From b17ebf58049639d7be4c7d84956fa331268be60f Mon Sep 17 00:00:00 2001 From: Mohamed Tarek Date: Tue, 25 Jun 2024 11:10:02 +0200 Subject: [PATCH] tgd-os stuff --- demos/tgd-os/tgd-os.jl | 215 +++ demos/tgd-os/tgd-os1.csv | 2317 ++++++++++++++++++++++++++++++++ demos/tgd-os/tgd-os2.csv | 2527 +++++++++++++++++++++++++++++++++++ demos/tgd-os/tgd-os3.csv | 2718 ++++++++++++++++++++++++++++++++++++++ slides/05_survival.pdf | Bin 0 -> 91341 bytes 5 files changed, 7777 insertions(+) create mode 100644 demos/tgd-os/tgd-os.jl create mode 100644 demos/tgd-os/tgd-os1.csv create mode 100644 demos/tgd-os/tgd-os2.csv create mode 100644 demos/tgd-os/tgd-os3.csv create mode 100644 slides/05_survival.pdf diff --git a/demos/tgd-os/tgd-os.jl b/demos/tgd-os/tgd-os.jl new file mode 100644 index 0000000..0170633 --- /dev/null +++ b/demos/tgd-os/tgd-os.jl @@ -0,0 +1,215 @@ +using Pumas, CSV, CairoMakie, PumasUtilities + +# Current working directory +pwd() + +df = CSV.read("tgd-os/tgd-os2.csv", DataFrame; missingstring=[".", ""]) +tgd_os_pop = read_pumas( + df, + observations = [:SLD, :Death], + covariates = [:WT, :AGE, :SEX], + event_data = false, +) + +tgd_os_model = @model begin + @param begin + # Typical values of the coefficients of the predictors of SLD + β ∈ VectorDomain(2, init = [1.0, -1.0]) + # IIV of the coefficients of the predictors of SLD + Ω ∈ PSDDomain(init = [16.0 0.0; 0.0 1.0]) + # SLD residual error + σ ∈ RealDomain(lower = 0.0, init = 1.0) + + # Log logistic hazard function parameters + h0 ∈ RealDomain(lower = 0.0, init = 0.001) + κ ∈ RealDomain(; lower=0.0, init = 1.1) + # Effect of SLD on hazard + α ∈ RealDomain(init = 0.001) + # Coefficients of all the other predictors of hazard + γ ∈ VectorDomain(2, init = [0.01, 0.01]) + end + @random begin + η ~ MvNormal(Ω) + end + @covariates begin + AGE + SEX + end + @pre begin + # mean SLD + m = (β[1] + η[1]) + (β[2] + η[2]) * t + # log logistic instanenous hazard + sexn = SEX == "Female" ? 0.0 : 1.0 + h = h0 * exp(γ[1] * AGE + γ[2] * sexn + α * m) + λ = h * κ * (h * t + 1e-10)^(κ - 1) / (1 + (h * t + 1e-10)^κ) + end + @dynamics begin + # cumulative hazard + Λ' = λ + end + @derived begin + SLD ~ @. Normal(m, σ) + Death ~ @. TimeToEvent(λ, Λ) + end +end + +nsubj = round(Int, 0.8 * length(tgd_os_pop)) +loglikelihood(tgd_os_model, tgd_os_pop[1:nsubj], init_params(tgd_os_model), LaplaceI()) + +tgd_os_fpm = fit( + tgd_os_model, + tgd_os_pop[1:nsubj], + init_params(tgd_os_model), + LaplaceI(), +) + +validation_ll = loglikelihood( + tgd_os_model, + tgd_os_pop[nsubj+1:end], + coef(tgd_os_fpm), + LaplaceI(), +) + +# Simulation/VPC workaround until next Pumas version + +tgd_model = @model begin + @param begin + # Typical values of the coefficients of the predictors of SLD + β ∈ VectorDomain(2, init = [1.0, -1.0]) + # IIV of the coefficients of the predictors of SLD + Ω ∈ PSDDomain(init = [16.0 0.0; 0.0 1.0]) + # SLD residual error + σ ∈ RealDomain(lower = 0.0, init = 1.0) + + # Log logistic hazard function parameters + h0 ∈ RealDomain(lower = 0.0, init = 0.001) + κ ∈ RealDomain(; lower=0.0, init = 1.1) + # Effect of SLD on hazard + α ∈ RealDomain(init = 0.001) + # Coefficients of all the other predictors of hazard + γ ∈ VectorDomain(2, init = [0.01, 0.01]) + end + @random begin + η ~ MvNormal(Ω) + end + @covariates begin + AGE + SEX + end + @pre begin + # mean SLD + m = (β[1] + η[1]) + (β[2] + η[2]) * t + # log logistic instanenous hazard + sexn = SEX == "Female" ? 0.0 : 1.0 + h = h0 * exp(γ[1] * AGE + γ[2] * sexn + α * m) + λ = h * κ * (h * t + 1e-10)^(κ - 1) / (1 + (h * t + 1e-10)^κ) + end + @derived begin + SLD ~ @. Normal(m, σ) + end +end +tgd_pop = read_pumas( + df, + observations = [:SLD], + covariates = [:WT, :AGE, :SEX], + event_data = false, +) +tgd_fpm = fit( + tgd_model, + tgd_pop, + coef(tgd_os_fpm), + LaplaceI(); + checkidentification = false, + optim_options = (iterations = 0,), +) +tgd_insp = inspect(tgd_fpm) +sf_sld = subject_fits( + tgd_insp, + separate = true, + ids = string.(1:16), + facet = (combinelabels = true,), + axis = ( + xlabel = "Time (days)", + xticklabelrotation = pi / 4, + ) +) +sf_sld + +tgd_vpc_res = vpc( + tgd_fpm, + observations = [:SLD], + bandwidth = 20, + ensemblealg = EnsembleThreads(), +) +# not a very good TGD model! +vpc_plot( + tgd_vpc_res; + simquantile_medians = true, + observations = false, + axis = (xlabel = "Time (days)", ylabel = "Sum of Longest Diameter"), +) + +os_model = @model begin + @param begin + # Typical values of the coefficients of the predictors of SLD + β ∈ VectorDomain(2, init = [1.0, -1.0]) + # IIV of the coefficients of the predictors of SLD + Ω ∈ PSDDomain(init = [16.0 0.0; 0.0 1.0]) + # SLD residual error + σ ∈ RealDomain(lower = 0.0, init = 1.0) + + # Log logistic hazard function parameters + h0 ∈ RealDomain(lower = 0.0, init = 0.001) + κ ∈ RealDomain(; lower=0.0, init = 1.1) + # Effect of SLD on hazard + α ∈ RealDomain(init = 0.001) + # Coefficients of all the other predictors of hazard + γ ∈ VectorDomain(2, init = [0.01, 0.01]) + end + @random begin + η ~ MvNormal(Ω) + end + @covariates begin + AGE + SEX + end + @pre begin + # mean SLD + m = (β[1] + η[1]) + (β[2] + η[2]) * t + # log logistic instanenous hazard + sexn = SEX == "Female" ? 0.0 : 1.0 + h = h0 * exp(γ[1] * AGE + γ[2] * sexn + α * m) + λ = h * κ * (h * t + 1e-10)^(κ - 1) / (1 + (h * t + 1e-10)^κ) + end + @dynamics begin + # cumulative hazard + Λ' = λ + end + @derived begin + Death ~ @. TimeToEvent(λ, Λ) + end +end + +os_pop = read_pumas( + df, + observations = [:Death], + covariates = [:WT, :AGE, :SEX], + event_data = false, +) +os_fpm = fit( + os_model, + os_pop, + coef(tgd_os_fpm), + LaplaceI(); + checkidentification = false, + optim_options = (iterations = 0,), +) +vpc_res_os = vpc( + os_fpm, + observations = [:Death], + ensemblealg = EnsembleThreads(), +) +vpc_plot( + vpc_res_os; + axis = (xlabel = "Time (days)",), +) diff --git a/demos/tgd-os/tgd-os1.csv b/demos/tgd-os/tgd-os1.csv new file mode 100644 index 0000000..928a3d9 --- /dev/null +++ b/demos/tgd-os/tgd-os1.csv @@ -0,0 +1,2317 @@ +id,time,AGE,WT,SEX,Death,SLD +1,0.0,65,74.70541539938966,Male,,9.697067524422742 +1,61.82818244474521,65,74.70541539938966,Male,,9.693655225502813 +1,143.09055960277286,65,74.70541539938966,Male,1,9.25660772802941 +2,0.0,69,75.84078878403315,Male,,16.546505998287124 +2,69.22708417319683,69,75.84078878403315,Male,,17.220117240217437 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+31,1685.2949653478308,83,52.34558813965665,Female,1,1.0878020716350094 +32,0.0,62,113.87047101679767,Female,,17.216645627897098 +32,65.96844144114176,62,113.87047101679767,Female,,17.46665327906604 +32,163.14292071598243,62,113.87047101679767,Female,,17.395790444579575 +32,199.22972827381616,62,113.87047101679767,Female,,17.318766209595115 +32,245.46306219179152,62,113.87047101679767,Female,,17.209809594775134 +32,303.25162674975786,62,113.87047101679767,Female,,16.531156268882132 +32,393.733512073914,62,113.87047101679767,Female,,15.569751969807617 +32,525.9015926272575,62,113.87047101679767,Female,,14.212988531566246 +32,527.7142968177461,62,113.87047101679767,Female,,14.286455817486445 +32,631.2980453891353,62,113.87047101679767,Female,,13.72407163815631 +32,741.7633619871021,62,113.87047101679767,Female,,13.270896490468292 +32,794.5070827745707,62,113.87047101679767,Female,,12.574333409975514 +32,961.1186469797424,62,113.87047101679767,Female,,11.716374158503788 +32,1024.5259992760075,62,113.87047101679767,Female,,11.58675000936743 +32,1139.6751963584554,62,113.87047101679767,Female,,10.922315119183 +32,1212.9153674364843,62,113.87047101679767,Female,,10.959471780475974 +32,1282.7191641223674,62,113.87047101679767,Female,,10.745522534402614 +32,4037.84913461678,62,113.87047101679767,Female,0,8.069725460184316 +33,0.0,69,54.662599415228534,Male,,5.6327142489015065 +33,61.47601680765883,69,54.662599415228534,Male,,4.213052128571538 +33,146.73515977514916,69,54.662599415228534,Male,,2.3192848114298443 +33,165.8205788494642,69,54.662599415228534,Male,,2.2182621512927523 +33,236.1891615630591,69,54.662599415228534,Male,,1.967311354090132 +33,242.94774699472242,69,54.662599415228534,Male,,1.9387019999793267 +33,303.0835105234263,69,54.662599415228534,Male,,1.7624602893282664 +33,316.59369750228024,69,54.662599415228534,Male,,1.7537294457830956 +33,375.8623256658046,69,54.662599415228534,Male,,1.6113236755619644 +33,398.3455225594202,69,54.662599415228534,Male,,1.5546218500274673 +33,474.83925895679715,69,54.662599415228534,Male,,1.4177689825452071 +33,541.1129864165098,69,54.662599415228534,Male,,1.3692070311027953 +33,568.4028917355515,69,54.662599415228534,Male,,1.3476526429310114 +33,592.4857548405527,69,54.662599415228534,Male,,1.3106465450917744 +33,664.1232782206052,69,54.662599415228534,Male,,1.2332211393774244 +33,754.9373759946646,69,54.662599415228534,Male,,1.155049431189987 +33,795.109110516598,69,54.662599415228534,Male,,1.1512783640574846 +33,818.9460341182589,69,54.662599415228534,Male,,1.1357486201327733 +33,838.7047522738121,69,54.662599415228534,Male,,1.1240268339451256 +33,878.6585419348165,69,54.662599415228534,Male,,1.0883559797572115 +33,949.8046371309499,69,54.662599415228534,Male,,1.0401326269117002 +33,1044.6294312761593,69,54.662599415228534,Male,,1.0396151644479876 +33,1167.9648563819917,69,54.662599415228534,Male,,0.9620474551857289 +33,1199.7632931803078,69,54.662599415228534,Male,,0.9703027822229027 +33,1215.9530153174499,69,54.662599415228534,Male,,0.9408647951472935 +33,1263.1094312663467,69,54.662599415228534,Male,,0.9451305442269029 +33,1341.3503230228703,69,54.662599415228534,Male,,0.9204381760069678 +33,1413.6902197646427,69,54.662599415228534,Male,,0.9055269580004898 +33,1610.7228422962637,69,54.662599415228534,Male,,0.8681109307742125 +33,1644.1187111475583,69,54.662599415228534,Male,,0.8777144358005259 +33,1669.899138826414,69,54.662599415228534,Male,,0.8768186938121143 +33,1924.8831950891542,69,54.662599415228534,Male,,0.8235218020916262 +33,2063.0493476519637,69,54.662599415228534,Male,,0.8579199048321793 +33,3163.153911380623,69,54.662599415228534,Male,1,0.7955898960776203 +34,0.0,61,82.0404594562569,Male,,12.703800407212645 +34,55.1069020755357,61,82.0404594562569,Male,,12.366621819872629 +34,141.61845386362398,61,82.0404594562569,Male,,7.172856252747418 +34,429.7146286312104,61,82.0404594562569,Male,1,5.389822225195078 +35,0.0,63,53.42588382978267,Female,,5.871696554340205 +35,73.54768917008143,63,53.42588382978267,Female,,6.026115632642968 +35,143.99309529756383,63,53.42588382978267,Female,,5.914557637572353 +35,200.40657750761125,63,53.42588382978267,Female,,5.928783503507816 +35,264.1554932600476,63,53.42588382978267,Female,,5.983688133251138 +35,293.059275998196,63,53.42588382978267,Female,,5.870817429234107 +35,1090.0119702120237,63,53.42588382978267,Female,1,5.030583340384244 +36,0.0,74,84.9613636251319,Female,,9.740480348932325 +36,60.726963888007006,74,84.9613636251319,Female,,9.493058439645331 +36,142.3488981749277,74,84.9613636251319,Female,,9.421101067171417 +36,168.74311137213462,74,84.9613636251319,Female,,9.479114594873133 +36,238.14491269180124,74,84.9613636251319,Female,,9.172214392622424 +36,557.9477569255829,74,84.9613636251319,Female,0,7.520879838767833 +37,0.0,71,81.29280089730253,Female,,18.15452386796744 +37,79.3711331901852,71,81.29280089730253,Female,,16.130205425533333 +37,108.40178844407518,71,81.29280089730253,Female,,13.951077593977988 +37,327.97100823440445,71,81.29280089730253,Female,1,6.374632239244404 +38,0.0,53,93.56390673055836,Female,,12.149852588149816 +38,53.28727919647616,53,93.56390673055836,Female,,11.740378445913073 +38,125.78583990364781,53,93.56390673055836,Female,,11.980633599417645 +38,198.3522451657041,53,93.56390673055836,Female,,12.446940191499927 +38,222.24163473890482,53,93.56390673055836,Female,,12.032473686711967 +38,853.4124775093459,53,93.56390673055836,Female,1,9.006524439087407 +39,0.0,68,60.46585395888058,Female,,8.53428392106267 +39,51.56270886681808,68,60.46585395888058,Female,,8.535465186019119 +39,99.43084223441984,68,60.46585395888058,Female,,8.501761446899735 +39,269.47563844143275,68,60.46585395888058,Female,1,7.903328143721581 +40,0.0,62,74.49977441864957,Male,,9.772879857833455 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+42,246.75206461169932,71,61.93023852666038,Female,1,9.529056091214187 +43,0.0,59,90.63181357564889,Male,,2.958627705831426 +43,58.54461261462202,59,90.63181357564889,Male,,1.7228896288314353 +43,138.57398238934732,59,90.63181357564889,Male,,1.448417163546682 +43,172.86212256283545,59,90.63181357564889,Male,,1.4099010281851012 +43,225.8280285124825,59,90.63181357564889,Male,,1.4415128704637596 +43,334.7781220050836,59,90.63181357564889,Male,,1.4027583320366905 +43,359.53852984546455,59,90.63181357564889,Male,,1.4814141847879756 +43,485.76400699792816,59,90.63181357564889,Male,,1.4730483972671455 +43,1943.1379517831024,59,90.63181357564889,Male,1,1.5240826598701398 +44,0.0,57,79.88353441507245,Male,,20.074594508141796 +44,57.87272436734711,57,79.88353441507245,Male,,19.989652316672814 +44,115.51015932993313,57,79.88353441507245,Male,,19.78076480319205 +44,167.90823454981762,57,79.88353441507245,Male,,19.7238351272493 +44,194.8281550144524,57,79.88353441507245,Male,,19.87787012115755 +44,230.0410265183489,57,79.88353441507245,Male,,19.78954003690168 +44,262.6354461861487,57,79.88353441507245,Male,,19.707847773414706 +44,322.5905983772136,57,79.88353441507245,Male,,19.311892210032187 +44,378.29551490796257,57,79.88353441507245,Male,,18.968873095279697 +44,1150.2044905315697,57,79.88353441507245,Male,1,13.990030932260792 +45,0.0,42,98.28492616459397,Male,,9.532126888975588 +45,76.90049516605369,42,98.28492616459397,Male,,5.177241543656428 +45,147.93138092106494,42,98.28492616459397,Male,,3.262769341156882 +45,154.72701261868232,42,98.28492616459397,Male,,3.2014405164677044 +45,205.4747967234811,42,98.28492616459397,Male,,3.137525593413582 +45,261.6539321455464,42,98.28492616459397,Male,,3.0899263210562466 +45,298.6004562877705,42,98.28492616459397,Male,,3.2289032876431625 +45,332.85650709570854,42,98.28492616459397,Male,,3.1249781009298534 +45,610.6459634201491,42,98.28492616459397,Male,1,3.17310222826386 +46,0.0,56,58.10457864632265,Male,,5.041627305265006 +46,66.93665862462102,56,58.10457864632265,Male,,5.00188097377771 +46,147.6080045538517,56,58.10457864632265,Male,,4.4719122298607585 +46,166.41821519755092,56,58.10457864632265,Male,,4.3019054179525815 +46,211.81438105105565,56,58.10457864632265,Male,,3.970275943634232 +46,241.37113905403956,56,58.10457864632265,Male,,3.8120080327373116 +46,332.06158001793335,56,58.10457864632265,Male,,3.5074426932636023 +46,387.3762693236088,56,58.10457864632265,Male,,3.3725747174413407 +46,455.687140674434,56,58.10457864632265,Male,,3.249916820852645 +46,492.6029211962151,56,58.10457864632265,Male,,3.212897250809922 +46,522.606530924173,56,58.10457864632265,Male,,3.167336635383714 +46,624.6214381225974,56,58.10457864632265,Male,,3.045584998558325 +46,639.2797566908613,56,58.10457864632265,Male,,3.0053460039085897 +46,770.220040330255,56,58.10457864632265,Male,,2.9502447462080177 +46,875.0217101973338,56,58.10457864632265,Male,,2.8537976647770904 +46,907.0951201657206,56,58.10457864632265,Male,,2.843531515054755 +46,926.2555771706271,56,58.10457864632265,Male,,2.8058956894120795 +46,977.1367448146264,56,58.10457864632265,Male,,2.814833797684736 +46,1031.7433955333897,56,58.10457864632265,Male,,2.8091691436023427 +46,1076.5790550655536,56,58.10457864632265,Male,,2.7673514616734494 +46,1111.9201822602465,56,58.10457864632265,Male,,2.7707577729657706 +46,1266.962332803786,56,58.10457864632265,Male,,2.727467547316267 +46,1373.3163616411045,56,58.10457864632265,Male,,2.701438538411654 +46,2214.495009033112,56,58.10457864632265,Male,1,2.628222334061036 +47,0.0,73,72.78696389642914,Male,,11.30287694411751 +47,61.92984813789279,73,72.78696389642914,Male,,7.003408423667511 +47,143.11010810777495,73,72.78696389642914,Male,,5.210915597961227 +47,275.25599008864407,73,72.78696389642914,Male,1,5.099960432029924 +48,0.0,53,88.55333297262999,Male,,12.489637807227302 +48,78.47745765997715,53,88.55333297262999,Male,,12.505750081896329 +48,109.95526601768228,53,88.55333297262999,Male,,12.337240240236333 +48,319.022814013487,53,88.55333297262999,Male,1,9.499115582072399 +49,0.0,69,36.39150583405756,Female,,25.77039290650679 +49,72.70279897687678,69,36.39150583405756,Female,,23.750679551778 +49,121.20684325850996,69,36.39150583405756,Female,,18.425190639274227 +49,175.9016176910002,69,36.39150583405756,Female,1,15.286591824050719 +50,0.0,71,88.07343446934443,Female,,5.670237971421299 +50,71.32481655308774,71,88.07343446934443,Female,,5.513248132606478 +50,132.47144970595045,71,88.07343446934443,Female,,5.5975679239889065 +50,181.67876875549177,71,88.07343446934443,Female,,5.727770111020122 +50,248.86224325860195,71,88.07343446934443,Female,,5.647367349782429 +50,312.62118195142625,71,88.07343446934443,Female,,5.66887025373392 +50,350.12975947708173,71,88.07343446934443,Female,,5.600956199949471 +50,1780.0521653647054,71,88.07343446934443,Female,1,4.387290487090059 +51,0.0,55,70.51868073997504,Male,,4.010737336120028 +51,65.65361320039742,55,70.51868073997504,Male,,4.130060586402038 +51,108.15202740952705,55,70.51868073997504,Male,,4.094553563055975 +51,201.14039307358647,55,70.51868073997504,Male,1,4.22095051986584 +52,0.0,56,75.374133882732,Male,,15.604613915102455 +52,76.37132096629692,56,75.374133882732,Male,,15.55290097581576 +52,212.6175242283006,56,75.374133882732,Male,1,13.608128559177574 +53,0.0,64,67.28562645305846,Female,,5.237596213220517 +53,71.35018438282434,64,67.28562645305846,Female,,4.418931703123687 +53,147.8149891921171,64,67.28562645305846,Female,,2.082281384958515 +53,196.08187317670584,64,67.28562645305846,Female,,1.9078027765987295 +53,244.79790580676078,64,67.28562645305846,Female,,1.8452852389882584 +53,324.8268217999473,64,67.28562645305846,Female,,1.791434660989575 +53,401.3817226082964,64,67.28562645305846,Female,,1.7703091553547576 +53,456.64674829526035,64,67.28562645305846,Female,,1.7845153536770453 +53,537.7051857229991,64,67.28562645305846,Female,,1.7914210708018963 +53,649.1244873941405,64,67.28562645305846,Female,,1.8030086017219662 +53,790.4942629634206,64,67.28562645305846,Female,,1.8174824214116616 +53,790.5146028974467,64,67.28562645305846,Female,,1.8109837622847769 +53,869.554481943843,64,67.28562645305846,Female,,1.8197461008010603 +53,1012.183103047903,64,67.28562645305846,Female,,1.8221524188192084 +53,1043.7285344786903,64,67.28562645305846,Female,,1.8185259424849287 +53,1177.5383682499967,64,67.28562645305846,Female,,1.832162473105187 +53,1341.4108129498393,64,67.28562645305846,Female,,1.8302422534978615 +53,1350.5782681898852,64,67.28562645305846,Female,,1.829301346118585 +53,1441.2407454026538,64,67.28562645305846,Female,,1.8322369217678451 +53,1566.746972333941,64,67.28562645305846,Female,,1.8386890289583508 +53,1624.5883155733259,64,67.28562645305846,Female,,1.843044353439339 +53,1669.7929028000176,64,67.28562645305846,Female,,1.849764449388778 +53,1686.1715828116423,64,67.28562645305846,Female,,1.842220144131472 +53,4515.368817649408,64,67.28562645305846,Female,0,2.0349700368500407 +54,0.0,75,63.54311201471086,Male,,4.834717779709516 +54,80.31694395155698,75,63.54311201471086,Male,,4.746167374609486 +54,129.122914953829,75,63.54311201471086,Male,,4.045371895730152 +54,169.38144685111484,75,63.54311201471086,Male,,3.5186639258441446 +54,205.94909324334498,75,63.54311201471086,Male,,3.2104341733194475 +54,230.6494158311647,75,63.54311201471086,Male,,3.1517742042663617 +54,303.41463894860004,75,63.54311201471086,Male,,2.8010888408101895 +54,324.99203632321,75,63.54311201471086,Male,,2.754517039501782 +54,392.7622895298079,75,63.54311201471086,Male,,2.6015978321603765 +54,412.4120904460905,75,63.54311201471086,Male,,2.5356442996004556 +54,1331.574315634838,75,63.54311201471086,Male,1,1.8576048601587993 +55,0.0,63,128.35336584883575,Female,,6.2000361867428415 +55,77.99709848498692,63,128.35336584883575,Female,,4.8179956875518615 +55,163.72499573742877,63,128.35336584883575,Female,,3.2437700196032186 +55,253.83636094089496,63,128.35336584883575,Female,,2.7991545270336937 +55,1267.2353138294438,63,128.35336584883575,Female,1,2.079518288350097 +56,0.0,57,66.88045028786347,Female,,5.40903292748451 +56,61.24918094018254,57,66.88045028786347,Female,,5.478480893059886 +56,136.60134690574884,57,66.88045028786347,Female,,5.442503809116125 +56,186.45843639358847,57,66.88045028786347,Female,,5.404134742164882 +56,408.4661872211051,57,66.88045028786347,Female,1,5.382978685722902 +57,0.0,70,92.00533861532254,Male,,9.623508355053195 +57,67.95982030872756,70,92.00533861532254,Male,,9.323882761739274 +57,121.6911191171621,70,92.00533861532254,Male,,9.360278880884264 +57,171.9747495101794,70,92.00533861532254,Male,,9.154431649642966 +57,211.81908691985976,70,92.00533861532254,Male,,9.560682077560994 +57,257.26491861505957,70,92.00533861532254,Male,,9.383277023644276 +57,300.246991990603,70,92.00533861532254,Male,,9.531088239588794 +57,324.1879222191051,70,92.00533861532254,Male,,9.45913062327331 +57,369.1636401427989,70,92.00533861532254,Male,,9.338142759856778 +57,411.1466675332883,70,92.00533861532254,Male,,9.370223543824853 +57,475.3919454562372,70,92.00533861532254,Male,,9.289949008485575 +57,609.7712358221538,70,92.00533861532254,Male,,8.984803786493739 +57,698.9904657594903,70,92.00533861532254,Male,,8.702496836932932 +57,746.6020402325606,70,92.00533861532254,Male,,8.53940647990356 +57,775.5449479032769,70,92.00533861532254,Male,,8.206321274632005 +57,950.0109148299833,70,92.00533861532254,Male,,7.831837236007588 +57,978.0614771788937,70,92.00533861532254,Male,,8.18177185665159 +57,1043.8422309075916,70,92.00533861532254,Male,,8.009731999134823 +57,1118.3238806862992,70,92.00533861532254,Male,,7.917935308087148 +57,1161.5042207895565,70,92.00533861532254,Male,,7.519719853654243 +57,1188.556270845688,70,92.00533861532254,Male,,7.650456913507811 +57,1213.6980327030853,70,92.00533861532254,Male,,7.772089888352361 +57,1377.2278495299724,70,92.00533861532254,Male,,7.177306460811443 +57,1396.2127545986236,70,92.00533861532254,Male,,7.279392221875039 +57,3589.5472481269007,70,92.00533861532254,Male,1,5.66934679792647 +58,0.0,41,55.79643184628067,Female,,6.248416067585091 +58,69.69843807368332,41,55.79643184628067,Female,,6.221200326407141 +58,109.56796274652851,41,55.79643184628067,Female,,6.294648438527553 +58,156.87790902329857,41,55.79643184628067,Female,,6.189491598946061 +58,227.56456801022352,41,55.79643184628067,Female,1,6.248968741150284 +59,0.0,66,98.47292399644164,Male,,7.5851528637337715 +59,72.71981103892911,66,98.47292399644164,Male,,7.587948423194898 +59,120.97039952323803,66,98.47292399644164,Male,,7.7529487797761645 +59,196.3381655194501,66,98.47292399644164,Male,,7.598004195077861 +59,487.73908885516636,66,98.47292399644164,Male,1,6.701227400331895 +60,0.0,78,93.12277066194629,Male,,11.796617474920504 +60,71.60929261769562,78,93.12277066194629,Male,,11.702411899631263 +60,146.30349276873443,78,93.12277066194629,Male,,10.096582619953974 +60,180.79109871717813,78,93.12277066194629,Male,,9.275298026182655 +60,222.32690879761194,78,93.12277066194629,Male,,8.6072950362509 +60,238.44451287192337,78,93.12277066194629,Male,,8.403531052776236 +60,692.831969358761,78,93.12277066194629,Male,1,6.333426357826932 +61,0.0,60,53.57941106963793,Female,,12.255265592925078 +61,74.47816870788009,60,53.57941106963793,Female,,7.410411432643691 +61,104.77664299517332,60,53.57941106963793,Female,,6.374754605551328 +61,149.41707367186785,60,53.57941106963793,Female,1,5.8599935210695415 +62,0.0,70,51.66619925998553,Female,,12.469390519960873 +62,53.72879624531997,70,51.66619925998553,Female,,11.572859622949672 +62,124.0135075793988,70,51.66619925998553,Female,,9.62642630268133 +62,152.23164141430286,70,51.66619925998553,Female,,9.020989791511155 +62,207.35845360956412,70,51.66619925998553,Female,,8.480688784644018 +62,249.11325800300648,70,51.66619925998553,Female,,8.553185492833626 +62,316.461945825387,70,51.66619925998553,Female,,8.131492155231784 +62,913.3493453365276,70,51.66619925998553,Female,1,5.217539901280018 +63,0.0,64,35.624521728194715,Female,,21.779736037250668 +63,56.26475061253915,64,35.624521728194715,Female,,21.42294982390158 +63,115.08601428020012,64,35.624521728194715,Female,,21.41552902127233 +63,589.270003236203,64,35.624521728194715,Female,1,18.286112650174324 +64,0.0,74,83.23654781367135,Male,,14.763249294293912 +64,74.30732067071986,74,83.23654781367135,Male,,13.965824725694544 +64,115.39166450652931,74,83.23654781367135,Male,,6.990872468068706 +64,165.70516980860847,74,83.23654781367135,Male,,5.054177638584353 +64,215.38669097039497,74,83.23654781367135,Male,,4.759152394067442 +64,258.81988886392287,74,83.23654781367135,Male,,4.689618672714873 +64,302.17851583410777,74,83.23654781367135,Male,,4.629939167711798 +64,327.9220155366967,74,83.23654781367135,Male,,4.609964004187187 +64,331.91549005052406,74,83.23654781367135,Male,,4.603341580664565 +64,441.9110154772042,74,83.23654781367135,Male,,4.517661216904243 +64,478.1936595699946,74,83.23654781367135,Male,,4.517262622305862 +64,863.1604359972613,74,83.23654781367135,Male,1,4.357521979441193 +65,0.0,67,74.0672148230878,Male,,7.714736211947615 +65,63.248503246759796,67,74.0672148230878,Male,,7.073964437807504 +65,147.31400670810024,67,74.0672148230878,Male,,-0.00030102893130492885 +65,216.6218999410343,67,74.0672148230878,Male,,8.098610376415097e-5 +65,308.02139630827844,67,74.0672148230878,Male,,2.9206828508957754e-5 +65,366.121215918306,67,74.0672148230878,Male,,0.00020371677994684807 +65,1213.4601588183154,67,74.0672148230878,Male,1,2.1446870182872466e-5 +66,0.0,63,39.25726876070654,Male,,5.205301494255068 +66,70.21345352199609,63,39.25726876070654,Male,,3.2298985169267778 +66,96.14521286767004,63,39.25726876070654,Male,,2.7628031462477565 +66,470.6575305892643,63,39.25726876070654,Male,1,2.4908234111521352 +67,0.0,63,78.03695853672356,Male,,4.0082770222910895 +67,70.45096291958184,63,78.03695853672356,Male,,4.019549271952587 +67,116.71120025686473,63,78.03695853672356,Male,1,3.5801651445030944 +68,0.0,72,82.24006325475379,Male,,3.405825433935954 +68,63.16012215191245,72,82.24006325475379,Male,,1.9878648865737552 +68,137.7247010329892,72,82.24006325475379,Male,,1.5246343765381836 +68,329.5158833853233,72,82.24006325475379,Male,1,1.4666350765868916 +69,0.0,76,93.48057828980771,Male,,7.526444227373508 +69,74.18196245095314,76,93.48057828980771,Male,,7.679612866466226 +69,123.47871525356665,76,93.48057828980771,Male,,7.607860871863507 +69,158.98168267854774,76,93.48057828980771,Male,,7.558766542799143 +69,217.3928103689713,76,93.48057828980771,Male,,7.127901578973598 +69,242.38650993289878,76,93.48057828980771,Male,,7.5192748273589896 +69,303.67286555488056,76,93.48057828980771,Male,,6.973376704181209 +69,325.8604656913994,76,93.48057828980771,Male,,6.937324784490798 +69,405.8728663951324,76,93.48057828980771,Male,,5.945153964543385 +69,423.30331398313473,76,93.48057828980771,Male,,6.115681299659198 +69,721.0068565865802,76,93.48057828980771,Male,1,5.761106269008645 +70,0.0,58,86.78392451787794,Male,,4.948786167592589 +70,71.4488471282691,58,86.78392451787794,Male,,3.1501344905816673 +70,115.84752392227816,58,86.78392451787794,Male,,1.644197811521118 +70,276.65449008913043,58,86.78392451787794,Male,1,1.4638040492076572 +71,0.0,54,65.01639242210747,Female,,21.464699853787057 +71,67.79025217609107,54,65.01639242210747,Female,,21.477539966603526 +71,112.43212603773483,54,65.01639242210747,Female,,21.679771625156125 +71,159.25311426279657,54,65.01639242210747,Female,,20.712647875840105 +71,204.97872085777362,54,65.01639242210747,Female,,11.751164569921364 +71,223.1021140366377,54,65.01639242210747,Female,,10.032657781004538 +71,336.28004701677156,54,65.01639242210747,Female,,8.179245038905623 +71,1522.8491747477785,54,65.01639242210747,Female,1,6.924500768465397 +72,0.0,72,56.002962133850396,Male,,3.430200676606508 +72,78.53043554637202,72,56.002962133850396,Male,,3.14812619379336 +72,158.745556228001,72,56.002962133850396,Male,,2.346730543884382 +72,224.96166233267306,72,56.002962133850396,Male,0,0.0442832318555672 +73,0.0,85,94.04028118476789,Male,,9.603228565687276 +73,74.19912358277553,85,94.04028118476789,Male,,8.68475338433983 +73,136.0335782474636,85,94.04028118476789,Male,,5.327870200557469 +73,196.34919551241384,85,94.04028118476789,Male,,4.216746373747343 +73,233.47432682512948,85,94.04028118476789,Male,,3.9006361643832035 +73,399.6635745754848,85,94.04028118476789,Male,1,3.3418703325094183 +74,0.0,49,69.66113626644771,Female,,13.318340132602735 +74,78.28679706380144,49,69.66113626644771,Female,,13.298556733801146 +74,120.34823511680392,49,69.66113626644771,Female,,13.196491490825265 +74,1044.471617589849,49,69.66113626644771,Female,1,7.490361730004983 +75,0.0,61,62.14664099130006,Male,,2.46929947337285 +75,74.46892209893119,61,62.14664099130006,Male,,2.5220231710487075 +75,126.14717677783507,61,62.14664099130006,Male,1,2.530176141622756 +76,0.0,63,97.11515340554219,Male,,21.60648172745551 +76,73.80028312163628,63,97.11515340554219,Male,,21.75072648901728 +76,120.35426820971823,63,97.11515340554219,Male,,21.491940789624294 +76,154.19072958556083,63,97.11515340554219,Male,,21.618333302241656 +76,212.6851938486084,63,97.11515340554219,Male,,21.454728964263072 +76,417.0905696504632,63,97.11515340554219,Male,1,21.008858138066625 +77,0.0,60,50.045892254891555,Female,,15.213386039969008 +77,75.72699868146621,60,50.045892254891555,Female,,15.1471099280729 +77,164.0395859817574,60,50.045892254891555,Female,,14.053713323864704 +77,200.24098688156369,60,50.045892254891555,Female,,13.253801289737478 +77,221.76888188490375,60,50.045892254891555,Female,,12.819406579710897 +77,430.79374524315483,60,50.045892254891555,Female,0,10.195042348130915 +78,0.0,70,71.91399499048461,Female,,4.379688988430979 +78,65.2304172398156,70,71.91399499048461,Female,,4.5377918659664935 +78,142.37760117804163,70,71.91399499048461,Female,,4.475505179632055 +78,193.23000107455331,70,71.91399499048461,Female,,4.408283600916683 +78,208.96955944577635,70,71.91399499048461,Female,,4.40523600652069 +78,338.5281515450185,70,71.91399499048461,Female,,4.336081253801829 +78,598.6733490074348,70,71.91399499048461,Female,1,4.114425878924901 +79,0.0,68,79.19547025134365,Male,,1.0390528794566116 +79,71.55906845896766,68,79.19547025134365,Male,,1.041195033167844 +79,107.23779770154387,68,79.19547025134365,Male,,1.0411448774640122 +79,138.29888335073954,68,79.19547025134365,Male,,1.036816972363567 +79,161.7231425175183,68,79.19547025134365,Male,,1.0358318142665344 +79,192.95991235753368,68,79.19547025134365,Male,,1.0342590726984253 +79,284.70845678981743,68,79.19547025134365,Male,1,1.0351136449992757 +80,0.0,51,79.53509303356181,Female,,11.769196056282151 +80,51.500138300612065,51,79.53509303356181,Female,,11.79975516635992 +80,109.1094446275072,51,79.53509303356181,Female,,11.783722403135824 +80,135.29792164472843,51,79.53509303356181,Female,,11.814537506634496 +80,185.41427768994694,51,79.53509303356181,Female,,11.770435611759279 +80,211.45477362611084,51,79.53509303356181,Female,,11.778428941804897 +80,243.1038788374653,51,79.53509303356181,Female,,11.781476994913396 +80,295.19856862489485,51,79.53509303356181,Female,,11.771555477836758 +80,324.0731896188732,51,79.53509303356181,Female,,11.79404150579256 +80,477.713479385006,51,79.53509303356181,Female,,11.756082928941815 +80,568.6724557584132,51,79.53509303356181,Female,,11.734798874957082 +80,592.0571278823029,51,79.53509303356181,Female,,11.687316400597263 +80,651.1074232446622,51,79.53509303356181,Female,,11.602047970573958 +80,720.3608291687975,51,79.53509303356181,Female,,11.480760146597293 +80,925.6713791440585,51,79.53509303356181,Female,,11.135565258516442 +80,970.8452931347815,51,79.53509303356181,Female,,11.044545745104733 +80,1060.1876575619474,51,79.53509303356181,Female,,10.887492793291475 +80,1069.991386169478,51,79.53509303356181,Female,,10.858269473018964 +80,1201.2118473131413,51,79.53509303356181,Female,,10.631254699517465 +80,1256.9440486215904,51,79.53509303356181,Female,,10.543394960687705 +80,3191.4353334444145,51,79.53509303356181,Female,1,8.332655585673713 +81,0.0,72,97.38411494725776,Female,,5.390364829610584 +81,66.03094605984614,72,97.38411494725776,Female,,5.567888796488398 +81,129.01530012551072,72,97.38411494725776,Female,,5.4642620818725165 +81,176.5077874643829,72,97.38411494725776,Female,,5.3953882045198 +81,193.1863978110428,72,97.38411494725776,Female,,5.3814152405950555 +81,652.5589796802535,72,97.38411494725776,Female,1,4.031358618926568 +82,0.0,73,70.95133179919591,Female,,11.379665462199986 +82,69.03668447896231,73,70.95133179919591,Female,,10.870442024932093 +82,116.44884731044007,73,70.95133179919591,Female,,10.74601790772922 +82,232.37529347708312,73,70.95133179919591,Female,1,7.206830907796928 +83,0.0,67,64.67662237469298,Female,,6.632908873080381 +83,58.519386431493984,67,64.67662237469298,Female,,5.475065371037807 +83,165.13701103388004,67,64.67662237469298,Female,,3.399963953402861 +83,427.51312853293456,67,64.67662237469298,Female,1,3.2284545048131945 +84,0.0,72,85.65327931868892,Male,,8.784331021008022 +84,64.31045984423568,72,85.65327931868892,Male,,5.137638293649939 +84,120.72548113089321,72,85.65327931868892,Male,,3.0986951082992675 +84,162.93565536979415,72,85.65327931868892,Male,,2.8971082463625657 +84,404.4939435097477,72,85.65327931868892,Male,0,2.8336071239255993 +85,0.0,59,48.80508979418789,Male,,11.08077522830153 +85,57.09682488081051,59,48.80508979418789,Male,,11.103856869998356 +85,141.5719513516847,59,48.80508979418789,Male,1,10.607351739607731 +86,0.0,60,60.39605661038553,Female,,10.205488737184114 +86,66.93534030431596,60,60.39605661038553,Female,,10.67272393982754 +86,92.69344229723924,60,60.39605661038553,Female,,10.494723336893474 +86,280.6900437749919,60,60.39605661038553,Female,1,9.37703832105867 +87,0.0,76,103.54711278742138,Male,,12.406102940484462 +87,76.54848453205507,76,103.54711278742138,Male,,12.33996560781017 +87,134.0428031025895,76,103.54711278742138,Male,,12.288272321484666 +87,173.7737413842967,76,103.54711278742138,Male,,12.268365407120195 +87,236.08349837664565,76,103.54711278742138,Male,,11.97074872989042 +87,243.57613929812425,76,103.54711278742138,Male,,12.101539444112465 +87,306.1603866384937,76,103.54711278742138,Male,,12.000323701150243 +87,342.2105137434918,76,103.54711278742138,Male,,11.71654945449447 +87,1881.6815561542471,76,103.54711278742138,Male,1,7.182701083839577 +88,0.0,79,65.30088177216174,Male,,7.115903418205353 +88,78.76810485244316,79,65.30088177216174,Male,,5.177675874363241 +88,140.58730268594576,79,65.30088177216174,Male,1,3.931523979736242 +89,0.0,72,84.9928951876871,Male,,10.993452938036109 +89,61.204954507942475,72,84.9928951876871,Male,,10.916490783560153 +89,181.55063028261682,72,84.9928951876871,Male,1,3.251368842385324 +90,0.0,66,95.65876799644347,Male,,4.1921117781134525 +90,76.37036786629983,66,95.65876799644347,Male,,4.164548466974243 +90,115.89848399750962,66,95.65876799644347,Male,,4.153463942287796 +90,150.60046617391654,66,95.65876799644347,Male,,4.17887064491541 +90,221.31936046146018,66,95.65876799644347,Male,,4.129304133935798 +90,241.161748823747,66,95.65876799644347,Male,,4.146265351718105 +90,317.0806460139742,66,95.65876799644347,Male,,4.135381770797251 +90,360.1902739427621,66,95.65876799644347,Male,,4.135830705754064 +90,445.4792937222602,66,95.65876799644347,Male,,4.1290397773777565 +90,1424.2661651031826,66,95.65876799644347,Male,1,3.5634516619784113 +91,0.0,72,87.22711032715173,Male,,7.57077072863138 +91,66.06676844112606,72,87.22711032715173,Male,,7.571340842246025 +91,524.7639723043013,72,87.22711032715173,Male,1,7.502171600509049 +92,0.0,66,63.29406913469,Male,,5.426118443152128 +92,71.69982238510457,66,63.29406913469,Male,,5.405502718840321 +92,146.33597737950217,66,63.29406913469,Male,,2.754245748253307 +92,192.29983792093833,66,63.29406913469,Male,,2.391684373213654 +92,248.92233214201437,66,63.29406913469,Male,,2.292822156059261 +92,297.7195095238805,66,63.29406913469,Male,,2.264173284278986 +92,330.5572870932333,66,63.29406913469,Male,,2.2507110248182367 +92,481.8208014680286,66,63.29406913469,Male,,2.1874388842183676 +92,1277.6152791247796,66,63.29406913469,Male,1,1.960591473639815 +93,0.0,64,73.4024726155132,Male,,9.565713292027823 +93,71.30548049341466,64,73.4024726155132,Male,,9.574412169001626 +93,128.4983850156315,64,73.4024726155132,Male,,9.59893632751594 +93,176.29101972003093,64,73.4024726155132,Male,,9.581002534198582 +93,241.74254266499324,64,73.4024726155132,Male,,9.467195019504844 +93,266.0249911640194,64,73.4024726155132,Male,,9.420932906113082 +93,309.8134219036691,64,73.4024726155132,Male,,9.259933246621392 +93,389.26053401845854,64,73.4024726155132,Male,,8.97110252265044 +93,431.92904098109295,64,73.4024726155132,Male,,8.733196753653745 +93,445.88160734710226,64,73.4024726155132,Male,,8.62514821487468 +93,481.41261244781214,64,73.4024726155132,Male,,8.440776839053461 +93,893.9634213913531,64,73.4024726155132,Male,1,7.02467180694257 +94,0.0,83,82.96998446612166,Male,,6.051558527804607 +94,70.60216015695686,83,82.96998446612166,Male,,5.139419993299178 +94,131.50847151341824,83,82.96998446612166,Male,,3.0783371863179383 +94,167.67856712077725,83,82.96998446612166,Male,1,2.909186218436944 +95,0.0,84,87.9818126353184,Male,,14.526524357125254 +95,67.03186040087157,84,87.9818126353184,Male,,14.348887484719059 +95,137.6918780699514,84,87.9818126353184,Male,,8.198008010406644 +95,291.0831087974995,84,87.9818126353184,Male,1,4.886713055328327 +96,0.0,65,66.48387392743638,Female,,18.390279170052168 +96,78.34621095809273,65,66.48387392743638,Female,,17.815319048655407 +96,133.66055177528227,65,66.48387392743638,Female,,16.67908060798911 +96,209.0134137012886,65,66.48387392743638,Female,,15.551228882276634 +96,234.150222328598,65,66.48387392743638,Female,,15.220675130854543 +96,342.1947144981659,65,66.48387392743638,Female,,15.822894912960239 +96,1162.8984575779423,65,66.48387392743638,Female,1,12.71523919199595 +97,0.0,57,66.07191472470629,Male,,4.9706394052947065 +97,74.50204718953013,57,66.07191472470629,Male,,3.0642341784644045 +97,113.81564254450092,57,66.07191472470629,Male,,2.5428380659895664 +97,169.66314269780275,57,66.07191472470629,Male,1,2.3524961804566917 +98,0.0,68,62.27324601937931,Female,,15.387149691683291 +98,65.14338707604028,68,62.27324601937931,Female,,9.092613886301546 +98,121.08088908120416,68,62.27324601937931,Female,,7.2089713262776005 +98,184.2299006033297,68,62.27324601937931,Female,,6.952297689021343 +98,215.89445478990183,68,62.27324601937931,Female,,6.9176554779045585 +98,230.45375617598873,68,62.27324601937931,Female,,6.984092036758577 +98,312.9748980004004,68,62.27324601937931,Female,,7.017800596072621 +98,351.9779902633893,68,62.27324601937931,Female,,7.062085540735042 +98,737.7988342768733,68,62.27324601937931,Female,1,7.102057687646322 +99,0.0,77,114.9191573226405,Male,,4.025786545606334 +99,49.90209233604979,77,114.9191573226405,Male,,3.9959512300453204 +99,120.1095417463695,77,114.9191573226405,Male,,3.867628688982873 +99,151.2725592924486,77,114.9191573226405,Male,,3.9066088314341805 +99,205.7208203184662,77,114.9191573226405,Male,,3.8881734848391067 +99,277.94053351611996,77,114.9191573226405,Male,,3.8413724933271842 +99,637.5545315055812,77,114.9191573226405,Male,1,3.727332437512404 +100,0.0,40,101.2053114024834,Female,,9.349897571105444 +100,64.44922206016086,40,101.2053114024834,Female,,8.93900658219161 +100,114.56472004512545,40,101.2053114024834,Female,,6.505907148776429 +100,180.47541221550367,40,101.2053114024834,Female,,5.361266268217009 +100,271.69578656338695,40,101.2053114024834,Female,1,5.176348048573603 +101,0.0,53,91.9098214713173,Male,,5.4865944236080555 +101,46.282397710962925,53,91.9098214713173,Male,,5.934756806743295 +101,131.870638187225,53,91.9098214713173,Male,,5.746886796508351 +101,169.21706822111432,53,91.9098214713173,Male,,5.323074783817647 +101,205.7825926527665,53,91.9098214713173,Male,,5.488140464954163 +101,309.28942365431277,53,91.9098214713173,Male,,5.416313008283361 +101,352.4986404634842,53,91.9098214713173,Male,,5.5054163873769575 +101,409.13152065865125,53,91.9098214713173,Male,,5.274128595206314 +101,416.44845545118204,53,91.9098214713173,Male,,5.137366861400453 +101,473.8463119518096,53,91.9098214713173,Male,,5.04718654476183 +101,542.0540793655293,53,91.9098214713173,Male,,5.102686675406932 +101,563.3023852085853,53,91.9098214713173,Male,,4.958071088718921 +101,648.6804390874836,53,91.9098214713173,Male,,4.5498563712822 +101,4118.802102339381,53,91.9098214713173,Male,0,2.5400072929049653 +102,0.0,59,72.58126748041003,Female,,6.919729828095455 +102,74.8217305437967,59,72.58126748041003,Female,,6.803780906972758 +102,112.48329038176607,59,72.58126748041003,Female,,5.42747761993457 +102,183.9981237431261,59,72.58126748041003,Female,,2.3316857697958144 +102,368.9389010078684,59,72.58126748041003,Female,1,1.1862035756542317 +103,0.0,63,71.61209683472029,Female,,4.298914918898546 +103,77.86804557974901,63,71.61209683472029,Female,,4.137947225867817 +103,117.70236265923523,63,71.61209683472029,Female,,3.5019875641813134 +103,157.03022634236714,63,71.61209683472029,Female,,2.808500816247643 +103,227.07452465253095,63,71.61209683472029,Female,1,2.3389005822522067 +104,0.0,71,62.96948526002485,Female,,4.448186207033331 +104,68.76208966440028,71,62.96948526002485,Female,,4.4591016647139 +104,152.40382311572714,71,62.96948526002485,Female,,4.382881346749484 +104,186.79189486628007,71,62.96948526002485,Female,,4.404777614322651 +104,211.4074414435964,71,62.96948526002485,Female,,4.445506819402165 +104,285.8688846465586,71,62.96948526002485,Female,,4.431318980970664 +104,369.4308120562746,71,62.96948526002485,Female,,4.368819081799195 +104,517.0543921103624,71,62.96948526002485,Female,,4.510233408538981 +104,593.1561235983513,71,62.96948526002485,Female,,4.480878844935286 +104,663.9365045857152,71,62.96948526002485,Female,,4.380339591440265 +104,808.7449541341686,71,62.96948526002485,Female,,4.354728886435201 +104,2212.0554420210974,71,62.96948526002485,Female,1,3.68101096810988 +105,0.0,54,85.66946901369668,Male,,11.187967284132304 +105,67.86815843110551,54,85.66946901369668,Male,,10.443953533452248 +105,158.17798819352262,54,85.66946901369668,Male,,5.4231199196440585 +105,220.1834664167872,54,85.66946901369668,Male,,5.2612841241239865 +105,231.7248315642317,54,85.66946901369668,Male,,5.361319784127248 +105,277.45833402588323,54,85.66946901369668,Male,,5.445463284942908 +105,604.9354106205543,54,85.66946901369668,Male,1,5.547580262204166 +106,0.0,68,56.67638390674794,Female,,5.506029817444272 +106,62.43350539466605,68,56.67638390674794,Female,,5.502599457932802 +106,132.97913713859904,68,56.67638390674794,Female,,5.344198566340074 +106,538.3667223398412,68,56.67638390674794,Female,1,3.5114590896085596 +107,0.0,56,65.83939706840586,Male,,16.853865900422402 +107,59.820967344702474,56,65.83939706840586,Male,,16.647836875212118 +107,111.79980992214877,56,65.83939706840586,Male,,9.857198134315748 +107,146.30144116975166,56,65.83939706840586,Male,,8.45741110327283 +107,197.67656658443573,56,65.83939706840586,Male,,7.918380367240964 +107,220.24110316291242,56,65.83939706840586,Male,,7.603436154919919 +107,275.28572965374957,56,65.83939706840586,Male,,7.827129201476227 +107,321.8690624571402,56,65.83939706840586,Male,,8.265853587168767 +107,389.61910094310525,56,65.83939706840586,Male,,7.755877368709509 +107,412.8319060257726,56,65.83939706840586,Male,,7.981836117336645 +107,513.8797782431403,56,65.83939706840586,Male,,7.91855690993418 +107,527.7598055186079,56,65.83939706840586,Male,,7.330022255013691 +107,632.2535042921062,56,65.83939706840586,Male,,7.447854714907222 +107,684.0701407530513,56,65.83939706840586,Male,,7.588564263466951 +107,696.4482768287379,56,65.83939706840586,Male,,6.92222000745552 +107,863.6106342018311,56,65.83939706840586,Male,,6.978153720516818 +107,923.4682253275129,56,65.83939706840586,Male,,6.680179502351166 +107,1301.285186569563,56,65.83939706840586,Male,0,6.224175029853358 +108,0.0,59,104.73570755909412,Male,,14.04888206305256 +108,65.89647437923894,59,104.73570755909412,Male,,13.874736469341189 +108,172.6473617158143,59,104.73570755909412,Male,,13.855570490908885 +108,234.51076633191758,59,104.73570755909412,Male,,13.799239510495113 +108,291.1316987169042,59,104.73570755909412,Male,,13.310153765773299 +108,384.1448342896165,59,104.73570755909412,Male,,12.804633387784241 +108,453.95114204375403,59,104.73570755909412,Male,,12.199435475518852 +108,539.3750976779838,59,104.73570755909412,Male,,11.557387556333602 +108,637.6604066644128,59,104.73570755909412,Male,,11.073634267428963 +108,695.1645201348364,59,104.73570755909412,Male,,10.683723358105292 +108,718.5800386954726,59,104.73570755909412,Male,,10.407818601467646 +108,843.0598100862593,59,104.73570755909412,Male,,10.076130867121773 +108,915.2839175182904,59,104.73570755909412,Male,,9.620756673832593 +108,1029.743791716745,59,104.73570755909412,Male,,9.465614927453387 +108,1141.4028972137187,59,104.73570755909412,Male,,9.203522659706922 +108,1173.1306162809553,59,104.73570755909412,Male,,9.000950048789148 +108,2999.4008627515877,59,104.73570755909412,Male,1,7.362856102434256 +109,0.0,65,81.76496445425146,Male,,5.372874981783603 +109,75.8453169107186,65,81.76496445425146,Male,,5.267072534931029 +109,166.37540219445242,65,81.76496445425146,Male,,5.292706972385488 +109,207.68265330570586,65,81.76496445425146,Male,,5.380941606318988 +109,240.34300171455592,65,81.76496445425146,Male,,5.239911795707642 +109,324.30411887864517,65,81.76496445425146,Male,,5.291550151715802 +109,421.2382603630936,65,81.76496445425146,Male,,5.1266278323518355 +109,506.2496536908534,65,81.76496445425146,Male,,5.108021650577449 +109,553.7209305700626,65,81.76496445425146,Male,,5.117732503454812 +109,651.7568049788056,65,81.76496445425146,Male,,4.947067194345612 +109,790.4083892138992,65,81.76496445425146,Male,,4.754293485828614 +109,2721.7106580620325,65,81.76496445425146,Male,1,3.4198507404674223 +110,0.0,69,95.41358400866669,Male,,8.694423698789196 +110,67.08914107369044,69,95.41358400866669,Male,,8.925840641461061 +110,135.10808534856935,69,95.41358400866669,Male,,8.660902189435626 +110,162.46864431347814,69,95.41358400866669,Male,,8.561804314437502 +110,206.86819926300032,69,95.41358400866669,Male,,8.658713520694718 +110,314.3708975891933,69,95.41358400866669,Male,1,7.473299599434648 +111,0.0,75,59.48027905991434,Female,,3.437583154143089 +111,73.9896050691366,75,59.48027905991434,Female,,2.714041426521132 +111,145.87155636566916,75,59.48027905991434,Female,,1.834044195572613 +111,199.38242237757495,75,59.48027905991434,Female,,1.7645481182910827 +111,240.91425844289847,75,59.48027905991434,Female,,1.7254524249573577 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+138,1635.255949323708,56,81.18408362553171,Male,,16.38729673496201 +138,1640.699743327129,56,81.18408362553171,Male,,16.255998555285167 +138,1723.5580876963672,56,81.18408362553171,Male,,15.77063777154294 +138,1949.062599979628,56,81.18408362553171,Male,,15.258738400713655 +138,3076.802561155455,56,81.18408362553171,Male,0,13.861802448725895 +139,0.0,58,68.03285409158434,Male,,8.725991274623265 +139,66.15365040254059,58,68.03285409158434,Male,,7.747383203045171 +139,129.0225457012071,58,68.03285409158434,Male,,4.465035415527325 +139,197.47248019475649,58,68.03285409158434,Male,,4.194054001458499 +139,255.77065289404464,58,68.03285409158434,Male,,4.241498501532506 +139,332.0930794694103,58,68.03285409158434,Male,,4.430426709136035 +139,376.69410160089745,58,68.03285409158434,Male,,4.404266547196794 +139,3599.041293017045,58,68.03285409158434,Male,1,3.8841098865377406 +140,0.0,64,77.96684464134218,Male,,11.052423771788405 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+160,360.77849490322126,91,58.17715326224398,Female,,4.153620184875334 +160,571.4510250104756,91,58.17715326224398,Female,0,3.8360157118086176 +161,0.0,85,42.08356548056196,Female,,2.7500732397132444 +161,73.01392787574163,85,42.08356548056196,Female,,2.9071338779460163 +161,143.41357482700852,85,42.08356548056196,Female,,2.9481137300606446 +161,255.37969754408982,85,42.08356548056196,Female,0,2.711009062198481 +162,0.0,68,71.17752129738417,Female,,3.6632971292558607 +162,74.40713206019689,68,71.17752129738417,Female,,3.531049854041639 +162,123.87987067822017,68,71.17752129738417,Female,,3.518716353272717 +162,156.09083559998157,68,71.17752129738417,Female,,3.4784278431421978 +162,160.49297381741627,68,71.17752129738417,Female,,3.5355671225744993 +162,211.94909842741845,68,71.17752129738417,Female,,3.4810407776585457 +162,224.4171768336255,68,71.17752129738417,Female,,3.4176418663363415 +162,328.40385205437394,68,71.17752129738417,Female,1,3.2014094031199627 +163,0.0,68,51.36217011661302,Female,,1.7798098292466877 +163,52.348373736176235,68,51.36217011661302,Female,,1.7897951708068167 +163,149.81537717771127,68,51.36217011661302,Female,,0.8889853813875088 +163,596.5435492805451,68,51.36217011661302,Female,1,0.9281511868813531 +164,0.0,56,76.70308728609963,Female,,6.4164992190877 +164,72.61554602590681,56,76.70308728609963,Female,,6.38550520911861 +164,129.3748634144778,56,76.70308728609963,Female,1,6.367786031816806 +165,0.0,65,100.83706509438571,Male,,11.723574802995989 +165,60.34884243073832,65,100.83706509438571,Male,,11.676128035092962 +165,127.80317512691485,65,100.83706509438571,Male,,11.290894115869007 +165,213.387584748534,65,100.83706509438571,Male,,10.00671013000416 +165,625.395434714891,65,100.83706509438571,Male,1,6.948933366934015 +166,0.0,62,45.89973694979689,Female,,9.020321810464234 +166,82.53672864607519,62,45.89973694979689,Female,,9.00058020852804 +166,200.15112495167386,62,45.89973694979689,Female,1,8.926427155269312 +167,0.0,50,44.47439420316411,Female,,9.747976383183351 +167,59.17114085635934,50,44.47439420316411,Female,,9.814642203827285 +167,170.04052540828832,50,44.47439420316411,Female,,9.751161009778023 +167,876.6822193451783,50,44.47439420316411,Female,1,7.693759491225452 +168,0.0,47,69.65886215462774,Male,,6.896672280244883 +168,81.20698539879612,47,69.65886215462774,Male,,6.511829871402878 +168,163.99480709139655,47,69.65886215462774,Male,,3.999914204956398 +168,213.38098193539574,47,69.65886215462774,Male,,3.1376715336540975 +168,284.3732266704345,47,69.65886215462774,Male,,2.2672093602341077 +168,383.17143826821,47,69.65886215462774,Male,,1.53894787853471 +168,436.31513347531086,47,69.65886215462774,Male,,1.4710585535383385 +168,506.9991741925723,47,69.65886215462774,Male,,1.3891170957884158 +168,557.1063265233729,47,69.65886215462774,Male,,1.2949472545615905 +168,705.6700153283476,47,69.65886215462774,Male,,0.9694694911661181 +168,874.6921251453614,47,69.65886215462774,Male,,1.0051528442760955 +168,1050.871466932416,47,69.65886215462774,Male,,0.8170558327141804 +168,1190.5713332702596,47,69.65886215462774,Male,,0.7340056737926122 +168,1862.1799667164048,47,69.65886215462774,Male,0,0.4553044467491193 +169,0.0,48,125.32506632710195,Female,,12.781344334218847 +169,67.11609040277311,48,125.32506632710195,Female,,12.806628380506693 +169,110.5074015774729,48,125.32506632710195,Female,,11.273445006176145 +169,146.0982342233943,48,125.32506632710195,Female,,7.704747236712589 +169,182.81102890149893,48,125.32506632710195,Female,,6.081808336222662 +169,249.0200073356167,48,125.32506632710195,Female,,4.800387600962417 +169,266.53716692744666,48,125.32506632710195,Female,,4.569273454229026 +169,348.6360068276137,48,125.32506632710195,Female,,3.630249499659938 +169,393.0306031069993,48,125.32506632710195,Female,,3.3245588986901806 +169,393.2648696229283,48,125.32506632710195,Female,,3.2964666513548955 +169,454.4307876467437,48,125.32506632710195,Female,,2.944945523315317 +169,522.4325382633825,48,125.32506632710195,Female,,2.718594665174269 +169,548.4269716934484,48,125.32506632710195,Female,,2.624889237058399 +169,549.1580174857806,48,125.32506632710195,Female,,2.600710712062137 +169,785.7959533126103,48,125.32506632710195,Female,,2.2821224889206 +169,854.2264645591217,48,125.32506632710195,Female,,2.1653599335263234 +169,900.414053162581,48,125.32506632710195,Female,,2.111844169190256 +169,900.6189350088099,48,125.32506632710195,Female,,2.1055763621250567 +169,1140.266833993317,48,125.32506632710195,Female,,1.9692654654608495 +169,2836.9480062391317,48,125.32506632710195,Female,0,1.8082468939431402 +170,0.0,53,66.25023571593184,Male,,5.335598082442328 +170,68.33324704117965,53,66.25023571593184,Male,,5.461284189537055 +170,122.75283106879299,53,66.25023571593184,Male,,5.24717928186651 +170,228.27259185794188,53,66.25023571593184,Male,1,5.178480838872193 +171,0.0,63,70.38885923741408,Female,,6.843686329800219 +171,71.52785025916903,63,70.38885923741408,Female,,6.770650174774153 +171,143.58794549777073,63,70.38885923741408,Female,,6.810361887121874 +171,193.42262868153188,63,70.38885923741408,Female,,6.662543309788282 +171,781.1624731841237,63,70.38885923741408,Female,0,5.495225149030253 +172,0.0,63,65.1772662219748,Male,,16.75973546874524 +172,51.09303034525376,63,65.1772662219748,Male,,16.785593053736164 +172,123.6570571880635,63,65.1772662219748,Male,,16.62352380725234 +172,159.47939365426473,63,65.1772662219748,Male,,16.698999087073016 +172,178.57657024345144,63,65.1772662219748,Male,,16.727992303860525 +172,257.60628396508844,63,65.1772662219748,Male,,16.58733287436146 +172,316.43624097765723,63,65.1772662219748,Male,,16.45081203947342 +172,582.5961334613673,63,65.1772662219748,Male,1,14.631536834321532 +173,0.0,49,96.09414024619691,Female,,7.805449565155962 +173,77.82710206486838,49,96.09414024619691,Female,,7.360147519157673 +173,129.4959636063822,49,96.09414024619691,Female,,7.086829430939478 +173,212.69083684534104,49,96.09414024619691,Female,,6.8464034569669865 +173,268.11974508243765,49,96.09414024619691,Female,,6.820178884499972 +173,317.53162577267426,49,96.09414024619691,Female,,6.8324919211847845 +173,741.401914187083,49,96.09414024619691,Female,1,6.529325586696255 +174,0.0,65,56.999342069549655,Female,,11.476733344738793 +174,68.24148905493433,65,56.999342069549655,Female,,11.590447977734645 +174,113.30471415638574,65,56.999342069549655,Female,,11.620994601546421 +174,509.98383398022895,65,56.999342069549655,Female,1,10.137636634474473 +175,0.0,66,82.62162609487049,Male,,14.148760549425635 +175,67.64177014334683,66,82.62162609487049,Male,,10.451816620106397 +175,130.43542843938584,66,82.62162609487049,Male,,8.148755259987267 +175,167.13888407055592,66,82.62162609487049,Male,,7.804419769935023 +175,224.79366999120697,66,82.62162609487049,Male,,7.6454976445864204 +175,286.92353710677804,66,82.62162609487049,Male,,7.606803071757999 +175,294.14896478042857,66,82.62162609487049,Male,,7.604598975423963 +175,445.8539259780666,66,82.62162609487049,Male,1,8.317073622205776 +176,0.0,64,49.88419084862521,Female,,3.416852058510984 +176,59.6908111674059,64,49.88419084862521,Female,,3.448474815037671 +176,137.25467924689525,64,49.88419084862521,Female,,3.5225080896744743 +176,185.26270119403978,64,49.88419084862521,Female,,3.356135537863562 +176,325.3007019859003,64,49.88419084862521,Female,,3.1478185669065164 +176,1168.9394630420643,64,49.88419084862521,Female,0,2.072143607614835 +177,0.0,66,69.46001275918158,Male,,7.680068228010576 +177,69.64681880211282,66,69.46001275918158,Male,,6.903896848378539 +177,160.60926613660376,66,69.46001275918158,Male,,6.054907235844222 +177,184.68751861214744,66,69.46001275918158,Male,,6.298722574348276 +177,246.93116094993772,66,69.46001275918158,Male,,5.891230742005664 +177,293.16720113169134,66,69.46001275918158,Male,,6.048207923009927 +177,2121.700555530773,66,69.46001275918158,Male,1,6.054242524051141 +178,0.0,59,65.46508825296112,Male,,2.417818714057574 +178,71.7546586648455,59,65.46508825296112,Male,,1.4677310029653312 +178,137.1699341369821,59,65.46508825296112,Male,,1.3297951289495475 +178,304.41836787245506,59,65.46508825296112,Male,1,-5.847131486180212e-6 +179,0.0,76,81.5851152294022,Male,,6.713415287612146 +179,82.77689751663355,76,81.5851152294022,Male,,6.884648671417667 +179,142.13081642508422,76,81.5851152294022,Male,,6.711841930257681 +179,194.07106942356307,76,81.5851152294022,Male,,6.546335833871007 +179,208.27404177481787,76,81.5851152294022,Male,,6.6873028412717925 +179,1217.6139973580662,76,81.5851152294022,Male,1,5.096858458807275 +180,0.0,75,70.38951686142254,Male,,4.3462439020474966 +180,47.488077453733354,75,70.38951686142254,Male,,4.124758433119686 +180,109.51267812703786,75,70.38951686142254,Male,,4.114760620497035 +180,208.00349505228078,75,70.38951686142254,Male,1,3.877768084650997 +181,0.0,62,60.50906455420652,Male,,11.06687414504855 +181,55.68201383661369,62,60.50906455420652,Male,,10.681365052945614 +181,133.2147563502831,62,60.50906455420652,Male,,10.778413703729868 +181,200.40423612366152,62,60.50906455420652,Male,1,10.958201419676584 +182,0.0,54,60.788497957579,Male,,3.434303752452467 +182,70.36229184083793,54,60.788497957579,Male,,3.5329473803357065 +182,130.034863037748,54,60.788497957579,Male,,3.469462826856061 +182,323.2364593478935,54,60.788497957579,Male,1,3.4177024770478353 +183,0.0,67,57.46781062933339,Female,,10.490960477374845 +183,66.19793764158312,67,57.46781062933339,Female,,6.475183972855324 +183,115.12494520135526,67,57.46781062933339,Female,,5.1090554324693676 +183,155.4530685173699,67,57.46781062933339,Female,,4.877680202154154 +183,239.90923308868867,67,57.46781062933339,Female,,4.809917840832567 +183,1594.0573447597892,67,57.46781062933339,Female,1,4.274510258814767 +184,0.0,83,65.78620824364188,Female,,5.606800658380171 +184,45.464603391945786,83,65.78620824364188,Female,,5.552232606506621 +184,119.05682715800545,83,65.78620824364188,Female,,5.217741159032873 +184,171.5464166473511,83,65.78620824364188,Female,,3.1194668539448442 +184,187.87022604813512,83,65.78620824364188,Female,,2.9353419200799356 +184,236.82173569536909,83,65.78620824364188,Female,,2.7246288522858513 +184,279.1593039760852,83,65.78620824364188,Female,,2.6451711384137613 +184,345.69858136954457,83,65.78620824364188,Female,,2.6934410812703398 +184,391.8429213465997,83,65.78620824364188,Female,,2.657916686543977 +184,430.2542148098102,83,65.78620824364188,Female,,2.7751270002967696 +184,515.614986277772,83,65.78620824364188,Female,,2.755693038706881 +184,627.2763840442304,83,65.78620824364188,Female,,2.691704345674706 +184,633.255757330958,83,65.78620824364188,Female,,2.6753489646520427 +184,791.0880911751889,83,65.78620824364188,Female,,2.6215725147212168 +184,803.7349700153046,83,65.78620824364188,Female,,2.555183116336053 +184,845.7515704074497,83,65.78620824364188,Female,,2.5586134123199114 +184,1444.5184683771301,83,65.78620824364188,Female,1,2.357443325714949 +185,0.0,65,77.49728821535956,Female,,17.798139271858542 +185,78.61260292178228,65,77.49728821535956,Female,,17.76839139876569 +185,126.61023284267155,65,77.49728821535956,Female,,17.40500726140482 +185,2562.0381478526983,65,77.49728821535956,Female,0,7.981777995615031 +186,0.0,62,69.95508281007459,Male,,5.915929560663958 +186,82.52967199731171,62,69.95508281007459,Male,,5.949233081742673 +186,131.6067624610871,62,69.95508281007459,Male,,5.910065417745034 +186,194.0397490684298,62,69.95508281007459,Male,,5.9726286770596575 +186,217.6320988637465,62,69.95508281007459,Male,,5.939245243632725 +186,1079.8156041365523,62,69.95508281007459,Male,1,4.403227868121001 +187,0.0,67,78.7053475375242,Male,,12.403334321598118 +187,63.152126905483044,67,78.7053475375242,Male,,11.679784388628521 +187,141.42234947653114,67,78.7053475375242,Male,,8.402009431262734 +187,185.7375480785847,67,78.7053475375242,Male,,7.643230768135459 +187,209.8414222339776,67,78.7053475375242,Male,,7.4416897631054395 +187,264.79196751258445,67,78.7053475375242,Male,,7.235914451627725 +187,388.3940628334213,67,78.7053475375242,Male,,7.148510020391756 +187,509.782854233274,67,78.7053475375242,Male,,6.974934125119792 +187,3587.5608940421375,67,78.7053475375242,Male,1,5.278479715123227 +188,0.0,56,114.81321987912575,Male,,15.495810468971234 +188,75.06201235785214,56,114.81321987912575,Male,,15.128984630195356 +188,127.22894831142627,56,114.81321987912575,Male,,15.136329500617531 +188,216.11929726530704,56,114.81321987912575,Male,,14.594250959044656 +188,227.19710783950842,56,114.81321987912575,Male,,14.666500524948471 +188,334.07583386926535,56,114.81321987912575,Male,,14.224099545950073 +188,396.724724745756,56,114.81321987912575,Male,,13.511482069071734 +188,486.92915868154154,56,114.81321987912575,Male,,12.538905669374627 +188,577.1544476868604,56,114.81321987912575,Male,,11.817368806682357 +188,677.4907250244277,56,114.81321987912575,Male,,11.2423075815272 +188,697.4569095660893,56,114.81321987912575,Male,,11.018856764232474 +188,829.5360228198703,56,114.81321987912575,Male,,10.725631701704753 +188,847.6867116576404,56,114.81321987912575,Male,,10.690140668716602 +188,1043.9663565100095,56,114.81321987912575,Male,,9.735121070225647 +188,1055.0041199561124,56,114.81321987912575,Male,,9.984506827339647 +188,1355.4444637586864,56,114.81321987912575,Male,,9.386139320376651 +188,1373.365073265495,56,114.81321987912575,Male,,9.15653156999184 +188,1434.5024816875166,56,114.81321987912575,Male,,8.860902002227805 +188,2359.0077336007516,56,114.81321987912575,Male,1,8.260468334902397 +189,0.0,61,145.15319578579192,Male,,3.319368856625951 +189,58.19549837550127,61,145.15319578579192,Male,,1.8527813407935005 +189,122.99899322463372,61,145.15319578579192,Male,,1.3907541788903715 +189,189.40516858656497,61,145.15319578579192,Male,,1.3278893855942902 +189,295.1714666595944,61,145.15319578579192,Male,,1.3522950748552032 +189,384.04542617658825,61,145.15319578579192,Male,,1.3087631362449175 +189,387.35140044406086,61,145.15319578579192,Male,,1.3235026408479096 +189,516.3796507315367,61,145.15319578579192,Male,,1.2654840230501865 +189,536.7908502527614,61,145.15319578579192,Male,,1.2703123327019439 +189,635.2750466488392,61,145.15319578579192,Male,,1.2563896524028968 +189,641.5097068869052,61,145.15319578579192,Male,,1.232199970026091 +189,658.9473109550964,61,145.15319578579192,Male,,1.267260072465908 +189,696.6237066554648,61,145.15319578579192,Male,,1.2778689639301801 +189,1103.609546321204,61,145.15319578579192,Male,1,1.189490676640607 +190,0.0,81,55.23140012991554,Female,,10.234093772632226 +190,60.87599694420843,81,55.23140012991554,Female,,10.099888234549923 +190,122.82696898386772,81,55.23140012991554,Female,,9.392331784162929 +190,327.4082863134459,81,55.23140012991554,Female,1,7.955308593105998 +191,0.0,48,85.03059396650238,Male,,6.025473965349807 +191,48.098873170220514,48,85.03059396650238,Male,,3.263331590379308 +191,125.0082541795786,48,85.03059396650238,Male,,2.5302051548713935 +191,162.77189146457096,48,85.03059396650238,Male,,2.4601109191252215 +191,183.81146514630223,48,85.03059396650238,Male,,2.4402548286244548 +191,224.5348261019463,48,85.03059396650238,Male,,2.4060671829510354 +191,295.6576136673099,48,85.03059396650238,Male,,2.382726376806768 +191,354.2136186264842,48,85.03059396650238,Male,,2.331514661504169 +191,393.0313754678504,48,85.03059396650238,Male,,2.3432949448568383 +191,395.68043627259397,48,85.03059396650238,Male,,2.3150597493385257 +191,495.22169172002646,48,85.03059396650238,Male,,2.3090225208770936 +191,591.7708672905327,48,85.03059396650238,Male,,2.3007319019832386 +191,658.3347767633844,48,85.03059396650238,Male,,2.2753565724554083 +191,796.6898046657169,48,85.03059396650238,Male,,2.2517217208541367 +191,805.1148469471975,48,85.03059396650238,Male,,2.2620449250492816 +191,843.8223718738067,48,85.03059396650238,Male,,2.233450597923162 +191,1020.4831365678567,48,85.03059396650238,Male,,2.229112975874254 +191,1088.4704647328233,48,85.03059396650238,Male,,2.2251162958626085 +191,1145.4840801307655,48,85.03059396650238,Male,,2.235236750177768 +191,1269.7983506382839,48,85.03059396650238,Male,,2.2533578875923643 +191,1315.7463823757564,48,85.03059396650238,Male,,2.2609857867975887 +191,1392.5966517704587,48,85.03059396650238,Male,,2.277535566642559 +191,1505.258257610415,48,85.03059396650238,Male,,2.261962376198457 +191,1513.0038795916173,48,85.03059396650238,Male,,2.2677853074510517 +191,1619.6332854219206,48,85.03059396650238,Male,,2.265437602360595 +191,1743.2166841763465,48,85.03059396650238,Male,,2.26718304210456 +191,1827.5425520024457,48,85.03059396650238,Male,,2.258783261863791 +191,1838.6025594594182,48,85.03059396650238,Male,,2.242191963722895 +191,1915.891910943893,48,85.03059396650238,Male,,2.2627537105183153 +191,2164.178583996639,48,85.03059396650238,Male,,2.247504625759212 +191,2234.8977112415396,48,85.03059396650238,Male,,2.2473190092567314 +191,2263.90835285618,48,85.03059396650238,Male,,2.271595501776877 +191,2459.753587792531,48,85.03059396650238,Male,,2.248308769979568 +191,2536.6537741261177,48,85.03059396650238,Male,,2.266068557255913 +191,2709.656997917076,48,85.03059396650238,Male,,2.270307814118898 +191,3399.050667020697,48,85.03059396650238,Male,0,2.253279087836836 +192,0.0,60,74.51988406287639,Male,,7.317641504910514 +192,70.2422242344474,60,74.51988406287639,Male,,4.4805537371926185 +192,165.13857460384762,60,74.51988406287639,Male,,2.5244233053376663 +192,871.9519294027365,60,74.51988406287639,Male,1,2.404771986150537 +193,0.0,59,70.34502307150862,Male,,14.229401519548242 +193,71.41838065281641,59,70.34502307150862,Male,,7.955971553487563 +193,139.2065578692545,59,70.34502307150862,Male,,6.561922534432306 +193,161.38474195538777,59,70.34502307150862,Male,,6.525605664986338 +193,558.8493552037572,59,70.34502307150862,Male,1,6.544664494806395 +194,0.0,63,109.80190825634945,Male,,8.998915196671993 +194,71.9600383011667,63,109.80190825634945,Male,,8.960613184262472 +194,134.86581919568553,63,109.80190825634945,Male,,8.509914051652549 +194,161.48715683610618,63,109.80190825634945,Male,,8.229151867850042 +194,219.15480111701865,63,109.80190825634945,Male,,7.7200980641124595 +194,279.86810633402746,63,109.80190825634945,Male,,7.438281679763132 +194,367.09378450107226,63,109.80190825634945,Male,,7.449955060539064 +194,848.5838878640188,63,109.80190825634945,Male,1,7.038758751416273 +195,0.0,59,98.2611371621222,Male,,8.4212724418962 +195,71.4759757013304,59,98.2611371621222,Male,,8.352744247809492 +195,147.7084416020994,59,98.2611371621222,Male,,8.234492902099898 +195,179.54106065862447,59,98.2611371621222,Male,,8.215102281609612 +195,332.77033161552913,59,98.2611371621222,Male,1,7.650434497788885 +196,0.0,76,52.21975602220816,Male,,3.503408003939925 +196,68.01662139784328,76,52.21975602220816,Male,,2.0444303383166416 +196,141.95780282829583,76,52.21975602220816,Male,,1.8252456333185751 +196,285.4630249652497,76,52.21975602220816,Male,1,1.8087923471751812 +197,0.0,66,98.79569018677986,Male,,2.367016200218056 +197,66.24253166334799,66,98.79569018677986,Male,,2.4101386972081853 +197,140.0769161846428,66,98.79569018677986,Male,,2.388160191335613 +197,174.22278689083672,66,98.79569018677986,Male,,2.399578603792233 +197,236.36710134703623,66,98.79569018677986,Male,,2.3625160093752755 +197,286.48951999884116,66,98.79569018677986,Male,,2.395704170607108 +197,298.5455316981897,66,98.79569018677986,Male,,2.379144005117338 +197,367.34399896215916,66,98.79569018677986,Male,,2.361396287389221 +197,385.0680233904497,66,98.79569018677986,Male,,2.348088868152057 +197,968.3929313355006,66,98.79569018677986,Male,1,1.9061175225881206 +198,0.0,54,57.21939936090543,Female,,5.867135306269192 +198,64.58375045228456,54,57.21939936090543,Female,,4.61303549365328 +198,122.53539284181797,54,57.21939936090543,Female,,3.946168604660974 +198,242.25579003860037,54,57.21939936090543,Female,1,3.663634286830614 +199,0.0,70,96.34645510942335,Male,,3.8243805896115206 +199,54.77257918975584,70,96.34645510942335,Male,,3.543128209354532 +199,134.12241785489206,70,96.34645510942335,Male,,3.2336387294793227 +199,176.95804588295417,70,96.34645510942335,Male,,3.148838222540953 +199,222.29234950029368,70,96.34645510942335,Male,,3.1106993797144904 +199,308.17926510684106,70,96.34645510942335,Male,,3.110512198242768 +199,403.632949240449,70,96.34645510942335,Male,,2.905656784016197 +199,495.43137604244765,70,96.34645510942335,Male,,2.7155909247847387 +199,714.9389676816695,70,96.34645510942335,Male,1,2.4364679873085557 +200,0.0,68,76.54301133111488,Female,,8.69631206159701 +200,68.83658695606614,68,76.54301133111488,Female,,8.698585024146066 +200,347.46747593058683,68,76.54301133111488,Female,1,6.295463713012836 +201,0.0,51,59.84777102662107,Female,,6.990620586121354 +201,68.39891312546327,51,59.84777102662107,Female,,7.43350300840584 +201,133.77949187467348,51,59.84777102662107,Female,,7.244837070376429 +201,182.29012064053236,51,59.84777102662107,Female,,7.233886831267328 +201,258.56368131235166,51,59.84777102662107,Female,,7.117337527934961 +201,379.4429654985808,51,59.84777102662107,Female,,6.8179603491153395 +201,449.7984807503873,51,59.84777102662107,Female,,6.473865411849268 +201,501.9975241841377,51,59.84777102662107,Female,,6.3957556290277395 +201,642.6065873979819,51,59.84777102662107,Female,,6.035328339253275 +201,764.2391666185841,51,59.84777102662107,Female,,5.5909274484219855 +201,806.3128886657977,51,59.84777102662107,Female,,5.3083221854959 +201,850.1654212167031,51,59.84777102662107,Female,,5.240611090196757 +201,928.5695514651278,51,59.84777102662107,Female,,5.271743881553961 +201,974.3226847108341,51,59.84777102662107,Female,,5.248996874467402 +201,4224.640049646555,51,59.84777102662107,Female,0,3.40748330754412 +202,0.0,52,77.30608734753044,Female,,9.95405690173569 +202,63.91046176018941,52,77.30608734753044,Female,,9.938711458340176 +202,134.1612766981873,52,77.30608734753044,Female,,9.94844089885035 +202,178.9469669175598,52,77.30608734753044,Female,,8.952503349756556 +202,390.68965401364665,52,77.30608734753044,Female,0,4.16959439605601 +203,0.0,71,62.988341659877115,Female,,4.4445761683770035 +203,54.812278813182886,71,62.988341659877115,Female,,2.613690917523969 +203,158.81727243288506,71,62.988341659877115,Female,,1.9676030539449296 +203,178.09425885534566,71,62.988341659877115,Female,,1.9791063409626999 +203,1526.1648137230513,71,62.988341659877115,Female,1,1.8635009697260296 +204,0.0,55,59.95478139410445,Female,,12.311688767871486 +204,62.332661397641274,55,59.95478139410445,Female,,11.058726786872734 +204,158.24511940691195,55,59.95478139410445,Female,,5.595344384266145 +204,194.87339390834,55,59.95478139410445,Female,,5.100305898337993 +204,218.8198719654063,55,59.95478139410445,Female,,4.871075893566381 +204,310.7712000185857,55,59.95478139410445,Female,,4.2281439398114475 +204,363.0221341745276,55,59.95478139410445,Female,,4.063965134052371 +204,504.0228074495058,55,59.95478139410445,Female,,3.728616875054257 +204,517.530650999131,55,59.95478139410445,Female,,3.698636522047939 +204,675.8407194501331,55,59.95478139410445,Female,,3.5452612989749177 +204,769.8050114041076,55,59.95478139410445,Female,,3.4802808481080287 +204,864.1530999463175,55,59.95478139410445,Female,,3.4246267223442883 +204,3946.729790471366,55,59.95478139410445,Female,1,2.9646103655772467 +205,0.0,56,60.11107038450311,Female,,13.969407689646143 +205,69.60722223152294,56,60.11107038450311,Female,,10.248137604713456 +205,120.3338057129178,56,60.11107038450311,Female,,7.21486132218154 +205,156.80678961227642,56,60.11107038450311,Female,,6.754840840622774 +205,195.92503376218943,56,60.11107038450311,Female,,6.601974247336012 +205,567.2558376949394,56,60.11107038450311,Female,1,6.922633259559311 +206,0.0,85,77.61359630009139,Male,,21.619049868731775 +206,61.02747414463007,85,77.61359630009139,Male,,21.584018588062442 +206,197.13894182488426,85,77.61359630009139,Male,1,19.335174529934097 +207,0.0,57,107.26177868352319,Male,,32.70651424443536 +207,67.81401986364783,57,107.26177868352319,Male,,26.075095530408447 +207,127.30722681887889,57,107.26177868352319,Male,,17.65658458090394 +207,193.94102807237817,57,107.26177868352319,Male,,14.963536663095004 +207,238.01068951332425,57,107.26177868352319,Male,,14.484111411684875 +207,337.7767218706672,57,107.26177868352319,Male,,14.209993547573665 +207,340.9803030617166,57,107.26177868352319,Male,,14.202586320417717 +207,397.8398553006601,57,107.26177868352319,Male,,14.242025462725026 +207,2833.42934489198,57,107.26177868352319,Male,1,3.4314443260654586 +208,0.0,59,92.61548095412866,Male,,7.279223101456233 +208,70.21529900945859,59,92.61548095412866,Male,,7.403083451169528 +208,141.7602443760478,59,92.61548095412866,Male,,7.232019098214907 +208,204.39525649097445,59,92.61548095412866,Male,,7.263432950697584 +208,899.2026440055249,59,92.61548095412866,Male,1,5.426479518849469 +209,0.0,66,58.72660146129417,Female,,10.116861100180259 +209,61.310191077074805,66,58.72660146129417,Female,,10.318257484323144 +209,105.6000740142415,66,58.72660146129417,Female,,8.987866617729912 +209,145.8735451149641,66,58.72660146129417,Female,,5.6966063941740295 +209,206.3446122927783,66,58.72660146129417,Female,,4.911476027418651 +209,240.75434565968186,66,58.72660146129417,Female,,4.791123613245163 +209,671.3926355106519,66,58.72660146129417,Female,1,4.56429162854148 +210,0.0,45,76.77474096624162,Male,,5.677782248097006 +210,56.40328447527851,45,76.77474096624162,Male,,5.777386602944612 +210,147.9856477418234,45,76.77474096624162,Male,,5.553373296533757 +210,1247.2654739116078,45,76.77474096624162,Male,1,3.5334261613206146 +211,0.0,73,65.61190142942834,Male,,17.168459494075034 +211,66.67358328552125,73,65.61190142942834,Male,,14.921777172594238 +211,146.27371946584634,73,65.61190142942834,Male,,10.069168139232211 +211,184.46265444651908,73,65.61190142942834,Male,,9.659370238084406 +211,636.9762751332108,73,65.61190142942834,Male,1,9.73847104099054 +212,0.0,69,51.2318830794487,Female,,3.098724068752163 +212,59.74474351954269,69,51.2318830794487,Female,,2.7346744139137167 +212,108.60403315171502,69,51.2318830794487,Female,,1.4683657303817612 +212,157.27678374320118,69,51.2318830794487,Female,,1.195429314238433 +212,206.55714759315094,69,51.2318830794487,Female,,1.1271382945191517 +212,277.78098131736783,69,51.2318830794487,Female,,1.0475900606882789 +212,376.19294542873337,69,51.2318830794487,Female,,1.0132729247909866 +212,389.04396206646635,69,51.2318830794487,Female,,0.9718909210377014 +212,750.1389301409008,69,51.2318830794487,Female,1,0.9527764889896817 +213,0.0,80,63.90223083768831,Female,,15.22570905589278 +213,67.48848839368885,80,63.90223083768831,Female,,15.234544692924375 +213,123.65959164458937,80,63.90223083768831,Female,,15.244135641016364 +213,172.6609734893975,80,63.90223083768831,Female,,15.244223983985146 +213,204.56648174264762,80,63.90223083768831,Female,,15.224157839464064 +213,257.942524187332,80,63.90223083768831,Female,,15.212327671956844 +213,354.29021304489953,80,63.90223083768831,Female,,15.229424992852909 +213,422.11211147827305,80,63.90223083768831,Female,,15.197689221634365 +213,470.79672712363237,80,63.90223083768831,Female,,15.162104669974013 +213,579.3133069904328,80,63.90223083768831,Female,,14.945148003935222 +213,695.1593857670078,80,63.90223083768831,Female,,14.639580028598768 +213,840.0001958105897,80,63.90223083768831,Female,,14.224300880005869 +213,922.2521848981104,80,63.90223083768831,Female,,13.987172577800196 +213,980.9443636706571,80,63.90223083768831,Female,,13.812783398559835 +213,1015.6790959117129,80,63.90223083768831,Female,,13.694981308093443 +213,1199.2627399336732,80,63.90223083768831,Female,,13.248768828126773 +213,1507.8815202711294,80,63.90223083768831,Female,,12.568616825707746 +213,1610.690884660088,80,63.90223083768831,Female,,12.373014133019788 +213,1797.2078661715584,80,63.90223083768831,Female,,12.081561036141379 +213,4000.2953640326205,80,63.90223083768831,Female,0,9.16250677509164 +214,0.0,74,105.5374271226307,Male,,8.405338525361861 +214,74.05991745107555,74,105.5374271226307,Male,,8.301686573921323 +214,138.61548831075055,74,105.5374271226307,Male,,8.170172349723291 +214,200.39122429263296,74,105.5374271226307,Male,,8.19105696449116 +214,243.81598987007362,74,105.5374271226307,Male,,8.215636994440368 +214,759.1090970680369,74,105.5374271226307,Male,1,6.905121129162852 +215,0.0,87,53.70562869583275,Female,,5.996675143844298 +215,56.068241272607075,87,53.70562869583275,Female,,6.04151394027709 +215,166.09092427487676,87,53.70562869583275,Female,,3.8885911072869015 +215,197.35083255472486,87,53.70562869583275,Female,,3.4464582039152276 +215,229.05826778768787,87,53.70562869583275,Female,,3.0959572187633744 +215,1156.400617605918,87,53.70562869583275,Female,1,2.1486860432946986 +216,0.0,72,41.94294327538852,Female,,4.023140160418636 +216,70.26149901268806,72,41.94294327538852,Female,,2.185419639585621 +216,135.8145836192312,72,41.94294327538852,Female,,1.7198748345697592 +216,166.88759754408258,72,41.94294327538852,Female,,1.6883449957939265 +216,189.38997648936262,72,41.94294327538852,Female,,1.7647327737286553 +216,256.1477088066153,72,41.94294327538852,Female,,1.7217508663233771 +216,702.580847630978,72,41.94294327538852,Female,1,1.7373706429191955 +217,0.0,66,89.88939627741611,Male,,6.6047537599615636 +217,55.77720093368932,66,89.88939627741611,Male,,6.592296485468709 +217,139.87214151757948,66,89.88939627741611,Male,,6.394004558701088 +217,292.2315065607655,66,89.88939627741611,Male,1,6.532787486632917 +218,0.0,69,110.03952747639921,Male,,5.917237846694011 +218,63.50834856064621,69,110.03952747639921,Male,,4.972730817846361 +218,146.1643708708498,69,110.03952747639921,Male,,4.1786589695486525 +218,193.17622154833154,69,110.03952747639921,Male,,4.007316056405132 +218,247.3641097186047,69,110.03952747639921,Male,,3.959016509377416 +218,331.7200932450812,69,110.03952747639921,Male,,4.076196735428977 +218,382.7662402966278,69,110.03952747639921,Male,,4.19514182845767 +218,404.0285793203955,69,110.03952747639921,Male,,4.256257653890179 +218,614.2875265730373,69,110.03952747639921,Male,1,4.96908200136402 +219,0.0,76,81.29531015518799,Male,,4.617886668156385 +219,66.17309933777146,76,81.29531015518799,Male,,4.797904870246706 +219,119.62107162205184,76,81.29531015518799,Male,,4.646917780861053 +219,169.68959296922563,76,81.29531015518799,Male,,4.770607526038252 +219,332.32703432899314,76,81.29531015518799,Male,1,4.827783884504233 +220,0.0,60,80.05378944395922,Male,,8.751119084237175 +220,70.23770564147047,60,80.05378944395922,Male,,8.676301255971577 +220,126.13182086431671,60,80.05378944395922,Male,,8.048174137364287 +220,186.42404361138927,60,80.05378944395922,Male,,7.037914510213452 +220,226.07378399178748,60,80.05378944395922,Male,,6.719755128746458 +220,253.73842080049295,60,80.05378944395922,Male,,6.522003277156754 +220,320.7879090111815,60,80.05378944395922,Male,,6.273973801672119 +220,359.81611865769764,60,80.05378944395922,Male,,6.146422980825545 +220,378.2356813945257,60,80.05378944395922,Male,,6.0506481206868 +220,391.25609250460843,60,80.05378944395922,Male,,5.895346645296667 +220,448.87416563375615,60,80.05378944395922,Male,,5.47820552293775 +220,455.19899319651876,60,80.05378944395922,Male,,5.382012479075939 +220,538.9266185885846,60,80.05378944395922,Male,,4.845980034634367 +220,591.8646037747577,60,80.05378944395922,Male,,4.688519694290671 +220,612.3763951924271,60,80.05378944395922,Male,,4.694013792417095 +220,651.6318439739913,60,80.05378944395922,Male,,4.647575965821555 +220,664.9521496884933,60,80.05378944395922,Male,,4.637327386457005 +220,754.6532364695163,60,80.05378944395922,Male,,4.583279654129254 +220,905.519900570954,60,80.05378944395922,Male,,4.404988721988923 +220,924.6050297009048,60,80.05378944395922,Male,,4.375513454871637 +220,3855.083451443305,60,80.05378944395922,Male,0,2.730126890355863 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+223,71.99432732178653,75,71.99143674857156,Male,,5.826124124169298 +223,143.91178182351896,75,71.99143674857156,Male,,3.655319627254353 +223,184.95587290630155,75,71.99143674857156,Male,,3.331309897228226 +223,251.825052845131,75,71.99143674857156,Male,,3.269511063200485 +223,338.66205510843474,75,71.99143674857156,Male,,3.2306706842574004 +223,364.1624000205585,75,71.99143674857156,Male,,3.2497762380748703 +223,510.6712527161918,75,71.99143674857156,Male,,3.198148463566006 +223,607.9907908353991,75,71.99143674857156,Male,,3.171747745342779 +223,685.1629722990573,75,71.99143674857156,Male,,3.0983718609035122 +223,762.8801072264466,75,71.99143674857156,Male,,2.9995839205836274 +223,858.7079770908047,75,71.99143674857156,Male,,3.033718527798322 +223,883.2302422790133,75,71.99143674857156,Male,,3.0114599423331483 +223,946.4436086031076,75,71.99143674857156,Male,,2.921173849135565 +223,1143.7273678471233,75,71.99143674857156,Male,,2.8750890704320167 +223,1167.4216560966977,75,71.99143674857156,Male,,2.849713422841169 +223,1178.9954632374615,75,71.99143674857156,Male,,2.8546136823514785 +223,1428.8951092017894,75,71.99143674857156,Male,,2.782558568133859 +223,1533.2320659403292,75,71.99143674857156,Male,,2.746328225091824 +223,1801.0032932585102,75,71.99143674857156,Male,,2.763213538818794 +223,1851.6620990665178,75,71.99143674857156,Male,,2.764544503665707 +223,1872.6461996387814,75,71.99143674857156,Male,,2.7527247018034786 +223,2191.756239028784,75,71.99143674857156,Male,,2.7914373786736304 +223,2240.3751008386407,75,71.99143674857156,Male,,2.793054275388582 +223,3434.8120690453434,75,71.99143674857156,Male,0,2.872166328208884 +224,0.0,62,75.0064766432172,Male,,3.348859616282136 +224,61.34284659841702,62,75.0064766432172,Male,,2.5168555516098396 +224,125.93767814641959,62,75.0064766432172,Male,,1.6502779707898076 +224,178.83519068171648,62,75.0064766432172,Male,,1.4357352558029863 +224,478.84381400698845,62,75.0064766432172,Male,1,1.326777118941664 +225,0.0,46,126.37327114523465,Male,,7.330703809861419 +225,79.87808715928783,46,126.37327114523465,Male,,5.425594421595894 +225,98.90434369426839,46,126.37327114523465,Male,,4.504066576744615 +225,148.75421017316717,46,126.37327114523465,Male,,3.494452225719782 +225,197.00099297303078,46,126.37327114523465,Male,,3.398763702346586 +225,231.54100050306792,46,126.37327114523465,Male,,3.34418759826353 +225,294.64528049669116,46,126.37327114523465,Male,,3.4302920750254464 +225,295.0629865566117,46,126.37327114523465,Male,,3.470700920035024 +225,343.5253030244717,46,126.37327114523465,Male,,3.3999380808118365 +225,397.4763568316157,46,126.37327114523465,Male,,3.5582966929843445 +225,1334.5178328738562,46,126.37327114523465,Male,1,3.019142491903161 +226,0.0,44,98.83716397578665,Male,,5.708518302052197 +226,75.67458778696248,44,98.83716397578665,Male,,4.967547468441154 +226,149.38334799236324,44,98.83716397578665,Male,,0.7593401867629538 +226,197.05206275791252,44,98.83716397578665,Male,,0.3509884813549244 +226,209.76291504104654,44,98.83716397578665,Male,,0.2963336148339552 +226,289.6281405140821,44,98.83716397578665,Male,,0.03602904542009847 +226,325.42219893460975,44,98.83716397578665,Male,,0.022119693588670532 +226,477.5340725664332,44,98.83716397578665,Male,1,0.006370289834653474 +227,0.0,68,129.06708989631375,Female,,11.002468349435715 +227,73.52639974257212,68,129.06708989631375,Female,,10.949923116511851 +227,104.7802148813722,68,129.06708989631375,Female,,10.8560519296264 +227,131.91783214466574,68,129.06708989631375,Female,,10.589408621144802 +227,200.9780130967199,68,129.06708989631375,Female,,9.602735456764147 +227,256.3521868923485,68,129.06708989631375,Female,,8.837571947590241 +227,315.21578090789984,68,129.06708989631375,Female,,8.153518365771559 +227,4203.780713272497,68,129.06708989631375,Female,0,4.363024447638279 +228,0.0,53,88.97285610501687,Male,,7.600239815437554 +228,66.73608459704548,53,88.97285610501687,Male,,7.6258582220100815 +228,115.37803883653233,53,88.97285610501687,Male,1,7.408018682510759 +229,0.0,59,105.73786687681046,Male,,5.5102667426336565 +229,65.75438521436446,59,105.73786687681046,Male,,5.476498098671619 +229,141.13085785924213,59,105.73786687681046,Male,,4.706762972625847 +229,183.23070748776684,59,105.73786687681046,Male,,4.305142937537547 +229,221.2413536989648,59,105.73786687681046,Male,,4.000545808709629 +229,287.4417902248838,59,105.73786687681046,Male,,3.7389707860466666 +229,429.6285985368573,59,105.73786687681046,Male,,3.7189065817493283 +229,452.90385067532975,59,105.73786687681046,Male,,3.7803004879543782 +229,968.3874385204715,59,105.73786687681046,Male,1,3.53820044480567 +230,0.0,77,85.463115334078,Male,,5.38243090542506 +230,64.73028576135023,77,85.463115334078,Male,,4.099564314258659 +230,129.43011573967877,77,85.463115334078,Male,,2.6646196122001933 +230,176.1910190386712,77,85.463115334078,Male,,2.5258974653691304 +230,231.04384476703171,77,85.463115334078,Male,,2.5021339391382695 +230,350.6978134115532,77,85.463115334078,Male,1,2.608413920566742 +231,0.0,62,70.18597390877503,Male,,24.950947907489674 +231,70.03241190509479,62,70.18597390877503,Male,,24.38084210593133 +231,91.0652567512705,62,70.18597390877503,Male,,24.72210401867295 +231,127.06191476887551,62,70.18597390877503,Male,1,24.207107661494735 +232,0.0,72,63.432559241420556,Female,,6.363557558772058 +232,76.8828640463944,72,63.432559241420556,Female,,6.213103421476481 +232,143.3628884530594,72,63.432559241420556,Female,,6.209363158929202 +232,728.8704695970814,72,63.432559241420556,Female,1,6.139812434494207 +233,0.0,54,62.241887196461555,Male,,29.255074500824033 +233,66.33107369668583,54,62.241887196461555,Male,,23.563297394353775 +233,101.67575716487762,54,62.241887196461555,Male,,21.840111560901484 +233,175.24645093509076,54,62.241887196461555,Male,1,20.390070073072476 +234,0.0,78,64.04395590819765,Female,,6.508197889381746 +234,62.723944542665414,78,64.04395590819765,Female,,6.566842479836772 +234,130.7625647512871,78,64.04395590819765,Female,,6.431322036630203 +234,201.3419239085248,78,64.04395590819765,Female,,6.477070911316019 +234,251.44769658305475,78,64.04395590819765,Female,,6.44952977012522 +234,324.8052414825888,78,64.04395590819765,Female,,6.550683644551471 +234,426.01000245595276,78,64.04395590819765,Female,,6.596860724576907 +234,465.4040771765123,78,64.04395590819765,Female,,6.620299794503021 +234,602.2904200764448,78,64.04395590819765,Female,,6.576191670627053 +234,696.0041427124681,78,64.04395590819765,Female,,6.44121824342565 +234,752.5751903663564,78,64.04395590819765,Female,,6.435862654028069 +234,856.8135030490794,78,64.04395590819765,Female,,6.160422441141533 +234,859.5218005324384,78,64.04395590819765,Female,,6.395233075134163 +234,963.485491969116,78,64.04395590819765,Female,,6.233524333813273 +234,2815.928888985996,78,64.04395590819765,Female,1,4.741572890202116 +235,0.0,74,78.77333927948493,Female,,12.090712543290266 +235,72.04398456738308,74,78.77333927948493,Female,,11.557008929072891 +235,117.2689941298566,74,78.77333927948493,Female,,12.047147496982273 +235,141.57534287149855,74,78.77333927948493,Female,,11.926560604628369 +235,212.95790550120162,74,78.77333927948493,Female,,11.694949382818708 +235,338.23177952036923,74,78.77333927948493,Female,,10.270019794829448 +235,419.30174787060037,74,78.77333927948493,Female,,9.920500701786395 +235,526.3497201154739,74,78.77333927948493,Female,,9.415731574228339 +235,532.798349435589,74,78.77333927948493,Female,,8.776046091319081 +235,662.7335908223073,74,78.77333927948493,Female,,8.326806929732983 +235,804.8531166111741,74,78.77333927948493,Female,,8.540638647302764 +235,810.4410036883634,74,78.77333927948493,Female,,7.533236563730275 +235,4378.790309754201,74,78.77333927948493,Female,1,4.8556478346453735 +236,0.0,67,82.25736471849096,Male,,1.9067048122771793 +236,72.65122872630468,67,82.25736471849096,Male,,1.3473438916504326 +236,149.1929909851591,67,82.25736471849096,Male,,0.9537699764829793 +236,180.900424569344,67,82.25736471849096,Male,,0.8980517032098048 +236,948.2227748315444,67,82.25736471849096,Male,1,0.8912933176847746 +237,0.0,67,69.85568435679711,Male,,3.2662771762004983 +237,61.968155877291025,67,69.85568435679711,Male,,2.925900274985377 +237,100.66456787954782,67,69.85568435679711,Male,,2.758130977663238 +237,147.56413576847007,67,69.85568435679711,Male,,2.593111558711994 +237,191.2749699202032,67,69.85568435679711,Male,,2.5642219540267326 +237,261.07452988038347,67,69.85568435679711,Male,,2.469948930568598 +237,316.4763749085728,67,69.85568435679711,Male,,2.4079162576830884 +237,626.3383804035675,67,69.85568435679711,Male,1,2.6245941748418975 +238,0.0,54,89.11539852950618,Male,,5.7367448837468515 +238,71.37821969947356,54,89.11539852950618,Male,,5.608749793368586 +238,113.14243122159226,54,89.11539852950618,Male,,5.6114076525563705 +238,146.13831062370068,54,89.11539852950618,Male,,5.516392574620103 +238,237.47589875723935,54,89.11539852950618,Male,1,5.522499752054658 +239,0.0,60,75.22545030115712,Female,,2.466827671897632 +239,69.29918208694616,60,75.22545030115712,Female,,1.8205510785037344 +239,132.8171545438722,60,75.22545030115712,Female,,1.2870854330879495 +239,192.93268296037098,60,75.22545030115712,Female,,1.2048389546254201 +239,225.9922237201322,60,75.22545030115712,Female,,1.190198626844728 +239,295.1241313448819,60,75.22545030115712,Female,,1.224288298226457 +239,375.2158390128946,60,75.22545030115712,Female,,1.2967726026002337 +239,537.1605245778218,60,75.22545030115712,Female,,1.336496963997745 +239,559.2479116960768,60,75.22545030115712,Female,,1.3493854120752558 +239,3852.058149732205,60,75.22545030115712,Female,0,1.162739203626887 +240,0.0,64,52.308691955879105,Female,,8.356863330614656 +240,67.80567608641282,64,52.308691955879105,Female,,8.181037834702247 +240,111.17751544059205,64,52.308691955879105,Female,,7.971400265622324 +240,136.68035635363373,64,52.308691955879105,Female,,8.282235137649383 +240,437.4652985054825,64,52.308691955879105,Female,1,7.4882140844784395 +241,0.0,71,66.23222334175915,Male,,5.700554928539438 +241,81.530080508688,71,66.23222334175915,Male,,5.633507262646836 +241,127.66937631252577,71,66.23222334175915,Male,,5.79890326247032 +241,190.46356269660606,71,66.23222334175915,Male,1,5.841569244184159 +242,0.0,70,94.75045896710832,Male,,5.612524679813419 +242,74.23393953733095,70,94.75045896710832,Male,,5.682938221386829 +242,120.5921137745757,70,94.75045896710832,Male,,5.611614034133873 +242,176.1450227316812,70,94.75045896710832,Male,,5.682819854846424 +242,208.31123004057875,70,94.75045896710832,Male,,5.585924467897738 +242,263.51091353770704,70,94.75045896710832,Male,,5.557512401700661 +242,300.6859433197694,70,94.75045896710832,Male,,5.493011806393182 +242,347.94274691687224,70,94.75045896710832,Male,,5.288732369541217 +242,1786.7091792993356,70,94.75045896710832,Male,1,3.2857302784381406 +243,0.0,49,69.88885308563903,Male,,10.006452243008374 +243,71.41596006194625,49,69.88885308563903,Male,,10.062226426366173 +243,114.01764561416618,49,69.88885308563903,Male,,9.82291398530268 +243,185.46947676791186,49,69.88885308563903,Male,,9.782858317966463 +243,207.0783406334928,49,69.88885308563903,Male,,9.70823211737883 +243,679.4216952972392,49,69.88885308563903,Male,1,6.8888116167824744 +244,0.0,75,65.8654225595962,Male,,8.545544730621069 +244,56.570256609008034,75,65.8654225595962,Male,,8.59709716444695 +244,140.46708096736097,75,65.8654225595962,Male,,8.470401621498722 +244,179.64647271435558,75,65.8654225595962,Male,,8.284535745907279 +244,224.78263105039957,75,65.8654225595962,Male,,8.465231082265374 +244,287.92796808711097,75,65.8654225595962,Male,,8.229264278593238 +244,402.59541149573334,75,65.8654225595962,Male,,8.070814725256907 +244,467.9155875769439,75,65.8654225595962,Male,,7.893470061257321 +244,595.0326475037548,75,65.8654225595962,Male,,7.6492073691831095 +244,731.6024768583591,75,65.8654225595962,Male,,7.2328423034813 +244,735.58400808595,75,65.8654225595962,Male,,7.122361850126286 +244,821.0060450216938,75,65.8654225595962,Male,,6.914464318338687 +244,922.1406415098035,75,65.8654225595962,Male,,6.640595712508653 +244,1115.4349455522922,75,65.8654225595962,Male,,6.430529902420938 +244,1165.1452865273175,75,65.8654225595962,Male,,6.267773290767646 +244,1291.9999651500416,75,65.8654225595962,Male,,5.921160556280745 +244,1370.0350413560705,75,65.8654225595962,Male,,5.963184941555154 +244,1618.2117837250821,75,65.8654225595962,Male,,5.686390372755779 +244,3645.0119781191606,75,65.8654225595962,Male,0,4.630657678081068 +245,0.0,62,88.0869209164988,Male,,6.4377088435202845 +245,65.7323794891576,62,88.0869209164988,Male,,5.42238097261566 +245,116.13247933168181,62,88.0869209164988,Male,,3.5841985592976613 +245,163.48074538544753,62,88.0869209164988,Male,,3.1166307474120174 +245,191.66710871781706,62,88.0869209164988,Male,,2.9545209828185457 +245,233.11380034242228,62,88.0869209164988,Male,,2.7575563826770932 +245,308.5439300747938,62,88.0869209164988,Male,,2.5557336123062506 +245,361.9099918903339,62,88.0869209164988,Male,,2.4771687236314426 +245,408.6016221103809,62,88.0869209164988,Male,,2.365069797946494 +245,412.6138414789161,62,88.0869209164988,Male,,2.402072441700988 +245,434.03546208146525,62,88.0869209164988,Male,,2.3594575811265788 +245,554.1092013433395,62,88.0869209164988,Male,,2.262951494446408 +245,566.3690590867026,62,88.0869209164988,Male,,2.2798212300341194 +245,608.1849804187615,62,88.0869209164988,Male,,2.237569087276837 +245,657.2386181359337,62,88.0869209164988,Male,,2.2192251838819836 +245,700.6113860909898,62,88.0869209164988,Male,,2.1995050525534996 +245,862.4204886128059,62,88.0869209164988,Male,,2.167576051975781 +245,881.807639566177,62,88.0869209164988,Male,,2.1750594467828277 +245,896.206929001197,62,88.0869209164988,Male,,2.17983728529954 +245,1069.5427701881138,62,88.0869209164988,Male,,2.1149424735870737 +245,1097.6110541470457,62,88.0869209164988,Male,,2.122716691554371 +245,1283.0856086771284,62,88.0869209164988,Male,,2.095450368390224 +245,1308.4603234813073,62,88.0869209164988,Male,,2.0658552161582393 +245,1336.9295479117031,62,88.0869209164988,Male,,2.0805282764798445 +245,1361.789594180803,62,88.0869209164988,Male,,2.080152496635656 +245,1571.0323825113014,62,88.0869209164988,Male,,2.0823409269274022 +245,1614.2655293448,62,88.0869209164988,Male,,2.0672727926794643 +245,1822.1435282716698,62,88.0869209164988,Male,,2.0736956979889936 +245,1947.1599162995046,62,88.0869209164988,Male,,2.0609464453921413 +245,1981.4014905295635,62,88.0869209164988,Male,,2.0617253290309585 +245,2047.4528169603054,62,88.0869209164988,Male,,2.041808004894731 +245,2068.8613551591584,62,88.0869209164988,Male,,2.06478497912789 +245,2121.7569361894184,62,88.0869209164988,Male,,2.052100692133771 +245,2145.52139082572,62,88.0869209164988,Male,,2.04149527577589 +245,2220.129485220435,62,88.0869209164988,Male,,2.0345867972315865 +245,2327.4654298222654,62,88.0869209164988,Male,,2.0548571251847685 +245,2340.5247465086954,62,88.0869209164988,Male,,2.0567046722332916 +245,2468.384644024131,62,88.0869209164988,Male,,2.0374860371527794 +245,3813.4773025110903,62,88.0869209164988,Male,0,2.012779088073531 +246,0.0,85,73.06577617621159,Male,,4.459644882876887 +246,72.15874022592614,85,73.06577617621159,Male,,4.444051491084584 +246,133.04548184325913,85,73.06577617621159,Male,,4.251777395620433 +246,176.74020994543795,85,73.06577617621159,Male,,4.087779247447371 +246,227.33337993050242,85,73.06577617621159,Male,,3.7274098599101646 +246,295.20908188744664,85,73.06577617621159,Male,,3.437617279994199 +246,403.32660072733967,85,73.06577617621159,Male,,3.3163017144240334 +246,471.7166373972307,85,73.06577617621159,Male,,3.3154074256732287 +246,609.9082321781785,85,73.06577617621159,Male,,3.299696583992128 +246,636.99262643167,85,73.06577617621159,Male,,3.1817707442561933 +246,696.9893560735396,85,73.06577617621159,Male,,3.146704328132022 +246,858.0850428041746,85,73.06577617621159,Male,,3.009674601020702 +246,864.5581380810174,85,73.06577617621159,Male,,2.9427097750706266 +246,1068.674832679047,85,73.06577617621159,Male,,2.7476571620616412 +246,1082.9922457086275,85,73.06577617621159,Male,,2.8227014248462177 +246,1114.7188629249176,85,73.06577617621159,Male,,2.715767054131484 +246,1199.0969370651108,85,73.06577617621159,Male,,2.726044269747587 +246,1276.6032347312807,85,73.06577617621159,Male,,2.608490019916992 +246,1398.2020210087915,85,73.06577617621159,Male,,2.5760651803894676 +246,1558.6353239847106,85,73.06577617621159,Male,,2.5579331433041235 +246,1705.046695060648,85,73.06577617621159,Male,,2.488530721939566 +246,1738.6141682609564,85,73.06577617621159,Male,,2.361409503760014 +246,1745.8060334584068,85,73.06577617621159,Male,,2.440709732068694 +246,1840.7068867301396,85,73.06577617621159,Male,,2.4075874337245735 +246,2149.62158421638,85,73.06577617621159,Male,,2.2792666785583156 +246,2352.92757263864,85,73.06577617621159,Male,,2.286011723002843 +246,3413.244978147126,85,73.06577617621159,Male,1,2.026297730010785 +247,0.0,67,70.79775901536146,Male,,3.4021005650979634 +247,50.61792091301595,67,70.79775901536146,Male,,1.9978081105727545 +247,126.33244396513686,67,70.79775901536146,Male,,1.4908997847445737 +247,177.49047411616135,67,70.79775901536146,Male,1,1.427543633282198 +248,0.0,75,58.9491480104759,Male,,8.859543633290627 +248,73.58440198469533,75,58.9491480104759,Male,,8.622337449017204 +248,114.86138011145754,75,58.9491480104759,Male,,6.763615355481325 +248,143.50688434404947,75,58.9491480104759,Male,,5.835952366980169 +248,219.83470196700378,75,58.9491480104759,Male,,4.853051107472128 +248,233.07127771120835,75,58.9491480104759,Male,,4.738056062189452 +248,300.88563920634726,75,58.9491480104759,Male,,4.511495317350213 +248,359.30217595857783,75,58.9491480104759,Male,,4.4142682462016305 +248,454.26363552775786,75,58.9491480104759,Male,1,4.363521784362921 +249,0.0,69,53.85286462909655,Female,,1.5645461146239246 +249,46.86440576506264,69,53.85286462909655,Female,,1.5782405299836018 +249,111.33699486206355,69,53.85286462909655,Female,,1.4984384197506475 +249,160.78927227989627,69,53.85286462909655,Female,,1.4484452790694555 +249,208.65814181571085,69,53.85286462909655,Female,,1.3728862721214412 +249,233.19269298119434,69,53.85286462909655,Female,,1.3118580821128267 +249,293.6768020837782,69,53.85286462909655,Female,,1.256583361892918 +249,352.163541555393,69,53.85286462909655,Female,,1.177411831521736 +249,430.20856451689264,69,53.85286462909655,Female,,1.1300799975257299 +249,509.2121667683897,69,53.85286462909655,Female,,1.0870445620574485 +249,617.4811896048726,69,53.85286462909655,Female,,1.1120843802973508 +249,707.3627407391272,69,53.85286462909655,Female,,1.0691483785641478 +249,828.5096939804167,69,53.85286462909655,Female,,1.0469360241412025 +249,1068.0247262802502,69,53.85286462909655,Female,,1.0832973637879808 +249,1229.1130367079932,69,53.85286462909655,Female,,1.0953311284332723 +249,3636.617756619302,69,53.85286462909655,Female,0,0.9798732299738474 +250,0.0,75,93.74792705817096,Male,,6.350518489491342 +250,76.03196426497561,75,93.74792705817096,Male,,6.366785389548866 +250,129.3709604710269,75,93.74792705817096,Male,,6.2909634244525465 +250,163.02541585282177,75,93.74792705817096,Male,,6.301603469265839 +250,204.7151717447895,75,93.74792705817096,Male,,6.254843939289547 +250,904.1023251199646,75,93.74792705817096,Male,1,4.189219884693383 +251,0.0,66,71.6986990134351,Male,,8.162434635186193 +251,69.29945982516507,66,71.6986990134351,Male,,8.17280496744804 +251,171.60372406712602,66,71.6986990134351,Male,1,8.25652125717564 +252,0.0,66,89.48417844267055,Male,,5.841571234212377 +252,78.96109749068577,66,89.48417844267055,Male,,5.857660771203421 +252,113.90194918393395,66,89.48417844267055,Male,,5.715978415545057 +252,140.96551756237682,66,89.48417844267055,Male,,5.765857538771176 +252,205.4105507572327,66,89.48417844267055,Male,,5.813037102271656 +252,513.510188105133,66,89.48417844267055,Male,1,5.471235081390694 +253,0.0,53,48.27882230949036,Female,,1.6911543304436436 +253,64.73384805564933,53,48.27882230949036,Female,,1.648498948953741 +253,143.18391700748904,53,48.27882230949036,Female,,1.1642111737857792 +253,180.65900468601848,53,48.27882230949036,Female,,0.8281522095018637 +253,282.0675781611076,53,48.27882230949036,Female,1,0.7616796801838034 +254,0.0,50,70.75857712827201,Male,,6.196889779630606 +254,72.54772830714016,50,70.75857712827201,Male,,5.7254985463259604 +254,120.1754943274614,50,70.75857712827201,Male,1,5.398902354802376 +255,0.0,59,118.48534495204426,Male,,25.69481227450065 +255,67.93630159994756,59,118.48534495204426,Male,,25.839561588250273 +255,135.5354904342662,59,118.48534495204426,Male,,25.85456750926749 +255,194.71360445028424,59,118.48534495204426,Male,,25.628764928214785 +255,249.70090631043223,59,118.48534495204426,Male,,25.513003024703604 +255,291.41502476876605,59,118.48534495204426,Male,,25.305690121845977 +255,772.2644959727888,59,118.48534495204426,Male,1,20.102170688045717 +256,0.0,61,59.9461565504432,Female,,18.30715090614757 +256,50.69110445626619,61,59.9461565504432,Female,,18.30928026355475 +256,127.98439534523551,61,59.9461565504432,Female,,18.20619562088135 +256,178.69038905733473,61,59.9461565504432,Female,1,18.0709487820432 +257,0.0,50,74.690463418754,Male,,31.054369954600663 +257,69.18098175470624,50,74.690463418754,Male,,30.83989196323379 +257,131.91755799576228,50,74.690463418754,Male,,30.825051907996972 +257,187.22189016267532,50,74.690463418754,Male,,30.778944781308923 +257,252.3730857931122,50,74.690463418754,Male,,30.542680763137625 +257,619.245500917084,50,74.690463418754,Male,1,28.545358993127373 +258,0.0,66,86.33051217936342,Female,,3.6940194533703825 +258,64.86167418733501,66,86.33051217936342,Female,,2.043415511850686 +258,144.60556189670268,66,86.33051217936342,Female,,1.7716193977335761 +258,352.71179327359687,66,86.33051217936342,Female,1,1.7594583996936883 +259,0.0,55,83.24268945401305,Female,,8.666328303538473 +259,41.88951094356048,55,83.24268945401305,Female,,8.736594271147343 +259,117.78469214745505,55,83.24268945401305,Female,,8.50779868127463 +259,463.39543196254,55,83.24268945401305,Female,1,7.3427937022125835 +260,0.0,62,86.10903309506199,Male,,29.934891435989076 +260,72.80130424956667,62,86.10903309506199,Male,,17.41753037932244 +260,113.36071345957794,62,86.10903309506199,Male,,14.561803936885715 +260,153.54729864951878,62,86.10903309506199,Male,,13.807556677482392 +260,198.41350828980933,62,86.10903309506199,Male,,13.598402832046792 +260,253.10241957015887,62,86.10903309506199,Male,,13.553469952420595 +260,264.18439577254657,62,86.10903309506199,Male,,13.579401367206978 +260,351.19166612246556,62,86.10903309506199,Male,,13.695938637314889 +260,371.8105342683397,62,86.10903309506199,Male,,13.727738121080414 +260,412.6348639951002,62,86.10903309506199,Male,,13.70743666099685 +260,497.4627313346441,62,86.10903309506199,Male,,13.602921802450465 +260,623.9347017510837,62,86.10903309506199,Male,,13.403231140562456 +260,657.2125511539815,62,86.10903309506199,Male,,13.353096526167036 +260,1996.6724727266119,62,86.10903309506199,Male,1,11.953055959398874 +261,0.0,67,86.2637455741387,Male,,9.131842255243843 +261,73.03086305402329,67,86.2637455741387,Male,,9.266548578007193 +261,128.1461428768284,67,86.2637455741387,Male,,7.56135525159025 +261,175.8258031309426,67,86.2637455741387,Male,,6.074391847254949 +261,268.25960206819997,67,86.2637455741387,Male,,5.160498068531507 +261,287.07145530498843,67,86.2637455741387,Male,,5.066352833241523 +261,372.9710733440629,67,86.2637455741387,Male,,4.831213981096724 +261,391.545916865809,67,86.2637455741387,Male,,4.814042299666156 +261,509.9361969924897,67,86.2637455741387,Male,,4.690572905195658 +261,566.525864334725,67,86.2637455741387,Male,,4.60737040514334 +261,568.9784270687262,67,86.2637455741387,Male,,4.670685068436588 +261,654.8116981323949,67,86.2637455741387,Male,,4.637849916335217 +261,665.5168667460662,67,86.2637455741387,Male,,4.521925905161943 +261,712.0485238067539,67,86.2637455741387,Male,,4.614628888399334 +261,819.572736261736,67,86.2637455741387,Male,,4.610974484251687 +261,950.1641771685637,67,86.2637455741387,Male,,4.473090326150856 +261,5427.936121089669,67,86.2637455741387,Male,0,4.413458519756234 +262,0.0,56,38.10329256775929,Male,,12.266298115838941 +262,69.94325042677256,56,38.10329256775929,Male,,10.709425084076317 +262,129.59448935200075,56,38.10329256775929,Male,,5.280739693934876 +262,617.7052667860248,56,38.10329256775929,Male,1,4.104197763209206 +263,0.0,67,75.08548820983937,Male,,7.855519156784107 +263,67.8579443690066,67,75.08548820983937,Male,,7.832466831514158 +263,117.4977329518361,67,75.08548820983937,Male,,7.412997050450108 +263,150.61520604662252,67,75.08548820983937,Male,,7.302856296498141 +263,230.79126451030479,67,75.08548820983937,Male,,7.594381110328299 +263,256.6598951895996,67,75.08548820983937,Male,,7.332346318475809 +263,344.1888879849832,67,75.08548820983937,Male,,7.576287064040557 +263,1009.7264465547964,67,75.08548820983937,Male,1,5.351937016198022 +264,0.0,54,66.75039961473293,Female,,7.2643927876085055 +264,65.11795230692977,54,66.75039961473293,Female,,6.535918198498101 +264,160.4109772790324,54,66.75039961473293,Female,1,4.285237219955237 +265,0.0,64,52.85044176277746,Female,,16.04106894419636 +265,77.95302994620712,64,52.85044176277746,Female,,11.45113927009868 +265,136.8347587122445,64,52.85044176277746,Female,,8.865509638482148 +265,189.0605670333214,64,52.85044176277746,Female,,8.281785032077215 +265,239.78321794886747,64,52.85044176277746,Female,,8.099636838913888 +265,283.37686458329387,64,52.85044176277746,Female,,8.219729145577523 +265,295.1771344052993,64,52.85044176277746,Female,,8.411071538206253 +265,311.0715656898654,64,52.85044176277746,Female,,8.084135666918415 +265,2002.650646404755,64,52.85044176277746,Female,1,6.491985460418456 +266,0.0,58,78.9495006723516,Male,,6.611849157951089 +266,70.16768155788462,58,78.9495006723516,Male,,6.579536742676595 +266,129.33994009329794,58,78.9495006723516,Male,,6.424846799879092 +266,194.8369743011769,58,78.9495006723516,Male,,6.614298871800746 +266,233.67371096069564,58,78.9495006723516,Male,,6.501501345733858 +266,2056.229482592078,58,78.9495006723516,Male,1,4.344106495821741 +267,0.0,66,92.27318342669533,Male,,5.889379564086646 +267,76.19503100235067,66,92.27318342669533,Male,,5.511573731499351 +267,147.24234117140463,66,92.27318342669533,Male,,3.597623535156881 +267,616.5106385491257,66,92.27318342669533,Male,1,2.8945318736555765 +268,0.0,69,52.42642209071279,Female,,7.281002923906604 +268,68.30878305408221,69,52.42642209071279,Female,,7.310475911053886 +268,114.10586350463731,69,52.42642209071279,Female,,7.135513921692227 +268,152.64406031356708,69,52.42642209071279,Female,,6.81140861848965 +268,204.4770208701481,69,52.42642209071279,Female,,6.2640263258950295 +268,238.64218589372564,69,52.42642209071279,Female,,5.934051422810901 +268,3121.2195521591702,69,52.42642209071279,Female,0,3.131881658369518 +269,0.0,78,82.716715044386,Female,,4.393084478019388 +269,57.88581471672696,78,82.716715044386,Female,,4.3883339064944415 +269,129.34168202742714,78,82.716715044386,Female,,4.369726222122642 +269,195.81325966980356,78,82.716715044386,Female,,4.376908760589439 +269,377.7507127624986,78,82.716715044386,Female,1,4.159644071938891 +270,0.0,62,84.59324763290887,Male,,7.4747293603441936 +270,78.04923820104325,62,84.59324763290887,Male,,5.732170393463975 +270,212.93714338082478,62,84.59324763290887,Male,1,5.016272720002928 +271,0.0,53,68.01843791936653,Female,,4.713467577520583 +271,72.92129771904536,53,68.01843791936653,Female,,3.217471142076112 +271,123.38648260788281,53,68.01843791936653,Female,,2.7794875882665737 +271,174.3838113818904,53,68.01843791936653,Female,,2.830183952928649 +271,182.4162897877672,53,68.01843791936653,Female,,2.700546824234908 +271,235.04731092412473,53,68.01843791936653,Female,,2.8194755393195834 +271,294.3280280852792,53,68.01843791936653,Female,,2.9359987938971646 +271,314.4900445172924,53,68.01843791936653,Female,,3.0104339620664944 +271,343.55815720982713,53,68.01843791936653,Female,,3.0292681054590496 +271,674.3677064193646,53,68.01843791936653,Female,1,3.8770829548998544 +272,0.0,54,57.42485980602033,Female,,3.125202718732179 +272,71.61292536386361,54,57.42485980602033,Female,,2.387174177138114 +272,113.63486446972948,54,57.42485980602033,Female,,2.2491645508227784 +272,163.86872094870392,54,57.42485980602033,Female,,2.1361050735061604 +272,192.9574187956971,54,57.42485980602033,Female,,2.111399483545951 +272,232.5745707433158,54,57.42485980602033,Female,,2.179675972172063 +272,271.5477993643056,54,57.42485980602033,Female,,2.1642963196152625 +272,323.59226088049684,54,57.42485980602033,Female,,2.218209877162918 +272,341.7932225755299,54,57.42485980602033,Female,,2.2443387514520734 +272,423.03688808144966,54,57.42485980602033,Female,,2.4383578292889263 +272,478.17543306223934,54,57.42485980602033,Female,,2.5989075378647923 +272,584.0319813214118,54,57.42485980602033,Female,,3.06200686231477 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+273,130.8408373298292,73,76.51667722122261,Male,,9.437532745862532 +273,370.3956611108342,73,76.51667722122261,Male,1,9.489483490721529 +274,0.0,58,86.12354876401773,Female,,3.8514758284497956 +274,77.23728979030255,58,86.12354876401773,Female,,3.900143029054533 +274,105.49325712717904,58,86.12354876401773,Female,,3.842322139951219 +274,173.20015672752677,58,86.12354876401773,Female,,3.8368687613797436 +274,563.087066251215,58,86.12354876401773,Female,0,3.1203568169709945 +275,0.0,62,83.36508552474596,Male,,11.488482717004254 +275,59.90580962848502,62,83.36508552474596,Male,,10.017412012174505 +275,145.0700365309779,62,83.36508552474596,Male,,8.96520709166046 +275,658.1199023780097,62,83.36508552474596,Male,1,10.10004410372463 +276,0.0,82,89.50089048865424,Male,,7.346945097935805 +276,82.10611547447392,82,89.50089048865424,Male,,4.394980203467331 +276,139.90416306571916,82,89.50089048865424,Male,,3.713297757589299 +276,172.84914258093065,82,89.50089048865424,Male,,3.5700644269485506 +276,173.53531314631527,82,89.50089048865424,Male,,3.685945087668294 +276,215.58840841748733,82,89.50089048865424,Male,,3.6542187403214985 +276,335.98325583336845,82,89.50089048865424,Male,,3.733477141580622 +276,373.54010587328935,82,89.50089048865424,Male,,3.522369273760423 +276,458.29444749521633,82,89.50089048865424,Male,,3.4360617998636362 +276,512.6544760157035,82,89.50089048865424,Male,,3.485678237008692 +276,614.4127615019747,82,89.50089048865424,Male,,3.4973746391620595 +276,764.7643479181883,82,89.50089048865424,Male,,3.225994410493164 +276,786.8036794639733,82,89.50089048865424,Male,,3.3710199769753295 +276,1027.776648084875,82,89.50089048865424,Male,,3.194856846583289 +276,1145.3134281469024,82,89.50089048865424,Male,,3.2838722038440245 +276,1168.3762848289907,82,89.50089048865424,Male,,3.467467334289573 +276,1252.0109308041838,82,89.50089048865424,Male,,3.114031720432108 +276,1342.1291079329148,82,89.50089048865424,Male,,2.8248339794864874 +276,1449.5214104492354,82,89.50089048865424,Male,,3.004939607723118 +276,1523.0203300745575,82,89.50089048865424,Male,,3.213898858746182 +276,2213.9692686752965,82,89.50089048865424,Male,1,3.070750247224631 +277,0.0,77,68.99341060281006,Male,,8.787809832588604 +277,60.801537798885285,77,68.99341060281006,Male,,8.934641088836011 +277,141.18819350091997,77,68.99341060281006,Male,,5.713968434861555 +277,419.43920238030563,77,68.99341060281006,Male,1,4.774131381919645 +278,0.0,75,62.34780351850624,Female,,5.431623244972099 +278,50.63761419396732,75,62.34780351850624,Female,,3.705066872450873 +278,157.97643845429712,75,62.34780351850624,Female,,2.468969078028581 +278,217.08275248383302,75,62.34780351850624,Female,,2.448871062568408 +278,224.62248018822166,75,62.34780351850624,Female,,2.443674963503109 +278,358.1763222127097,75,62.34780351850624,Female,,2.4956690250008395 +278,1360.848278076221,75,62.34780351850624,Female,1,2.3195231854887397 +279,0.0,64,101.92189048633591,Male,,1.956870092105573 +279,74.43126433186434,64,101.92189048633591,Male,,1.2611482651418604 +279,202.8562443728118,64,101.92189048633591,Male,1,1.1218804864188325 +280,0.0,60,63.7821395972629,Female,,8.032466175465276 +280,80.10441824592732,60,63.7821395972629,Female,,6.7026928390252865 +280,121.17227173225953,60,63.7821395972629,Female,,6.091637042365113 +280,230.06029159796287,60,63.7821395972629,Female,,5.761419938979462 +280,344.28201992201485,60,63.7821395972629,Female,,5.802708835608814 +280,5265.368833604858,60,63.7821395972629,Female,0,4.072088376159722 +281,0.0,62,45.871613848060825,Female,,6.981400116992157 +281,61.913302688323824,62,45.871613848060825,Female,,7.002492756566932 +281,134.87450447465048,62,45.871613848060825,Female,,6.710813986497093 +281,201.28264489608063,62,45.871613848060825,Female,1,6.147692770674088 +282,0.0,67,63.28127526047341,Male,,2.7966828433718813 +282,70.88944699613677,67,63.28127526047341,Male,,1.6960671701097056 +282,142.5036678189815,67,63.28127526047341,Male,,1.2234451338543797 +282,185.1256033814952,67,63.28127526047341,Male,,1.1673492625255468 +282,220.56130516701944,67,63.28127526047341,Male,,1.1538570948475448 +282,258.83648585903916,67,63.28127526047341,Male,,1.1167047492546864 +282,295.8334603307843,67,63.28127526047341,Male,,1.0880564750348534 +282,350.003563602223,67,63.28127526047341,Male,,1.0735717806613283 +282,406.9988145222238,67,63.28127526047341,Male,,1.0469165050780609 +282,868.4234503499958,67,63.28127526047341,Male,1,0.9271660235720673 +283,0.0,56,82.57177547117205,Male,,5.159789707831349 +283,65.16304695872148,56,82.57177547117205,Male,,3.124811642860111 +283,123.82947295219523,56,82.57177547117205,Male,,2.516703817981046 +283,139.56799062802676,56,82.57177547117205,Male,,2.463650155988843 +283,524.9221441651706,56,82.57177547117205,Male,1,2.5337298536985045 +284,0.0,67,58.576007547108446,Female,,7.4492300618462295 +284,63.75374479667866,67,58.576007547108446,Female,,7.398741236091101 +284,152.84542596927872,67,58.576007547108446,Female,,6.8908896765160375 +284,227.13580995174658,67,58.576007547108446,Female,,3.986369728615434 +284,547.9049822745455,67,58.576007547108446,Female,1,2.016340457532738 +285,0.0,58,69.7164562855048,Male,,13.33178638001614 +285,70.91083089951894,58,69.7164562855048,Male,,12.650249870815232 +285,141.36671943529396,58,69.7164562855048,Male,,12.835997898372348 +285,181.3819548532653,58,69.7164562855048,Male,,12.40207460534406 +285,202.2063624224337,58,69.7164562855048,Male,,13.076641810528756 +285,252.87031957146047,58,69.7164562855048,Male,,12.048131410693982 +285,287.1609288461942,58,69.7164562855048,Male,,12.35033587250598 +285,332.3074322729644,58,69.7164562855048,Male,,11.726221888637378 +285,354.5637702491525,58,69.7164562855048,Male,,11.778261478668293 +285,413.08439610616296,58,69.7164562855048,Male,,11.116938887554156 +285,551.646855123769,58,69.7164562855048,Male,,10.286021929769156 +285,618.1933192886797,58,69.7164562855048,Male,,9.612337700568931 +285,712.4122518082676,58,69.7164562855048,Male,,9.683910027337733 +285,733.2031103325272,58,69.7164562855048,Male,,8.745100973003542 +285,825.5141194031457,58,69.7164562855048,Male,,8.60898347149814 +285,1163.0949487624735,58,69.7164562855048,Male,1,7.5971599119460596 +286,0.0,56,75.06552409502117,Male,,9.299564113321683 +286,71.75806811426992,56,75.06552409502117,Male,,9.274932953400391 +286,148.1076625581992,56,75.06552409502117,Male,,9.264987530080049 +286,164.0071674948204,56,75.06552409502117,Male,,9.2441441816967 +286,214.45613141045652,56,75.06552409502117,Male,,9.133117881619212 +286,974.3323020178148,56,75.06552409502117,Male,1,6.622100123771473 +287,0.0,57,84.5964451202409,Female,,10.593834594164315 +287,63.38722927669955,57,84.5964451202409,Female,,10.566377679917357 +287,157.76271547062714,57,84.5964451202409,Female,1,9.60994108513461 +288,0.0,82,66.362442604806,Male,,17.097450915110254 +288,71.82335525592902,82,66.362442604806,Male,,15.09381338443476 +288,121.28919607788477,82,66.362442604806,Male,,9.825033269811327 +288,171.07303570738,82,66.362442604806,Male,,8.478668457059975 +288,365.4984943957205,82,66.362442604806,Male,1,7.848745517965602 +289,0.0,57,86.1193044811742,Male,,5.92329431939884 +289,54.96542352857046,57,86.1193044811742,Male,,5.390966614819138 +289,129.86638243858928,57,86.1193044811742,Male,,4.717782998782049 +289,176.1315698594168,57,86.1193044811742,Male,,4.358085670406556 +289,575.8810868349573,57,86.1193044811742,Male,1,3.306611083239407 +290,0.0,58,61.2767919626625,Male,,11.702480096072188 +290,76.56212804647276,58,61.2767919626625,Male,,11.549107675582137 +290,105.61290991727088,58,61.2767919626625,Male,,10.05924474996296 +290,204.65235701804167,58,61.2767919626625,Male,,4.129023864034447 +290,484.29766741996076,58,61.2767919626625,Male,1,3.8712944869335595 +291,0.0,51,78.80213077442433,Male,,7.401341015421311 +291,68.03318089577694,51,78.80213077442433,Male,,7.403851284029788 +291,144.87053518313658,51,78.80213077442433,Male,,6.490147381000009 +291,211.49390172318846,51,78.80213077442433,Male,,4.8929324919755635 +291,249.3565008378094,51,78.80213077442433,Male,,4.347227047416532 +291,280.7815506289978,51,78.80213077442433,Male,,4.021518594317777 +291,2021.5233761786624,51,78.80213077442433,Male,1,2.510607789889668 +292,0.0,60,102.27193644580555,Female,,14.069639351152343 +292,50.82262044849425,60,102.27193644580555,Female,,12.688638044390398 +292,132.54565991744477,60,102.27193644580555,Female,,7.240546001848664 +292,193.95033303455327,60,102.27193644580555,Female,,6.993219945613485 +292,212.7554660992538,60,102.27193644580555,Female,,7.168049331787298 +292,300.4666352974542,60,102.27193644580555,Female,,7.113705377934695 +292,1371.3424877661919,60,102.27193644580555,Female,1,6.017547922834504 +293,0.0,72,57.823849143638945,Female,,4.170579259005072 +293,68.61637359001122,72,57.823849143638945,Female,,3.5100791259899404 +293,130.0248984385508,72,57.823849143638945,Female,,2.1810978092234934 +293,171.53308872735306,72,57.823849143638945,Female,,2.0133398064512664 +293,206.7279741106652,72,57.823849143638945,Female,,1.9690651889952941 +293,285.7153256234021,72,57.823849143638945,Female,,1.8498415445830896 +293,287.61666630176904,72,57.823849143638945,Female,,1.8302463661051571 +293,430.06543205527294,72,57.823849143638945,Female,,1.7041845263394495 +293,506.631593332347,72,57.823849143638945,Female,,1.637694258892038 +293,630.9794624985042,72,57.823849143638945,Female,,1.5318713359976504 +293,748.0025149297559,72,57.823849143638945,Female,,1.476567816942035 +293,755.9469423159571,72,57.823849143638945,Female,,1.4728215641416176 +293,883.8206066253745,72,57.823849143638945,Female,,1.4005520622431935 +293,957.5628726590318,72,57.823849143638945,Female,,1.3787840295453633 +293,960.915534756929,72,57.823849143638945,Female,,1.3909629320595687 +293,1157.129191122169,72,57.823849143638945,Female,,1.3168769847183879 +293,1203.6403896988136,72,57.823849143638945,Female,,1.2997891883904653 +293,1294.4485184805776,72,57.823849143638945,Female,,1.2796186715624802 +293,1305.502894247027,72,57.823849143638945,Female,,1.274300103396136 +293,1494.7443462538115,72,57.823849143638945,Female,,1.2544804916230043 +293,1586.6498374005855,72,57.823849143638945,Female,,1.2529819679825922 +293,1639.7941995753872,72,57.823849143638945,Female,,1.2356687031961548 +293,1665.2529847252763,72,57.823849143638945,Female,,1.230949090453692 +293,1881.7355288761657,72,57.823849143638945,Female,,1.2100562009145281 +293,1930.466308298921,72,57.823849143638945,Female,,1.2270471486404653 +293,1981.6065315795781,72,57.823849143638945,Female,,1.2272086557023363 +293,2079.7993448910242,72,57.823849143638945,Female,,1.2157641916832715 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