1. 程式人生 > >資料分析之pandas計算A股節日效應持續更新【內向即完敗--王奕君】

資料分析之pandas計算A股節日效應持續更新【內向即完敗--王奕君】

'''計算7年大盤節日效應的前兩天後兩天與當天開市的單期收益率的累加和個股節日單期收益率累加的比較,選出能跑贏大盤的
節日效應以國定假日為主:元旦|春節|清明節|勞動節|端午節|中秋節|國慶節,其中端午節,中秋節,清明節只計算前一天和當天的單期收益率,'''

其中以國慶節+春節+清明節能跑贏大盤或者中秋節+元旦節能跑贏大盤的則視為較好的股票,否則剔除

,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,3.230095792715566,1.188774918913792,4.736162204502327,2.0380034574111656,0.6764725734063108,-1.7723129603282475,600000,  浦發銀行
2013,3.206008056763841,9.573097753274277,-0.17164985528285093,1.0019765710814172,-7.663821592748346,-1.0926456582748467,-4.587620325896598,600000,  浦發銀行
2014,-0.10167284659573189,-1.0297862401642157,0.3205142298003402,1.3337798370877831,1.1037349619455912,4.83422567203514,-0.833172266660421,600000,  浦發銀行
2015,4.212865654399377,7.686480295747012,-6.762947505621089,0.06570950439161743,1.3464298000057373,3.2714880525072467,-3.961011473694647,600000,  浦發銀行
2016,0.06195994891488943,-4.196662933932963,1.2390536248603183,0.5459993831977537,10.777644365222983,1.3390453171853567,-1.333542237242657,600000,  浦發銀行
2017,0.0,1.4860316401772244,0.20689550425077918,1.9368478309318626,-0.17731193210956883,2.2025108274026395,-0.6960568481337487,600000,  浦發銀行
2018,-0.29154259555302314,0.3256768048921167,-6.4191195000408525,0.0,1.8374068518731406,-0.5197099980232067,-2.906543333105655,600000,  浦發銀行
縱向彙總,7.087618217929352,17.074933112709015,-10.398478583119562,9.620475331192761,9.262085911600703,10.71138678623864,-16.090259445061974,600000,  浦發銀行
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,0.17898228152776297,1.4165907009428462,6.148460201909252,0.015813292531891565,3.4233439223161186,-0.5804168737648744,600004,  白雲機場
2013,1.1528859553206923,1.5701907240511401,0.7319455113789002,3.5273992400052037,-1.5562780454650122,-2.608535180153917,-2.7568992853399084,600004,  白雲機場
2014,5.733494666017181,-2.1497042375892086,3.211254540027197,2.954893970984393,1.2006445350585673,1.4346183823877052,0.2897728244354287,600004,  白雲機場
2015,0.2568916960817823,4.144433008566925,2.683796888957385,3.7329107253405054,4.3550727918599055,5.640323485305396,-8.741735012899294,600004,  白雲機場
2016,0.7315425062989056,-6.889093646937207,1.9890329567490759,2.616518550891923,2.9395388609555275,1.4652613833972181,-2.4603208482068637,600004,  白雲機場
2017,0.0,2.0484131289305667,5.2086780571378375,-2.884300220325323,0.43688987999880036,0.9463031148738319,1.9675354546885906,600004,  白雲機場
2018,0.0,3.888169186326623,0.01558791764971268,0.0,7.4804478134791745,1.034969672944417,0.16259500301557492,600004,  白雲機場
縱向彙總,7.874814823718561,2.7913904448766025,15.256886572842953,16.095882468805954,14.872129128418855,11.33628478107077,-12.119468738071348,600004,  白雲機場
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-0.9492822199949016,1.7636003481384912,5.245354693392241,0.025850405924756736,3.3482028273848234,-3.325140209709471,600006,  東風汽車
2013,2.6230611485414714,0.6733849850521849,1.4153225314142956,4.358552795435789,0.0970970808628282,-1.393752091044211,-5.968845433983585,600006,  東風汽車
2014,9.9099110709451,-0.6860913958080723,2.736178943114297,5.5093135110772895,3.8171135231602413,2.618843047937175,-0.3311255141196694,600006,  東風汽車
2015,-2.257069814590645,4.245028804363568,11.214090963494469,1.0243786258548329,0.8676793622633766,1.1776823753181997,0.9204289462490944,600006,  東風汽車
2016,-0.12320228836205127,-16.65161079361358,-1.353968973801892,4.086412867731597,3.6471324516408146,0.0,17.48774669872396,600006,  東風汽車
2017,0.0,2.4602176504081217,-2.218489086369337,10.560388911950945,0.007293508101291146,3.584468946154358,0.1878666967636503,600006,  東風汽車
2018,1.305488034748606,0.01041257982322441,-0.7921004038886319,0.0,1.1865066527998382,0.6135012398254015,-10.063970719144496,600006,  東風汽車
縱向彙總,11.45818815128248,-10.897940389769456,12.764634322101692,30.784401405442694,9.648672984753148,9.948946345575747,-1.093039535220516,600006,  東風汽車
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-5.8599900991648575,4.412946775108849,4.517999469875611,1.5851268670147167,1.4293241991523582,-3.767319034863207,600008,  首創股份
2013,3.837473455570132,0.25225479422548347,-4.706960199621576,6.339429010879341,2.439305253294253,-3.5240886241092366,-7.002966537738164,600008,  首創股份
2014,0.9716477670947941,-1.4825907703677732,2.4162832786678083,4.386395436585127,4.271513574072128,1.5001507308604758,-0.49019172438188424,600008,  首創股份
2015,0.23435026457835373,8.743924127116774,-10.237463930812169,2.537248796191429,8.800040026076136,-0.8169402294116579,-6.513357976943238,600008,  首創股份
2016,-1.1026096649019435,-11.105347093890332,2.7225756641244048,2.393309019378733,4.203157672492738,3.1664684678221917,-4.816582605241855,600008,  首創股份
2017,0.0,0.012805504463205053,-1.0231890716997523,1.5903197251070746,0.2449903276358077,11.041769882885731,-3.6334288271165933,600008,  首創股份
2018,0.2590671174877994,1.7536300772750508,-1.2241121139027649,0.0,9.280713322709838,-2.5631114709516156,2.533516981832972,600008,  首創股份
縱向彙總,4.199928939829135,-7.68531346034245,-7.639919598135199,21.764701458017317,30.82484704329562,10.233572956248246,-23.69032972445197,600008,  首創股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,1.123259671766235,1.9294339030409224,3.2576260257960463,-0.9052422815303391,1.4766297995513293,-0.39682689858006986,600009,  上海機場
2013,3.9198554157417167,2.0257870971059977,3.3557447085695187,1.0897226771723814,1.4965283411922408,-5.29614903084956,-5.646648470709678,600009,  上海機場
2014,2.1267023698094167,-2.8621447639766373,3.8727313540444244,-0.2637150645876424,2.5604845649595864,1.834700830145374,-0.5231010136194696,600009,  上海機場
2015,0.00045268598613878996,2.7042496663042197,4.284778109357037,1.2719734771055355,5.695600845052154,5.0650843978098115,-1.3786680786094125,600009,  上海機場
2016,-0.3986835004397056,-3.8689878076055955,0.9899798679199174,1.5890854282227256,6.391222275888195,-0.2624419944508538,-1.342685819095003,600009,  上海機場
2017,0.0,1.0191881255780348,4.2261604113466005,-0.8332733160346271,1.867837259577418,0.967325732331189,0.6659562970244752,600009,  上海機場
2018,1.160394775114209,-0.12489754239834668,8.446394823556883,0.0,7.802944944953818,-1.5454440170503685,-2.0925252014970392,600009,  上海機場
縱向彙總,6.808721746211775,0.01645444677390788,27.105223177835303,6.1114192276744195,24.909375950093075,2.2397057174869217,-10.714499185086197,600009,  上海機場
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-1.3805243715683544,1.3721321492543135,5.840458432443139,2.954894666496581,1.1914346878803288,-10.929420316816355,600010,  包鋼股份
2013,1.0027317977927752,0.20378306923407608,-2.4840301827246187,4.109557101732207,-2.6835210026927303,-1.150250109628818,-8.680664091085966,600010,  包鋼股份
2014,1.3896856791269587,29.8411397528905,5.513247269354247,3.0727574030169613,-0.8097522091644858,2.2412072320878726,0.5477195799663034,600010,  包鋼股份
2015,-2.3836672541602484,0.7564850308698459,-3.2030706830872173,1.1981727916143592,4.0822603509780375,1.856419349282425,-7.703119637934038,600010,  包鋼股份
2016,0.011689255266001508,-8.33952601470964,-0.29999503417668805,2.534975901469526,3.5370947394160352,3.020131650262384,-5.437811125718924,600010,  包鋼股份
2017,0.0,1.791895962277688,-2.6592317013659588,-1.0974935004710797,0.012929301589824749,2.644509355218609,2.5420144215940113,600010,  包鋼股份
2018,0.671140295251806,3.2672453139094486,-3.3493884678696064,0.0,2.168090141930939,0.460829037404248,-10.58479895827402,600010,  包鋼股份
縱向彙總,0.691579773277293,26.140498742903564,-5.11033665061553,15.658428129805111,9.261995988554201,10.26428120250705,-40.246080128268986,600010,  包鋼股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-3.3461316159790364,-2.277425450077922,5.2155063258789145,1.6613304462692453,2.0271122828505366,-2.5330826229555052,600012,  皖通高速
2013,-3.635466953141298,1.505001849446922,1.2626604503829628,3.711046294468322,-1.42463264217009,-0.2499966130154967,-2.249997854232788,600012,  皖通高速
2014,0.6578993461579525,-2.5517963531600376,3.3807236153438067,9.548194966875103,0.5181068102581999,1.9423592434335526,-2.900027856414787,600012,  皖通高速
2015,-2.3364670211690957,4.856307385243344,8.743708445637257,1.8233770300213563,7.281626390171768,14.33309800702385,-14.439721978815815,600012,  皖通高速
2016,3.7386602562207445,-9.876807602347682,-0.748227607784123,0.18348466162195165,-4.889013148466651,5.110390914400113,-1.5594784630622989,600012,  皖通高速
2017,0.0,1.4153741438466,-1.6968746590148847,1.4459658939750637,0.6714358704456644,1.0356256050841945,1.047191075613719,600012,  皖通高速
2018,-0.1828108304978084,5.039229446661732,-3.8891700071527673,0.0,1.883560876937315,-0.6450527822857773,-13.839574790202047,600012,  皖通高速
縱向彙總,-1.7581852024295055,-2.958822746288158,4.775394787334328,21.927575172840708,5.702414603445453,23.553536657490973,-36.47469249006952,600012,  皖通高速
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,2.123416327559082,-3.5926027840134585,5.306193815232167,1.9215864384179464,1.8865479527592195,-2.328552945325723,600015,  華夏銀行
2013,1.1509090335314907,4.4401203862339464,3.952101473635669,3.471619183019241,-7.087364997849937,-0.4732249797985123,-3.8826842764307443,600015,  華夏銀行
2014,0.006525906675084792,-1.5793914136895988,-2.9162043806524434,0.5938781308724768,-0.07595298590340249,6.357984876376991,-0.9680176560511388,600015,  華夏銀行
2015,0.6089889624357956,3.7709189004271337,-11.412732424121403,0.9081711991612973,-1.0394819999543756,4.928120587742472,-1.9798188818548912,600015,  華夏銀行
2016,-0.38848142114930495,-2.460857100340635,1.8715046469544299,1.6873772198446024,1.7583790038919136,0.9821936563746362,-1.4835818449366338,600015,  華夏銀行
2017,0.0,4.892018648911189,-3.8832893105609108,1.6166303139718596,-1.1256810693282744,1.8696304809545077,-0.6501737160773962,600015,  華夏銀行
2018,-0.2649004029305464,1.3332494930526178,-3.3308693234766293,0.0,4.30036900536385,-0.340390412229787,-2.6301607582952204,600015,  華夏銀行
縱向彙總,1.11304207856252,12.519475242153735,-19.312092102234747,13.583869862101643,-1.3481466053622793,15.210862162179525,-13.922990078971749,600015,  華夏銀行
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-1.47718338875362,0.03511586659964516,3.3822069398114984,2.5270947925356273,3.148085438598306,-4.176517437568785,600017,  日照港
2013,1.4558712048601472,0.7029127684487325,-0.7126431895170532,11.73403191335375,-1.0033055802646471,-0.7104721393183686,-3.017540945453788,600017,  日照港
2014,6.386233972521676,-0.7827690704128645,2.9251251425254683,1.684433021403794,2.0032109379166596,0.8097158176053489,0.4016060411629196,600017,  日照港
2015,0.6542660811228247,0.12256079735835934,-4.081021815395968,0.024739745640153354,6.633499754336185,1.8342009558616936,-12.789470836220339,600017,  日照港
2016,-0.24628712384513937,-12.30252732525575,1.597824937683209,2.272760148478132,10.17628840399357,-1.3184525596609666,-4.295938565166284,600017,  日照港
2017,0.0,2.7113125603805877,4.514660371828239,1.1932329061635116,0.5018851942241999,-3.8666054567528745,1.1870742339630278,600017,  日照港
2018,-0.6622510282393388,2.0559547384293912,0.8470064812283322,0.0,2.4093244185254514,0.2709984989255167,-10.144093812620488,600017,  日照港
縱向彙總,7.58783310642017,-8.969738919805163,5.126067794951872,20.29140467485084,23.247997921267046,0.16747055525865545,-32.83488132190374,600017,  日照港
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,0.9034907328850742,-0.33199147714512234,4.704105395122141,-0.8663340553099879,1.021700737991062,-2.2626533366002413,600022,  山東鋼鐵
2013,1.6600330851466913,0.471660880747906,-0.9973306525810889,2.2826075969025297,-2.22418525333975,-1.4970889683754687,-4.134547011603947,600022,  山東鋼鐵
2014,2.222355626305821,0.613143525346409,1.3119511658023613,2.002639279131085,2.5039848183495836,1.2388387340736062,-0.6449625523192227,600022,  山東鋼鐵
2015,-2.773036160914917,1.363947347179037,-1.5056584673119744,1.035089493916632,2.784023159214727,3.4784462526790323,2.9392024510173895,600022,  山東鋼鐵
2016,0.8177392068624003,0.22182832932077234,-0.348590868762631,2.450545517821275,4.118624387141317,1.4995759420143382,-3.290579539985368,600022,  山東鋼鐵
2017,0.0,2.3872058310549065,0.7820221844965037,-2.774610447284717,-2.6089375889198125,3.7173262295799736,-0.38302492072664296,600022,  山東鋼鐵
2018,0.5813947847045612,3.290967966388611,0.0,0.0,5.099889233178044,0.0,0.0,600022,  山東鋼鐵
縱向彙總,2.508486542104557,9.252244612922716,-1.0895981155019516,9.700376835608946,8.807064700314122,9.458798927962544,-7.776564910218032,600022,  山東鋼鐵
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-2.0402114851468722,0.02178347481283649,5.3956877596270925,0.19014426498614995,3.37952032375894,-2.9400563200027263,600026,  中遠海能
2013,3.3372608944153086,4.765011297828424,-2.8015203626817797,5.110716019587219,-2.0194249656019654,-0.6928344919118286,-3.925806692395799,600026,  中遠海能
2014,0.8893608168737307,-4.124085393626089,1.769972625348475,-1.610691118615859,4.5374658694613625,4.6951233397489816,-1.4809023162439572,600026,  中遠海能
2015,0.0,3.1997062596694823,-18.56839897618441,0.0,5.4351027474122935,5.813722513981519,-7.342790537590034,600026,  中遠海能
2016,-0.7548536388279837,-20.324598916120507,2.633728107899774,3.2229750175497878,7.809648512385721,5.2561584610059455,-3.0070503330265623,600026,  中遠海能
2017,0.0,2.0430183849146752,0.6039828796214494,1.2589139501877553,-1.8272598486852776,-2.019068441188984,-0.15949003167714096,600026,  中遠海能
2018,2.850353550398063,2.6147811792455977,-8.544282918564821,0.0,0.5604574042461464,-0.92763849974464,-9.354511619372992,600026,  中遠海能
縱向彙總,6.322121622859118,-13.866378673235292,-24.88473516974848,13.377601628335995,14.68613398420443,15.504983205649934,-28.210607850309213,600026,  中遠海能
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-2.746287040556873,4.122964225190425,6.284650829367972,1.9803900912585741,2.8904225615929104,-1.4857432880356287,600029,  南方航空
2013,1.6937839807356248,-1.5405674927949298,-3.6316383327731048,2.835817796403762,-3.8914045362088467,-5.837247203645643,-3.552979776447553,600029,  南方航空
2014,3.095092976795031,-0.7259253437604279,0.0034722756059830107,-1.6835535799430081,0.7704830754293619,1.182657380223458,-1.280231597288444,600029,  南方航空
2015,-3.2770961644707888,8.229975590515208,-6.142378354949249,3.8746030564374507,7.991634932690961,12.424006989159034,3.611155834227489,600029,  南方航空
2016,0.0017879102826105497,-14.91724643961788,12.132354127115471,0.0241091561882274,8.302029833730588,3.617187522195057,-5.871783516501585,600029,  南方航空
2017,0.0,1.8543129530324434,2.5948329528619976,-0.7179531893959609,-2.3184304751074745,-0.4666220443944704,3.6928783968647356,600029,  南方航空
2018,-0.7873970810807158,0.5424225279947135,6.803889055338676,0.0,10.020847679308375,-5.051598517616571,1.4832265567678649,600029,  南方航空
縱向彙總,0.7261716222617618,-9.303315245187747,15.883495948390198,10.617674069058443,22.85555060110154,8.758806687513772,-3.403477390413122,600029,  南方航空
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.457804666614011,2.8990459749766364,7.751128036651272,2.1985233010504683,8.438066614752392,-8.28475586863318,600030,  中信證券
2013,1.674838196399054,8.640109571613925,2.0155177455823656,4.125199132455223,-5.251383784535789,-3.198422768780956,-11.070115313876128,600030,  中信證券
2014,-0.8769446862787038,-1.3558495125248164,2.426278723668312,0.830390907584094,1.9315996276772758,4.5056686751868025,0.17738669125009898,600030,  中信證券
2015,-2.2102126101795116,7.64647571062225,-7.021896032055274,7.527835140993901,2.808318433481591,3.5306729981606804,-1.8652344759997144,600030,  中信證券
2016,-0.6102541304653765,-11.004914280350414,0.6314105062444547,2.8439764117544404,2.699539552876501,0.7376431814676576,-5.365428397898247,600030,  中信證券
2017,0.0,1.249934265583856,-0.9266353216102792,1.1102187538445516,-0.24056639931127652,1.3662370039083853,0.1831913621753526,600030,  中信證券
2018,-0.19095947102702832,2.800485090067688,2.385171263742617,0.0,4.8850176799780165,0.6948095298450003,-7.688089502795224,600030,  中信證券
縱向彙總,-2.2135327015515665,3.5184361783984763,2.4088928605488324,24.188748383283485,9.031048411216787,16.07467523453996,-33.91304550577704,600030,  中信證券
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,3.124673260029334,0.6651576258416959,5.45669509358276,1.0983360107407425,0.17331444083391423,-0.3525625589802982,600036,  招商銀行
2013,0.0012823726044492445,7.7890724809391125,0.43180581860193035,1.8495765911282862,-3.808905961776146,0.4234732167674864,-6.530577881134743,600036,  招商銀行
2014,-0.2660234590483439,2.029086198429795,-1.8958166636355833,0.002855571377813393,-0.07822807991974734,3.6230714640665544,0.2955732785520236,600036,  招商銀行
2015,-0.043550509851487895,7.338001370297004,-4.992330903277818,2.5645616758037812,0.3252026951065643,0.0,0.6289693047608003,600036,  招商銀行
2016,-0.52654872456222,-3.9309130045916763,-1.2912428633704605,2.445472687707645,1.861144920607578,1.5489469748452065,-2.700894609945638,600036,  招商銀行
2017,0.0,2.2706608509506143,-0.9380862453396491,2.829230196291425,-1.318167447065001,0.26699111169117107,-2.3224969082411766,600036,  招商銀行
2018,0.4322728058190623,4.159361400469726,1.6754930581888103,0.0,5.653390735307591,0.10461564389678057,1.4678363159304548,600036,  招商銀行
縱向彙總,-0.4025675150385402,22.779942556523913,-6.345020172991075,15.148391815891712,3.732772873001581,6.140412852101113,-9.514153059058579,600036,  招商銀行
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-2.7172689087954742,1.70201917757144,5.465261409446869,2.978502744664496,1.011176286063988,-3.209529355896588,600037,  歌華有線
2013,15.903193727953667,-0.13208868430788578,-3.6341926655100174,18.963807909562608,-2.0224950600088345,-2.0344231661973042,-5.088539347982627,600037,  歌華有線
2014,6.075215544194915,0.5408767121729776,7.14731946794824,1.5821493693420354,8.791310924484684,3.019341393645539,-0.38785448278931245,600037,  歌華有線
2015,-4.187569120433565,-0.36399308085915294,-5.512490322889467,9.034981027760937,0.0,-2.070659402861902,-14.237101820234589,600037,  歌華有線
2016,-0.5832286393154968,-14.779186463204304,7.801203443417246,3.425168004847474,4.028956887242607,2.3579623185926994,-4.870422392328784,600037,  歌華有線
2017,0.0,1.1132022163164943,-0.8972180778548382,1.9706849709346308,1.8663458406331843,2.1151748951695373,-1.0919102765241866,600037,  歌華有線
2018,-0.5154658940003758,3.031460966781004,0.5048234565945652,0.0,-0.7504082121237823,6.415682750678109e-05,-11.17207663187225,600037,  歌華有線
縱向彙總,16.692145618399145,-13.30699724189634,7.111464479277169,40.442052691894546,14.892213124892356,4.398636481240064,-40.057434307628334,600037,  歌華有線
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.035174907281079,0.0,10.502558284106794,0.3323584112235133,0.0,-1.7706630852768561,600038,  中直股份
2013,1.7536436117498069,7.145786221116962,-2.893171480387573,3.715540506453679,11.71792897726387,3.8189194994480586,-3.745156235401751,600038,  中直股份
2014,1.005932721621547,4.966759567843379,1.0355925958450987,7.0558913736725035,8.999192628341282,4.340382041165801,0.9626556881425277,600038,  中直股份
2015,-2.5173411662142886,6.379479797393015,8.950504830672,11.686632496418827,-1.8823262615630694,2.4482983203693416,6.06989080297276,600038,  中直股份
2016,-0.04201571298568263,-4.531098320663244,1.0910900387179092,3.407061694314714,7.455200768675464,1.14327746547219,-4.323479110162378,600038,  中直股份
2017,0.0,8.245695874495032,1.6720117229886653,6.212085453123997,5.985198865397384,3.1416435679994335,-2.5584697349682872,600038,  中直股份
2018,-3.455882043574502,4.251002591067402,-5.814387699840841,0.0,4.682546195516162,-2.693091602543508,-8.372859016652715,600038,  中直股份
縱向彙總,-3.2556625894031197,22.422450823971463,4.041640007995259,42.57976980809052,37.29009958485461,12.199429291911319,-13.738080691346699,600038,  中直股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,3.4233875400636804,4.44207565483766,5.907707708119087,1.8017860135303387,8.132360767428052,-2.4634881531585098,600039,  四川路橋
2013,1.3422358474054572,-0.5848075054782105,-9.215300881724437,5.315415546287262,-0.6816672591021566,-1.448026513347778,-7.6698975564701115,600039,  四川路橋
2014,9.256863383486788,-2.818081706310842,2.8401997457630666,10.948373810189947,2.3466073986923046,0.8862081570436282,-1.859146232816451,600039,  四川路橋
2015,-2.370835674515882,-2.4642153842136505,-6.827495443648493,3.6041632076424617,5.603739164030115,8.310897170084374,-11.787992107522808,600039,  四川路橋
2016,-0.6959765163702631,-8.702036232467343,1.774166782041257,2.3036376194442876,3.061666122839798,0.0,-2.8544275161777177,600039,  四川路橋
2017,0.0,1.6853535262285197,-4.501827748407741,3.2728057802160366,0.6420188658383543,0.23922018984659088,-0.25125604058627005,600039,  四川路橋
2018,-1.5290505384687287,1.9662556557873032,-0.5181668857515958,0.0,2.0935831885266936,-1.0752677834782465,-7.142857671735974,600039,  四川路橋
縱向彙總,6.00323650153737,-7.494144106390542,-12.006348776890283,31.35210367189908,14.867733494355447,15.045391987576622,-34.02906527846784,600039,  四川路橋
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,1.405690466298858,5.15686447302417,7.5310337561285206,3.9745850651817154,5.599942313317646,-5.2161791347725925,600048,  保利地產
2013,1.5053240816620994,8.014545238715797,0.6694922309208593,0.7490000813499846,-7.114836958875962,-3.362448669085438,-6.554748569366441,600048,  保利地產
2014,-1.8578164528896584,-0.5575774083378143,-3.5597616059986956,2.5278930213660553,-0.5706092933572442,3.1899870270347854,-1.9670319804190046,600048,  保利地產
2015,-1.8517678468691319,18.967870907538227,-1.055348153469975,4.341812642279485,1.3835601153122168,2.589365069703373,-3.625409378164095,600048,  保利地產
2016,1.061483850048312,-9.952839105598498,0.13126146293180957,-2.9164497237734017,-1.037958219923239,1.9331837397489415,-4.012919260970482,600048,  保利地產
2017,0.0,1.0953111853411255,-3.4429870456594203,-2.860071646031485,-0.5431288384204594,1.5757520946438097,-0.18789875501313347,600048,  保利地產
2018,1.3490793062236257,5.73926120677158,-5.944547139388345,0.0,7.676673729704471,-0.49749896884698797,-1.083137795455507,600048,  保利地產
縱向彙總,0.20630293817524703,24.712262490729273,-8.045025777639598,9.37321813131916,3.7682855996214983,11.028282606516127,-22.647324874161257,600048,  保利地產
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-0.9032301728608507,1.3967480196246318,4.255766333196524,-3.9286755945931153,1.4235155571270688,-3.331745876159756,600050,  中國聯通
2013,3.957211651940231,1.7316134078096734,0.03301295004269833,9.87413529118814,-2.4252779098663524,0.8685160498749522,-3.306014295980021,600050,  中國聯通
2014,-0.277773197589421,-0.9200720577429314,3.6446546028477353,1.1149941130147947,1.0043415776555555,1.6286629773138117,-0.6054918344542621,600050,  中國聯通
2015,0.7390056564445122,7.0313697257482275,-15.468513440226218,0.04579746432652998,10.469991785190421,2.8574262358908324,-7.782527788929151,600050,  中國聯通
2016,-0.47952498150384143,-7.972035378598116,0.7540932186031517,14.43314152098006,2.534201622106604,3.416858768324152,-2.5484341443704257,600050,  中國聯通
2017,0.0,-3.3570088726799563,0.0,-3.6570128966345123,3.207613155040301,1.7711121921152186,0.0,600050,  中國聯通
2018,-1.4414486088985201,2.9908691613649108,0.009495896221881628,0.0,2.598651096658721,-1.418148098780016,-7.288324966001008,600050,  中國聯通
縱向彙總,2.4974705203929606,-1.3984941869590433,-9.630508752886119,26.066821826071536,13.460845732192134,10.54794368186602,-24.862538905894624,600050,  中國聯通
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-10.74462390577934,-1.9170674419639167,6.738912201399602,-0.6267005049781145,4.323851398247675,-6.12817307758747,600051,  寧波聯合
2013,0.7507536318381743,3.359806255671291,-5.995342574696711,0.0,-0.7461462395062699,3.8532203602790176,-5.512787048490997,600051,  寧波聯合
2014,-1.063159817751225,0.0,3.2720972425213875,8.594555783215661,2.0202754142290122,3.388613195898184,1.6277040496687438,600051,  寧波聯合
2015,-1.3894459966072341,6.957979296047291,-2.4373704773498055,5.26801346626303,1.5187346594460545,4.415549045064467,-3.3694411080659927,600051,  寧波聯合
2016,3.679796454540294,-11.93432901799884,1.5840597042823716,3.323817670629393,5.110326601291806,1.8815291109378154,-3.9392859939008407,600051,  寧波聯合
2017,0.0,0.28465424237951265,-0.07671467509632589,1.4318702590462624,0.623954185348444,4.069765553742993,0.0010832347523978547,600051,  寧波聯合
2018,-1.1475359986654812,2.438567027109775,-21.359747166155046,0.0,0.0,0.0,-7.926340880830653,600051,  寧波聯合
縱向彙總,0.8304082733545279,-9.637946102570309,-26.930085388458046,25.357169380553948,7.900444115830933,21.932528664170153,-25.247240824454813,600051,  寧波聯合
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-1.091860333184902,0.10760046179438865,6.422113701873366,5.116746823140623,3.3915316322051186,5.463235436178973,600053,  九鼎投資
2013,1.8082971806027004,0.7643788734057501,0.0,4.1747916738085245,-3.0586057326857787,0.0,-8.265109664871645,600053,  九鼎投資
2014,-2.1598983725625076,0.0,11.322203738801827,8.85842423834768,0.0,3.241928927552732,5.427368299165951,600053,  九鼎投資
2015,-0.45454141522236186,2.1298933027732696,0.0,0.45661692827026634,10.920337037092366,0.0,0.0,600053,  九鼎投資
2016,6.122448758925829,-26.661316902201527,1.8976846612198774,8.028696749692324,1.4454970672431227,1.190556588589137,-9.555611411476855,600053,  九鼎投資
2017,0.0,2.8287911977988576,-0.3132684690497787,2.1030250049495587,-0.0886389586554468,3.3681393753108755,-1.3374059258153808,600053,  九鼎投資
2018,-0.6651896109692426,1.6701713262025835,-1.0869731083030858,0.0,1.2480790235633887,-2.4312727257005573,-14.313332876948284,600053,  九鼎投資
縱向彙總,4.651116540774417,-20.359942535205967,11.927247284463228,30.043668296941718,15.583415259698276,8.760883797957305,-22.580856143767242,600053,  九鼎投資
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-9.999675204268447,-7.15930823264761,7.395602112346946,9.472498275609663,-0.6398441090299007,-5.623114253621792,600055,  萬東醫療
2013,3.9345796880099315,8.02940369050283,1.675293969423383,4.518488439390271,-3.225916307688811,3.243477381154157,-3.1180880316301014,600055,  萬東醫療
2014,0.0,2.6220872294812354,0.0,13.996892096211884,7.7143335060455165,0.0,0.0,600055,  萬東醫療
2015,-4.18523221053402,0.48180073228276576,10.875498028038056,10.778321652912837,3.8847450769283265,7.262780836838624,-10.795434239525363,600055,  萬東醫療
2016,-0.6182401147201751,-5.374011514670071,3.770700994546212,5.161915943313543,7.066256171510832,1.1591337800286832,-5.79338826460862,600055,  萬東醫療
2017,0.0,1.3061713325535387,1.8270740033424755,14.914178626663698,1.5866534049266026,4.301155456274245,-0.057264777770176245,600055,  萬東醫療
2018,-1.777246753411109,-0.289361184559338,-4.9475467205940475,0.0,2.118628996587904,2.732290900090955,-7.363360134558474,600055,  萬東醫療
縱向彙總,-2.6461393906553723,-3.2235849186774868,6.04171204210847,56.76539887083918,28.617199123920035,18.058994245356764,-32.75064970171453,600055,  萬東醫療
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,0.0,0.0,-3.613733479068361,0.0,0.0,-3.633733124157735,600056,  中國醫藥
2013,3.1469902196333592,1.8588812390785292,-0.9934771433147087,7.59753462950768,0.8068755518946784,0.0,0.0,600056,  中國醫藥
2014,7.833793060687323,-4.120514008513266,2.2198037346428046,4.788674782687716,3.179951827614727,3.266622614064855,0.09931681159387107,600056,  中國醫藥
2015,0.9095260649185877,11.960033663232554,1.7019148489783955,1.4036917072331134,-0.11504020232438333,1.8512152097456638,0.16201117056575676,600056,  中國醫藥
2016,3.6783725865932655,-7.085433916410447,8.853422871373477,3.9476156876386623,4.214035844557535,1.337032201769697,-6.456310938964809,600056,  中國醫藥
2017,0.0,5.035962510489615,-1.2750719780720057,4.40268115500628,0.03567130866481294,4.315310567007358,0.325552989483049,600056,  中國醫藥
2018,-1.6927868797372427,3.3683259375884784,-2.377658653195417,0.0,5.542459783019212,3.13214994137382,-5.431012915358389,600056,  中國醫藥
縱向彙總,13.875895052095293,11.017255425465464,8.128933680412544,18.526464483005093,13.66395411342658,13.902330533961392,-14.934176006838257,600056,  中國醫藥
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-6.656989432934035,1.3032781410320382,6.638405142253177,5.790818380981844,-5.152946799918414,-5.919128511250953,600057,  廈門象嶼
2013,-2.0490061024484723,-5.597073976025963,-1.7024928670677806,13.853041215038868,-2.210119866850136,-1.2414974689342715,-7.94082083703944,600057,  廈門象嶼
2014,5.852485927340023,0.0,5.596538049713568,9.84136434989501,13.678085008700673,1.2780172574802562,-2.2163605355621714,600057,  廈門象嶼
2015,-2.619906976628621,-1.5958051140559246,-5.821110805959993,8.189223546866181,10.350436476610094,1.6298225057111502,-13.189987127356407,600057,  廈門象嶼
2016,-3.526984535162199,-11.374367350352413,4.548268191078012,5.635820996207755,0.9994591262387811,2.9334357944383314,-5.376780128252462,600057,  廈門象嶼
2017,0.0,4.273618443361259,-0.9551945205818949,2.8330619261693424,3.4534068840022925,0.9057187293345625,1.4345867825983962,600057,  廈門象嶼
2018,-1.4084446233250134,3.494556392086566,5.286397901088712,0.0,3.11494546640147,-1.9414531047607873,-9.529564359877067,600057,  廈門象嶼
縱向彙總,-3.751856310224283,-17.456061037920513,8.255684089302662,46.99091717643034,35.17703147608502,-1.5889030866491731,-42.73805471674011,600057,  廈門象嶼
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.202607088242662,5.871450066665822,5.796731919781041,-0.06254197223965319,4.300764962310494,-5.497305186629194,600058,  五礦發展
2013,0.0,-1.638924011337458,-1.1633431399852885,0.0,-4.757952661144316,-1.0698465555077474,-4.10782117985687,600058,  五礦發展
2014,1.0212756217794214,0.0,3.538765782916965,1.8824178133121183,3.0129164065204397,3.1117217033999536,0.36109247759024177,600058,  五礦發展
2015,0.0,-0.5793154765847897,1.098008649642562,0.0,1.6514171722632192,2.3922842435459595,8.491953038922606,600058,  五礦發展
2016,2.3604263051939998,-5.2470121401481,7.418636123851365,3.066763600142283,5.950651546300711,2.8376495434111932,-9.45940286013981,600058,  五礦發展
2017,0.0,0.9248490468185899,-1.7906903672092405,0.5911483886142892,1.3729701053360783,2.9456561992336985,0.08326539795570805,600058,  五礦發展
2018,0.5610092736466084,2.697782777637507,-0.45299877559231216,0.0,2.4431407077616427,9.706651506636732,-10.954680811079765,600058,  五礦發展
縱向彙總,3.9427112006200296,-8.045226891856913,14.519828340289873,11.337061721849732,9.610601304798122,24.224881603030283,-21.082899123237084,600058,  五礦發展
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-0.6768795513229791,1.5562232137631933,10.35250863024432,2.225416731549821,4.770524352011982,-6.002166324485224,600060,  海信電器
2013,4.262924735707465,4.035659735143668,-14.054522065264457,5.122879110511979,-3.1938449490317566,3.7463636791557624,-6.72408916523727,600060,  海信電器
2014,1.1650572674981312,-3.8512271943424,1.631748326257527,-0.7527118022839016,2.485665354355045,3.8563628317311505,0.1913004541770365,600060,  海信電器
2015,-3.378768576609769,7.040415282728599,-0.5876113360735182,4.5416420352011855,6.143137518632954,-1.4766231044921927,-9.44493831539893,600060,  海信電器
2016,1.1426612674175092,-7.194955866447717,6.076974503649885,1.504726453662245,2.5442792966937775,-1.504819507037365,0.6754609877812023,600060,  海信電器
2017,0.0,1.917793807028381,-20.000992074112354,-0.6923690296613048,-0.3408582222068495,2.0714515489667544,0.7145846177349156,600060,  海信電器
2018,-0.2078950553770528,4.203299126385463,-13.715249724293624,0.0,3.0127016091692145,-3.4438368921233082,-5.516973027708971,600060,  海信電器
縱向彙總,2.983979638636283,5.474105339173015,-39.09342915607335,20.076675397674524,12.876497339162206,8.019422908212785,-26.10682077313724,600060,  海信電器
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-9.413331935077819,-4.864252496049826,9.49881998053619,4.88856183962,3.505201853518179,-7.704878167679304,600061,  國投資本
2013,3.5015814730869175,1.1740226148049768,-3.209449255952543,2.7495148465189683,1.9087252429756774,-4.971246142652522,-3.8098421642701736,600061,  國投資本
2014,0.0,1.567900788170153,4.240145463927083,0.0,12.381922762440293,1.802759943578904,-1.2536360614350357,600061,  國投資本
2015,-1.0909451046913552,0.0,-6.991128329609257,12.145578463890045,1.6957621085613654,4.595102827243566,0.0,600061,  國投資本
2016,-0.8253975520058283,-11.926604254715834,3.6576189047014998,4.417410918301065,0.18015714216297596,-1.0537383745262754,-4.537525668484621,600061,  國投資本
2017,0.0,0.9602022156816606,0.05977684061813804,1.5061735389386945,0.3341603523867707,1.263471692189876,0.9953965041228341,600061,  國投資本
2018,-1.086958399642303,0.39217807104342395,3.372304667872716,0.0,-0.8116370089801613,-3.434507104264021,-8.857885235693512,600061,  國投資本
縱向彙總,0.49828041674743107,-17.245632500093436,-3.7349842044921893,30.317497748184962,20.577652439166922,1.7070446950877067,-25.168370793439813,600061,  國投資本
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-5.764612205944747,-4.076522894417116,8.620517999842164,-0.6858616992706608,-0.41675919805765815,-3.5684980432339364,600063,  皖維高新
2013,2.2727250560256556,0.40893706896855897,-1.5648343201703363,2.7777750183035925,1.781953299946625,-1.9905255043511998,-4.191402565759374,600063,  皖維高新
2014,0.6389258107547467,0.0,2.845889197301915,16.842617801259888,0.0,1.2711953873680781,-3.2639353219007243,600063,  皖維高新
2015,-4.007748735172546,-4.842836461727851,-7.567446980503172,3.3642587835763234,2.1492163799144577,1.4175373484628484,-13.048865468667413,600063,  皖維高新
2016,0.4524882484455325,-17.811432855208732,0.6624131798850408,3.8731750857388203,1.3185937478268448,4.589751643862864,-6.563252369147019,600063,  皖維高新
2017,0.0,2.1888172739438607,1.0979308413900035,2.237287910088002,2.997670823147722,1.8446844131353701,-0.2469192200216025,600063,  皖維高新
2018,-0.366300014409914,3.99261524790718,-0.6305108641728426,0.0,4.055147556459058,-1.8898041151661715,-10.57557483822728,600063,  皖維高新
縱向彙總,-1.0099096343565255,-21.82851193206173,-9.23308184068651,37.71563259880879,11.616720108024047,4.826079975254132,-41.45844782695735,600063,  皖維高新
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-1.8347032195193718,-2.247845243917063,7.476585849219718,4.121357502916402,4.105050198148677,-3.071385284146112,600064,  南京高科
2013,1.629957874948674,6.961800453066123,-1.8094100954521768,1.9126609164892212,-5.494277099953969,-0.2724025840228031,-6.646781572662659,600064,  南京高科
2014,1.0672525627300777,-2.0043093289017557,2.476088878930131,4.885244870011223,1.1687294882360197,1.9535370038580566,-0.49170775513712894,600064,  南京高科
2015,-1.5094911255213543,-1.3562109578036217,-3.0372069126169956,3.266494915900911,4.405629993758151,4.11568959538762,-10.392367014235653,600064,  南京高科
2016,0.00692876970747669,-13.539031201918382,2.875695265765348,-0.19499664064400024,3.3795712341943216,4.15425547933751,-3.476936204139721,600064,  南京高科
2017,0.0,1.7878275398073593,-5.4856015328058785,1.8357794975987736,-1.2194908036799412,0.8996733632927617,0.26742049883860614,600064,  南京高科
2018,-0.4322796766714293,2.4075569643605275,1.3067092737616537,0.0,3.232484884794614,-1.0575341575482975,-8.362735202679513,600064,  南京高科
縱向彙總,0.7623684051934451,-7.577069750909121,-5.921570366334981,19.18176940857585,9.594005200265597,13.898268898453523,-32.174492534162184,600064,  南京高科
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-0.8510539370986949,-5.235028836549306,-3.5826150672920214,2.6816469430297554,2.242455006116506,-2.475364108673853,600066,  宇通客車
2013,2.585957069509852,4.8385766860493336,2.6602008309499046,-0.4678246297346327,1.8053612290587013,-2.8742647555006267,-6.596583398995286,600066,  宇通客車
2014,1.8334506619134316,-1.3449719693805924,0.0,3.2814584186893994,6.786365676431067,1.7555001664376007,-0.5710021430194976,600066,  宇通客車
2015,1.9688352975383763,15.039405230283018,-4.137665842000895,1.90898598229304,6.954596012667032,0.3461965744743664,-0.7491991819087866,600066,  宇通客車
2016,1.2367230720459679,-5.125357821907504,2.3696889280065365,2.7441635427039617,5.654524994020305,4.897017641240699,-1.3640975069824632,600066,  宇通客車
2017,0.0,0.21017457921686272,-2.514703389553759,2.9953034562146463,1.1466300218898196,2.5859844871549704,2.2451875427743113,600066,  宇通客車
2018,1.4450853111279736,5.670890104167699,-0.346443426032085,0.0,-1.9926995605175386,2.672291124533592,-2.012594206254568,600066,  宇通客車
縱向彙總,9.070051412135602,18.437662871330122,-7.203951735179603,6.879471702874393,23.036425316579138,11.625180244457107,-11.523653003060144,600066,  宇通客車
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-2.7090157332982283,2.360931874209615,9.676396953401673,3.0240384084432885,2.5188749384331386,-4.00985434203429,600068,  葛洲壩
2013,1.1798048095304297,4.382305732317293,-0.7727976869804447,1.9572567762206,-2.88452653566556,-0.19489507314178156,-4.539442886251722,600068,  葛洲壩
2014,1.6554253884250056,-0.5044107153281049,3.9736257282803185,9.495094417412247,2.347160834837544,1.2913355277290515,-1.299383507379821,600068,  葛洲壩
2015,-0.825642008336954,-8.835654325288374,-0.35476304176946627,3.60844663652567,13.302692740634196,0.2924598677914969,-6.920897309638288,600068,  葛洲壩
2016,-0.07538989911434468,-6.270790225565876,3.028383896327223,4.839890454461393,3.2645629893560546,3.317021797046355,-3.214604294649806,600068,  葛洲壩
2017,0.0,1.7562275560005147,3.90781931617173,-0.26037763076750875,4.184876833244743,2.3847377361958837,1.6019292833586232,600068,  葛洲壩
2018,0.29027549077029413,3.759983768739034,-3.9516554183393877,0.0,8.853409074377131,-1.4046407274575836,3.64457524079042,600068,  葛洲壩
縱向彙總,2.2244737812744306,-8.421353942423742,8.191544667899588,29.316707607254077,32.0922143452274,8.204894066596562,-14.737677815804886,600068,  葛洲壩
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-8.731696487559661,-13.248208857742586,6.019799117376333,6.833841539512498,5.769546572677059,-6.743641519861015,600070,  浙江富潤
2013,2.4833438195592077,1.468801575356036,-11.646773706548514,9.357038887559504,-0.7046551069388851,-1.7009844367634985,-8.365989645865689,600070,  浙江富潤
2014,3.3193138171802126,-0.7410048576247583,3.908726002402694,6.82492426457566,2.98583326094031,3.881222636084457,-0.5461990448344672,600070,  浙江富潤
2015,11.751341254932804,4.829314975736805,-2.1765894730161626,5.847152429320461,1.979575881334252,7.319637101746377,-18.66200609515696,600070,  浙江富潤
2016,0.8715006968929525,0.0,7.000659325470851,3.897706609558561,0.0,7.113750415710978,-10.419238467316877,600070,  浙江富潤
2017,0.0,-1.3502243379559353,5.762962157408506,0.9411799475298929,2.5396631198997537,3.5135332626344824,2.096449246034175,600070,  浙江富潤
2018,-0.4615416893592248,1.1959347603199397,-0.5208798959492715,0.0,3.142492855646147,-1.8109239107438597,-6.256922262175186,600070,  浙江富潤
縱向彙總,17.963957899205948,-3.328874371727575,-10.920104447974477,32.887801255920415,16.776751550394078,24.085781641345996,-48.897547789176016,600070,  浙江富潤
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-7.003069046799611,-5.675763323363186,6.785391143753278,-0.13461933903393886,2.427918720901357,-5.33620539646362,600071,  鳳凰光學
2013,3.4989083572013184,4.307740888062492,-5.957344368431443,3.30470740835712,2.227455908764148,-6.142577144694815,-6.228181585587147,600071,  鳳凰光學
2014,-1.9155855429641069,0.8409118962291162,0.0,2.7306272703858383,5.238429006092161,0.0,0.0,600071,  鳳凰光學
2015,1.132295859059238,-3.8331739055278136,-4.014987529518054,3.4311538992743116,5.623353194344648,2.2083369446191234,-10.019447305894637,600071,  鳳凰光學
2016,0.0,-9.295940958395372,2.6401149086394557,0.0,15.62604736913131,4.7689422185610155,-6.482267028920429,600071,  鳳凰光學
2017,0.0,1.868353729348204,-1.8895165738188169,0.9306812494270735,-0.9095249255666549,1.3599717637879114,-2.3061645364332883,600071,  鳳凰光學
2018,-2.2508042857899255,2.842825022056029,-7.614874409469901,0.0,0.8656783428753653,3.070219127858263,-15.90949335176946,600071,  鳳凰光學
縱向彙總,0.46481438750652426,-10.272352375026955,-22.512371295961945,17.18256097119762,28.536819556607043,7.692811631032855,-46.28175920506858,600071,  鳳凰光學
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-8.328331465413843,0.20966320371615232,4.580108317019587,1.1184906383136577,8.865242990498514,1.1590556034406627,600072,  中船科技
2013,-1.4256831666546865,4.520553513821451,-5.245469149407398,4.25320696732612,0.4553662781482122,4.013361486307631,-5.185415771448799,600072,  中船科技
2014,4.681844171106998,-1.5941857950002731,2.6710807199633555,7.740600917346746,14.73349085986883,6.738228728452443,1.6210148256524741,600072,  中船科技
2015,-0.03846241877629207,2.8729618842737707,-5.378171699735075,0.038477218045030015,9.792856277261327,9.976829070444989,-8.987051264140733,600072,  中船科技
2016,0.07940201635525646,-3.6113211239784704,0.17674806803262233,5.962036309763381,8.994533028615551,1.6862080418344492,-6.933266253319779,600072,  中船科技
2017,0.0,2.9065263055882338,-8.69230384066676,-0.013971066198269266,8.789244037879621,11.436315264705202,-1.1636196913259282,600072,  中船科技
2018,-2.1052666802374707,3.227043898579934,-2.0100658090473162,0.0,6.60682378756231,9.451968870718176,-12.100092874877413,600072,  中船科技
縱向彙總,1.1918339217938052,-0.006752782129197055,-18.268518507144417,22.560458663302594,50.49080490764951,52.1681544529614,-31.589375426019515,600072,  中船科技
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-1.7297687536349766,0.5381771394030093,6.03060353338431,3.9597278651322423,3.8189039309200936,-1.854637428120989,600073,  上海梅林
2013,9.547512835275256,5.760622997185976,-6.713842823092139,5.4185344254966505,12.979973673087164,-9.134971892611771,-2.850140986741158,600073,  上海梅林
2014,1.023628086238257,-5.8147441093221675,5.125726010273815,4.647230051114237,4.521615426640731,2.1864237516452247,0.7041722505098997,600073,  上海梅林
2015,-0.4428075186133646,0.8975905883693847,-0.8941662564285204,-13.837944014171374,4.579757613569723,3.6173695990236334,-8.635747718780797,600073,  上海梅林
2016,0.16610591296879307,-12.99211956874428,11.157829844000258,3.917232520965238,3.1428832058543703,0.7264065761792267,-5.755956866031191,600073,  上海梅林
2017,0.0,2.1715175692111055,5.114473795900405,3.4310069677516557,2.6150324114754797,2.8989600379885085,0.0,600073,  上海梅林
2018,1.5479861306820204,2.9612908549953367,-0.5659042841349742,0.0,1.9973922011183993,-1.4984535155107261,-8.896308555726083,600073,  上海梅林
縱向彙總,11.842425446550964,-8.74561042193962,13.762293425921852,9.606663484540714,33.79638239687811,2.6146384876341893,-27.288619304890318,600073,  上海梅林
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.145359417940484,-7.131979524715511,9.849657105781368,10.797990061033467,6.114242458442242,-4.621132113019993,600076,  康欣新材
2013,3.9010808501354477,-1.719860368250087,-11.161646702210197,7.294359636362337,-0.6511157017883571,-6.839535281128484,0.9826744222377064,600076,  康欣新材
2014,3.2583912930847956,10.67835022662825,3.1314956307655653,2.244899846100736,7.508235979404404,0.8479348934915218,1.0917072394709566,600076,  康欣新材
2015,-2.568546663430512,0.0,0.0,0.675313644213138,0.0,0.0,3.8043474327707445,600076,  康欣新材
2016,-2.3374704502018635,-10.111654180690074,4.312750672663488,7.1620468070765195,3.2041759204482987,6.9512042910896925,-5.42554744436468,600076,  康欣新材
2017,0.0,2.436787952273887,0.1665422864770103,2.2448690889306784,0.4580286583396808,1.463729217603182,-1.059516276261279,600076,  康欣新材
2018,-1.3071882523949898,3.2836152567373054,0.0,0.0,0.0,0.0,-3.0400009155273438,600076,  康欣新材
縱向彙總,0.9462667771928785,0.42187946875879767,-10.682837637019645,29.471146128464774,21.317314917437496,8.537575579498155,-8.267467654693888,600076,  康欣新材
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,3.275321839104192,0.034693713556145145,5.419825855516255,5.022565813948514,5.966531161568633,-5.458625502506983,600077,  宋都股份
2013,0.9885279735337229,9.861798710516041,16.605900972102067,3.606622181422898,-5.467798726812258,-2.291308906366205,-4.968626096308805,600077,  宋都股份
2014,9.570569248068844,0.7555198436520838,0.2831332611600703,1.8748257381308673,2.72718819284632,1.1462805678819128,-0.26595719384628963,600077,  宋都股份
2015,-2.1753118562051377,2.575411887153369,0.5465643721319712,4.018552143090929,10.411670896831403,7.018602023645141,-14.37750316950491,600077,  宋都股份
2016,9.287483592999514,-15.817218371249044,1.317654151621663,0.5396937760050866,2.9650102607099456,1.1562158348229108,-6.3917515231998,600077,  宋都股份
2017,0.0,3.1137311190424106,0.23842707629161186,-1.5535724541007947,1.765333487499186,3.4627390779731964,0.5076137217272785,600077,  宋都股份
2018,-0.9771977863882869,3.648413857655318,-2.6145607119997694,0.0,1.1619421406778674,0.6060600368335035,-13.01823099141729,600077,  宋都股份
縱向彙總,16.694071172008655,7.412978885874368,16.41181283486376,13.905947240065242,18.585912065700974,17.06511979635909,-43.9730807550568,600077,  宋都股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-7.642132623450965,6.575330496338232,3.335996116785394,4.582479703200531,0.48243817139520306,-0.9047133902328928,600079,  人福醫藥
2013,6.073539191946905,-0.8063982673878495,-1.4179842452695002,-1.948749707697453,5.670357375797014,0.2820696511196492,-2.8071470987857774,600079,  人福醫藥
2014,1.559115060414467,8.736212393072437,2.602551683486513,2.132687337514615,6.135301486873244,3.7111737669763567,0.26614480487298386,600079,  人福醫藥
2015,-0.41941072494682485,7.703520177158456,-2.836857168312459,10.626458211606263,2.4381490470376335,-1.2959062846592269,-5.210896144705309,600079,  人福醫藥
2016,1.1153904225918838,-8.720959703038504,1.8168856169296759,2.214140072383843,4.010291952462348,-1.8758144681564721,-5.4793125591488945,600079,  人福醫藥
2017,0.0,2.0229791259507652,-1.2257906600898507,2.58479274067345,1.9838001572514565,0.2091557534845686,-8.064519777477198,600079,  人福醫藥
2018,2.1469879129061433,1.8416984248484818,-4.969454193377782,0.0,-0.43956557909725996,2.3547602910212846,-8.719579499102231,600079,  人福醫藥
縱向彙總,10.475621862912574,3.1349195271528214,0.5446815297048282,18.94532477126611,24.380814143524965,3.8678768811813637,-30.92002366457932,600079,  人福醫藥
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-6.719325033488661,-1.6032263012927181,6.520526360626525,1.4186019731658563,0.24190939222291874,-6.2609932449196375,600080,  金花股份
2013,2.9543035327354934,6.011985467022668,-7.647708770473562,9.575132113333137,0.27898130537031873,3.178330904678843,-9.18119083357495,600080,  金花股份
2014,6.2151372200538475,-0.9691040833346073,4.878772931527626,5.3091695681467455,2.0715795783386977,2.472577006376936,3.112483583374389,600080,  金花股份
2015,2.234142929239099,8.265787700277912,3.609650684136697,5.864280476296962,5.473429070025881,7.6520077394966926,-9.089320914016254,600080,  金花股份
2016,0.5160349060627408,-14.884580821219894,6.647171436647581,3.591191392513946,6.991019398399369,2.861841417083907,-6.161207117079348,600080,  金花股份
2017,0.0,2.3859146395883593,1.5380986334623565,2.992672759315681,1.875754379349265,1.395081169493748,-0.5250298215948108,600080,  金花股份
2018,-1.213345615706678,4.198657129227096,-0.24133719628978578,0.0,0.7169037964697191,-2.55886424397408,-3.6733229496364044,600080,  金花股份
縱向彙總,10.706272972384504,-1.7106650019271283,7.1814214177181945,33.852972670233,18.826269501119107,15.242883385378962,-31.77858129744702,600080,  金花股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.6075554631959506,4.001234561200605,8.582254188283349,3.818280213489677,3.4953451488137093,-2.7099901880702424,600081,  東風科技
2013,4.074284574769028,14.108285472928793,-9.583474127533137,23.288844224279117,-0.9637920240862834,2.151077635378231,-6.29429319055034,600081,  東風科技
2014,-1.221318353948405,-3.986607248070975,10.586237250597105,3.6771211831954016,8.7492392051928,4.957285899455487,-3.8529931791049457,600081,  東風科技
2015,-5.755668551435225,5.985064639911814,8.85484993543361,1.9625207005309058,4.368301464811559,1.2231150498141115,-8.482928054755474,600081,  東風科技
2016,1.5499848714042352,-10.577015835716356,0.34072666904501026,1.5921383724339035,9.686235953705541,0.4460380396033057,-2.341631689285555,600081,  東風科技
2017,0.0,2.8516279004894685,-0.9336935098671693,4.783686858717141,1.3327900611376708,2.9873024499319643,-0.510860083897206,600081,  東風科技
2018,0.34924019136546175,0.8404434540088582,3.1921376502854337,0.0,2.424084329164576,-2.054734524606789,-10.440610183113154,600081,  東風科技
縱向彙總,-1.0034772678449042,4.614242920355653,16.458018429161456,43.886565527439814,29.415139203415542,13.205429698390017,-34.633306568776916,600081,  東風科技
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-8.424200950766604,-9.924272037573907,5.6957684567854665,1.8411405346769782,-0.18856258243034718,-1.135855928733653,600082,  海泰發展
2013,1.3279228956002809,1.883911182911238,-1.9308543395242492,15.855354250622586,-0.37391992854556966,-5.3445485317067805,-3.165360976359129,600082,  海泰發展
2014,0.7679296087592739,-3.314907648207947,1.3395255313317584,3.502811371715073,2.8841984064442263,0.808493894140285,-2.212897233027045,600082,  海泰發展
2015,0.8371061196204312,-6.582978939068026,-3.4856719661087996,2.7281482828310297,2.684432969411021,6.117652444278493,-12.792481615852033,600082,  海泰發展
2016,0.9348291177775365,-14.269616223301131,-1.6159230156132163,4.891683062033645,7.880415457314089,3.089198818210682,-5.145792758552888,600082,  海泰發展
2017,0.0,6.020783823467086,-1.4166174023872329,-0.1207304672168914,-0.1258853527322118,6.619324702864647,-1.1494280772986682,600082,  海泰發展
2018,-0.23474714423808365,2.8384746503453133,6.438360071131599,0.0,3.5858558702992887,-4.15853593155896,-6.560643872334677,600082,  海泰發展
縱向彙總,3.633040597519439,-21.84853410462007,-10.595453158744046,32.5530349567709,18.376237956867822,6.943022813798018,-32.162460462158094,600082,  海泰發展
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,0.49667969991125416,-13.480440118530824,5.531476924516534,8.328321555189895,1.982554295855814,-1.3738067577725857,600083,  博信股份
2013,11.668842799682611,1.98849120062682,0.7230612113782988,8.315991108434167,-0.323875386547924,-2.754390360336606,-4.775809655333489,600083,  博信股份
2014,3.8375419870723166,3.7116432162265074,2.9540001008496812,9.993425976818912,3.9558381298387983,1.685539288098771,1.1790875746365872,600083,  博信股份
2015,5.234791852675551,0.8612459347874324,0.0,10.343845808412777,0.0,0.0,-12.554967283247434,600083,  博信股份
2016,1.6360583135619806,-4.27947456571772,2.3615828175238978,2.740045373536419,1.4282228313232332,5.263477779638283,-9.299717430302131,600083,  博信股份
2017,0.0,-1.0129560717299533,-0.9824728929069839,0.8227848059140683,1.2433270685164444,4.532469126217805,1.41329963994189,600083,  博信股份
2018,0.7974461604949251,-1.44891765764526,1.8316980934045206,0.0,1.2565164527552444,0.19389669903802925,-0.7890394127510747,600083,  博信股份
縱向彙總,23.174681113487384,0.3167117564590809,-6.592570788281408,37.74756999763288,15.88835065107569,10.903546828512097,-26.200953324828234,600083,  博信股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.91196997269685,-0.6872235283657813,7.253055074045976,5.053227451414535,4.818372165604322,-3.823428923862093,600084,  中葡股份
2013,1.184220972361607,-2.1922290488258716,-4.231351009737369,3.8634301538667186,-0.7983026497589969,-1.3748772684308552,-10.660691630170746,600084,  中葡股份
2014,0.40362139972358935,-0.7620631059600189,3.643618590286721,2.1931442737917055,10.864623582364063,-0.9702385537221633,0.2535199279866378,600084,  中葡股份
2015,-4.721854957228599,-4.084125042892266,-2.4786175109183772,6.1518602728312155,2.315721916983165,6.734743545221829,-13.62775051461464,600084,  中葡股份
2016,5.618880589595523,-16.336405659372836,0.8954136355453541,4.803355204493627,5.450565750985651,20.016415896192747,-3.743254981336888,600084,  中葡股份
2017,0.0,6.56401459160038,-0.5930790873587847,0.0,13.900315830887934,1.4413169846469813,-1.679845378795608,600084,  中葡股份
2018,1.9512176967531925,0.0,0.0,0.0,0.0,0.0,0.0,600084,  中葡股份
縱向彙總,4.436085701205314,-21.722778238147463,-3.4512389105482377,24.26484497902924,36.786151882876354,30.66573276951286,-33.28145150079334,600084,  中葡股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-5.402641594891559,4.739198195320197,5.529556937086143,3.243589820916446,1.1594387853996881,-0.8647436213535539,600085,  同仁堂
2013,3.9373402142481377,3.058399342258159,1.4183798783359438,-2.1011031390281563,6.472486188138348,-0.6178781522668297,-5.419859068937871,600085,  同仁堂
2014,1.1262148659504652,-0.3134145895713223,-0.5284113465424957,3.053075974682373,-0.10669078622831041,2.3310582461274687,-0.7112804015002384,600085,  同仁堂
2015,-4.192325323714345,15.090206983781275,-8.563811333096638,4.552057811582009,2.864323497898572,8.587142795484594,0.6388232891427066,600085,  同仁堂
2016,1.9541788500335067,-9.676034018574992,2.886201984129083,2.783104611466629,11.608217279071688,0.14945184578658122,-3.362169818776652,600085,  同仁堂
2017,0.0,1.6072801506936143,-2.4448918054650988,3.074507965392967,0.132829678783023,1.0841042332699449,0.4071436255084385,600085,  同仁堂
2018,0.136150158849426,1.8974529990195323,3.0970108203512905,0.0,2.4981237267652965,4.475062595984878,-2.1968407077127425,600085,  同仁堂
縱向彙總,2.9615587653671893,6.261249272714707,0.6036763930322833,16.891200161181967,26.712879405345063,17.168380349786325,-11.508926703629914,600085,  同仁堂
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.111455349580837,-6.06485134195931,8.567859586604792,0.9414474803663677,1.3418898167956268,-4.874564966566294,600088,  中視傳媒
2013,3.6738010142207598,1.7616433524207966,-7.711221210199183,10.37841731247175,-3.030476524688378,1.9165220818212458,0.0,600088,  中視傳媒
2014,0.5832725492096118,4.550122581276394,4.51542658233367,2.0521289531069065,11.199280248903413,0.25451947274286624,0.21081775008811532,600088,  中視傳媒
2015,-1.8454388680907483,-3.813161948453364,14.366182448367951,5.809871911322443,0.942289326447097,4.6502633826069655,-5.7685532167956515,600088,  中視傳媒
2016,0.39786961495256634,-17.60528576270778,6.374579246753786,2.770157721503833,5.219324039291569,2.579390528817763,-9.657506087716786,600088,  中視傳媒
2017,0.0,0.2366329028990828,2.029875571159177,4.128589587772099,1.0584093296533674,3.1126585454190376,0.24568249196186043,600088,  中視傳媒
2018,-0.780386247655285,1.8323202400874965,0.9547596550652515,0.0,-4.734524854028434,-2.6971157043848826,-13.613287101564236,600088,  中視傳媒
縱向彙總,2.029118062636905,-17.14918398405821,14.464750951521344,33.707025072781825,11.595749045945004,11.158128123818623,-33.45741113059299,600088,  中視傳媒
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-4.790518071344338,0.06388689011584381,4.965744030036347,5.620206123370335,6.297698036399312,0.0,600093,  易見股份
2013,-0.594712233583258,4.901337273762044,4.992296886300537,5.23060787368255,4.539881337786766,-3.3086709515837223,-2.5386829903223944,600093,  易見股份
2014,0.0,-0.49818061503212485,7.516400080323317,40.02033483119031,5.083933581535161,2.572522618388571,-0.8027634137864287,600093,  易見股份
2015,0.17919058386727116,1.8773380121815426,-5.152463214332023,7.769991688595379,14.446006245979538,14.999448645965607,-3.902648089715079,600093,  易見股份
2016,-0.5604071401194612,-16.289668499041277,-1.7232575326101,0.9810568577035256,7.75351929115792,7.452251673204108,-6.790927667102803,600093,  易見股份
2017,0.0,-2.287543494608174,0.9581481282460151,2.1460692351835986,3.0408046804193463,2.0543438965535556,0.0,600093,  易見股份
2018,-1.0224890646804758,2.2444630505885304,-2.961214816620256,0.0,4.129145656819292,-2.9564760379251194,-12.935989675177076,600093,  易見股份
縱向彙總,-1.998417854515924,-14.842772343493797,3.6937964214233334,61.11380451639171,44.61349691706836,27.111117881002308,-26.97101183610378,600093,  易見股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,16.6578420849178,-2.6526366721580454,6.776772172853191,2.020588210464025,-0.9818783540916134,-5.513343728376628,600094,  大名城
2013,1.6170777232858988,1.7164246934839884,0.04369268061532816,2.7381981950150247,-4.238606560748308,-5.440955322526419,-4.534828907381845,600094,  大名城
2014,3.145708315386943,0.20355304751988423,8.04998072033001,-3.8626151674539084,1.7759167832560108,1.4598720625112342,1.0146577446821032,600094,  大名城
2015,-3.714843104789574,-2.6207448720056385,0.0690830783947618,1.1327911849458046,22.73219060779296,11.87767972712294,-10.606147218829484,600094,  大名城
2016,-4.635354079860428,-7.0643787885838325,3.0957447015187722,-4.022967233792675,0.5877144853493848,6.844282572175395,-7.3313150774242395,600094,  大名城
2017,0.0,-0.5326427494784948,-3.2087802680287676,-1.6314139552518454,0.24435439266791503,1.4828466547807437,1.5550817825528953,600094,  大名城
2018,0.988146073128162,2.174639493699678,-3.0413952235330224,0.0,0.8569142275594369,-3.311884951676541,-3.298611973446794,600094,  大名城
縱向彙總,-2.599265072848998,10.534692909553385,2.3556890171390372,1.1307651963155911,23.97907214634142,11.92996238829574,-28.71450737822399,600094,  大名城
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-8.82812640861301,-10.896451400691241,8.42155418568992,2.3949320859289194,14.083515761680868,-5.202982154006683,600095,  哈高科
2013,1.7541293318039697,0.7908477844888289,-4.422171400262595,2.31336239547855,-3.207560893909915,-0.3497619471710456,-4.543647547369378,600095,  哈高科
2014,2.321997904975081,-1.2391621630617047,2.6599720018132307,1.6189326927750491,3.111611834725687,1.0145691487713047,-0.6364891187310384,600095,  哈高科
2015,-0.9638951701458947,-0.5253659017408789,-8.533194601389294,1.0996350781287996,4.071273639165666,1.6739485479864715,-3.753967493068947,600095,  哈高科
2016,6.9205462121472845,-14.306441342576333,1.240878946257721,-3.0328406654916598,4.706705684259265,3.138558205166696,-5.952614340588868,600095,  哈高科
2017,0.0,0.929214989915027,20.505879631295322,0.6076757699129774,1.629120135132232,3.655412095429745,0.30199518870745723,600095,  哈高科
2018,0.0,2.8964139105674844,-3.8013434678624485,0.0,3.304557040515305,0.3155432688706141,-11.536103459009944,600095,  哈高科
縱向彙總,10.032778278780441,-20.28261913102058,-3.2464302908393066,11.028319456493637,16.01063952581716,23.53178508073465,-31.3238089240674,600095,  哈高科
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-14.461370074197779,0.0,4.172777865639973,2.290763199257646,0.0,-6.249919063668866,600096,  雲天化
2013,0.0,1.5306248791372494,-3.9680120066353464,-7.389706871380751,-0.6100283331603487,0.0,-6.4433607633138585,600096,  雲天化
2014,2.472718847124317,1.7263679792951019,-1.3799635323414168,4.03395358803645,2.566137903941672,1.965082794417965,-1.5341719992179073,600096,  雲天化
2015,-1.589732483292987,2.905205878321407,-6.820094782156084,8.359616159233525,5.953491086106504,5.795805033509874,-8.7201844337325,600096,  雲天化
2016,1.6579504925842492,-12.741813833223686,0.6325421836739693,3.0804403638869204,4.167496260772533,1.263391985629075,-4.583338714307995,600096,  雲天化
2017,0.0,0.3412034826978826,0.0068530948035530614,-3.221822009553973,1.5710757294075548,2.044299738794877,0.5610060002587353,600096,  雲天化
2018,-0.5836524075963315,3.937927809845934,-3.1996106357308207,0.0,4.246819827914386,1.5921343727488593,-12.272640167017212,600096,  雲天化
縱向彙總,1.9572844488192471,-16.76185387812389,-14.728285678386147,9.035259095862145,20.18575567423995,12.66071392510065,-39.242609140999605,600096,  雲天化
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-3.270221118181963,3.5688295941982764,6.145197726688757,2.277507868345507,2.4435920798445863,-6.626003518374552,600099,  林海股份
2013,1.8678168457627606,7.066547330291433,4.143891169386653,3.776825328996417,0.033652630540617956,-2.7662830940273295,-5.8090237781876075,600099,  林海股份
2014,5.0361631280507,-1.3361995075540114,4.291218497599092,3.3410597186745763,2.344171802334126,3.4813708492895192,0.7020652577037979,600099,  林海股份
2015,0.0,0.9329879858540349,0.0,0.0,3.7824759259091154,3.4152281396885504,0.0,600099,  林海股份
2016,4.281096349530415,-10.21690412204303,3.6830147739179373,3.1757364405957462,8.50943846797231,3.6175272742605213,-8.099143085990619,600099,  林海股份
2017,0.0,0.5479127340000609,-3.4551895460435578,3.3881224723286048,-0.6395306312587556,-2.9560578410187555,0.4003618269823573,600099,  林海股份
2018,0.0,0.4204649424147666,0.06318920678675921,0.0,2.488806537563437,-0.3352752507694866,-7.960746890262558,600099,  林海股份
縱向彙總,11.185076323343875,-5.855411755218708,12.294953695845162,19.826941687284098,18.79652260140636,6.9001021572676065,-27.39249018812918,600099,  林海股份
,中秋節,元旦,勞動節,國慶節,春節,清明節,端午節,stock,name
2012,0.0,-2.561439394180196,-0.36830511349791184,6.934548483452904,7.468813086664654,3.1224685134004226,-4.1700016274352585,600100,  同方股份
2013,4.506773273463023,0.0,-2.079513527890834,6.621916291374033,-1.8926587282313359,-0.4289384142712759,-6.284272935388666,600100,  同方股份
2014,-1.5137166701192626,-0.17057753343262627,0.05257467128448361,5.690648317514548,7.610879763490882,1.7415535745405957,0.0,600100,  同方股份
2015,-4.225129665778713,-0.4593066157634828,4.992237097788667,4.