inter,True,1996,23.044628816126462,73.38868849167052,2173.0
radio,France Inter,True,1997,24.209414408490556,76.07058018412214,2122.0
radio,France Inter,True,1998,24.683776842462983,76.60521655841428,2098.0
radio,France Inter,True,1999,26.89423034142486,75.03644828342986,2179.0
radio,France Inter,True,2000,25.435155384077795,74.42963238615155,1874.0
radio,France Inter,True,2001,25.802433264125153,74.05839865626001,1709.0
radio,France Inter,True,2002,27.00359169957173,75.02100793050067,1693.0
radio,France Inter,True,2003,26.220366589466593,75.25497400792412,1629.0
radio,France Inter,True,2004,26.154545825662762,75.48417416143586,1579.0
radio,France Inter,True,2005,25.87900251513894,73.42353190225658,1619.0
radio,France Inter,True,2006,26.884425226267123,76.74321286202017,1654.0
radio,France Inter,True,2007,28.304854818782232,76.89353112338291,1674.0
radio,France Inter,True,2008,29.782164095472584,75.39992677856233,1677.0
radio,France Inter,True,2009,29.031617690530343,75.2704147232448,1641.0
radio,France Inter,True,2010,30.566419331672535,75.62654670609537,1648.0
radio,France Inter,True,2011,33.140272270100255,77.93818781715619,1634.0
radio,France Inter,True,2012,31.96567659964457,76.66364020203704,1495.0
radio,France Inter,True,2013,31.25318742545518,76.0589316510663,1632.0
radio,France Inter,True,2014,32.50758038805748,78.63035213672036,1642.0
radio,France Inter,True,2015,34.48039058626382,77.31997864981736,1669.0
radio,France Inter,True,2016,33.70817473792074,80.44654340093638,1625.0
radio,France Inter,True,2017,32.89720348004199,80.21119851818948,1812.0
radio,France Inter,True,2018,34.390612590538204,82.48126394278333,2755.0
radio,France Inter,True,2019,34.34310229103097,83.4591019893415,1120.0
radio,France Musique,True,1995,33.81679238499137,18.758201731137092,2060.0
radio,France Musique,True,1996,32.18476890587846,21.228685331803153,2144.0
radio,France Musique,True,1997,26.596747047566772,23.435696974134817,2116.0
radio,France Musique,True,1998,24.671746079510598,25.058050348251204,2130.0
radio,France Musique,True,1999,26.344210432561,26.132138979759663,2213.0
radio,France Musique,True,2000,27.1923856622358,29.080770522279764,2026.0
radio,France Musique,True,2001,18.82817609494691,24.66709346795173,1833.0
radio,France Musique,True,2002,16.842350781665907,21.266283226694817,1783.0
radio,France Musique,True,2003,18.306608058719366,20.18786084188619,1764.0
radio,France Musique,True,2004,15.829068977565377,21.71823324587963,1805.0
radio,France Musique,True,2005,20.660844146301514,23.12509959287211,1801.0
radio,France Musique,True,2006,21.957978366713423,25.45081728456855,1722.0
radio,France Musique,True,2007,21.99835763046493,26.021234160212547,1788.0
radio,France Musique,True,2008,17.375895239630225,22.86854533457911,1812.0
radio,France Musique,True,2009,17.938157216008218,23.223572411568394,1744.0
radio,France Musique,True,2010,21.560080312900443,21.985733785831314,1771.0
radio,France Musique,True,2011,24.402792134294916,21.9736555985423,1860.0
radio,France Musique,True,2012,21.582666887417947,25.146663657236846,1707.0
radio,France Musique,True,2013,28.54908529002147,28.859111476376704,1763.0
radio,France Musique,True,2014,28.8065047088233,27.721350392948413,1811.0
radio,France Musique,True,2015,26.74780732199707,26.820032371610996,1764.0
radio,France Musique,True,2016,32.15934239367761,26.39640951892218,1749.0
radio,France Musique,True,2017,35.98340748678462,24.19683651549261,1748.0
radio,France Musique,True,2018,36.15610117001081,23.634727470370724,2492.0
radio,France Musique,True,2019,37.9528529749255,24.116674808913437,1120.0
radio,Fun Radio,False,2001,24.834466263222133,29.311829156768148,655.0
radio,Fun Radio,False,2003,22.530317885941948,30.66091618917924,1614.0
radio,Fun Radio,False,2004,21.01982244811963,27.721952053027483,1638.0
radio,Fun Radio,False,2005,18.847856946018005,27.978367243322705,1633.0
radio,Fun Radio,False,2006,32.00736273723482,21.486559868158857,1605.0
radio,Fun Radio,False,2007,28.665868349418723,22.333819356678617,1625.0
radio,Fun Radio,False,2008,26.688679801245808,19.950637465340186,1658.0
radio,Fun Radio,False,2009,28.96434349925046,18.45550239623574,1591.0
radio,Fun Radio,False,2010,28.466356860414805,20.08849515082213,1660.0
radio,Fun Radio,False,2011,28.114294352153664,20.328450187043305,1674.0
radio,Fun Radio,False,2012,29.34799933704885,19.748476919220085,1619.0
radio,Fun Radio,False,2013,27.454888854321286,21.83235347347336,1642.0
radio,Fun Radio,False,2014,25.18603753227528,25.013508027936922,1583.0
radio,Fun Radio,False,2015,28.036430465155338,24.780068095875187,1635.0
radio,Fun Radio,False,2016,34.72051823082182,25.903252154749,1647.0
radio,Fun Radio,False,2017,35.99501203686068,28.13255831456951,1827.0
radio,Fun Radio,False,2018,35.15081695140639,28.953599253861807,2761.0
radio,Fun Radio,False,2019,35.1746139711973,29.81559319957049,1121.0
radio,MOUV,True,2012,26.41302687957854,39.90424308049174,1508.0
radio,MOUV,True,2013,27.585915391568633,37.69353343782827,1672.0
radio,MOUV,True,2014,35.19966908822155,22.78661532942569,1608.0
radio,MOUV,True,2015,35.46155208020755,17.144326052707594,1620.0
radio,MOUV,True,2016,32.15796509592144,17.460698230133854,1597.0
radio,MOUV,True,2017,26.287558878168856,16.917038117047728,1790.0
radio,MOUV,True,2018,22.750424509879043,16.36278897434042,2720.0
radio,MOUV,True,2019,22.448060471863585,15.29882262687148,1120.0
radio,NRJ,False,2002,19.871312881960137,20.781450683367495,846.0
radio,NRJ,False,2003,20.749310680765447,22.863000748209085,1632.0
radio,NRJ,False,2004,21.291824144384123,18.910367924273142,1611.0
radio,NRJ,False,2005,21.009304528212656,24.834556262348812,1645.0
radio,NRJ,False,2006,22.169085680155604,25.387351723793095,1651.0
radio,NRJ,False,2007,20.842509905237712,27.26535277311188,1628.0
radio,NRJ,False,2008,23.84381167072717,24.93091086493798,1648.0
radio,NRJ,False,2009,22.876215523126383,27.305603181235323,1595.0
radio,NRJ,False,2010,27.82591050495905,24.237527011325703,1604.0
radio,NRJ,False,2011,27.141962841964123,22.63638259737997,1656.0
radio,NRJ,False,2012,25.91099779179889,23.21126084040098,1568.0
radio,NRJ,False,2013,27.72183252863248,27.14498126222913,1601.0
radio,NRJ,False,2014,26.239420371121312,29.364215549987442,1681.0
radio,NRJ,False,2015,27.28895979782732,31.95038525065506,1632.0
radio,NRJ,False,2016,27.146358893088845,32.44020563675555,1688.0
radio,NRJ,False,2017,26.216932006057824,32.493915496868176,1776.0
radio,NRJ,False,2018,25.610606912497385,31.51283628809643,2733.0
radio,NRJ,False,2019,23.599100323152644,33.99586837454111,1120.0
radio,Nostalgie,False,2001,27.59088150908976,18.4830063319887,655.0
radio,Nostalgie,False,2003,30.691771681964,18.282069608199254,1703.0
radio,Nostalgie,False,2004,29.055527637008886,19.10678481428244,1628.0
radio,Nostalgie,False,2005,27.86991268134366,19.38266168293615,1619.0
radio,Nostalgie,False,2006,28.68837449831111,19.30481357818344,1603.0
radio,Nostalgie,False,2007,26.029041632193618,18.00338319628345,1619.0
radio,Nostalgie,False,2008,28.58466229370637,18.163300169624637,1608.0
radio,Nostalgie,False,2009,31.672880006482306,18.09057512638565,1627.0
radio,Nostalgie,False,2010,30.991078195360284,18.46151944549734,1644.0
radio,Nostalgie,False,2011,33.90542069700559,19.57727856379298,1621.0
radio,Nostalgie,False,2012,34.255108396813135,18.480182123505923,1668.0
radio,Nostalgie,False,2013,39.98061695978606,19.521743655521174,1637.0
radio,Nostalgie,False,2014,40.95483552534692,20.47604487689894,1656.0
radio,Nostalgie,False,2015,38.12403936532441,21.010735319262526,1595.0
radio,Nostalgie,False,2016,39.16218214885557,20.30135122785431,1689.0
radio,Nostalgie,False,2017,39.56458197240957,18.25415093268373,1722.0
radio,Nostalgie,False,2018,37.30006373071829,18.814472344047765,2652.0
radio,Nostalgie,False,2019,36.49080550498661,18.951059959953017,1120.0
radio,RFI,True,2000,29.21668085924457,86.03487637226169,1586.0
radio,RFI,True,2001,29.421712151422742,88.43629675229177,1657.0
radio,RFI,True,2002,29.53184171569163,88.62745791016498,1586.0
radio,RFI,True,2003,28.737272321352236,88.9283618721251,1609.0
radio,RFI,True,2004,28.670031809983143,88.78301708872978,1627.0
radio,RFI,True,2005,30.826719489397597,90.55293702179611,1624.0
radio,RFI,True,2006,31.27587693748129,86.81882528724188,1624.0
radio,RFI,True,2007,31.98765769161585,89.25883065505718,1601.0
radio,RFI,True,2008,31.152299036925346,89.1004303745379,1648.0
radio,RFI,True,2009,33.42017601031054,78.10322517965702,1576.0
radio,RFI,True,2010,32.071815994678026,88.09339701659017,1599.0
radio,RFI,True,2011,30.803712753867202,85.60361229343209,1624.0
radio,RFI,True,2012,30.97245626385851,89.40314758084781,1671.0
radio,RFI,True,2013,32.43066970758293,89.87486242206967,1613.0
radio,RFI,True,2014,36.39913883391533,89.83112719211921,1635.0
radio,RFI,True,2015,33.84550392296675,89.57583897593646,1583.0
radio,RFI,True,2016,34.69744731301957,89.97810536782308,1666.0
radio,RFI,True,2017,34.0340717506062,89.75891600857109,1764.0
radio,RFI,True,2018,33.151779790071906,91.23727426556897,2779.0
radio,RFI,True,2019,32.11019626231199,92.22013730816064,1120.0
radio,RFM,False,2002,33.46871278467056,12.563995570203815,723.0
radio,RFM,False,2003,34.19015928982982,15.84972092282037,1564.0
radio,RFM,False,2004,33.526031698210076,13.646731036363061,1554.0
radio,RFM,False,2005,36.905782639667265,14.70966510267445,1645.0
radio,RFM,False,2006,26.918687880856947,16.813653496953634,1619.0
radio,RFM,False,2007,26.969256688388267,15.250624944837343,1727.0
radio,RFM,False,2008,27.52984881585331,13.776122686677702,1586.0
radio,RFM,False,2009,31.656884838361886,13.840432063862314,1600.0
radio,RFM,False,2010,31.45320696076809,14.112735418982334,1641.0
radio,RFM,False,2011,34.82297592832659,14.457463923873654,1648.0
radio,RFM,False,2012,31.335199201971292,15.15412083616076,1664.0
radio,RFM,False,2013,34.23104908144976,13.7580648346947,1619.0
radio,RFM,False,2014,33.241051828545096,13.175974151320885,1641.0
radio,RFM,False,2015,32.392987001697946,15.299243996241325,1664.0
radio,RFM,False,2016,33.64233990877295,17.771330943723164,1551.0
radio,RFM,False,2017,35.26090746019392,17.062382239855605,1792.0
radio,RFM,False,2018,34.81562871892078,18.1781115604435,2719.0
radio,RFM,False,2019,34.626478819031604,19.88865641920525,1121.0
radio,RMC,False,2001,24.72236851098466,88.1855029580711,1678.0
radio,RMC,False,2002,25.44385958029311,95.34681187732556,1649.0
radio,RMC,False,2003,25.620971374595484,94.88829059085307,1587.0
radio,RMC,False,2004,24.86227125954769,96.42328837723039,1584.0
radio,RMC,False,2005,19.758080932435888,95.45848687811845,1556.0
radio,RMC,False,2006,18.251236819664854,95.95932812877612,1694.0
radio,RMC,False,2007,17.837473822658087,95.80350087682045,1652.0
radio,RMC,False,2008,17.662374308921283,95.89124011801918,1658.0
radio,RMC,False,2009,17.754179512733884,95.89783065779474,1597.0
radio,RMC,False,2010,17.182985154584664,95.34296218118985,1629.0
radio,RMC,False,2011,16.71187829423589,94.23712639118777,1623.0
radio,RMC,False,2012,16.08334016873704,94.47913223937266,1683.0
radio,RMC,False,2013,17.147354292588968,94.96254329056974,1578.0
radio,RMC,False,2014,17.068201717335505,95.74239631759019,1626.0
radio,RMC,False,2015,17.667537924451263,95.49737164359497,1653.0
radio,RMC,False,2016,16.989229404903625,95.72777495416719,1638.0
radio,RMC,False,2017,16.69744096469556,95.85739964450171,1764.0
radio,RMC,False,2018,16.580603035192738,95.53892095802516,2792.0
radio,RMC,False,2019,17.332148549823128,95.97962488808615,1121.0
radio,RTL,False,2001,26.436943538671997,69.25682822011635,1697.0
radio,RTL,False,2002,28.318784660128426,72.77092808592107,1671.0
radio,RTL,False,2003,27.393142587169933,74.84036949483857,1656.0
radio,RTL,False,2004,27.426054793172,74.4274063712296,1629.0
radio,RTL,False,2005,26.372511746277016,72.68147722710609,1626.0
radio,RTL,False,2006,25.912728000334866,75.99789735722395,1601.0
radio,RTL,False,2007,24.103048284718614,77.62703495290422,1689.0
radio,RTL,False,2008,23.988117434339053,80.5632019482219,1668.0
radio,RTL,False,2009,25.16340198107723,82.00724943687696,1618.0
radio,RTL,False,2010,26.086052011491663,81.94766528674491,1609.0
radio,RTL,False,2011,26.628004043875475,82.77805276231776,1631.0
radio,RTL,False,2012,27.135949838098394,83.81646299742214,1650.0
radio,RTL,False,2013,28.82729651150873,82.8070338631498,1606.0
radio,RTL,False,2014,27.522375833494962,84.03765477167676,1581.0
radio,RTL,False,2015,28.92310047991458,83.22382222632937,1651.0
radio,RTL,False,2016,28.04277644971849,84.44037046699718,1567.0
radio,RTL,False,2017,29.203447380372648,83.7354421158457,1753.0
radio,RTL,False,2018,29.639974693526717,84.91657552936987,2737.0
radio,RTL,False,2019,31.431721709202954,86.63613440285975,1120.0
radio,RTL 2,False,2002,31.176975476418605,16.381711396189353,793.0
radio,RTL 2,False,2003,31.045340884394967,18.820162888334785,1633.0
radio,RTL 2,False,2004,33.33399871769509,15.214285867704996,1596.0
radio,RTL 2,False,2005,33.10641279378454,14.581917662408708,1669.0
radio,RTL 2,False,2006,31.207055875297403,12.42435819192462,1608.0
radio,RTL 2,False,2007,38.28493128652301,12.782929069178351,1632.0
radio,RTL 2,False,2008,43.20330209880645,12.269614439188786,1614.0
radio,RTL 2,False,2009,43.33932234832236,12.608182629165066,1687.0
radio,RTL 2,False,2010,43.911226990471334,13.289377868331883,1743.0
radio,RTL 2,False,2011,47.79583293026206,12.493727897215743,1602.0
radio,RTL 2,False,2012,47.7599003025203,13.688743217135146,1584.0
radio,RTL 2,False,2013,46.27978046399612,16.240239487515566,1617.0
radio,RTL 2,False,2014,44.310358777016006,15.529623408181415,1631.0
radio,RTL 2,False,2015,44.71229154246779,16.10915986886911,1604.0
radio,RTL 2,False,2016,41.79833778972801,16.853183644588643,1651.0
radio,RTL 2,False,2017,43.2456506341513,17.894427666190303,1787.0
radio,RTL 2,False,2018,44.261682307854024,18.34624163365745,2764.0
radio,RTL 2,False,2019,45.736669685076116,18.885698718057174,1120.0
radio,Radio Classique,False,2009,41.74347630235187,23.232317673326616,1774.0
radio,Radio Classique,False,2010,46.3716120620806,23.038205205405728,1795.0
radio,Radio Classique,False,2011,40.131429211004324,25.91636968322296,1794.0
radio,Radio Classique,False,2012,39.71212006083773,26.802179005248988,1830.0
radio,Radio Classique,False,2013,39.30199677250901,26.026808341123665,1831.0
radio,Radio Classique,False,2014,36.36833601875193,28.469369912786323,1842.0
radio,Radio Classique,False,2015,35.72504431639081,27.63548195163552,1796.0
radio,Radio Classique,False,2016,36.225667771886144,27.92235089669563,1825.0
radio,Radio Classique,False,2017,34.34968716836225,29.580634974296917,1842.0
radio,Radio Classique,False,2018,36.354800511484285,28.1869916172167,2541.0
radio,Radio Classique,False,2019,38.67254741335386,29.097185918292574,1121.0
radio,Rire et Chansons,False,2009,23.945081772126077,68.63363846377423,1709.0
radio,Rire et Chansons,False,2010,27.43692756303904,67.07057532443488,1697.0
radio,Rire et Chansons,False,2011,25.5693183492657,66.75059397067193,1612.0
radio,Rire et Chansons,False,2012,25.677300245509183,66.00588889226655,1648.0
radio,Rire et Chansons,False,2013,27.107276659962288,60.5746397718559,1650.0
radio,Rire et Chansons,False,2014,24.922992410929993,62.09117816306788,1647.0
radio,Rire et Chansons,False,2015,26.313595560040003,69.13557788895164,1610.0
radio,Rire et Chansons,False,2016,26.681387871725754,74.3148358680132,1640.0
radio,Rire et Chansons,False,2017,27.2503635034477,73.51825128343387,1786.0
radio,Rire et Chansons,False,2018,26.213523988005356,70.75402405660826,2626.0
radio,Rire et Chansons,False,2019,25.63334650039903,71.00568393951686,1121.0
radio,Skyrock,False,2001,18.28415949068026,24.82628002945999,664.0
radio,Skyrock,False,2002,18.91632559094845,29.309002842050415,1390.0
radio,Skyrock,False,2003,18.795643039554346,29.844115180533286,1723.0
radio,Skyrock,False,2004,17.614834713633126,29.3802553107752,1617.0
radio,Skyrock,False,2005,18.17789463257266,31.80427111613874,1656.0
radio,Skyrock,False,2006,20.045392206395015,33.16655115030521,1648.0
radio,Skyrock,False,2007,20.13689204828235,33.306509329321784,1644.0
radio,Skyrock,False,2008,18.698902534280542,32.24468968200111,1636.0
radio,Skyrock,False,2009,18.39069899698476,33.8676766591713,1581.0
radio,Skyrock,False,2010,18.31114610163962,33.929031678718005,1659.0
radio,Skyrock,False,2011,17.086314651842972,32.76317916501161,1645.0
radio,Skyrock,False,2012,16.315819039724047,32.45834143179513,1605.0
radio,Skyrock,False,2013,16.719204555265062,31.439456422568764,1633.0
radio,Skyrock,False,2014,16.208562986752323,34.40371830640701,1627.0
radio,Skyrock,False,2015,15.502532662385333,33.70045326275284,1651.0
radio,Skyrock,False,2016,14.444457938519284,34.15256815268455,1673.0
radio,Skyrock,False,2017,15.687847041730926,33.649497445924,1760.0
radio,Skyrock,False,2018,15.509622858657105,33.831748094971594,2701.0
radio,Skyrock,False,2019,14.9102143383857,34.28469602837937,1121.0
radio,Sud Radio,False,2012,21.956261661133013,56.653213358479114,1208.0
radio,Sud Radio,False,2013,25.723557197752733,48.98280428072381,1611.0
radio,Sud Radio,False,2014,27.30237876051602,61.34970517820808,1680.0
radio,Sud Radio,False,2015,28.881287743545613,78.36341086918613,1606.0
radio,Sud Radio,False,2016,31.907794707346298,78.69455683680235,1644.0
radio,Sud Radio,False,2017,32.56335742737658,89.47943148979657,1764.0
radio,Sud Radio,False,2018,32.79782941095392,88.1646687118346,2723.0
radio,Sud Radio,False,2019,32.47137919938138,89.8594592529951,1120.0
radio,Virgin Radio,False,2008,22.387480697002324,15.405980828330076,1596.0
radio,Virgin Radio,False,2009,25.85674590641931,18.903471377119985,1626.0
radio,Virgin Radio,False,2010,30.115225793951485,22.314407061687834,1553.0
radio,Virgin Radio,False,2011,26.630776941279393,19.700577306715843,1580.0
radio,Virgin Radio,False,2012,25.111303298008785,18.51947893789094,1625.0
radio,Virgin Radio,False,2013,30.310144280587902,18.707385112983953,1588.0
radio,Virgin Radio,False,2014,31.475981512125795,19.274653825632836,1629.0
radio,Virgin Radio,False,2015,27.82073568970922,21.430691696087617,1642.0
radio,Virgin Radio,False,2016,26.623009002120757,21.50141197145158,1637.0
radio,Virgin Radio,False,2017,24.99282731839586,23.891462566389063,1814.0
radio,Virgin Radio,False,2018,24.19564278911209,24.872070273283395,2740.0
radio,Virgin Radio,False,2019,28.2381532541083,21.923566652091267,1120.0
tv,ARTE,True,2010,28.142902344571496,71.72392187079983,1698.0
tv,ARTE,True,2011,28.066214715552302,73.08511524773519,1698.0
tv,ARTE,True,2012,29.943391866982537,74.54393091738838,1689.0
tv,ARTE,True,2013,27.587263045168143,76.14680819066665,1629.0
tv,ARTE,True,2014,29.091073469905787,78.60503825490137,1593.0
tv,ARTE,True,2015,28.28387072896389,78.06488435354179,1617.0
tv,ARTE,True,2016,28.257920895630473,79.73461670496235,1583.0
tv,ARTE,True,2017,29.860240687554473,75.18851622103652,1629.0
tv,ARTE,True,2018,31.1489534647153,75.33738529237635,2014.0
tv,ARTE,True,2019,32.8164656046445,74.90190357047875,826.0
tv,Animaux,False,2010,25.90757253463454,76.75466159361463,923.0
tv,Animaux,False,2011,31.552512597041616,76.13975042957874,908.0
tv,Animaux,False,2012,34.93134825046644,79.01046438490444,972.0
tv,Animaux,False,2013,33.73874583861331,79.70783010788345,937.0
tv,Animaux,False,2014,33.90868510423651,80.87079020739031,969.0
tv,Animaux,False,2015,36.77573977300372,82.39785239557604,911.0
tv,Animaux,False,2016,36.56472560881775,79.81961595777815,926.0
tv,Animaux,False,2017,37.68176151651506,77.78580962262502,917.0
tv,Animaux,False,2018,40.99981927314211,76.96618560329074,932.0
tv,Animaux,False,2019,38.53242393030715,73.95714233145037,824.0
tv,BFM TV,False,2010,38.657280543057546,88.69851710005378,1674.0
tv,BFM TV,False,2011,36.92473806835565,90.15137338320042,1672.0
tv,BFM TV,False,2012,35.41850320222516,90.5825549111044,1650.0
tv,BFM TV,False,2013,35.81155320704737,90.45250883036894,1658.0
tv,BFM TV,False,2014,33.31911666090571,90.97027039276011,1631.0
tv,BFM TV,False,2015,33.62418908900725,91.70883126974061,1655.0
tv,BFM TV,False,2016,35.63226003561944,91.2138653487828,1626.0
tv,BFM TV,False,2017,36.05572270094781,90.55074356767986,1628.0
tv,BFM TV,False,2018,36.99559666529718,89.88296791420804,2045.0
tv,BFM TV,False,2019,34.23135499531699,92.22172346084764,826.0
tv,Canal+,False,2010,21.51190904161979,74.0580372022365,1661.0
tv,Canal+,False,2011,22.158304388849643,73.6439097995491,1759.0
tv,Canal+,False,2012,22.350215675848027,74.44265113854304,1678.0
tv,Canal+,False,2013,23.414536181895937,76.08053734710245,1700.0
tv,Canal+,False,2014,22.12367299237239,77.57861397143267,1608.0
tv,Canal+,False,2015,21.536859698528914,78.48600922231607,1584.0
tv,Canal+,False,2016,22.0995672361379,76.81169070966226,1634.0
tv,Canal+,False,2017,22.01619694490687,72.35544751454653,1644.0
tv,Canal+,False,2018,22.485153691737544,73.27259707456577,2014.0
tv,Canal+,False,2019,22.70213656101075,74.58058069728197,826.0
tv,Canal+ Sport,False,2010,5.9729542393806625,83.26187747323442,990.0
tv,Canal+ Sport,False,2011,5.532296190431669,85.21147721257077,940.0
tv,Canal+ Sport,False,2012,5.211815278454215,85.7750084780892,978.0
tv,Canal+ Sport,False,2013,4.9443778442181845,85.69090211350526,937.0
tv,Canal+ Sport,False,2014,5.095775628337789,87.82490983386809,958.0
tv,Canal+ Sport,False,2015,4.912640341606156,90.33695265309424,912.0
tv,Canal+ Sport,False,2016,4.838224987026434,90.93119128462858,929.0
tv,Canal+ Sport,False,2017,4.813465984423973,90.22443444584567,928.0
tv,Canal+ Sport,False,2018,5.137714741650995,89.80750928748158,934.0
tv,Canal+ Sport,False,2019,5.136650864163029,90.55067337120676,825.0
tv,Chasse et pêche,False,2010,7.191762448544618,76.30149996775147,914.0
tv,Chasse et pêche,False,2011,8.144226877239982,74.0801145314567,882.0
tv,Chasse et pêche,False,2012,7.018203540222437,72.56430239249123,897.0
tv,Chasse et pêche,False,2013,10.09888375973494,69.50302980500021,937.0
tv,Chasse et pêche,False,2014,10.310288596580266,71.44297154908394,949.0
tv,Chasse et pêche,False,2015,9.1497518738192,72.48370308351343,938.0
tv,Chasse et pêche,False,2016,7.2589125210980985,73.03353717169452,933.0
tv,Chasse et pêche,False,2017,9.108982132264543,71.88823899942895,962.0
tv,Chasse et pêche,False,2018,11.774427136755584,73.03284220922933,943.0
tv,Chasse et pêche,False,2019,12.045818606364927,76.22015633877103,824.0
tv,Chérie 25,False,2013,48.294389434096004,74.53443530549505,1636.0
tv,Chérie 25,False,2014,48.91754597219619,78.8298867015041,1658.0
tv,Chérie 25,False,2015,37.3290454135079,73.35643336764784,1589.0
tv,Chérie 25,False,2016,41.837747247004245,75.0302019140266,1611.0
tv,Chérie 25,False,2017,41.67980215473349,78.129789900808,1607.0
tv,Chérie 25,False,2018,39.983769271327006,76.56601210250881,2031.0
tv,Chérie 25,False,2019,39.85225212210074,77.98246408190643,826.0
tv,Comédie+,False,2010,29.579478405274216,77.35239904766286,958.0
tv,Comédie+,False,2011,28.137377593981626,77.80245358162384,906.0
tv,Comédie+,False,2012,31.90628204885429,80.00404037087448,954.0
tv,Comédie+,False,2013,29.255711371437528,77.81515852655531,890.0
tv,Comédie+,False,2014,31.637882454413834,74.89747917581357,966.0
tv,Comédie+,False,2015,29.697663464910995,75.282881888247,934.0
tv,Comédie+,False,2016,28.513473151209585,78.0459183097157,927.0
tv,Comédie+,False,2017,26.18616224704205,77.76988464953195,1007.0
tv,Comédie+,False,2018,28.367153032273386,72.36365661961331,955.0
tv,Comédie+,False,2019,33.66962522806119,72.76197482133445,824.0
tv,D8/C8,False,2013,27.814514795834018,75.0368612728537,1805.0
tv,D8/C8,False,2014,31.14989815360672,75.63897804479559,1725.0
tv,D8/C8,False,2015,27.52428421354578,74.75661913044958,1820.0
tv,D8/C8,False,2016,26.154351375618916,76.82451663151257,1766.0
tv,D8/C8,False,2017,27.295338091357607,74.3094173386339,1784.0
tv,D8/C8,False,2018,28.3769902073018,74.8934311561954,1801.0
tv,D8/C8,False,2019,29.815084489420546,75.94318793363269,826.0
tv,Euronews,False,2010,34.228341588704545,76.726814623445,903.0
tv,Euronews,False,2011,30.681695594316054,78.636071688147,917.0
tv,Euronews,False,2012,30.61316456008134,78.9263733046417,916.0
tv,Euronews,False,2013,36.71865967351382,79.63545546278426,965.0
tv,Euronews,False,2014,37.61037099669075,81.63376190559715,892.0
tv,Euronews,False,2015,35.39343354962911,81.8825986926678,948.0
tv,Euronews,False,2016,30.95794547236568,80.92209630572023,886.0
tv,Euronews,False,2017,31.580819596300497,81.1658946121284,919.0
tv,Euronews,False,2018,34.89162555702699,81.35658257204565,956.0
tv,Euronews,False,2019,35.70667939178433,81.72639591640362,826.0
tv,Eurosport France,False,2010,6.957224029147804,84.42344297383532,1734.0
tv,Eurosport France,False,2011,7.395577437648261,85.68989791993428,1680.0
tv,Eurosport France,False,2012,8.083346257603727,85.81104198608325,1692.0
tv,Eurosport France,False,2013,8.884800075111714,88.12081467301269,789.0
tv,Eurosport France,False,2014,7.8610175491278325,87.52413336580138,1668.0
tv,Eurosport France,False,2015,7.801830722783509,87.71309532171608,1599.0
tv,Eurosport France,False,2016,8.012118788909232,87.33803615677127,1599.0
tv,Eurosport France,False,2017,5.595861852588684,86.70074849217946,1634.0
tv,Eurosport France,False,2018,5.617468543657603,86.21212764899123,2045.0
tv,Eurosport France,False,2019,9.858520804381008,89.2446047294585,824.0
tv,France 2,True,2010,28.456111604983025,80.56821842235662,1690.0
tv,France 2,True,2011,30.60460090113992,81.090583877127,1626.0
tv,France 2,True,2012,33.44531070623485,81.98232690720188,1613.0
tv,France 2,True,2013,34.886430445098306,82.35102967412942,1640.0
tv,France 2,True,2014,35.0795758950855,85.6022644700427,1660.0
tv,France 2,True,2015,36.21095447112758,84.03977563988362,1644.0
tv,France 2,True,2016,33.92145412835245,83.19447436132506,1639.0
tv,France 2,True,2017,36.41515787899744,80.08892403832274,1664.0
tv,France 2,True,2018,37.24429925353736,80.14594445691887,2087.0
tv,France 2,True,2019,38.918406967043744,80.46073324959082,826.0
tv,France 24,True,2011,43.79999051786408,89.25936615934296,1647.0
tv,France 24,True,2012,45.018032863354094,88.88753573019608,1639.0
tv,France 24,True,2013,43.82043031788675,89.15693583530904,1706.0
tv,France 24,True,2014,44.99147959145337,88.81098407191337,1617.0
tv,France 24,True,2015,44.448384793572934,89.05238087052878,1669.0
tv,France 24,True,2016,45.933815900407396,88.65923218891542,1662.0
tv,France 24,True,2017,44.64361657109559,88.46010472940344,1697.0
tv,France 24,True,2018,45.99064159398676,88.91086738174639,2051.0
tv,France 24,True,2019,47.917399538024654,89.22670657532464,826.0
tv,France 3,True,2010,29.843796534996375,80.22053887490176,1725.0
tv,France 3,True,2011,30.01198827972812,80.20647093456759,1637.0
tv,France 3,True,2012,30.32065046860196,80.8354489689085,1636.0
tv,France 3,True,2013,30.750683911432112,81.27753471533653,1658.0
tv,France 3,True,2014,30.012442701871766,82.86073645959404,1619.0
tv,France 3,True,2015,30.12688868732587,82.07704572950178,1582.0
tv,France 3,True,2016,32.63479635381367,82.21916798516068,1658.0
tv,France 3,True,2017,34.991187386781206,79.76534881601343,1638.0
tv,France 3,True,2018,35.37314449879114,78.8460842347336,2042.0
tv,France 3,True,2019,35.906998140221205,79.0349615276713,826.0
tv,France 5,True,2010,26.896620443528292,79.6667394506169,1716.0
tv,France 5,True,2011,26.959951635780605,79.974208596603,1686.0
tv,France 5,True,2012,28.674699258314888,79.64953626858026,1746.0
tv,France 5,True,2013,28.679668748087796,81.35787738174764,1725.0
tv,France 5,True,2014,30.77828995796062,85.18099678229149,1677.0
tv,France 5,True,2015,31.89270112964359,85.10662065369289,1626.0
tv,France 5,True,2016,34.47426581462924,86.21906264475281,1653.0
tv,France 5,True,2017,35.217927407596044,83.56497492136835,1632.0
tv,France 5,True,2018,36.091543618761804,83.97229262647214,1983.0
tv,France 5,True,2019,37.281899051653475,85.06282607515597,826.0
tv,France O,True,2010,31.723482974703813,73.01927693866426,1662.0
tv,France O,True,2011,34.22439897244679,69.91560781902817,1630.0
tv,France O,True,2012,35.9199672072171,68.33427333379004,1716.0
tv,France O,True,2013,37.5408661639612,70.39116672503376,1334.0
tv,France O,True,2014,34.015039447903014,74.90932925923556,1612.0
tv,France O,True,2015,31.641524826000722,78.64423379296214,1611.0
tv,France O,True,2016,31.02635734189154,79.1775648725865,1666.0
tv,France O,True,2017,33.297872610345976,77.38742880008071,1618.0
tv,France O,True,2018,35.106503585598,77.83703744025492,2041.0
tv,France O,True,2019,37.365873322750886,77.6951210760857,826.0
tv,Histoire,False,2011,16.264416111241175,78.49844961319032,1672.0
tv,Histoire,False,2012,16.404075284475752,78.20552805988224,659.0
tv,Histoire,False,2013,15.5173510767466,78.47055380933033,1696.0
tv,Histoire,False,2014,18.60096048263929,83.85036407121407,1621.0
tv,Histoire,False,2015,20.626347674650297,84.17961886767466,1603.0
tv,Histoire,False,2016,16.134625853349664,84.3761853338771,1646.0
tv,Histoire,False,2017,21.07237554127373,79.37752182154313,1583.0
tv,Histoire,False,2018,24.12733665367189,78.83428302062899,2112.0
tv,Histoire,False,2019,24.14199875586385,78.76564490953284,824.0
tv,I-Télé/CNews,False,2010,38.460709798007045,88.31148172993105,1674.0
tv,I-Télé/CNews,False,2011,39.7197062542852,89.86247449270475,1613.0
tv,I-Télé/CNews,False,2012,37.28203143524295,90.45476767548149,1674.0
tv,I-Télé/CNews,False,2013,34.46458196847565,90.34364293752756,1656.0
tv,I-Télé/CNews,False,2014,34.21705188654999,90.39295522729631,1637.0
tv,I-Télé/CNews,False,2015,35.194313306282474,90.98668319460764,1648.0
tv,I-Télé/CNews,False,2016,33.70378604050557,89.7142519768895,1694.0
tv,I-Télé/CNews,False,2017,29.2409573794362,88.65343133423401,1871.0
tv,I-Télé/CNews,False,2018,30.431046673671524,88.8105791016915,1953.0
tv,I-Télé/CNews,False,2019,31.261062181726796,92.44188826578174,826.0
tv,L'Equipe 21,False,2013,22.961725368180716,87.96782116817124,1693.0
tv,L'Equipe 21,False,2014,22.609735991651515,87.96821296193407,1614.0
tv,L'Equipe 21,False,2015,14.67981642582165,88.61269608009391,1625.0
tv,L'Equipe 21,False,2016,9.891840224452645,90.82236063146715,1650.0
tv,L'Equipe 21,False,2017,12.813498000039145,89.02236331269171,1630.0
tv,L'Equipe 21,False,2018,12.936566161270946,88.16015278198424,2103.0
tv,L'Equipe 21,False,2019,14.277578618314168,88.30005427116566,826.0
tv,LCI,False,2010,32.62084196681204,87.27803357806835,1701.0
tv,LCI,False,2011,33.67961593605219,91.16772882513222,1673.0
tv,LCI,False,2012,32.638833689107344,90.21687308205429,1686.0
tv,LCI,False,2013,33.47618627632621,91.13339545280384,1624.0
tv,LCI,False,2014,33.232247732666316,91.86244844856111,1599.0
tv,LCI,False,2015,36.860963104914745,91.70065546161098,1648.0
tv,LCI,False,2016,34.94381262745534,91.03013767491677,1689.0
tv,LCI,False,2017,32.2129981933496,90.88385525777382,1604.0
tv,LCI,False,2018,31.679395716828807,90.56192941763206,2057.0
tv,LCI,False,2019,31.04590733176701,93.49228131213886,826.0
tv,LCP/Public Sénat,True,2010,25.256254313885062,93.2722956466499,1680.0
tv,LCP/Public Sénat,True,2011,26.801477176707895,93.71510062407408,1755.0
tv,LCP/Public Sénat,True,2012,29.133673993270758,93.40133272523519,1624.0
tv,LCP/Public Sénat,True,2013,27.91827987378992,93.78607698717273,1664.0
tv,LCP/Public Sénat,True,2014,29.559332345130418,94.00199322766008,1658.0
tv,LCP/Public Sénat,True,2015,30.98031758269211,94.23522940143482,1667.0
tv,LCP/Public Sénat,True,2016,30.328369024613067,94.9669069748508,1639.0
tv,LCP/Public Sénat,True,2017,31.39197795186572,93.41186987733965,1602.0
tv,LCP/Public Sénat,True,2018,34.358285826816356,93.62218921782494,2041.0
tv,LCP/Public Sénat,True,2019,33.920288438753026,93.42871133635646,826.0
tv,La chaîne Météo,False,2010,31.1698082315849,88.01420261519804,929.0
tv,La chaîne Météo,False,2011,27.034462692571502,88.31029106025345,933.0
tv,La chaîne Météo,False,2012,27.77140474415442,87.65619979801164,951.0
tv,La chaîne Météo,False,2013,18.421602883706658,87.56966118251088,985.0
tv,La chaîne Météo,False,2014,13.064368215145022,83.31782349422922,930.0
tv,La chaîne Météo,False,2015,13.614501475083967,80.11325824811529,935.0
tv,La chaîne Météo,False,2016,14.955341194795487,81.71824522323378,910.0
tv,La chaîne Météo,False,2017,16.771740153016896,82.97516471829613,916.0
tv,La chaîne Météo,False,2018,14.202462714074368,85.89296615296796,977.0
tv,La chaîne Météo,False,2019,13.714682401351098,86.30223793687755,824.0
tv,M6,False,2010,39.40278529924919,73.12395542636222,1719.0
tv,M6,False,2011,39.040332951107935,72.39339220066218,1611.0
tv,M6,False,2012,40.64356763937142,73.62134954606474,1639.0
tv,M6,False,2013,40.708158113804394,74.80222871193092,1692.0
tv,M6,False,2014,41.17379630893965,76.44073396249213,1653.0
tv,M6,False,2015,40.63813091743655,76.16285628732062,1646.0
tv,M6,False,2016,41.22403703972862,78.27028228246088,1637.0
tv,M6,False,2017,43.59281087936905,75.54337894585082,1636.0
tv,M6,False,2018,42.196399790751926,75.54206225948286,2089.0
tv,M6,False,2019,43.684264132999736,76.53623822119886,826.0
tv,Monte Carlo TMC,False,2010,28.543801572469047,68.30888618291243,1655.0
tv,Monte Carlo TMC,False,2011,29.445112717342425,68.77463212208814,1707.0
tv,Monte Carlo TMC,False,2012,30.304361192436772,71.97572869200157,1618.0
tv,Monte Carlo TMC,False,2013,30.813337990042232,71.13550382618638,1661.0
tv,Monte Carlo TMC,False,2014,30.318944045221453,73.28801882007076,1632.0
tv,Monte Carlo TMC,False,2015,28.795451846352854,73.6298512090656,1645.0
tv,Monte Carlo TMC,False,2016,29.38568716205609,71.00788534802578,1684.0
tv,Monte Carlo TMC,False,2017,30.085632752149998,70.56422905308982,1691.0
tv,Monte Carlo TMC,False,2018,31.683620289082693,70.74244746688893,2061.0
tv,Monte Carlo TMC,False,2019,32.945299090403935,72.0583409142284,826.0
tv,NRJ 12,False,2010,30.924828451550805,65.88392434051119,1738.0
tv,NRJ 12,False,2011,27.40061903474688,67.92625535647754,1653.0
tv,NRJ 12,False,2012,32.673525889586216,71.33848988440161,1724.0
tv,NRJ 12,False,2013,30.674707258653722,68.20621032064464,1653.0
tv,NRJ 12,False,2014,35.24455770860689,72.12407909306583,1625.0
tv,NRJ 12,False,2015,33.06013299617276,72.44999279720746,1633.0
tv,NRJ 12,False,2016,33.924960099185384,72.97136869850809,1673.0
tv,NRJ 12,False,2017,35.453065904643694,72.29681799057744,1668.0
tv,NRJ 12,False,2018,35.314814987129125,72.95438184317405,2086.0
tv,NRJ 12,False,2019,31.217332712983698,74.40024591659558,826.0
tv,Paris Première,False,2010,24.8360790899738,71.2172967328438,999.0
tv,Paris Première,False,2011,25.52125150358215,73.28084358987684,911.0
tv,Paris Première,False,2012,21.008999527687987,73.30746546703902,946.0
tv,Paris Première,False,2013,22.519630030542427,72.21105847609415,957.0
tv,Paris Première,False,2014,22.321417699181715,74.40729902749321,904.0
tv,Paris Première,False,2015,21.017236450710435,74.50753146289176,948.0
tv,Paris Première,False,2016,22.51810601170466,72.4189591472879,965.0
tv,Paris Première,False,2017,21.8045650397315,73.20725972361251,906.0
tv,Paris Première,False,2018,23.70618637668973,70.24829742046488,915.0
tv,Paris Première,False,2019,25.80695850647196,76.93426596697337,826.0
tv,Planète+,False,2010,17.715349611731984,76.08201923609319,911.0
tv,Planète+,False,2011,15.799666373733299,76.03291790598242,931.0
tv,Planète+,False,2012,16.061340550154195,77.64116730351913,896.0
tv,Planète+,False,2013,15.655506944110723,78.41610207908343,935.0
tv,Planète+,False,2014,17.28267881071151,81.3266150178874,920.0
tv,Planète+,False,2015,15.888833962877921,82.56947844380157,941.0
tv,Planète+,False,2016,16.8856145839924,81.44635333576542,902.0
tv,Planète+,False,2017,16.269306054343215,79.01039086667568,933.0
tv,Planète+,False,2018,19.090401266138926,78.68852992848106,901.0
tv,Planète+,False,2019,20.50207190979987,79.11618216195491,824.0
tv,TF1,False,2010,32.37882301327677,74.81191141299223,1698.0
tv,TF1,False,2011,34.654423904665926,73.88632824378615,1661.0
tv,TF1,False,2012,35.93875193789674,74.02451890548149,1725.0
tv,TF1,False,2013,36.484382354138724,75.17402920369261,1658.0
tv,TF1,False,2014,36.73067839419855,78.59950557923912,1683.0
tv,TF1,False,2015,35.346751840792244,78.4879870129847,1606.0
tv,TF1,False,2016,37.39063527780904,78.15672962424654,1685.0
tv,TF1,False,2017,38.11042499611489,75.52316681911836,1664.0
tv,TF1,False,2018,38.20715691117824,75.56656202083478,2005.0
tv,TF1,False,2019,41.98504626761073,76.38848179389035,826.0
tv,TV Breizh,False,2011,29.88416433895874,71.54455762549854,896.0
tv,TV Breizh,False,2012,29.34718928002188,72.8728853726567,936.0
tv,TV Breizh,False,2013,29.93932007974681,75.54021772973223,976.0
tv,TV Breizh,False,2014,30.173381802565675,77.94015634341694,870.0
tv,TV Breizh,False,2015,32.908707747674875,78.2261835438409,931.0
tv,TV Breizh,False,2016,32.10454221634168,77.60163676297893,931.0
tv,TV Breizh,False,2017,30.639224327268742,72.29322444997581,897.0
tv,TV Breizh,False,2018,31.890735697679023,69.38560603320761,924.0
tv,TV Breizh,False,2019,31.753470809772434,70.22604948289201,824.0
tv,TV5 Monde,True,2010,28.02868276237841,80.18323974154049,939.0
tv,TV5 Monde,True,2011,28.699712001358265,81.466553927272,947.0
tv,TV5 Monde,True,2012,28.571515860816326,80.96245215146551,947.0
tv,TV5 Monde,True,2013,30.118738220183687,82.18036592552315,910.0
tv,TV5 Monde,True,2014,29.505054393289075,84.82169566480286,951.0
tv,TV5 Monde,True,2015,29.587629691667605,85.37429856414325,888.0
tv,TV5 Monde,True,2016,31.21215637964163,85.69079183344121,941.0
tv,TV5 Monde,True,2017,30.873578894303744,82.56720408751583,908.0
tv,TV5 Monde,True,2018,35.08081948299965,82.73152239174708,915.0
tv,TV5 Monde,True,2019,35.59168705994433,82.52659706719768,824.0
tv,Toute l'Histoire,False,2010,17.8601299587232,78.60916279558828,928.0
tv,Toute l'Histoire,False,2011,20.773158009032887,80.16132148215019,963.0
tv,Toute l'Histoire,False,2012,19.347722492415894,80.95942080104957,931.0
tv,Toute l'Histoire,False,2013,17.2191563576848,83.32425839838545,952.0
tv,Toute l'Histoire,False,2014,19.644503079324608,85.17494682332308,936.0
tv,Toute l'Histoire,False,2015,20.657402102193984,84.9250937337327,949.0
tv,Toute l'Histoire,False,2016,18.366167899366364,85.6613151494556,977.0
tv,Toute l'Histoire,False,2017,17.143527820296132,81.47904398268301,933.0
tv,Toute l'Histoire,False,2018,17.944907646051764,81.3946876126216,939.0
tv,Toute l'Histoire,False,2019,18.575964750171334,80.77519345927831,824.0
tv,Téva,False,2011,44.83728344018357,67.67590119843273,1665.0
tv,Téva,False,2012,43.83392316365572,70.87369592090096,647.0
tv,Téva,False,2013,45.76238037783062,70.79470779652095,1690.0
tv,Téva,False,2014,46.72192249956213,70.84785720980187,1588.0
tv,Téva,False,2015,51.210879719316104,72.66257062278186,1657.0
tv,Téva,False,2016,53.3579300360731,71.99602056038495,1594.0
tv,Téva,False,2017,50.65505691204858,70.64969012555514,1541.0
tv,Téva,False,2018,47.54970857518087,72.2298747863591,2023.0
tv,Téva,False,2019,49.50717526992731,70.25267635917577,826.0
tv,Voyage,False,2010,23.647660181844163,72.88969702417815,958.0
tv,Voyage,False,2011,25.00898813273798,73.45038961037699,941.0
tv,Voyage,False,2012,24.32763131151676,73.42829095922212,945.0
tv,Voyage,False,2013,26.81814978862775,76.37863142304198,908.0
tv,Voyage,False,2014,24.428790569555346,77.83119966839666,925.0
tv,Voyage,False,2015,24.075768707530333,79.22201470440991,923.0
tv,Voyage,False,2016,21.869992102071254,77.29946706976536,937.0
tv,Voyage,False,2017,23.539410804262737,73.73611329134197,884.0
tv,Voyage,False,2018,26.08080378570629,73.36872710053518,916.0
tv,Voyage,False,2019,24.912812649488075,72.13951056182543,824.0
tv,W9,False,2010,30.842987322969794,56.85351091420029,1659.0
tv,W9,False,2011,32.866200908080565,56.67235875150749,1672.0
tv,W9,False,2012,32.19063868387818,58.359816654779316,1666.0
tv,W9,False,2013,34.937837768784554,60.70324240591872,1686.0
tv,W9,False,2014,36.40868788075179,63.308569662085276,1565.0
tv,W9,False,2015,36.93924232991307,68.83664176005013,1629.0
tv,W9,False,2016,37.072227603164194,68.9668425407722,1649.0
tv,W9,False,2017,36.083906538309044,64.5381960389075,1639.0
tv,W9,False,2018,35.129244203003196,64.7763680080595,2099.0
tv,W9,False,2019,35.75575523439771,63.677537607831184,826.0
--- ---
title: "Votre titre" title: "Un premier journal"
author: "Votre nom" author: "Hugo Botton"
date: "La date du jour" date: "06/06/2023"
output: html_document output: html_document
--- ---
```{r setup, include=FALSE} ```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE) knitr::opts_chunk$set(echo = TRUE)
library(data.table)
library(ggplot2)
``` ```
## Quelques explications ## Intorduction
Ceci est un document R markdown que vous pouvez aisément exporter au format HTML, PDF, et MS Word. Pour plus de détails sur R Markdown consultez <http://rmarkdown.rstudio.com>. Les données exploitées ont été récupérées sur [data.gouv.fr](https://www.data.gouv.fr/fr/datasets/temps-de-parole-des-hommes-et-des-femmes-a-la-television-et-a-la-radio/#/resources). Elles concernent le temps de parole des femmes et des hommes dans les médias.
Lorsque vous cliquerez sur le bouton **Knit** ce document sera compilé afin de ré-exécuter le code R et d'inclure les résultats dans un document final. Comme nous vous l'avons montré dans la vidéo, on inclue du code R de la façon suivante: ```{r , include=FALSE}
df <- fread("20190308-years.csv")
```{r cars}
summary(cars)
``` ```
Et on peut aussi aisément inclure des figures. Par exemple: ## Quelques statistiques
La part du temps de parole attribué aux femmes est très variable selon la chaine :
```{r pressure, echo=FALSE} ```{r stats, include=T}
plot(pressure) mean(df$women_expression_rate)
median(df$women_expression_rate)
min(df$women_expression_rate)
max(df$women_expression_rate)
``` ```
Vous remarquerez le paramètre `echo = FALSE` qui indique que le code ne doit pas apparaître dans la version finale du document. Nous vous recommandons dans le cadre de ce MOOC de ne pas utiliser ce paramètre car l'objectif est que vos analyses de données soient parfaitement transparentes pour être reproductibles. ## Un graphique
```{r , echo=T}
df <- df[order(df$women_expression_rate),]
Comme les résultats ne sont pas stockés dans les fichiers Rmd, pour faciliter la relecture de vos analyses par d'autres personnes, vous aurez donc intérêt à générer un HTML ou un PDF et à le commiter. ggplot(data=df[df$year %in% c(2013,2019),],
aes(x=reorder(channel_name, women_expression_rate),y=women_expression_rate,fill=factor(year)))+
geom_bar(stat="identity", position=position_dodge())+
ggtitle("% du temps de parole féminin par média en 2013 et 2019")+
scale_fill_manual(values=c("#999999",'#E69F00'))+
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))
```
Maintenant, à vous de jouer! Vous pouvez effacer toutes ces informations et les remplacer par votre document computationnel.
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