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2003-07-02T04:00:00.015Z":7.2947737429850479,"2003-07-02T04:00:00.016Z":184.427522627,"2003-07-02T04:00:00.017Z":1380.1929720847779,"2003-07-02T04:00:00.018Z":557.99897999999996,"2003-07-02T04:00:00.019Z":-363.71506655449252,"2003-07-02T04:00:00.02Z":-145.43605753259999,"2003-07-02T04:00:00.021Z":985.67640200000005,"2003-07-02T04:00:00.022Z":169.8584685430134,"2003-07-02T04:00:00.023Z":-83.496104793132005,"2003-07-02T04:00:00.024Z":377.68661668798501,"2003-07-02T04:00:00.025Z":50.020899974008003,"2003-07-02T04:00:00.026Z":-236.10840518640649,"2003-07-02T04:00:00.027Z":93.307597092625684,"2003-07-02T04:00:00.028Z":277.21814732681997,"2003-07-02T04:00:00.029Z":19.941824003963401,"2003-07-02T04:00:00.03Z":980.60641999999996,"2003-07-02T04:00:00.031Z":256.22335963123197,"2003-07-02T04:00:00.032Z":206.93113941718559,"2003-07-02T04:00:00.033Z":-49.495025479825316,"2003-07-02T04:00:00.034Z":56.414501959832798,"2003-07-02T04:00:00.035Z":-248.05865432512081,"2003-07-02T04:00:00.036Z":-799.61370131329602,"2003-07-02T04:00:00.037Z":-149.56271899999999,"2003-07-02T04:00:00.038Z":-452.2884958563925,"2003-07-02T04:00:00.039Z":-467.73146635211702,"2003-07-02T04:00:00.04Z":288.66208822375683,"2003-07-02T04:00:00.041Z":-127.79138745765,"2003-07-02T04:00:00.042Z":427.44245999999998,"2003-07-02T04:00:00.043Z":-638.42880000000002,"2003-07-02T04:00:00.044Z":-99.09102,"2003-07-02T04:00:00.045Z":-112.9569655671,"2003-07-02T04:00:00.046Z":-30.489412069009099,"2003-07-02T04:00:00.047Z":-289.8308575188704,"2003-07-02T04:00:00.048Z":305.63804574473278,"2003-07-02T04:00:00.049Z":152.71655000000001,"2003-07-02T04:00:00.05Z":37.956648955654003,"2003-07-02T04:00:00.051Z":-19.803010499999999,"2003-07-02T04:00:00.052Z":343.21221073591317,"2003-07-02T04:00:00.053Z":-348.06209069409476,"2003-07-02T04:00:00.054Z":-281.94981398005945,"2003-07-02T04:00:00.055Z":-514.12968000000001,"2003-07-02T04:00:00.056Z":-25.184913016905,"2003-07-02T04:00:00.057Z":-166.72867610985074,"2003-07-02T04:00:00.058Z":286.57712638477165,"2003-07-02T04:00:00.059Z":182.60451122769001,"2003-07-02T04:00:00.06Z":-243.637447485705,"2003-07-02T04:00:00.061Z":-317.0305212260032,"2003-07-02T04:00:00.062Z":-95.358428470003645,"2003-07-02T04:00:00.063Z":-147.05790640577399,"2003-07-02T04:00:00.064Z":368.65941199999997,"2003-07-02T04:00:00.065Z":65.840173515000004,"2003-07-02T04:00:00.066Z":146.2709408014764,"2003-07-02T04:00:00.067Z":232.71447317387401,"2003-07-02T04:00:00.068Z":119.740994202648,"2003-07-02T04:00:00.069Z":140.624045873016,"2003-07-02T04:00:00.07Z":5.4136590551217498,"2003-07-02T04:00:00.071Z":131.54412462410971,"2003-07-02T04:00:00.072Z":16.725845918141999,"2003-07-02T04:00:00.073Z":-444.72137321093999,"2003-07-02T04:00:00.074Z":-2331.3038150000002,"2003-07-02T04:00:00.075Z":-331.86944,"2003-07-02T04:00:00.076Z":176.073936,"2003-07-02T04:00:00.077Z":-180.61677744518099,"2003-07-02T04:00:00.078Z":615.22468100000003,"2003-07-02T04:00:00.079Z":226.233372330294,"2003-07-02T04:00:00.08Z":355.93239999999997,"2003-07-02T04:00:00.081Z":108.880249098555,"2003-07-02T04:00:00.082Z":-283.11150166425722,"2003-07-02T04:00:00.083Z":-113.38870132499,"2003-07-02T04:00:00.084Z":278.66996043479548,"2003-07-02T04:00:00.085Z":-130.09812043414681,"2003-07-02T04:00:00.086Z":-192.43216489037849,"2003-07-02T04:00:00.087Z":182.7987751366116,"2003-07-02T04:00:00.088Z":-179.27122438758494,"2003-07-02T04:00:00.089Z":-116.0918806575276,"2003-07-02T04:00:00.09Z":356.86386339132417,"2003-07-02T04:00:00.091Z":-118.6752205743545,"2003-07-02T04:00:00.092Z":131.72572300478399,"2003-07-02T04:00:00.093Z":302.54358964414922,"2003-07-02T04:00:00.094Z":-92.025966063252596,"2003-07-02T04:00:00.095Z":9.3510449999999992,"2003-07-02T04:00:00.096Z":114.312309696958,"2003-07-02T04:00:00.097Z":-304.18261574084465,"2003-07-02T04:00:00.098Z":893.9289702969395,"2003-07-02T04:00:00.099Z":-214.12031797269361,"2003-07-02T04:00:00.1Z":169.1501949006624,"2003-07-02T04:00:00.101Z":-77.086257915797461,"2003-07-02T04:00:00.102Z":-107.299158458752,"2003-07-02T04:00:00.103Z":-284.19942600000002,"2003-07-02T04:00:00.104Z":1.4726446258871999,"2003-07-02T04:00:00.105Z":61.653439918586251,"2003-07-02T04:00:00.106Z":-76.615367719400993,"2003-07-02T04:00:00.107Z":133.67054053674721,"2003-07-02T04:00:00.108Z":-422.12318577561598,"2003-07-02T04:00:00.109Z":37.205036466683751,"2003-07-02T04:00:00.11Z":152.51272220302297,"2003-07-02T04:00:00.111Z":-569.76124084275784,"2003-07-02T04:00:00.112Z":-200.19607008355351,"2003-07-02T04:00:00.113Z":-462.88179508745651,"2003-07-02T04:00:00.114Z":-608.08039199999996,"2003-07-02T04:00:00.115Z":-110.6330493441216,"2003-07-02T04:00:00.116Z":-400.99012865646722,"2003-07-02T04:00:00.117Z":310.80647271478762,"2003-07-02T04:00:00.118Z":-76.861178005053134,"2003-07-02T04:00:00.119Z":905.63366599999995,"2003-07-02T04:00:00.12Z":-239.93136372586801,"2003-07-02T04:00:00.121Z":-264.79421106526439,"2003-07-02T04:00:00.122Z":636.68229813551875,"2003-07-02T04:00:00.123Z":71.114910119755194,"2003-07-02T04: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2006-07-04T04:00:00.182Z":883.82468778439579,"2006-07-04T04:00:00.183Z":484.13467821627518,"2006-07-04T04:00:00.184Z":155.21641328361599,"2006-07-04T04:00:00.185Z":0.605094652176,"2006-07-04T04:00:00.186Z":581.17197378712228,"2006-07-04T04:00:00.187Z":216.78730050710851,"2006-07-04T04:00:00.188Z":306.0405233171748,"2006-07-04T04:00:00.189Z":110.892292,"2006-07-04T04:00:00.19Z":503.49062628057601,"2006-07-04T04:00:00.191Z":1423.4131420000001,"2006-07-04T04:00:00.192Z":9.2765393339699997,"2006-07-04T04:00:00.193Z":55.817531133660403,"2006-07-04T04:00:00.194Z":-105.55073577414601,"2006-07-04T04:00:00.195Z":235.40591687418299,"2006-07-04T04:00:00.196Z":21.675903864568198,"2006-07-04T04:00:00.197Z":626.97959705474921,"2006-07-04T04:00:00.198Z":308.34752189132797,"2006-07-04T04:00:00.199Z":322.24032132033,"2006-07-04T04:00:00.2Z":219.79226126858131,"2006-07-04T04:00:00.201Z":354.2553540878481,"2006-07-04T04:00:00.202Z":-145.86174557640001,"2006-07-04T04:00:00.203Z":1818.1874170000001,"2006-07-04T04:00:00.204Z":-2861.0479666405399,"2006-07-04T04:00:00.205Z":894.39524174159396,"2006-07-04T04:00:00.206Z":-1080.5856512,"2006-07-04T04:00:00.207Z":705.25813978828796,"2006-07-04T04:00:00.208Z":614.83097955911205,"2006-07-04T04:00:00.209Z":-592.95594599415119,"2006-07-04T04:00:00.21Z":594.71769049433681,"2006-07-04T04:00:00.211Z":-552.29906387961603,"2006-07-04T04:00:00.212Z":-524.51885726541605,"2006-07-04T04:00:00.213Z":-497.11498799999998,"2006-07-04T04:00:00.214Z":-735.05091940580337,"2006-07-04T04:00:00.215Z":448.15382358881419,"2006-07-04T04:00:00.216Z":391.56030141493108,"2006-07-04T04:00:00.217Z":352.558584,"2006-07-04T04:00:00.218Z":-548.58805313829782,"2006-07-04T04:00:00.219Z":315.625317355584,"2006-07-04T04:00:00.22Z":270.50399846987642,"2006-07-04T04:00:00.221Z":-351.91627693021047,"2006-07-04T04:00:00.222Z":-258.286855,"2006-07-04T04:00:00.223Z":-160.26528455916161,"2006-07-04T04:00:00.224Z":64.843543825394605,"2006-07-04T04:00:00.225Z":108.86036659577221,"2006-07-04T04:00:00.226Z":279.63170851729143,"2006-07-04T04:00:00.227Z":866.95830220324626,"2006-07-04T04:00:00.228Z":-9.4226687503179996,"2006-07-04T04:00:00.229Z":-1295.3405519999999,"2006-07-04T04:00:00.23Z":-980.08423572472827,"2006-07-04T04:00:00.231Z":-1257.7833775335837,"2006-07-04T04:00:00.232Z":-1350.6579740034258,"2006-07-04T04:00:00.233Z":-953.75827200000003,"2006-07-04T04:00:00.234Z":-894.7915682391216,"2006-07-04T04:00:00.235Z":-1028.7367856557378,"2006-07-04T04:00:00.236Z":-686.19295668355323,"2006-07-04T04:00:00.237Z":335.69380385955554,"2006-07-04T04:00:00.238Z":-925.60052636664136,"2006-07-04T04:00:00.239Z":-644.06082282415503,"2006-07-04T04:00:00.24Z":-564.77701066028044,"2006-07-04T04:00:00.241Z":418.26995708903263,"2006-07-04T04:00:00.242Z":-405.7374588582,"2006-07-04T04:00:00.243Z":394.24484984039611,"2006-07-04T04:00:00.244Z":-723.81149539805608,"2006-07-04T04:00:00.245Z":-309.91033508935499,"2006-07-04T04:00:00.246Z":595.43198175516841,"2006-07-04T04:00:00.247Z":-466.72988299999997,"2006-07-04T04:00:00.248Z":-284.39503999999999,"2006-07-04T04:00:00.249Z":-335.5782770514308,"2006-07-04T04:00:00.25Z":-262.53949212846749,"2006-07-04T04:00:00.251Z":-193.08135623076922,"2006-07-04T04:00:00.252Z":-422.02682461884848,"2006-07-04T04:00:00.253Z":-225.06821337959599,"2006-07-04T04:00:00.254Z":-201.67536682354881,"2006-07-04T04:00:00.255Z":-214.260312,"2006-07-04T04:00:00.256Z":-177.05858000000001,"2006-07-04T04:00:00.257Z":-200.41639373765389,"2006-07-04T04:00:00.258Z":-80.929735695199994,"2006-07-04T04:00:00.259Z":-165.83913252760351,"2006-07-04T04:00:00.26Z":399.99068403452304,"2006-07-04T04:00:00.261Z":-269.31855487986144,"2006-07-04T04:00:00.262Z":-175.23965185393101,"2006-07-04T04:00:00.263Z":-141.15398979746834,"2006-07-04T04:00:00.264Z":-145.40013910695066,"2006-07-04T04:00:00.265Z":-444.32832273890483,"2006-07-04T04:00:00.266Z":-347.12352703758,"2006-07-04T04:00:00.267Z":-147.2076900993776,"2006-07-04T04:00:00.268Z":-294.14917882006858,"2006-07-04T04:00:00.269Z":129.62583746143807,"2006-07-04T04:00:00.27Z":-114.5509229606016,"2006-07-04T04:00:00.271Z":-96.557396666666662,"2006-07-04T04:00:00.272Z":247.843524376548,"2006-07-04T04:00:00.273Z":109.48768200000001,"2006-07-04T04:00:00.274Z":-192.04979269172028,"2006-07-04T04:00:00.275Z":-274.12342749999999,"2006-07-04T04:00:00.276Z":-301.43134559040311,"2006-07-04T04:00:00.277Z":99.2538509423552,"2006-07-04T04:00:00.278Z":-303.32068750000002,"2006-07-04T04:00:00.279Z":-240.79623127599211,"2006-07-04T04:00:00.28Z":-149.83796000000001,"2006-07-04T04:00:00.281Z":-92.118994000000001,"2006-07-04T04:00:00.282Z":-85.9875325755891,"2006-07-04T04:00:00.283Z":64.381424465363196,"2006-07-04T04:00:00.284Z":-142.57408684789439,"2006-07-04T04:00:00.285Z":166.3889903983104,"2006-07-04T04:00:00.286Z":167.57295221951975,"2006-07-04T04:00:00.287Z":-54.273982509019,"2006-07-04T04:00:00.288Z":-39.411284062431058,"2006-07-04T04:00:00.289Z":-207.10496812207356,"2006-07-04T04:00:00.29Z":72.185357319971999,"2006-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7-02T04:00:00.009Z":-289.97431,"2010-07-02T04:00:00.01Z":-162.37758477757319,"2010-07-02T04:00:00.011Z":-788.6267700305026,"2010-07-02T04:00:00.012Z":-762.19556214547663,"2010-07-02T04:00:00.013Z":48.658064000000003,"2010-07-02T04:00:00.014Z":-49.730440146773098,"2010-07-02T04:00:00.015Z":122.35648495516379,"2010-07-02T04:00:00.016Z":-56.214818042227201,"2010-07-02T04:00:00.017Z":131.84499156908461,"2010-07-02T04:00:00.018Z":304.351924,"2010-07-02T04:00:00.019Z":130.411894326756,"2010-07-02T04:00:00.02Z":802.82603024933405,"2010-07-02T04:00:00.021Z":-319.51329374265998,"2010-07-02T04:00:00.022Z":49.458999234755197,"2010-07-02T04:00:00.023Z":87.805629656448005,"2010-07-02T04:00:00.024Z":514.85220000000004,"2010-07-02T04:00:00.025Z":218.0068787015623,"2010-07-02T04:00:00.026Z":-123.19346,"2010-07-02T04:00:00.027Z":-414.67284084550198,"2010-07-02T04:00:00.028Z":685.57727999999997,"2010-07-02T04:00:00.029Z":-1057.412212,"2010-07-02T04:00:00.03Z":-107.54374224070079,"2010-07-02T04:00:00.031Z":446.01907999999997,"2010-07-02T04:00:00.032Z":47.611645645661802,"2010-07-02T04:00:00.033Z":-128.63548251067081,"2010-07-02T04:00:00.034Z":-101.27248640000001,"2010-07-02T04:00:00.035Z":615.59569812249504,"2010-07-02T04:00:00.036Z":241.960046449923,"2010-07-02T04:00:00.037Z":-207.57366425484,"2010-07-02T04:00:00.038Z":215.02254108280621,"2010-07-02T04:00:00.039Z":-7.1972171585508002,"2010-07-02T04:00:00.04Z":-483.32671865328859,"2010-07-02T04:00:00.041Z":8.0221540000000005,"2010-07-02T04:00:00.042Z":146.81389106323479,"2010-07-02T04:00:00.043Z":947.26101233305201,"2010-07-02T04:00:00.044Z":-400.01232726000001,"2010-07-02T04:00:00.045Z":7.9555975722719996,"2010-07-02T04:00:00.046Z":8.2958343147089995,"2010-07-02T04:00:00.047Z":431.43033200000002,"2010-07-02T04:00:00.048Z":393.08675390000002,"2010-07-02T04:00:00.049Z":-565.07000675801203,"2010-07-02T04:00:00.05Z":217.74327499912761,"2010-07-02T04:00:00.051Z":771.586415524936,"2010-07-02T04:00:00.052Z":-335.06389999999999,"2010-07-02T04:00:00.053Z":74.843073304483497,"2010-07-02T04:00:00.054Z":21.606179638576801,"2010-07-02T04:00:00.055Z":55.475080453733753,"2010-07-02T04:00:00.056Z":-519.37604785703695,"2010-07-02T04:00:00.057Z":-42.864249138605601,"2010-07-02T04:00:00.058Z":20.673847845133,"2010-07-02T04:00:00.059Z":437.31872127344718,"2010-07-02T04:00:00.06Z":-313.62592799999999,"2010-07-02T04:00:00.061Z":237.5444901432372,"2010-07-02T04:00:00.062Z":-525.38090608861125,"2010-07-02T04:00:00.063Z":154.99276527261961,"2010-07-02T04:00:00.064Z":-49.665724652197312,"2010-07-02T04:00:00.065Z":-137.95145755171302,"2010-07-02T04:00:00.066Z":-370.21891199999999,"2010-07-02T04:00:00.067Z":-44.568583995612499,"2010-07-02T04:00:00.068Z":-101.9380915113216,"2010-07-02T04:00:00.069Z":304.47822781646818,"2010-07-02T04:00:00.07Z":17.105786999999999,"2010-07-02T04:00:00.071Z":97.082669999999993,"2010-07-02T04:00:00.072Z":-329.26768511581798,"2010-07-02T04:00:00.073Z":152.37589363633049,"2010-07-02T04:00:00.074Z":-100.12572718448961,"2010-07-02T04:00:00.075Z":9.7062000000000008,"2010-07-02T04:00:00.076Z":42.869616094649999,"2010-07-02T04:00:00.077Z":443.96753799999999,"2010-07-02T04:00:00.078Z":-179.06732505566879,"2010-07-02T04:00:00.079Z":363.66092746981599,"2010-07-02T04:00:00.08Z":932.51999499999999,"2010-07-02T04:00:00.081Z":-625.30803953805605,"2010-07-02T04:00:00.082Z":-393.95593984647002,"2010-07-02T04:00:00.083Z":83.251474999999999,"2010-07-02T04:00:00.084Z":205.54755,"2010-07-02T04:00:00.085Z":-111.19170806955201,"2010-07-02T04:00:00.086Z":-624.98734890526498,"2010-07-02T04:00:00.087Z":-295.38901499999997,"2010-07-02T04:00:00.088Z":851.82569999999998,"2010-07-02T04:00:00.089Z":121.957337,"2010-07-02T04:00:00.09Z":-28.150164841896,"2010-07-02T04:00:00.091Z":74.385818756846405,"2010-07-02T04:00:00.092Z":245.05626990231059,"2010-07-02T04:00:00.093Z":-970.26326094386695,"2010-07-02T04:00:00.094Z":116.21739985849921,"2010-07-02T04:00:00.095Z":-122.7267282049644,"2010-07-02T04:00:00.096Z":-5.9177347522253996,"2010-07-02T04:00:00.097Z":-398.83707367471237,"2010-07-02T04:00:00.098Z":-433.05496833363935,"2010-07-02T04:00:00.099Z":8.7312054311703005,"2010-07-02T04:00:00.1Z":201.4125600819965,"2010-07-02T04:00:00.101Z":-27.999134999999999,"2010-07-02T04:00:00.102Z":-81.311279111354921,"2010-07-02T04:00:00.103Z":62.014703479806002,"2010-07-02T04:00:00.104Z":32.070352454256003,"2010-07-02T04:00:00.105Z":309.38165712217602,"2010-07-02T04:00:00.106Z":215.72795130351511,"2010-07-02T04:00:00.107Z":-110.98182846863075,"2010-07-02T04:00:00.108Z":258.80971499999998,"2010-07-02T04:00:00.109Z":226.6695589974816,"2010-07-02T04:00:00.11Z":184.50290724975719,"2010-07-02T04:00:00.111Z":153.08571418645201,"2010-07-02T04:00:00.112Z":158.06182412838271,"2010-07-02T04:00:00.113Z":53.705700984342002,"2010-07-02T04:00:00.114Z":-148.32613779624691,"2010-07-02T04:00:00.115Z":-75.472107192115203,"2010-07-02T04:00:00.116Z":94.913114960300007,"2010-07-02T04:00:00.117Z":95.823542000000003,"2010-07-02T04:00:00.118Z":-249.93324506379301,"2010-07-02T04:00:00.119Z":-116.86599062389821,"2010-07-02T04:00:00.12Z":548.16241702620482,"2010-07-02T04:00:00.121Z":291.09022466719898,"2010-07-02T04:00:00.122Z":-646.41288693363197,"2010-07-02T04:00:00.123Z":-881.07646050305163,"2010-07-02T04:00:00.124Z":-100.99596330283308,"2010-07-02T04:00:00.125Z":-15.481907226639001,"2010-07-02T04:00:00.126Z":196.50411341704,"2010-07-02T04:00:00.127Z":78.558480000000003,"2010-07-02T04:00:00.128Z":-232.23830278576,"2010-07-02T04:00:00.129Z":69.469188881766001,"2010-07-02T04:00:00.13Z":317.67853542082645,"2010-07-02T04:00:00.131Z":-107.3060213661232,"2010-07-02T04:00:00.132Z":603.72196189491274,"2010-07-02T04:00:00.133Z":364.88146559888003,"2010-07-02T04:00:00.134Z":22.528550956521737,"2010-07-02T04:00:00.135Z":-59.771375999999997,"2010-07-02T04:00:00.136Z":179.26636894138241,"2010-07-02T04:00:00.137Z":-325.46773567542618,"2010-07-02T04:00:00.138Z":-75.774383306108405,"2010-07-02T04:00:00.139Z":-68.814656882240001,"2010-07-02T04:00:00.14Z":20.388891620231998,"2010-07-02T04:00:00.141Z":135.34546004819299,"2010-07-02T04:00:00.142Z":-243.21985552304909,"2010-07-02T04:00:00.143Z":-371.52417363474598,"2010-07-02T04:00:00.144Z":154.06835196081559,"2010-07-02T04:00:00.145Z":-263.55923997293598,"2010-07-02T04:00:00.146Z":25.099720000000001,"2010-07-02T04:00:00.147Z":85.310166668652002,"2010-07-02T04:00:00.148Z":-257.57059431744,"2010-07-02T04:00:00.149Z":269.05353078810441,"2010-07-02T04:00:00.15Z":321.67639414869518,"2010-07-02T04:00:00.151Z":224.13811619057759,"2010-07-02T04:00:00.152Z":203.37885575721799,"2010-07-02T04:00:00.153Z":8.9029249999999998,"2010-07-02T04:00:00.154Z":166.3277537150592,"2010-07-02T04:00:00.155Z":233.88278,"2010-07-02T04:00:00.156Z":-115.408596991415,"2010-07-02T04:00:00.157Z":-289.59824686096914,"2010-07-02T04:00:00.158Z":-120.062720456728,"2010-07-02T04:00:00.159Z":521.96750744875499,"2010-07-02T04:00:00.16Z":-665.57824288828317,"2010-07-02T04:00:00.161Z":75.892437808051199,"2010-07-02T04:00:00.162Z":-0.53315800341099995,"2010-07-02T04:00:00.163Z":93.311145391978087,"2010-07-02T04:00:00.164Z":71.112392,"2010-07-02T04:00:00.165Z":16.643032000000002,"2010-07-02T04:00:00.166Z":521.93259272727278,"2010-07-02T04:00:00.167Z":-82.888772463853044,"2010-07-02T04:00:00.168Z":212.43228500000001,"2010-07-02T04:00:00.169Z":-85.563494570691006,"2010-07-02T04:00:00.17Z":-140.35854181777236,"2010-07-02T04:00:00.171Z":358.84065785373292,"2010-07-02T04:00:00.172Z":47.725976495174336,"2010-07-02T04:00:00.173Z":334.71408592203301,"2010-07-02T04:00:00.174Z":83.756899114487496,"2010-07-02T04:00:00.175Z":226.39626356406001,"2010-07-02T04:00:00.176Z":-697.91708550264264,"2010-07-02T04:00:00.177Z":-92.674853083209598,"2010-07-02T04:00:00.178Z":160.91876386825632,"2010-07-02T04:00:00.179Z":1111.1228875711329,"2010-07-02T04:00:00.18Z":1596.5932348337401,"2010-07-02T04:00:00.181Z":-1088.1653633107201,"2010-07-02T04:00:00.182Z":-1181.9458147199678,"2010-07-02T04:00:00.183Z":1485.3816507767481,"2010-07-02T04:00:00.184Z":-706.85687608326816,"2010-07-02T04:00:00.185Z":704.89463116503498,"2010-07-02T04:00:00.186Z":-686.58068523384202,"2010-07-02T04:00:00.187Z":-706.99354091042949,"2010-07-02T04:00:00.188Z":640.54495532853002,"2010-07-02T04:00:00.189Z":559.53357611509205,"2010-07-02T04:00:00.19Z":93.694333451732405,"2010-07-02T04:00:00.191Z":-606.15390156907085,"2010-07-02T04:00:00.192Z":591.50279415417936,"2010-07-02T04:00:00.193Z":501.51111200000003,"2010-07-02T04:00:00.194Z":434.59457641857517,"2010-07-02T04:00:00.195Z":407.88835726105418,"2010-07-02T04:00:00.196Z":440.48230999999998,"2010-07-02T04:00:00.197Z":435.70660450306639,"2010-07-02T04:00:00.198Z":-158.13410354612,"2010-07-02T04:00:00.199Z":400.53824830958803,"2010-07-02T04:00:00.2Z":410.15662800000001,"2010-07-02T04:00:00.201Z":404.07630043517042,"2010-07-02T04:00:00.202Z":99.778034500000004,"2010-07-02T04:00:00.203Z":342.0120252517346,"2010-07-02T04:00:00.204Z":325.93817331482239,"2010-07-02T04:00:00.205Z":354.47421077640848,"2010-07-02T04:00:00.206Z":-341.10605430395998,"2010-07-02T04:00:00.207Z":-308.68463074530212,"2010-07-02T04:00:00.208Z":-8.4655908826244293,"2010-07-02T04:00:00.209Z":288.249376787796,"2010-07-02T04:00:00.21Z":-297.88049075096342,"2010-07-02T04:00:00.211Z":277.90177699999998,"2010-07-02T04:00:00.212Z":129.50344042673549,"2010-07-02T04:00:00.213Z":-223.79305685503761,"2010-07-02T04:00:00.214Z":-228.64775373808499,"2010-07-02T04:00:00.215Z":246.403896,"2010-07-02T04:00:00.216Z":228.63657653820059,"2010-07-02T04:00:00.217Z":209.98112136408901,"2010-07-02T04:00:00.218Z":-194.72779939537818,"2010-07-02T04:00:00.219Z":430.8838994237816,"2010-07-02T04:00:00.22Z":217.6041617685581,"2010-07-02T04:00:00.221Z":-169.31344128908879,"2010-07-02T04:00:00.222Z":198.243469788352,"2010-07-02T04:00:00.223Z":226.72250585952321,"2010-07-02T04:00:00.224Z":5.9104072317879996,"2010-07-02T04:00:00.225Z":159.0337337848392,"2010-07-02T04:00:00.226Z":-143.50588105272359,"2010-07-02T04:00:00.227Z":-306.92482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T04:00:00.139Z":-60.660524978749301,"2018-07-03T04:00:00.14Z":-492.78237815717119,"2018-07-03T04:00:00.141Z":470.19100800000001,"2018-07-03T04:00:00.142Z":-52.040237240915999,"2018-07-03T04:00:00.143Z":64.295147732046004,"2018-07-03T04:00:00.144Z":-342.89929999999998,"2018-07-03T04:00:00.145Z":1035.30357106212,"2018-07-03T04:00:00.146Z":0.22800144972799999,"2018-07-03T04:00:00.147Z":-315.68120099251922,"2018-07-03T04:00:00.148Z":-36.160590858022402,"2018-07-03T04:00:00.149Z":28.124126589467998,"2018-07-03T04:00:00.15Z":50.343186701986752,"2018-07-03T04:00:00.151Z":189.52347875451201,"2018-07-03T04:00:00.152Z":677.39413552650001,"2018-07-03T04:00:00.153Z":284.036678223759,"2018-07-03T04:00:00.154Z":-368.51800630907599,"2018-07-03T04:00:00.155Z":164.93510030648801,"2018-07-03T04:00:00.156Z":348.83805683325778,"2018-07-03T04:00:00.157Z":36.667158994203199,"2018-07-03T04:00:00.158Z":-220.36444381645001,"2018-07-03T04:00:00.159Z":108.1569485159488,"2018-07-03T04:00:00.16Z":96.148148789299199,"2018-07-03T04:00:00.161Z":295.03651660508478,"2018-07-03T04:00:00.162Z":-453.23998928119659,"2018-07-03T04:00:00.163Z":-27.240095305180802,"2018-07-03T04:00:00.164Z":-673.72436400000004,"2018-07-03T04:00:00.165Z":-181.679599949188,"2018-07-03T04:00:00.166Z":64.320392050423024,"2018-07-03T04:00:00.167Z":488.26466699999997,"2018-07-03T04:00:00.168Z":137.98154140863261,"2018-07-03T04:00:00.169Z":478.54633407727169,"2018-07-03T04:00:00.17Z":483.3239997196776,"2018-07-03T04:00:00.171Z":-305.27586688654878,"2018-07-03T04:00:00.172Z":217.56928595670001,"2018-07-03T04:00:00.173Z":170.1598292947485,"2018-07-03T04:00:00.174Z":-548.45608111305842,"2018-07-03T04:00:00.175Z":120.53634855866041,"2018-07-03T04:00:00.176Z":-11.733654569073,"2018-07-03T04:00:00.177Z":-757.08458145585348,"2018-07-03T04:00:00.178Z":103.5719605563,"2018-07-03T04:00:00.179Z":-34.181519999999999,"2018-07-03T04:00:00.18Z":-349.603547977208,"2018-07-03T04:00:00.181Z":-419.82117288737498,"2018-07-03T04:00:00.182Z":367.06330800000001,"2018-07-03T04:00:00.183Z":218.9216560818665,"2018-07-03T04:00:00.184Z":83.664573353855999,"2018-07-03T04:00:00.185Z":-169.30810358822399,"2018-07-03T04:00:00.186Z":-624.19690306599841,"2018-07-03T04:00:00.187Z":162.76044962630908,"2018-07-03T04:00:00.188Z":19.923650919818101,"2018-07-03T04:00:00.189Z":34.874505831900002,"2018-07-03T04:00:00.19Z":-775.34307000000001,"2018-07-03T04:00:00.191Z":-420.85512,"2018-07-03T04:00:00.192Z":525.15725436567629,"2018-07-03T04:00:00.193Z":-199.6073034634577,"2018-07-03T04:00:00.194Z":-465.16001488495198,"2018-07-03T04:00:00.195Z":27.695760623208901,"2018-07-03T04:00:00.196Z":357.56945342540598,"2018-07-03T04:00:00.197Z":1082.25216,"2018-07-03T04:00:00.198Z":-1295.3929800000001,"2018-07-03T04:00:00.199Z":547.59403999999995,"2018-07-03T04:00:00.2Z":758.644273,"2018-07-03T04:00:00.201Z":-766.65835828852198,"2018-07-03T04:00:00.202Z":-635.84801196946501,"2018-07-03T04:00:00.203Z":540.63115000000005,"2018-07-03T04:00:00.204Z":424.3731218382336,"2018-07-03T04:00:00.205Z":524.45798439401153,"2018-07-03T04:00:00.206Z":543.41566675164324,"2018-07-03T04:00:00.207Z":341.85781443986002,"2018-07-03T04:00:00.208Z":206.91403199999999,"2018-07-03T04:00:00.209Z":229.763992,"2018-07-03T04:00:00.21Z":204.0964577975686,"2018-07-03T04:00:00.211Z":251.485229835122,"2018-07-03T04:00:00.212Z":311.37308510631999,"2018-07-03T04:00:00.213Z":-207.6626506396496,"2018-07-03T04:00:00.214Z":-244.06264441872281,"2018-07-03T04:00:00.215Z":398.80793823803378,"2018-07-03T04:00:00.216Z":-141.22119415641919,"2018-07-03T04:00:00.217Z":179.10316797626939,"2018-07-03T04:00:00.218Z":-13.662139366128001,"2018-07-03T04:00:00.219Z":-17.981211816630001,"2018-07-03T04:00:00.22Z":-4.0825912595623999,"2018-07-03T04:00:00.221Z":-70.385955687527996,"2018-07-03T04:00:00.222Z":241.77145664976999,"2018-07-03T04:00:00.223Z":24.114530651230002,"2018-07-03T04:00:00.224Z":14.370471903085001,"2018-07-03T04:00:00.225Z":-35.046938890207599,"2018-07-03T04:00:00.226Z":-1380.6804509999999,"2018-07-03T04:00:00.227Z":-1362.4850039999999,"2018-07-03T04:00:00.228Z":-950.72763099999997,"2018-07-03T04:00:00.229Z":-1308.3761119999999,"2018-07-03T04:00:00.23Z":-587.90293199999996,"2018-07-03T04:00:00.231Z":-530.010313,"2018-07-03T04:00:00.232Z":355.19645015322158,"2018-07-03T04:00:00.233Z":415.29308955890582,"2018-07-03T04:00:00.234Z":-472.63235500000002,"2018-07-03T04:00:00.235Z":-501.89390133333336,"2018-07-03T04:00:00.236Z":-577.13375781249999,"2018-07-03T04:00:00.237Z":-303.37740000000002,"2018-07-03T04:00:00.238Z":-571.07220419999999,"2018-07-03T04:00:00.239Z":294.8068410638848,"2018-07-03T04:00:00.24Z":-286.27260000000001,"2018-07-03T04:00:00.241Z":-540.97192199999995,"2018-07-03T04:00:00.242Z":-345.69170240370681,"2018-07-03T04:00:00.243Z":-250.069275,"2018-07-03T04:00:00.244Z":-554.48735578947367,"2018-07-03T04:00:00.245Z":251.152011540404,"2018-07-03T04:00:00.246Z":-243.15620660295679,"2018-07-03T04:00:00.247Z":-403.63157320786081,"2018-07-03T04:00:00.248Z":-226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2019-07-02T04:00:00.1Z":227.25768784617279,"2019-07-02T04:00:00.101Z":106.0504230925152,"2019-07-02T04:00:00.102Z":181.84887864925599,"2019-07-02T04:00:00.103Z":395.80136402803151,"2019-07-02T04:00:00.104Z":195.83337701414311,"2019-07-02T04:00:00.105Z":-318.17445600000002,"2019-07-02T04:00:00.106Z":0.48659729021640002,"2019-07-02T04:00:00.107Z":311.07494069248349,"2019-07-02T04:00:00.108Z":-195.3338169031515,"2019-07-02T04:00:00.109Z":-464.99063640058091,"2019-07-02T04:00:00.11Z":-858.67596500000002,"2019-07-02T04:00:00.111Z":123.0803071910405,"2019-07-02T04:00:00.112Z":22.5631164566304,"2019-07-02T04:00:00.113Z":509.33804099999998,"2019-07-02T04:00:00.114Z":165.24324187876701,"2019-07-02T04:00:00.115Z":177.01920708722821,"2019-07-02T04:00:00.116Z":68.856049254376799,"2019-07-02T04:00:00.117Z":209.68497500000001,"2019-07-02T04:00:00.118Z":-93.236708876850003,"2019-07-02T04:00:00.119Z":393.2422341947368,"2019-07-02T04:00:00.12Z":388.36148783681222,"2019-07-02T04:00:00.121Z":27.609342713037599,"2019-07-02T04:00:00.122Z":-260.11443300000002,"2019-07-02T04:00:00.123Z":283.954385915145,"2019-07-02T04:00:00.124Z":179.423031426488,"2019-07-02T04:00:00.125Z":-34.653185999999998,"2019-07-02T04:00:00.126Z":-198.08000910310591,"2019-07-02T04:00:00.127Z":-21.246478623600002,"2019-07-02T04:00:00.128Z":114.553670042966,"2019-07-02T04:00:00.129Z":60.806669999999997,"2019-07-02T04:00:00.13Z":-113.09289335725779,"2019-07-02T04:00:00.131Z":105.74575035783,"2019-07-02T04:00:00.132Z":185.402278729893,"2019-07-02T04:00:00.133Z":187.26297700000001,"2019-07-02T04:00:00.134Z":79.006288686415999,"2019-07-02T04:00:00.135Z":-212.57223689440829,"2019-07-02T04:00:00.136Z":301.94879813791198,"2019-07-02T04:00:00.137Z":22.816950256639998,"2019-07-02T04:00:00.138Z":15.8724136439379,"2019-07-02T04:00:00.139Z":554.69525563249556,"2019-07-02T04:00:00.14Z":-349.52187899630081,"2019-07-02T04:00:00.141Z":-314.61413167136681,"2019-07-02T04:00:00.142Z":-422.11625847956401,"2019-07-02T04:00:00.143Z":224.05238561504214,"2019-07-02T04:00:00.144Z":404.470460113993,"2019-07-02T04:00:00.145Z":121.36356915392081,"2019-07-02T04:00:00.146Z":56.153783865149997,"2019-07-02T04:00:00.147Z":-220.29277672439699,"2019-07-02T04:00:00.148Z":128.6755640115596,"2019-07-02T04:00:00.149Z":-39.066267187353603,"2019-07-02T04:00:00.15Z":296.93555376892238,"2019-07-02T04:00:00.151Z":-41.775354047613597,"2019-07-02T04:00:00.152Z":-158.82298154753639,"2019-07-02T04:00:00.153Z":181.51391086227451,"2019-07-02T04:00:00.154Z":-105.3207286504488,"2019-07-02T04:00:00.155Z":-458.36385999999999,"2019-07-02T04:00:00.156Z":114.24330522938919,"2019-07-02T04:00:00.157Z":278.924183754252,"2019-07-02T04:00:00.158Z":97.146773935599597,"2019-07-02T04:00:00.159Z":-48.574884138471603,"2019-07-02T04:00:00.16Z":62.209948269532802,"2019-07-02T04:00:00.161Z":32.2279388089934,"2019-07-02T04:00:00.162Z":-326.01052719414997,"2019-07-02T04:00:00.163Z":83.20501773801,"2019-07-02T04:00:00.164Z":246.541272956624,"2019-07-02T04:00:00.165Z":609.88645499999996,"2019-07-02T04:00:00.166Z":-318.9633167553252,"2019-07-02T04:00:00.167Z":187.1985719116808,"2019-07-02T04:00:00.168Z":-165.00184229511601,"2019-07-02T04:00:00.169Z":84.938644839206006,"2019-07-02T04:00:00.17Z":55.994369626089998,"2019-07-02T04:00:00.171Z":326.45091156679678,"2019-07-02T04:00:00.172Z":-949.52573455375443,"2019-07-02T04:00:00.173Z":-198.86554831092749,"2019-07-02T04:00:00.174Z":-336.47291999999999,"2019-07-02T04:00:00.175Z":22.1585469210432,"2019-07-02T04:00:00.176Z":207.645998278712,"2019-07-02T04:00:00.177Z":-611.04117199999996,"2019-07-02T04:00:00.178Z":-179.94240022506301,"2019-07-02T04:00:00.179Z":-852.01740552000001,"2019-07-02T04:00:00.18Z":88.173738818710007,"2019-07-02T04:00:00.181Z":233.45436000000001,"2019-07-02T04:00:00.182Z":-7.8849579025308003,"2019-07-02T04:00:00.183Z":-113.8544043269041,"2019-07-02T04:00:00.184Z":-132.58169632154249,"2019-07-02T04:00:00.185Z":-78.714735538342396,"2019-07-02T04:00:00.186Z":-40.434221999999998,"2019-07-02T04:00:00.187Z":-952.77942900000005,"2019-07-02T04:00:00.188Z":-382.23300425979761,"2019-07-02T04:00:00.189Z":-90.154984818312002,"2019-07-02T04:00:00.19Z":25.754536744996798,"2019-07-02T04:00:00.191Z":-107.15857772379375,"2019-07-02T04:00:00.192Z":23.606655409288798,"2019-07-02T04:00:00.193Z":-246.9464202234069,"2019-07-02T04:00:00.194Z":984.35461199999997,"2019-07-02T04:00:00.195Z":-530.95824400000004,"2019-07-02T04:00:00.196Z":-500.46350899999999,"2019-07-02T04:00:00.197Z":-300.54609993708198,"2019-07-02T04:00:00.198Z":330.51382907034537,"2019-07-02T04:00:00.199Z":-326.31279048622878,"2019-07-02T04:00:00.2Z":-315.70381886103451,"2019-07-02T04:00:00.201Z":-286.65356746625997,"2019-07-02T04:00:00.202Z":-247.5882996206594,"2019-07-02T04:00:00.203Z":-298.810295637472,"2019-07-02T04:00:00.204Z":243.10984999999999,"2019-07-02T04:00:00.205Z":-218.12428502929049,"2019-07-02T04:00:00.206Z":-112.27151686938586,"2019-07-02T04:00:00.207Z":-173.48735520120101,"2019-07-02T04:00:00.208Z":-441.398615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XQIXVMC7JPT1","permtick":"NUVL"}],"entryTime":"2026-07-02T04:00:00Z","entryPrice":123.56,"direction":1,"quantity":9,"exitTime":"2026-07-16T04:00:00Z","exitPrice":123.95999999999999,"profitLoss":-3.6000000000000001,"totalFees":0.055601999999999999,"mae":-3.6000000000000001,"mfe":0,"duration":"14.00:00:00","endTradeDrawdown":3.6000000000000001,"isWin":false,"orderIds":[15401,15581]},{"id":"2410bbd2-5e88-4e0d-aba9-4d17bb4cefbd","symbols":[{"value":"APGE","id":"APGE YA2YIGVW95K5","permtick":"APGE"}],"entryTime":"2026-07-02T04:00:00Z","entryPrice":132.74000000000001,"direction":1,"quantity":8,"exitTime":"2026-09-04T04:00:00Z","exitPrice":135.09,"profitLoss":-18.800000000000001,"totalFees":0.053108000000000009,"mae":-18.800000000000001,"mfe":0,"duration":"64.00:00:00","endTradeDrawdown":18.800000000000001,"isWin":false,"orderIds":[15445,15582]}]},"analysis":[{"name":"FlatEquityCurveAnalysis","issue":"The equity curve is flat for several days in a row.","sample":[{"start":"2000-01-01T05:00:00Z","end":"2000-04-01T05:00:00","trading_days":64}],"solutions":["Log how often each entry condition passes individually: when several conditions must align (trend, volume, indicator thresholds), it is common that they are never all true at the same time. Relax the single most restrictive condition and re-run, changing one condition per backtest instead of redesigning the strategy.","Check if you need to warm-up some data structures, including indicators, RollingWindow objects, and training data. Log how many assets pass IsReady or warm-up gates: they can silently exclude most of the universe.","Check if the algorithm subscribes to any assets. Is the universe selection actually selecting anything? Log the selection count on each rebalance.","Check custom data sources actually deliver data by logging the first points received: a reader or date-format error can silently produce no data and therefore no signals.","Check minimum-history or training-window requirements against the history the data source actually provides: if a model requires more history than exists, the trading logic may never activate.","Check if there is enough cash to satisfy the minimum order sizes."]},{"name":"OrderFillsDuringExtendedMarketHoursAnalysis","issue":"The algorithm filled orders during extended market hours.Filling orders during extended market hours can cause a lot of slippage since there is less liquidity than during regular trading hours.","sample":{"id":"de6dfa476735cd27f073f62f904c51c3-1-2","algorithmId":"de6dfa476735cd27f073f62f904c51c3","orderId":1,"orderEventId":2,"symbol":"SKX RLE4JPUIXX7P","symbolValue":"SKX","symbolPermtick":"SKX","time":962683200,"status":"filled","orderFeeAmount":0.025032474967499999,"orderFeeCurrency":"USD","fillPrice":5.2933280399999996,"fillPriceCurrency":"USD","fillQuantity":-95,"direction":"sell","isAssignment":false,"quantity":-95},"count":11618,"solutions":["If you don't intend to trading during extended market hours, add a guard before you place orders.\n```\nif self.is_market_open(self._symbol):\n    self.market_order(self._symbol, quantity)\n```"]},{"name":"PortfolioMarginUsageAnalysis","issue":"The algorithm sometimes only utilizes a small proportion of the margin available.","sample":"Number of days when the 3-day SMA of the margin usage drops below 50%: 902","solutions":["Adjust the strategy logic or position sizing to utilize more margin.","If the algorithm logic leads to periods of time when the portfolio sits in cash, consider holding a \"risk-free\" asset during these periods."]},{"name":"PerformanceRelativeToBenchmarkAnalysis","issue":"The strategy has a lower Sharpe ratio than the benchmark.","sample":{"backtestSharpe":-2.1138558858037557,"benchmarkSharpe":-1.1085894562560332},"solutions":["Try adjusting the trading rules and\/or the universe to get a strategy that outperforms the benchmark."]},{"name":"CrisisEventsAnalysis","issue":"The strategy underperformed the benchmark during some crisis events in terms of risk-adjusted returns.","sample":{"crisisEvent":"U.S. Housing Bubble 2003","backtestSharpe":-6.7489886998187956,"benchmarkSharpe":-1.5785454567649142},"count":8,"solutions":["Consider adding risk management techniques such as stop-loss orders, position sizing, Option hedging, and diversification to mitigate losses during turbulent periods."]},{"name":"StatisticalSignificanceOfDailyReturnsAnalysis","issue":"The distribution of the strategy's daily returns in excess of the benchmark's daily returns has a p-value above 0.05. Therefore, we fail to reject the null hypothesis that the mean of this distribution is above zero.","sample":{"pValue":0.085482682481128613},"solutions":["Try adjusting the trading rules and\/or the universe to get a strategy that outperforms the benchmark."]}]},"backtestId":"de6dfa476735cd27f073f62f904c51c3","files":[{"id":null,"content":"# https:\/\/quantpedia.com\/strategies\/investment-factor\/\n#\n# The investment universe consists of all NYSE, Amex, and NASDAQ stocks. Firstly, stocks are allocated to five Size groups (Small to Big) at the end of each June\n# using NYSE market cap breakpoints. Stocks are allocated independently to five Investment (Inv) groups (Low to High) still using NYSE breakpoints.\n# The intersections of the two sorts produce 25 Size-Inv portfolios. For portfolios formed in June of year t, Inv is the growth of total assets for\n# the fiscal year ending in t-1 divided by total assets at the end of t-1. Long portfolio with the highest Size and simultaneously with the lowest\n# Investment. Short portfolio with the highest Size and simultaneously with the highest Investment. The portfolios are value-weighted.\n#\n# QC implementation changes:\n#   - The investment universe consists of 1000 largest US stock traded on NYSE, AMEX and NASDAQ with price >= 1$.\n#   - The portfolios are equally-weighted.\n\nfrom AlgorithmImports import *\n\nclass InvestmentFactor(QCAlgorithm):\n\n    def Initialize(self):\n        self.SetStartDate(2000, 1, 1)\n        self.SetCash(100_000)\n\n        self.symbol: Symbol = self.AddEquity('SPY', Resolution.Daily).Symbol\n        \n        self.fundamental_count: int = 1_000\n        self.fundamental_sorting_key = lambda x: x.MarketCap\n\n        self.long: List[Symbol] = []\n        self.short: List[Symbol] = []\n\n        self.quantile: int = 5\n        self.leverage: int = 3\n        self.rebalance_month: int = 6\n        self.min_share_price: float = 1.\n        \n        self.weight: Dict[Symbol, float] = {}\n        \n        self.selection_flag: bool = False\n        self.UniverseSettings.Resolution = Resolution.Daily\n        self.AddUniverse(self.FundamentalSelectionFunction)\n        self.Settings.MinimumOrderMarginPortfolioPercentage = 0\n        self.Schedule.On(self.DateRules.MonthEnd(self.symbol), self.TimeRules.AfterMarketOpen(self.symbol), self.Selection)\n\n        self.settings.daily_precise_end_time = False\n\n    def OnSecuritiesChanged(self, changes: SecurityChanges) -> None:\n        for security in changes.AddedSecurities:\n            security.SetFeeModel(CustomFeeModel())\n            security.SetLeverage(self.leverage)\n\n    def FundamentalSelectionFunction(self, fundamental: List[Fundamental]) -> List[Symbol]:\n        if not self.selection_flag:\n            return Universe.Unchanged\n\n        selected: List[Fundamental] = [\n            x for x in fundamental if x.HasFundamentalData and x.Market == 'usa' and x.MarketCap != 0 and x.Price >= self.min_share_price and \\\n            ((x.SecurityReference.ExchangeId == \"NYS\") or (x.SecurityReference.ExchangeId == \"NAS\") or (x.SecurityReference.ExchangeId == \"ASE\")) and \\\n            not np.isnan(x.FinancialStatements.BalanceSheet.TotalAssets.TwelveMonths) and not np.isnan(x.OperationRatios.TotalAssetsGrowth.OneYear) and \\\n            x.FinancialStatements.BalanceSheet.TotalAssets.TwelveMonths != 0 and x.OperationRatios.TotalAssetsGrowth.OneYear != 0\n        ]\n        \n        if len(selected) > self.fundamental_count:\n            selected = [x for x in sorted(selected, key=self.fundamental_sorting_key, reverse=True)[:self.fundamental_count]]\n\n        # Sorting by investment factor.\n        sorted_by_inv_factor: List[Fundamental] = sorted(selected, key = lambda x: (x.OperationRatios.TotalAssetsGrowth.OneYear \/ x.FinancialStatements.BalanceSheet.TotalAssets.TwelveMonths), reverse=True)\n        \n        if len(sorted_by_inv_factor) >= self.quantile:\n            quantile: int = int(len(sorted_by_inv_factor) \/ self.quantile)\n            self.long = [x.Symbol for x in sorted_by_inv_factor[-quantile:]]\n            self.short = [x.Symbol for x in sorted_by_inv_factor[:quantile]]\n        \n        return self.long + self.short\n    \n    def OnData(self, slice: Slice) -> None:\n        if not self.selection_flag:\n            return\n        self.selection_flag = False\n\n        # order execution\n        targets: List[PortfolioTarget] = []\n        for i, portfolio in enumerate([self.long, self.short]):\n            for symbol in portfolio:\n                if symbol in slice and slice[symbol]:\n                    targets.append(PortfolioTarget(symbol, ((-1) ** i) \/ len(portfolio)))\n        \n        self.SetHoldings(targets, True)\n\n        self.long.clear()\n        self.short.clear()\n    \n    def Selection(self) -> None:\n        if self.Time.month == self.rebalance_month:\n            self.selection_flag = True\n\n# Custom fee model.\nclass CustomFeeModel(FeeModel):\n    def GetOrderFee(self, parameters):\n        fee = parameters.Security.Price * parameters.Order.AbsoluteQuantity * 0.00005\n        return OrderFee(CashAmount(fee, \"USD\"))","modified":null,"name":"main.py","open":false,"isLibrary":false,"projectId":37386636}],"success":true}