Evaluate Similarity of CoV to Evenness (Std/Qty)

We'll start by setting two statistic result sets, for CoV and Evenness, based on the Raw [4-250] CPR scaling experimental trial.


In [25]:
cov = [0.12605316930091,0.125000325656256,0.125677992517049,0.125603273803852,0.127790861996756,0.127167197673923,0.129199764916402,0.127072821292026,0.128721567321082,0.129864897438137,0.096989048403047,0.095051769709261,0.09406112393025,0.094088428192935,0.096703074203128,0.093785372661515,0.094058992264035,0.091691909685989,0.091708377173073,0.095613041057734,0.06398690122866,0.064405531071313,0.063995933555163,0.0639538336697,0.063970856789273,0.047885852536145,0.047769409292112,0.047433444841907,0.047602856578302,0.047826898786932,0.041608579134469,0.041470927118344,0.04155596316365,0.041501006581246,0.041508430580903,0.040314574539087,0.040208683355147,0.040014093184777,0.039998675815152,0.040174960599222,0.030203025935001,0.03091489407324,0.030911077497996,0.030432435604688,0.030924344125294,0.031004190373817,0.030954919122745,0.031095331753507,0.030987082645259,0.030909746020333,0.031054670705147,0.031134555508394,0.031117644442153,0.031066097904525,0.031050622637907,0.027667925451387,0.027605768541831,0.027717988449681,0.027736239263342,0.027651232253468,0.025136048053257,0.025155532072356,0.024859367330815,0.025175731892172,0.024369870379071,0.022239715548981,0.022183265626306,0.022271320384235,0.022649286273164,0.02233078276629,0.020735248585079,0.020659351708889,0.020632139571215,0.020606309853029,0.020527900732306,0.019339593683629,0.019466370271794,0.019272677502647,0.01937832477649,0.019202850926718,0.015760061498374,0.015676459692661,0.015910720477368,0.015872938806769,0.01584845410707,0.013968146128987,0.013997747720422,0.01397384774182,0.013940503501742,0.013977802843203,0.014851596171003,0.014859885088926,0.014760297347212,0.014668208936136,0.014676530412949,0.014743424653464,0.014798151873868,0.014672255519866,0.014733527125157,0.014608576183188,0.014148273188525,0.014043920077598,0.014121550520915,0.013998205240385,0.014040876264307,0.014435126283617,0.014441415829788,0.014363265461259,0.014390993962407,0.014343820209629,0.013875360436461,0.014011050261783,0.013990996860849,0.013960720877191,0.013927543537153,0.013276424470912,0.013067847920985,0.013244015600916,0.013183840705087,0.013208832160319,0.012483124834996,0.012466872690446,0.0124336586194,0.012645689252715,0.012359079371223,0.011319452448944,0.011139601340788,0.011347650215973,0.011398836537221,0.011204667057038,0.009648462155434,0.009796580332435,0.009611608919251,0.009662417988685,0.009550916564535,0.007438218914421,0.007462722358318,0.007494959597762,0.007421101960763,0.007502682349226,0.004603870300224,0.004587995970563,0.004619212996086,0.004597932496741,0.004587729660475,0.007088587903666,0.007105432817554,0.007151087937896,0.007117140630402,0.007121435186104,0.008002629248174,0.008154898800816,0.008040909539189,0.008136634170987,0.00803407582494,0.008630984359788,0.008512482043172,0.008534157637029,0.008690828884019,0.008707822631332,0.008768340287327,0.008767609545493,0.0086686316748,0.008716068204605,0.00877280796222,0.008785338724166,0.008897001232114,0.008953003146821,0.008826422801988,0.008833090912923,0.008932693927612,0.008903933113302,0.008906973197852,0.008867217948472,0.008852415057573,0.008439538764219,0.008802166337028,0.008447297372954,0.008523095323899,0.008688736841819,0.008119696511386,0.007966375359819,0.007966405896991,0.007844696918796,0.008027732001834,0.007140358488517,0.007134503338134,0.007176786892791,0.007062238540303,0.007250207944391,0.006092769662545,0.006113492515054,0.006060662858195,0.0061407484537,0.006149961972337,0.005053812479866,0.005060476310884,0.004978244795991,0.004969964193585,0.005027559697554,0.002711752957302,0.00275173510935,0.002796630705739,0.002703219531053,0.002748074238558,0.004956329479502,0.005014416200828,0.005018552832725,0.004979458661213,0.005040203608917,0.005049778043782,0.004975446494229,0.005056283000286,0.005078843501947,0.005086876926069,0.005152145918349,0.005539676017813,0.005604270295283,0.005476453225912,0.005453511809289,0.005353666047126,0.005431848398792,0.005376573661853,0.005356146831246,0.005342833912563,0.005648866647134,0.005690918270779,0.00564247884939,0.005725556192629,0.00564496248109,0.005875479541634,0.005861910031243,0.005849948251146,0.005831272944818,0.005830905593258,0.005935293586209,0.006034418337611,0.005982311137083,0.005921023133401,0.006023749182925,0.005895547461701,0.005855013177483,0.005937174006077,0.005860917484157,0.005873159662883,0.005626978535262,0.0056553852545,0.005702436311704,0.005678733121766,0.005830121850466,0.005445069742782,0.005626427532356,0.00556297379627,0.005553487713176,0.005569595811184,0.005197769634941,0.005250336975879,0.005328381127658,0.005316291882324,0.005321618951566,0.005136626748558,0.005060294245727,0.005098909623776,0.005169067846944,0.005118102018629,0.004842901441037,0.0049088525237,0.004903311502027,0.00493149037876,0.004956095171851,0.003877293385177,0.004327518895617,0.004410804602513,0.004083513765795,0.003898490401294,0.003766352144493,0.003769677157799,0.003808399334787,0.003934343844577,0.003836991727646,0.003479814279163,0.003500269856509,0.003468768534475,0.003478885375818,0.003475297550127,0.00339043851091,0.003162039348119,0.003069101121671,0.003444395247257,0.0030895884653,0.003132482375977,0.003182355410105,0.003163432129753,0.003204018950691,0.003084260561519,0.003818813069372,0.003861483728066,0.003864503256682,0.003866928291967,0.003889496512206,0.003887032553246,0.003871931846895,0.003839120375356,0.003846357023032,0.003831419331705,0.003820080798962,0.003880637842386,0.004001450529526,0.003784923252049,0.003802368587239,0.00382689545321,0.003860518923456,0.003885168687016,0.003803019903239,0.00374367494726,0.003881566305706,0.003882400317357,0.003867271467473,0.003872146599277,0.003873762764063,0.004042909025381,0.00391251602479,0.003932121019689,0.003942468039599,0.003829501947057,0.003878878722355,0.003875762864685,0.003857538192014,0.003919229275629,0.003847964519731,0.003915527781991,0.00395382857615,0.004028219290215,0.003997167204449,0.003932895709359,0.0038472762202,0.003965526624135,0.003807936060626,0.003804790761267,0.003848207866957,0.003779190295396,0.003752164333205,0.003778489289972,0.003761612103047,0.003778207316556,0.003608000033965,0.003649323683244,0.003571268301833,0.003615331719687,0.003610998372788,0.003339457981858,0.003341733730055,0.003416209959486,0.003416673259082,0.003442818181698,0.003260913354574,0.003287062342171,0.003220186643742,0.003217630011153,0.003265004845915,0.003049774492481,0.003086445443659,0.003059833899442,0.003067410740142,0.003081618935912,0.002742016206997,0.002787976118301,0.00272326399553,0.002832237953677,0.002793837688474,0.002462670573294,0.002735530853487,0.00245055676511,0.002469120464175,0.002412297778677,0.002626807898842,0.002579574057791,0.002522231088823,0.002630303687135,0.002599749409839,0.002576539573419,0.002701658440324,0.002663239003363,0.002630723953086,0.002596154190991,0.002701340227543,0.002635011205047,0.002738986346527,0.002685186123165,0.002720746970595,0.002818713091153,0.002789403507163,0.002705577001118,0.002800820036918,0.002817422658513,0.002733699534808,0.002832938431461,0.002690110700086,0.002789492250493,0.002686469418406,0.002794986764501,0.002728447435652,0.002755379357125,0.002766734958277,0.002792714069259,0.002742413309559,0.002756470836551,0.002713045783146,0.002765576847105,0.002731778478781,0.002785626733665,0.002843825134254,0.002822502515773,0.002845181525393,0.002772362298709,0.002785412235088,0.002859698482886,0.00285668318177,0.002838925654336,0.00283740607994,0.002755398339488,0.002833698111184,0.002788507101673,0.002808000280169,0.002805125826183,0.002725905930864,0.002778107503865,0.002705268523644,0.002779514533283,0.002757093003704,0.002778802241081,0.002691879344251,0.002724170295801,0.00271017881866,0.002719761756119,0.002700747367618,0.002726565907423,0.002681927741493,0.00266648030371,0.002691664230945,0.002600487492943,0.002582659437901,0.002559161651238,0.002607377650381,0.002575108064692,0.00262538175037,0.002574614581421,0.002539865646625,0.002545252097772,0.002501241948608,0.002494859803114,0.002469575818591,0.002495559195743,0.002521068931908,0.002463738958718,0.002450866087123,0.002426894472296,0.002392657814995,0.002400664831156,0.002393357783385,0.00232617573054,0.002297472235911,0.002334541573941,0.002408888486913,0.002315780128857,0.002366010944125,0.002280812265065,0.00232776223538,0.00230583842357,0.002339624977332,0.002360376562553,0.002288356814077,0.002284598849393,0.002290624965383,0.002254344566765,0.002261925940685,0.002249123397748,0.002221503810066,0.002258707777482,0.002281726218366,0.002214074149419,0.00225906982254,0.002191568415872,0.002205804522891,0.002215607599764,0.002221528243433,0.002130321412512,0.002147989521902,0.002192273608879,0.002161713533223,0.002126348146109,0.002181593486059,0.002132711352005,0.002121958462929,0.002137550383738,0.002114345427875,0.00210855691153,0.002101019365057,0.002127425923774,0.002111815813963,0.002071667248336,0.002075088714051,0.00210003780172,0.002079379544023,0.002062336452174,0.00207551491736,0.002058621200453,0.002055227786373,0.002082673950216,0.002078819060334,0.002045150598361,0.002047608441856,0.002047138383184,0.002031734024838,0.002035990492993,0.002043381120309,0.00202092995185,0.002035891187364,0.002045163288154,0.002051023296855,0.002011849433443,0.001995369583185,0.001981431529792,0.002007156068263,0.002037659626932,0.001995011365179,0.002034952278164,0.001980509548063,0.001999224874975,0.001977370462836,0.001975610319688,0.002025254183292,0.00199668113927,0.002003854985206,0.001990320980662,0.001983671524711,0.001990957536231,0.001965270841992,0.001966921872465,0.001970199677259,0.00196517919897,0.00200892870584,0.001986359718267,0.001929249600241,0.001996749199753,0.001955108700357,0.001942984494232,0.001975869603969,0.001958697821678,0.001966068110725,0.001979647230068,0.001967740790491,0.001995269677185,0.001972569359915,0.001973001441251,0.001938480028088,0.001959649994358,0.002003616531951,0.001961291974795,0.001954662881226,0.001944826204176,0.001948429461901,0.001942984638664,0.001920840717473,0.001939916275357,0.001943916453744,0.001912228696333,0.00195652943191,0.00193498241131,0.001956271337483,0.001987403142519,0.001931818448932,0.001891500515651,0.001941700424214,0.001971099945083,0.001850889414536,0.001875340638554,0.001918973671684,0.001919241500373,0.001954770136814,0.001911655499476,0.001894390890796,0.001882602149059,0.001903769460742,0.001943659211358,0.001985058197497,0.001928168060018,0.001914971777988,0.001969383087304,0.001936936645957,0.001923107072894,0.001875980719106,0.001914798930681,0.001903718734786,0.001880685592946,0.001939861740049,0.001825855797079,0.002026406760669,0.001798466940981,0.001849046550745,0.001756777380123,0.001763858629561,0.00177985047159,0.0018045085637,0.001758889672621,0.001740761883958,0.001800199027481,0.001694842578822,0.001746677637127,0.001721774785871,0.001769706433722,0.001646253562654,0.001664750293424,0.001677805702168,0.001665393542398,0.001643011902484,0.001659629812742,0.001604750514619,0.001658888918834,0.001640099324967,0.001586999502676,0.001607872742287,0.001600620620349,0.001601372700225,0.001561021262727,0.001594401671152,0.00158684901546,0.001557085604041,0.001604342162043,0.001601581527423,0.001565536932127,0.001525199436701,0.001566496583329,0.001553911101397,0.001587965383365,0.001545319151752,0.001492284095346,0.001494676232499,0.001515397309981,0.001593464010002,0.001482036329929,0.001504172462699,0.001534877651184,0.001446586414035,0.001495810725815,0.001455742900417,0.001495163445688,0.001423204530413,0.001471736008518,0.001497506568814,0.001444902509687,0.001479865578502,0.001495599854726,0.001421066111676,0.001454272799435,0.001462407812977,0.001507049157218,0.001473524998132,0.001441332688398,0.001476992363102,0.0014669683198,0.001494493922339,0.001491392411797,0.001505608192945,0.001523509559622,0.001448712651813,0.001505034678216,0.001514584387405,0.001514385514588,0.001519049999226,0.001504414345069,0.00153070788917,0.001497093254441,0.001505896869781,0.001486092150304,0.001399474356568,0.001519369758331,0.001529409743113,0.001536342749692,0.001526006450662,0.001483460561556,0.001639310949632,0.001476884488294,0.001498662870272,0.001510773389119,0.001643263968061,0.001536518541197,0.001553101070937,0.001552662718942,0.001547879390715,0.00156479532149,0.001550467159449,0.001581224518089,0.001597179692376,0.001491786504688,0.001549802583349,0.001638990224547,0.001668702212811,0.001601171527885,0.001538928664879,0.001695054797041,0.001521028919636,0.001641053944276,0.001585439069565,0.001696006605064,0.001622990315214,0.001613011328918,0.001590520866459,0.001673963989361,0.001634874348473,0.00165456694849,0.001649476322016,0.001695201705114,0.00158396705542,0.001746425469297,0.001601992686254,0.001682447410836,0.001595061110965,0.001680038284835,0.001611656006597,0.001581257949062,0.001522184374651,0.001511565031567,0.001430435715383,0.001579232670849,0.001432744692721,0.001520936256824,0.001357534375092,0.001489312221553,0.001429247701802,0.001378285900684,0.001430349684314,0.001347091418755,0.001390271894075,0.001323574658435,0.001356178409105,0.001324861005113,0.001380485200468,0.001347247272623,0.001355326441038,0.001347740357726,0.001333626497884,0.001344117371461,0.001318615690372,0.001343169233793,0.001277400846653,0.001299092766468,0.00127832750644,0.001206386321824,0.0012639250565,0.001248675195227,0.001197180816941,0.001272791435159,0.001226666526467,0.001240228350819,0.001219528069829,0.001251284440384,0.001181282019925,0.00121445220422,0.001225860438071,0.001154093442219,0.001217944799407,0.001257697215505,0.001219984154814,0.0011406629022,0.00119550739155,0.001125181967665,0.001152736553247,0.001085036607174,0.001169955133991,0.001176993333791,0.001098465203991,0.001098021295747,0.00127244843902,0.001124297667383,0.001138719084958,0.001125709874325,0.001016645293574,0.001184147275266,0.001232948753622,0.001096838387642,0.001080282086964,0.001153017540327,0.001143461245657,0.001136913254064,0.001159460376529,0.001137697006111,0.001209832864608,0.001126288919454,0.001088170084414,0.001109721199972,0.0011372574115,0.001177029258122,0.00120439705089,0.001241519629331,0.001139749552951,0.001209889175052,0.001190191539389,0.001157787904859,0.00115541591695,0.001252291634065,0.001123442905118,0.001174371771721,0.001238674359369,0.001189507505214,0.001183656540745,0.001194024076671,0.001298011838279,0.001162380798348,0.001241107141741,0.001271677049046,0.001293053634604,0.001190365746717,0.001144210846714,0.001204254950325,0.001256602161709,0.001329003689851,0.00116892489067,0.001237027402878,0.001374838198265,0.001378722291009,0.001244106139421,0.001192292043167,0.001270679538315,0.001403365000755,0.001200983162373,0.001206549285961,0.001147998801196,0.001331444480474,0.001283802164709,0.001258398860188,0.00134523199188,0.001399687041141,0.00127989126978,0.001232201604365,0.001383740703458,0.001386684810804,0.001316172972198,0.001291832018704,0.001316428986163,0.001116612717848,0.001294851791339,0.001375775897552,0.001241704410381,0.001283308979309,0.001270127778068,0.001196722975304,0.001352160436147,0.001287679986223,0.001225331439452,0.001265472717599,0.001408801260725,0.001111217455199,0.001254316340796,0.001228193583508,0.001109501359111,0.001229572191102,0.001186423266028,0.00133060620597,0.001134474089871,0.001147435619698,0.001140206133104,0.001196624288869,0.001286864770609,0.001059608545898,0.001192047209484,0.001214857654535,0.00111806910145,0.001074765835116,0.001163624068255,0.001121555823406,0.001250644962749,0.001154739940361,0.00112821302664,0.001231171236839,0.001074887577491,0.001127423957552,0.001142146023793,0.001027311072461,0.001098075040434,0.001040054356525,0.001052908913307,0.0010547459396,0.001072564193462,0.001096455050692,0.001056210271273,0.001032927214503,0.001030352327053,0.000982760050877,0.000996259121555,0.001016497944977,0.001096119864496,0.001032752702539,0.000953224823224,0.000891912513448,0.000980523297684,0.001026934164722,0.000951390574465,0.001029548640764,0.001006899648915,0.000985679670122,0.001001760546826,0.001020819218939,0.000986023707108,0.001008502889021,0.000921869629692,0.000954736538209,0.000876854151922,0.000965651312318,0.000929295047731,0.000968459410738,0.000911465385038,0.000984271856828,0.000982919890808,0.000990454847096,0.000979820704794,0.000997648966002,0.000876111572981,0.000947312186364,0.000897785326263,0.00094140059096,0.00094303668771,0.000940914728564,0.00098827028886,0.000973848257099,0.001005739825018,0.000919201925295,0.000980478894465,0.000979932344674,0.000885692159235,0.000954617110801,0.000927288833591,0.001007538076224,0.000917920728675,0.000881888893402,0.000932662376723,0.000942754384835,0.000875528323512,0.000842333778186,0.000981776841612,0.000934848948907,0.000942601455988,0.000954440159749,0.000976460303169,0.000913191801174,0.000896618025111,0.000968319362076,0.00089492616405,0.000946371698604,0.00095250782177,0.000950774881644,0.000945092833779,0.000996083482268,0.000973134721724,0.000932372509442,0.000955681909518,0.000964410734444,0.000923541867544,0.001030204769747,0.000976086063596,0.00096816123631,0.000938382772784,0.000925258773784,0.001003286558602,0.000955273479245,0.001053069524127,0.000968955860058,0.000983760301432,0.000973908586267,0.001023625496639,0.001047092328051,0.000984397326012,0.001005974446363,0.001006307711624,0.000967354899471,0.001063513829536,0.000993457363967,0.000967216050492,0.001037235993704,0.001013035032976,0.000991841734548,0.001092160900438,0.000955912454176,0.001071110078705,0.001072208197062,0.000980043696493,0.001015146427351,0.000990145234631,0.001062562565498,0.001075470319071,0.00110806512143,0.001027402439777,0.000954205145557,0.001028237233937,0.000981293458791,0.000999415943997,0.00096925420309,0.001049267848477,0.001051558176636,0.000989368042387,0.000990718755241,0.001102538416854,0.001002382230469,0.001065004734196,0.000948557834878,0.001037362701748,0.001005850301747,0.001035870364095,0.00111098560961,0.000996023688374,0.000967864351393,0.001035848436849,0.000981312254427,0.001020600714505,0.001015428448035,0.001000386479327,0.000934952235749,0.000978483604793,0.000894927917992,0.000973946007698,0.000991624045372,0.000942259950453,0.000946864940336,0.000911752742315,0.00095074772158,0.000883145548802,0.000893786973023,0.000941766164637,0.000927483868025,0.000912271477796,0.00093021314456,0.000907347911373,0.000874398438037,0.000885014407047,0.000903131965996,0.000854309508093,0.000910778716799,0.000842851772082,0.000910903294586,0.000853265131906,0.000848423575528,0.000863671006445,0.000907289661652,0.00086401197065,0.000810308775858,0.000846624721997,0.000818730678179,0.000805618810234,0.000854723376636,0.000834078198073,0.000829334884271,0.000829380935476,0.000816857761471,0.000867582348029,0.000812687824602,0.000777472608449,0.00079364175066,0.000792154817059,0.000813427082819,0.000812179393849,0.000865230629082,0.000829132213509,0.00084236699003,0.000823248551818,0.000825536616053,0.000798027577281,0.000744895578729,0.000760167017594,0.000810726008462,0.000785211081128,0.000782631798048,0.000778156258221,0.000764328673555,0.000796788186035,0.000791836174438,0.0007961581698,0.000791173043061,0.000745310405035,0.000793852009445,0.000770960876934,0.000788532326846,0.000792181412706,0.000777971623865,0.000797628259392,0.000778296515635,0.000778093543078,0.000778159415557,0.000811442554501,0.000763257597155,0.000812194033653,0.000806182635269,0.000788509417859,0.000776258194954,0.000788031783911,0.000793541205524,0.000798521532343,0.000783753412113,0.000781573069164,0.000783263026197,0.00077641177888,0.000798291963598,0.000834293301272,0.000805546457753,0.000794376029063,0.00079951949763,0.000801953888953,0.000777041901491,0.000810048603445,0.000791889002732,0.000806478329882,0.000831103546933,0.000863313846245,0.000814312667057,0.000824716258037,0.000772731403472,0.000826258238691,0.000872634887863,0.000819021381407,0.000823408634607,0.00088174241426,0.00077793073515,0.000804371692249,0.000862722048,0.000867453211607,0.000838768864,0.000814064769174,0.000841965589628,0.000842205557414,0.000794463766508,0.00080900610352,0.000859837625057,0.000836842310727,0.000834715101874,0.000816752230576,0.000825222349337,0.000843442235497,0.000864739558913,0.000864991735365,0.000845815720064,0.000928243547808,0.000869343147023,0.000838827841506,0.00081764537701,0.000870480852812,0.00082529341901,0.000808891763817,0.000842392155036,0.000832846005377,0.000898989757308,0.000851900144087,0.000836603126509,0.000756031346317,0.000815490595097,0.000798197681466,0.000866287059904,0.000810699153921,0.000842485810473,0.000763704923359,0.000818588491737,0.000913789282678,0.000907273072613,0.000872531267636,0.000840058191374,0.000858326302566,0.000786468526934,0.000858890837356,0.000851723196005,0.000767113777494,0.000843443980097,0.0008500659845,0.000811088096738,0.00075756880567,0.000819611084393,0.000786014748339,0.000818050463704,0.000818019208469,0.000788811809452,0.000785285753176,0.000806841948136,0.000787100593923,0.000785327455078,0.000779253642981,0.000771676525789,0.000758728722056,0.000751484595447,0.000780856811521,0.000769648550703,0.000766808617586,0.000764749238445,0.000773798100571,0.000771443296854,0.000768364392632,0.00078162451446,0.000735541527314,0.000765041697154,0.000757065513986,0.000765360340978,0.000744562409128,0.000768236441767,0.000740131836205,0.000720670847285,0.000742987169824,0.000750470972467,0.000725985609473,0.000720094445705,0.000708546630289,0.000732861993973,0.000758419296131,0.00072330925262,0.000734813344784,0.000742824188053,0.000772388796692,0.000704309017607,0.000714164994368,0.000721006626907,0.000711214478672,0.000695513315707,0.000718036688952,0.000740530852364,0.000719258066273,0.000725885221136,0.000714185628077,0.000712073255846,0.0007073706849,0.000732866844161,0.000707992067536,0.000699503652943,0.000691598999985,0.000684198829157,0.000673413946533,0.000721000481033,0.000681703842539,0.000700041058277,0.000687463543065,0.000709046218137]
std_qty = [0.026382037630383,0.026144247001942,0.026301368272729,0.026283388321136,0.026796334862805,0.026654048440942,0.027046385095718,0.026635747498692,0.026960032733622,0.027194740125934,0.020322611239994,0.019905453323922,0.019688114697129,0.019694882934004,0.020260562454983,0.019644331635918,0.019702062093976,0.019204632991117,0.019208225645518,0.020029302587232,0.013398441646487,0.013495931530938,0.013398626565732,0.013391520995811,0.013393532264075,0.010035842641724,0.01000505838898,0.00992973313459,0.009973903386802,0.010012972993704,0.008712012299782,0.008682258378366,0.008700272542492,0.008686592659595,0.008689197526957,0.008438658330403,0.008425236199335,0.008378007995263,0.0083717589957,0.008406920166644,0.006319782017214,0.006473669444339,0.00647333403014,0.00636785823684,0.006478021056191,0.006493110437757,0.006478907493236,0.006509204818694,0.006485061333577,0.006469442500959,0.006505151827336,0.006524596394336,0.006516319035049,0.006504121603105,0.006500410470597,0.005790708090252,0.005781041382398,0.005806845443173,0.005812638893659,0.005790933614661,0.005262694652227,0.00526873216217,0.005208829900486,0.005274710307744,0.005105200355334,0.00465845947479,0.004646092271987,0.004666037411281,0.004746324139733,0.004677634322627,0.004342902688605,0.00432770150549,0.004322278892032,0.004316866196581,0.00430068289632,0.004050252386281,0.004076992291166,0.004036553808735,0.004058701515825,0.004022269477305,0.003301416694603,0.003284162253541,0.003332640199809,0.003324147213515,0.003318826207105,0.002925861801264,0.002931979318125,0.002927052017257,0.002920039913185,0.002927881489427,0.003110655439442,0.003112418156875,0.003091964476348,0.003072673696689,0.003074449381351,0.003088347463753,0.003099309838636,0.003073415705312,0.003086076879174,0.00305985913726,0.002963561276984,0.002941342512381,0.002957814117379,0.002931900214382,0.002940989681485,0.003024140232448,0.00302480087461,0.003008596829096,0.003014489368174,0.003004718187168,0.002906403749351,0.002934592508486,0.002930522730411,0.002924146711943,0.002917091929646,0.002780968504127,0.002737105373478,0.002774141390249,0.002761464912158,0.002766776426189,0.002614849844744,0.002611297348544,0.002604394676656,0.002648541071139,0.002588893104517,0.002371146151346,0.002333510432435,0.002376748027121,0.002387558583727,0.002347039768944,0.002021112199209,0.002051934408417,0.002013370914404,0.00202387556279,0.00200074217487,0.001558128090869,0.001563195948324,0.001569890831579,0.001554536585549,0.001571661691315,0.000964354021275,0.000960989223292,0.000967478032163,0.00096310136097,0.000960945929135,0.001484871256195,0.001488398312115,0.001497805661164,0.001490734324349,0.00149166344709,0.001676260240706,0.001708093520696,0.001684285271629,0.001704303708942,0.001682838938513,0.00180792744111,0.001783061520039,0.001787674330561,0.001820399933445,0.001823901206709,0.001836577893783,0.001836474131954,0.001815811253446,0.001825694045424,0.001837549820574,0.001840233476086,0.001863614401984,0.001875299614108,0.001848819442216,0.001850217288729,0.001871063260411,0.001864991749631,0.001865623420297,0.001857326611467,0.001854214436666,0.001767790949427,0.001843712103644,0.001769399590552,0.001785153535379,0.00181996393555,0.001700812795596,0.001668673820374,0.001668657988841,0.001643183564043,0.001681559481644,0.001495659216018,0.001494384369328,0.001503268981843,0.001479408421823,0.001518594106624,0.001276273032061,0.00128061933648,0.001269534588099,0.001286271815611,0.001288194610412,0.001058569344985,0.001059912883527,0.001042797749713,0.001041097284567,0.001053031390476,0.000567999452071,0.000576375914774,0.000585818064492,0.000566259086116,0.00057563719906,0.001038190816912,0.001050356590681,0.001051181781486,0.001043016346009,0.001055754685001,0.001057731063432,0.001042195770122,0.001059085442042,0.001063789872894,0.001065530578776,0.001079164827504,0.001160350706186,0.00117389290719,0.0011471021498,0.001142299457558,0.001121438657215,0.001137767614748,0.001126168960646,0.001121913450925,0.001119111259866,0.001183220705409,0.001192010282522,0.001181892437388,0.001199332825212,0.00118240653873,0.001230661155489,0.001227837164255,0.001225357459009,0.00122140050538,0.001221339419484,0.001243205415492,0.001263976097664,0.001253101524197,0.001240214384335,0.001261734632842,0.001234879592802,0.001226397183841,0.001243582463314,0.001227616078261,0.001230201606671,0.001178677219184,0.001184590024115,0.001194455039468,0.001189471748961,0.001221204419788,0.00114054339741,0.00117852494822,0.001165197652317,0.001163286525274,0.001166625065242,0.001088734943165,0.001099720800048,0.001116068516482,0.001113597225093,0.00111465822926,0.001075916193247,0.001059970327777,0.00106803243599,0.001082712346934,0.001072077316943,0.001014417938029,0.001028278449217,0.001027090231609,0.001032964141949,0.001038103123172,0.000812141332127,0.000906469076379,0.00092391488668,0.000855370786105,0.000816565732334,0.000788925153269,0.000789589088242,0.000797693653734,0.000824121707018,0.00080366965355,0.000728898480197,0.000733195647139,0.000726579327686,0.000728691383163,0.000727937162763,0.000710166145304,0.000662351989976,0.00064287466836,0.000721466210509,0.000647173092588,0.00065613969166,0.000666574613646,0.000662621477837,0.000671112138507,0.000646057412991,0.0007999186415,0.000808840306766,0.000809473643149,0.000809980566795,0.000814710871731,0.000814231764742,0.000811014924295,0.000804163015496,0.000805702391765,0.000802538798084,0.000800167065236,0.000812825451633,0.000838134435574,0.000792793088068,0.000796458476459,0.000801624509848,0.000808634774191,0.000813789267081,0.000796600159492,0.000784175462587,0.000813068842507,0.00081323091898,0.000810040237962,0.00081105718482,0.000811423477103,0.000846817719764,0.000819519759252,0.000823651593611,0.000825805110762,0.000802114439034,0.000812456328796,0.000811834094999,0.000807988531381,0.000820947836143,0.00080598928216,0.000820151292688,0.000828160610573,0.000843757200366,0.00083723955833,0.000823814690281,0.000805863755106,0.000830599426723,0.000797645170375,0.000796959524031,0.000806048043387,0.000791574580259,0.000785937476779,0.000791463016254,0.000787913483777,0.000791394247376,0.000755715645388,0.000764391931533,0.000748055117466,0.000757308841559,0.000756374567162,0.000699523259196,0.00069997145087,0.000715552674635,0.000715669319261,0.000721136348898,0.000683038231359,0.000688510065441,0.00067452279428,0.000673980379105,0.000683910093018,0.000638828132438,0.000646485188595,0.000640924507783,0.000642512534266,0.000645463529869,0.000574374325511,0.000583969199315,0.000570445313657,0.000593249023306,0.000585186043076,0.000515843012881,0.000572979139458,0.000513300251204,0.000517177351446,0.000505282204381,0.000550203849222,0.000540331959251,0.000528315950355,0.000550938478906,0.000544561153326,0.000539680755839,0.000565878056874,0.000557861012345,0.000551045631419,0.000543808198366,0.000565835329404,0.000551944694687,0.000573698950503,0.000562462704559,0.000569894769481,0.00059042149974,0.000584281446379,0.00056672712031,0.000586651982904,0.00059013490476,0.000572603628226,0.000593408988991,0.000563478698081,0.000584301508674,0.000562727467143,0.000585434882373,0.000571511184228,0.000577143196098,0.000579514469409,0.0005849788292,0.000574424628015,0.000577389812561,0.000568291551916,0.000579286893899,0.000572206558596,0.000583503485559,0.000595678506731,0.000591205071099,0.000595966456794,0.000580723966403,0.00058344142803,0.000598982701253,0.000598367158339,0.000594629135613,0.000594322322139,0.000577147109982,0.000593529827418,0.000584094821385,0.000588166644903,0.000587580253665,0.000570961819451,0.000581911041274,0.000566657372719,0.000582201817087,0.000577490531558,0.000582051241196,0.000563855157789,0.000570604988422,0.000567695299469,0.000569709955678,0.000565696433243,0.000571120143448,0.000561782351694,0.000558524308165,0.000563813411635,0.000544716754931,0.000540980859675,0.000536058472243,0.000546148820388,0.000539382021432,0.000549918062561,0.00053929538693,0.000532000658833,0.000533136307181,0.000523920939538,0.00052259060516,0.000517288859841,0.00052273291647,0.000528062645483,0.000516071185819,0.000513357213146,0.000508331147368,0.000501174588747,0.000502856085158,0.000501318824078,0.000487232162732,0.00048125031363,0.000489026773604,0.000504573060714,0.000485058815313,0.000495585866641,0.000477755731006,0.000487580299827,0.000483000194744,0.000490082472389,0.000494409831277,0.00047933744545,0.000478530863507,0.000479788697988,0.00047220390414,0.000473777006589,0.000471101761253,0.000465325240278,0.000473114399241,0.000477940865329,0.000463782036884,0.00047319783729,0.000459050161262,0.000462032693369,0.00046409346583,0.000465327346773,0.000446240801713,0.000449924622675,0.000459193991192,0.000452800987658,0.00044538880518,0.000456974004227,0.000446719529736,0.000444472687858,0.000447744577206,0.000442876391477,0.000441655850046,0.000440076262177,0.000445623427786,0.000442354967446,0.00043393405937,0.000434646304854,0.000439875803216,0.000435555672638,0.000431984028103,0.000434739121989,0.000431203179938,0.000430495937993,0.000436245899436,0.000435444715471,0.000428388648692,0.000428893480662,0.000428798101096,0.000425574667032,0.00042646866759,0.00042801147074,0.00042330959081,0.000426439401629,0.000428380614674,0.000429621713878,0.000421409567486,0.000417951914468,0.000415031011867,0.000420427446052,0.000426813078405,0.000417881215895,0.000426239433541,0.000414851476089,0.000418764912578,0.000414181212061,0.000413816139097,0.000424213486473,0.000418223696672,0.000419732542342,0.00041689812968,0.000415506938268,0.000417028786913,0.000411652873608,0.000411998340075,0.000412684653713,0.000411633928706,0.00042079162957,0.000416069042344,0.000404110482738,0.000418247387018,0.000409524250066,0.000406979872037,0.000413877852199,0.000410274123964,0.000411818141883,0.000414660455291,0.000412169952378,0.000417933139631,0.000413173075867,0.000413271056237,0.00040603672976,0.000410481212249,0.000419681207191,0.000410823541808,0.000409433285437,0.000407363856301,0.000408126534735,0.000406976611493,0.000402346624265,0.000406337629171,0.000407180726876,0.000400546048126,0.00040981530118,0.000405316841742,0.000409766474349,0.000416278063451,0.000404651911143,0.000396202029197,0.000406712087949,0.000412868958333,0.000387696374242,0.000392809813376,0.000401948905763,0.000402009355153,0.000409452461138,0.000400427135034,0.000396801653836,0.000394339353319,0.000398770323885,0.000407127618077,0.00041579678129,0.000403866637818,0.000401114302136,0.000412505168868,0.00040572166881,0.000402817959481,0.00039295064402,0.000401078837845,0.000398754541934,0.000393933808986,0.000406336821988,0.000382452415679,0.000424455120452,0.000376715578388,0.000387314562471,0.000367992484208,0.000369466477382,0.000372813783973,0.000377980430062,0.000368424265982,0.000364622085629,0.000377071192933,0.000355004060187,0.000365865058584,0.000360650718248,0.000370689259193,0.000344837486931,0.000348709840634,0.000351438515121,0.000348841280289,0.000344148001904,0.000347633838397,0.000336135460501,0.000347469988206,0.000343536328989,0.000332423393695,0.000336785842181,0.000335273088971,0.000335424889637,0.000326973138524,0.000333966563794,0.000332382030839,0.000326147087241,0.000336056723763,0.000335473083993,0.000327924470355,0.000319473636395,0.000328118261186,0.000325486814304,0.000332620409158,0.000323691342359,0.000312578980108,0.000313078112125,0.000317419548214,0.000333762971671,0.000310431120017,0.00031507072843,0.000321503484005,0.000303007598664,0.000313323363839,0.000304923949898,0.000313184022502,0.000298108258682,0.000308276611527,0.000313672864221,0.000302654916345,0.000309973642601,0.000313274024491,0.000297662806779,0.000304614347278,0.00030632351304,0.000315671965637,0.000308644045907,0.000301912334042,0.000309373987995,0.000307280220427,0.000313046811826,0.000312394809957,0.000315371556513,0.000319119060197,0.000303454394522,0.000315252968494,0.000317248372904,0.000317202701476,0.00031818183691,0.000315117392799,0.000320629072402,0.000313588019104,0.000315433481953,0.000311285361879,0.00029313749961,0.000318248518102,0.000320351079464,0.000321805155839,0.000319638967224,0.000310730360833,0.000343372669774,0.000309352221449,0.000313914882195,0.000316452392447,0.000344199122573,0.000321846121615,0.000325312037253,0.000325226182569,0.000324219585247,0.000327766865228,0.000324761321518,0.000331207267892,0.000334548651577,0.000312473746271,0.00032462984152,0.000343302075114,0.000349532318267,0.000335382937692,0.000322346379203,0.000355044376841,0.000318601902097,0.000343735145449,0.000332088887061,0.00035525311892,0.000339960272115,0.000337865899127,0.000333156183068,0.000350633399648,0.000342445955803,0.000346562382082,0.000345507422771,0.000355089502561,0.000331783214922,0.000365813235471,0.000335557649288,0.000352405432774,0.000334105912359,0.000351907289262,0.000337586801422,0.000331209353792,0.000318846909882,0.000316622971741,0.000299632189518,0.00033079293103,0.000300110145258,0.00031857725281,0.000284356209926,0.000311955521675,0.000299376551138,0.000288697576537,0.000299605939373,0.00028216044841,0.000291204857822,0.000277242580849,0.000284069602532,0.000277506927814,0.000289158616948,0.000282201710213,0.00028388938215,0.000282299025334,0.00027933914724,0.000281539257798,0.000276202800408,0.000281338649387,0.00026756689656,0.000272107281178,0.000267756756723,0.000252693997249,0.000264745722036,0.000261549167995,0.000250761854072,0.00026660279745,0.000256940471106,0.000259780181121,0.000255445345708,0.000262103472859,0.000247437307649,0.000254380768254,0.000256767743742,0.000241739632209,0.000255116413078,0.000263435584584,0.000255536504743,0.000238923189094,0.000250413427869,0.00023568038715,0.000241455084626,0.000227274824425,0.000245060332513,0.000246539937484,0.000230086823536,0.00022999404314,0.000266525243168,0.000235497717679,0.000238517279138,0.000235790396273,0.000212949121888,0.000248039179351,0.000258255820449,0.000229747567475,0.00022628367261,0.000241509363108,0.000239511401307,0.000238141723956,0.00024286331804,0.000238305678984,0.000253413460196,0.000235916337219,0.000227933154125,0.000232451637364,0.000238211188706,0.00024654389111,0.000252277529414,0.000260046550371,0.000238737681837,0.000253428306308,0.000249302945458,0.000242506857075,0.000242006271116,0.000262308656772,0.000235323325753,0.000245991173905,0.000259451145372,0.000249158260099,0.00024792929868,0.000250106384972,0.000271880126755,0.000243476754888,0.000259966638815,0.000266365970966,0.000270848352422,0.000249337053776,0.000239670415211,0.000252245865629,0.00026320797243,0.000278376779506,0.000244850789167,0.000259116186756,0.000287972351298,0.000288780217869,0.000260599299934,0.000249742898368,0.000266158157824,0.00029393980646,0.000251563570376,0.000252733776115,0.000240469210426,0.000278892219589,0.000268912461595,0.000263588708088,0.000281776570833,0.000293181661457,0.000268085488718,0.000258098478283,0.000289836522394,0.000290457844962,0.000275691090794,0.00027059722834,0.000275735563526,0.000233893952169,0.000271222028578,0.000288172400546,0.000260091210245,0.000268803001175,0.000266046108407,0.000250668234919,0.000283226825403,0.000269719093674,0.000256666800047,0.000265063320528,0.000295081946317,0.000232756721206,0.000262726250975,0.0002572660284,0.000232405326149,0.000257555590622,0.000248509893075,0.000278717208591,0.000237638120795,0.000240343682662,0.00023882740059,0.00025064638103,0.000269549898115,0.000221950760851,0.000249684068385,0.00025446606584,0.000234192379067,0.000225128223309,0.000243736568854,0.000234925601075,0.0002619579035,0.000241868231797,0.000236314083904,0.000257876056829,0.000225147301245,0.000236148243338,0.000239237606243,0.000215184984949,0.0002300038897,0.000217853181087,0.000220547450446,0.000220931860179,0.000224663952119,0.000229661998595,0.000221236529208,0.000216360185684,0.000215820745891,0.000205852596952,0.000208681258856,0.000212917811999,0.000229592679062,0.000216322939915,0.000199669001774,0.000186825390687,0.000205382592464,0.000215106147069,0.00019927630953,0.000215650995956,0.000210909632408,0.000206461883503,0.000209834982796,0.000213823154774,0.000206534176921,0.000211242958486,0.000193095677322,0.000199985005382,0.000183672222591,0.000202269594581,0.000194650248735,0.000202856957078,0.000190917116904,0.000206166466078,0.000205888250514,0.00020746379136,0.000205236643457,0.00020897480657,0.000183513796021,0.000198429232393,0.000188058993386,0.000197189837191,0.000197531851893,0.000197083773133,0.000207006051898,0.000203985079655,0.000210667289214,0.000192539737778,0.000205377355798,0.00020525759621,0.000185519871467,0.000199956332904,0.000194233250533,0.000211040892116,0.000192268088808,0.000184725851006,0.000195358603674,0.000197475072786,0.000183389080797,0.000176439249173,0.000205645492957,0.000195817220804,0.00019743824839,0.000199916391094,0.000204531299503,0.000191279537323,0.000187806684869,0.000202826574197,0.000187455564337,0.00019822931747,0.000199511231139,0.00019915259282,0.000197963029662,0.000208641058849,0.000203836523169,0.000195298801769,0.00020017683489,0.000202014481431,0.000193451491129,0.000215791276071,0.000204459296623,0.000202789070161,0.00019655772321,0.000193803704601,0.000210153273101,0.000200093015614,0.000220577699044,0.000202958391357,0.000206060847764,0.000203996422641,0.00021440520531,0.000219322355375,0.000206196658461,0.000210716198405,0.000210781676839,0.000202623384491,0.000222766150057,0.000208095450476,0.000202602647179,0.000217261856818,0.000212189729306,0.000207753921884,0.000228764094573,0.000200227467497,0.000224350840206,0.000224587531244,0.000205282045663,0.000212638297984,0.000207398088538,0.000222566297174,0.000225269905451,0.00023209895838,0.000215201366885,0.000199869738595,0.00021537987586,0.000205545526176,0.000209339094339,0.000203024428615,0.000219781123821,0.000220261256742,0.000207234903374,0.000207516909554,0.000230936095965,0.000209960434173,0.000223087062378,0.000198689417245,0.000217284309848,0.000210688543089,0.000216969074625,0.000232710942314,0.000208632408705,0.000202731012512,0.000216969162174,0.000205547779812,0.000213779813256,0.000212692996027,0.000209543330467,0.000195840223772,0.000204957685186,0.000187456035543,0.000204006965532,0.000207708474169,0.000197370883027,0.00019833021302,0.000190978127278,0.000199144425594,0.000184986519829,0.000187216933111,0.000197262749921,0.000194273322103,0.000191084014741,0.000194849201706,0.000190051483493,0.000183152636071,0.000185381506555,0.000189173915013,0.000178942592605,0.000190777087224,0.000176548093141,0.000190798259658,0.000178728939521,0.000177718211983,0.000180910276454,0.000190045228218,0.000180977297452,0.000169729889011,0.000177332577775,0.000171495210139,0.000168744977096,0.00017903398071,0.000174710946826,0.000173715032495,0.000173723386232,0.000171100084049,0.000181724137418,0.000170232130385,0.000162853713985,0.000166235742007,0.000165931652411,0.000170380642084,0.000170118766868,0.000181232184802,0.00017367026194,0.000176441157522,0.000172435257813,0.000172918347924,0.000167156111702,0.000156027124712,0.000159225660073,0.000169816025101,0.000164469315199,0.000163934775695,0.000162997096368,0.000160097931119,0.000166899006943,0.000165859034416,0.000166769331185,0.000165721233299,0.000156114758258,0.000166282619542,0.000161488368316,0.000165169759467,0.000165932083204,0.000162958561464,0.000167073613045,0.000163024747788,0.000162976943458,0.000162996672132,0.000169969322563,0.000159875718582,0.00017012681611,0.000168862479693,0.000165167364686,0.000162595032289,0.000165064562233,0.000166214906694,0.000167260567021,0.000164169789553,0.000163710096583,0.000164061698913,0.000162629992404,0.0001672137725,0.00017475290116,0.000168730148143,0.000166392193659,0.000167467733222,0.000167982179055,0.000162761653843,0.000169673224998,0.00016587075457,0.000168928493009,0.00017408638442,0.000180830939122,0.000170566862854,0.000172748418792,0.000161860570559,0.000173069457755,0.000182786201625,0.000171553198608,0.000172472418298,0.000184692615499,0.000162950306355,0.000168486544677,0.00018070537964,0.000181700548256,0.000175690957029,0.000170517035014,0.000176360162225,0.000176409588945,0.000166410500838,0.000169458775403,0.000180104051209,0.000175289711366,0.000174840951762,0.000171081466834,0.000172854420432,0.000176671546488,0.000181131694733,0.000181181916195,0.000177164143987,0.000194432620282,0.000182097146901,0.000175702924983,0.00017126631739,0.000182333083972,0.00017286872738,0.000169431100357,0.000176451085284,0.000174447702541,0.000188304606117,0.000178438425364,0.000175233929742,0.000158363939922,0.000170817027094,0.000167191890195,0.000181456317118,0.000169810091134,0.000176466738335,0.000159967628711,0.000171464190174,0.000191404819822,0.000190041430302,0.000182760542289,0.000175958654404,0.000179787192715,0.000164736832709,0.000179907115389,0.000178402267359,0.000160682372807,0.000176671275232,0.000178057219909,0.000169891944415,0.000158684098241,0.000171673998326,0.000164638405927,0.000171349376046,0.000171341795611,0.000165225273153,0.000164490188832,0.000169003088622,0.000164864776798,0.000164493708236,0.000163222854896,0.000161638545599,0.000158927197688,0.000157410332646,0.000163558710329,0.00016121154396,0.000160616391086,0.000160187397662,0.000162081168215,0.000161588868733,0.000160942669877,0.000163718265127,0.000154070282713,0.000160248886262,0.000158575958401,0.000160315033852,0.000155959461967,0.000160918341615,0.00015503030959,0.000150955740628,0.000155629246781,0.000157195891557,0.000152067632591,0.000150832838451,0.000148415655278,0.000153508914388,0.000158863242587,0.000151505554651,0.000153917240104,0.000155594106673,0.000161786750289,0.000147524629024,0.000149591184541,0.000151024197459,0.000148973536412,0.00014568298569,0.000150403169405,0.000155114429587,0.0001506566692,0.000152048754887,0.000149595822822,0.000149153438134,0.000148167260702,0.000153509507032,0.000148296931136,0.000146522138916,0.00014486616259,0.000143314200614,0.000141054011591,0.000151025903133,0.000142792119007,0.000146633723891,0.000143997176191,0.000148519558144]

Run the stats tests for similarity:

Now we'll apply the R^2 score, Spearman's and Pearson's for correlation to determine the confidence that CoV predicts or matches the Std_Qty:


In [22]:
from sklearn.metrics import r2_score
r2_score(std_qty, cov)


Out[22]:
-15.345721488072083

In [23]:
from scipy.stats import spearmanr
spearmanr(std_qty, cov)


Out[23]:
SpearmanrResult(correlation=0.999999910811534, pvalue=0.0)

In [24]:
from scipy.stats import pearsonr
pearsonr(std_qty, cov)


Out[24]:
(0.9999997889777238, 0.0)

Results

So, both the non-parametric Spearmans' Rho and parametric Pearson's correlation tests strongly indicate the two results match.