DSLR

Ft_array.py

@@ -0,0 +1,73 @@
+from feature_scaling import *
+import pandas as pd
+import math
+
+def ft_mediane(array):
+    array = array.tolist()
+    lena = len(array)
+    array.sort()
+    if (lena % 2):
+        return (array[int(lena / 2)] + array[int((lena + 1) / 2)]) / 2
+    return array[lena / 2]
+
+def ft_min(array):
+    ret = False 
+    for rows in array:
+        ret = rows if ret is False or rows < ret else ret
+    return ret
+
+def ft_max(array):
+    ret = False 
+    for rows in array:
+        ret = rows if ret is False or rows > ret else ret
+    return ret
+
+def ft_mode(array):
+    lst = list(array.astype(int))
+    return(max(lst, key=lst.count))
+
+
+def ft_mean(array):
+    return sum(array) / len(array)
+
+def ft_std_mediane(array):
+    lena = len(array) - 1
+    suma = 0
+    meda = ft_mediane(array)
+    for elem in array:
+        suma += (elem - meda)**2
+    std = (1 / lena) * suma
+    std = math.sqrt(std)
+    return std
+
+def ft_std(array):
+    lena = len(array) - 1
+    suma = 0
+    mean = ft_mean(array)
+    for elem in array:
+        suma += (elem - mean)**2
+    std = (1 / lena) * suma
+    std = math.sqrt(std)
+    return std
+
+def ft_count(array):
+    return len(array)
+
+def ft_percentile(array, percent):
+   lena = len(array)
+   array.sort() 
+   n = lena * percent / 100
+   return array[int(n)]
+
+def ft_median(array):
+    return ft_percentile(array.tolist(), 50)
+
+def ft_first_quar(array):
+    return ft_percentile(array.tolist(), 25)
+
+def ft_third_quar(array):
+    return ft_percentile(array.tolist(), 75)
+
+def ft_normalize(array):
+   return rescaling(array)
+

Ft_logistic_regression.py

@@ -0,0 +1,103 @@
+import numpy as np
+import matplotlib.pyplot as plt
+from random import randint
+from Ft_array import *
+
+class Ft_logistic_regression():
+
+    """
+    This class handle LogisticRegression for a given dataset, it detects how many features there is in the dataset
+    and uppon calling gradient descent, set the variable raw_thetas to the result of n epochs of gradient descent on starting raw_thetas.
+    All values in X are normalized so regression is faster.
+
+    when we access j, we access a feature, when we access i, we access a sample.
+
+    for example, accessing X[i,j] means accessing the jth feature of the ith sample.
+    we only access data in y with i and data in thetas with j for clarity
+
+    attributes:
+
+    m is the number of samples in the dataset
+    n is the number of features in the dataset
+
+    raw_data is the data sent by user. it's never overwritten.
+    raw_thetas are the starting thetas sent by user. it's overwritten at the end of a gradient_descent call
+
+
+    X is the normalized data array of size m * n + 1. The first column of X is filled with 1s for quick hypothesis computation
+    y is the values vector of size m * 1.
+
+    thetas are the normalized thetas vector of size n + 1. They're updated at each epochs of the gradient_descent function
+    """
+
+    def __init__(self, data, epochs = 1000, learning_rate = 0.001):
+        self.cost = []
+        self.epochs = epochs
+        self.learning_rate = learning_rate
+        self.raw_data = data
+        self.m = self.raw_data.shape[0];
+        self.n = self.raw_data.shape[1] - 1;
+        self.__get_scaled_data()
+        self.thetas = np.zeros(self.n + 1)
+
+    def gradient_descent(self):
+        for n in range (0, 20000):
+            self.thetas = self.__gradient_descent_epoch()
+            if (n % 10 == 0):
+                cost = self.get_cost()
+            if (cost < 0.1):
+                break
+        self.raw_thetas = np.empty(len(self.thetas))
+        self.raw_thetas[0] = ft_mean(self.y)
+        for j in range(1, self.n + 1):
+            self.raw_thetas[j] = (self.thetas[j]) / (ft_max(self.raw_data[:, j - 1]) - ft_min(self.raw_data[:, j - 1]))
+            self.raw_thetas[0] -= self.raw_thetas[j] * np.nanmean(self.raw_data[:, j - 1])
+
+    def get_cost(self):
+        cost = 0;
+        for i in range (0, self.m):
+            if not np.isnan(self.X[i]).any():
+                cost += self.y[i] * np.log(self.__predict(i)) + (1 - self.y[i]) * np.log(1 - self.__predict(i))
+        cost /= float(self.m)
+        return -cost
+
+    # Adds a column filled with 1 (So Theta0 * x0 = Theta0) and apply ft_minft_max normalization to the raw data
+    def __get_scaled_data(self):
+        self.X = np.empty(shape=(self.m, self.n + 1)) # create the data matrix of size m * n
+        self.X[:, 0] = 1
+        self.y = np.empty(shape=(self.m, 1))
+        self.y = self.raw_data[:, self.raw_data.shape[1] - 1] # copy y values of rawdata to y vector
+        # assign raw data to X matrix
+        for j in range(0, self.n):
+            self.X[:, j + 1] = self.raw_data[:, j]
+        # normalize the raw data stored in X matrix using min max normalization
+        for j in range(1, self.n + 1):
+            self.X[:, j] = (self.X[:, j] - ft_min(self.raw_data[:, j - 1])) / (ft_max(self.raw_data[:, j - 1]) - ft_min(self.raw_data[:, j - 1]))
+
+    def __get_scaled_thetas(self):
+        self.thetas = np.empty(self.n + 1)
+        self.thetas[0] = self.raw_thetas[len(self.raw_thetas) - 1]
+        for j in range(0, self.n):
+            self.thetas[j + 1] = self.raw_thetas[j + 1] * (ft_max(self.raw_data[:, j]) - ft_min(self.raw_data[:, j]))
+
+    def __gradient_descent_epoch(self):
+        new_thetas = np.zeros(self.n + 1)
+        samples = list(range(100))
+        for i in range(self.m):
+            j = randint(1, self.m)
+            if (j < 100):
+                samples[j] = i
+        for i in samples:
+            delta = self.__predict(i) - self.y[i]
+            if not np.isnan(self.X[i]).any():
+                for j in range(self.n + 1):
+                    new_thetas[j] += delta * self.X[i, j]
+        new_thetas[:] = self.thetas[:] - (self.learning_rate / float(self.m)) * new_thetas[:]
+        return new_thetas
+
+    def __predict(self, i):
+        h = self.__sigmoid(np.dot(self.thetas, self.X[i]))
+        return h
+
+    def __sigmoid(self, h):
+        return 1 / (1 + np.exp(-h))

dataset_test.csv

@@ -0,0 +1,401 @@
+Index,Hogwarts House,First Name,Last Name,Birthday,Best Hand,Arithmancy,Astronomy,Herbology,Defense Against the Dark Arts,Divination,Muggle Studies,Ancient Runes,History of Magic,Transfiguration,Potions,Care of Magical Creatures,Charms,Flying
+0,,Rico,Sargent,2001-10-06,Right,41642.0,696.0960714808824,3.0201723778093963,-6.960960714808824,7.996,-365.1518504531068,393.13818539298967,4.207690767250213,1046.7427360602487,3.6689832316813447,0.3738525472517433,-244.48172,-13.62
+1,,Tamara,Shackelford,1998-01-08,Left,45352.0,-370.8446553065122,2.9652261693057698,3.708446553065121,6.349,522.5804860261724,602.8530505526203,6.460017331082373,1048.0538781192083,8.51462223474569,0.5774322733924575,-231.292,-26.26
+2,,Staci,Crandall,1998-09-15,Left,43502.0,320.3039904202326,-6.1856965870805025,-3.2030399042023268,4.619,-630.0732069461911,588.0717953227543,-5.565818052162058,936.4373579469948,1.8508293300849623,-1.6471500089738849,-252.99343,200.15
+3,,Dee,Gavin,2001-05-10,Right,61831.0,407.2029277445324,4.962441602980879,,,-449.17980580026085,427.6999656113748,,1043.3977178876494,4.656572653588079,1.164707896993084,-244.0166,-11.15
+4,,Gregory,Gustafson,1999-02-01,Right,,288.33774714151883,3.737655971167968,-2.883377471415188,4.886,-449.7321661455943,385.712782047816,2.8763465676859883,1051.3779355988024,2.750586103354796,0.10210440893148606,-243.99806,-7.12
+5,,Katharine,Ebert,1998-09-25,Left,60888.0,-482.1390963522175,-7.327170322866657,4.821390963522175,-6.6110000000000015,-525.2725025237612,359.14817180301407,5.197858179249288,1070.7121427170061,10.032461125685584,-2.1852199688256664,-253.62839,-126.66
+6,,Elizebeth,Clemens,1998-12-16,Left,46583.0,-488.04145290037286,4.276265977488614,4.880414529003729,4.916,408.92547374155805,633.7330020317315,3.5779424817589587,1046.2171724880452,7.922499688836782,-1.1784556822092844,-231.5856,32.67
+7,,Santo,Simonson,1999-01-04,Left,42013.0,675.144047616016,4.024691099123406,-6.7514404761601625,5.1080000000000005,-590.514803881303,409.4206426135492,4.672595325050304,1056.701013197971,7.132861059425293,0.5631179851568311,-245.93425,13.45
+8,,Rosalyn,Gee,1997-09-01,Left,27434.0,-508.7670008385748,7.146464798490754,5.087670008385747,4.586,512.8501336932145,591.5241863883227,3.12979163174824,1040.7342323213866,5.783287107300602,0.4193343687566451,-229.42604,60.88
+9,,Karen,Skaggs,2001-08-11,Left,33500.0,319.88637170795175,6.55800346202798,-3.1988637170795178,2.652,-449.9265947720796,415.7346884705977,4.754587065505914,1036.4056167017625,5.773881664894601,-0.1840823112278276,-242.76836,46.29
+10,,Mollie,Donohue,1999-07-07,Right,47320.0,838.6880444558478,7.307270573734564,-8.386880444558479,4.148,-461.48142984485037,350.3709178571412,1.7886372327735232,1049.3551372721263,1.582542749553446,-1.3043658663214417,-247.98054,38.54
+11,,Filiberto,Beebe,2000-01-09,Left,46821.0,-592.840039725317,-5.193860230814356,5.92840039725317,-5.205,,392.49400336432143,4.430113403077925,1054.1707135953627,8.897999259725578,0.2026727152756092,-249.41488,-74.31
+12,,Carmen,Washington,1998-02-18,Right,54547.0,-420.42594371997046,-7.862746374777414,4.2042594371997035,-2.059,-240.32514629775287,474.23720324645683,5.936734828825891,1031.3856283427215,10.539315699055567,-2.196523838150531,-248.69091,-80.08
+13,,Milford,Bader,2000-02-01,Right,60483.0,-425.91536136452436,-4.563680765324642,4.259153613645244,-6.9220000000000015,-487.7828233902365,386.2096443385581,3.179448297627532,1057.9875620279022,8.495121102474247,0.7580812340399731,-253.07643,-63.92
+14,,Nathanael,Holland,1997-08-08,Right,46012.0,-424.8551073861589,-2.860623586520868,4.248551073861589,-4.828,-538.4535201427743,422.4113046262696,2.5993554541920405,1056.327057977749,9.072908001487297,-1.005776010678949,-249.44113,-16.04
+15,,Nilda,Peyton,2001-06-16,Right,58059.0,511.3930841363011,4.554058435209567,,5.2570000000000014,-621.1801426688357,320.32159020857426,7.445043673737088,1069.634668916895,4.390774539593696,-0.8758482364916172,-245.17056,-90.75
+16,,Tasha,Lyons,1997-11-30,Left,40414.0,-287.40463816844124,4.573500186284839,2.8740463816844124,6.2360000000000015,324.44471183127007,587.1697655862647,3.185660862953484,1039.069611395513,5.8181170330398775,0.14367823060477056,-232.80601,36.26
+17,,Briana,Diamond,1999-12-24,Left,54521.0,-432.93332585083664,-4.616780757661369,4.329333258508366,-4.632,-709.282606285322,386.19939097257173,4.102166347518523,1072.9305098253635,9.916365624971515,1.628480849403236,-250.88116,-75.58
+18,,Belle,Jasper,2001-01-28,Left,37327.0,-370.1494447988774,6.0909017168775845,3.7014944479887744,6.211,617.6647509488283,615.176118944246,3.1713639079395937,1070.323984019598,7.529848873222487,0.0989729130871432,-229.40354,24.75
+19,,Nathanael,Hanson,2000-04-02,Left,46165.0,593.0073288274398,1.657752631452837,-5.930073288274398,3.995,-552.9535847871025,365.37422066625817,5.392873836387556,1068.4955970835624,7.049343996672425,-0.5055102535693831,-247.87798,-44.64
+20,,Devin,Velasco,1998-07-11,Left,68803.0,349.8697288887988,6.464247433788778,-3.498697288887988,4.254,-679.8208773934109,353.0444303876451,,1068.901379765534,2.049938092922936,-1.1767795554919558,-245.03147,-39.74
+21,,Tami,Preston,1999-07-02,Right,52568.0,-385.8093814123652,-4.962465710401993,3.858093814123652,-5.292000000000002,-462.01283465173935,423.39493896757034,5.459747841603343,1038.5067242576013,10.338426272410489,0.7538927533236297,-250.89025,-54.47
+22,,Brook,Zapata,1998-03-10,Right,10167.0,-315.5895487878081,2.2990190664114363,3.1558954878780807,5.292000000000002,80.60277789345403,550.501006759569,3.1764492150580685,1044.8286635509835,8.365852626000969,-0.0287074854101925,-233.9995,56.19
+23,,Allan,Mcdade,2001-03-20,Left,74358.0,-577.3753076000074,3.4090381902488835,5.7737530760000775,5.1770000000000005,804.4358621951868,640.2458040663428,5.218387310919462,1066.551492707158,7.34729282752154,-0.941412140163952,-230.77467,-62.86
+24,,Colin,Rouse,1998-08-19,Right,55346.0,610.0380054691838,,-6.100380054691838,7.051,-615.2301811088803,486.5087294139389,4.694028733739815,1056.0091346965394,8.833560290033025,0.7788691777511243,-244.83219,8.61
+25,,Olin,Schumacher,2000-11-27,Right,37040.0,383.7005761926473,3.520114902326005,-3.8370057619264735,4.267,-282.05303301855264,400.1516164932392,6.754121356314237,1034.9631927936318,5.883460233144269,-0.8732157792710319,-243.2424,-18.35
+26,,Freddy,Jernigan,1997-06-01,Right,40696.0,-537.6509904548225,1.4319121110295856,5.376509904548224,4.129,595.0470500915502,637.1662372706095,6.513187097015361,1055.3699921508749,11.540263796091356,2.134281515506532,-231.51566,-19.59
+27,,Kristal,Beck,1999-12-21,Right,65263.0,-438.7220178022932,,4.387220178022932,-6.131,-403.6724411221714,400.8888679180863,4.658475488447383,1038.3867354039144,8.137328559912032,1.3520746251923594,-252.47707000000003,-78.07
+28,,Magdalena,English,2000-03-02,Right,72647.0,535.6919185632875,-4.712873620303567,-5.356919185632875,4.5310000000000015,-430.6092885756102,631.4762828430481,-4.420345486339965,955.5814240724096,3.5090337904176923,1.0197702494794276,-253.76253,167.45
+29,,Lemuel,Huddleston,1998-08-23,Left,63929.0,-610.4856445413283,3.0323630622101096,6.104856445413282,4.605,609.0757038855504,605.4067154962465,3.5420738539380565,1064.3290857952463,6.1213481778877235,-0.02452083539483003,-232.17381,-38.96
+30,,Ariana,Legg,2000-09-08,Left,52616.0,527.6012757953914,6.050126668674814,-5.276012757953914,5.9110000000000005,-530.0594336738421,400.0869405000151,2.782300473586316,1050.7473694203234,2.6823285515223767,1.3844644223516425,-244.19834,16.98
+31,,Ben,Hughey,1999-07-22,Left,49238.0,286.8891872633395,3.665554418798018,-2.8688918726333954,5.58,,435.95570006416534,3.8542985445559257,1055.1470371711232,5.483182697012012,-0.6954759184659536,-242.81303,0.76
+32,,Paulette,Weeks,2000-03-31,Right,74276.0,429.38002679606905,-5.1503543228994175,-4.293800267960689,3.917,-717.899770781555,615.0951860563963,-5.640768310162463,942.413406866736,1.9917722552955763,-0.9110255034618324,-255.29606,187.84
+33,,Angeline,Wimberly,2000-06-04,Right,63574.0,447.6387018016249,5.033653851739441,-4.47638701801625,4.265,-627.1640329214506,374.017090085849,4.779062323301356,1065.2766898979862,4.32117345947944,-1.1343920892774382,-245.70455,-37.65
+34,,Meagan,Romeo,1999-03-31,Right,40221.0,538.4100055500223,2.9814306581025534,-5.384100055500221,3.524,-224.30997486678032,353.4113367660889,3.6794777892749377,1041.2723759978771,2.774929846887257,-0.6727605316141291,-247.10056,-15.04
+35,,Agustin,Hibbard,1997-08-14,Left,51621.0,-288.20315874851434,9.402830805410147,2.8820315874851428,7.119,273.34106683102266,582.4847291023361,6.303710412286204,1064.6861686825341,7.062835368927338,2.245794084558391,-228.43012,1.15
+36,,Sherwood,Dickerson,1997-10-03,Left,45938.0,680.8973920008624,-3.447588949158802,-6.808973920008624,5.742000000000001,-460.4004739631205,640.7787743626668,-4.724288636929789,961.8600998161301,5.447672802656033,-2.8711187052683163,-251.6774,217.76
+37,,Oma,Tomlinson,1998-06-20,Right,48797.0,-549.4702134935478,4.275590691727047,5.494702134935478,4.5680000000000005,625.3112247343105,608.9401365683802,6.706888824185561,1058.593379557739,9.028632063380506,-0.056487080966473875,-229.98936,-33.6
+38,,Summer,Motley,2000-10-11,Right,54372.0,-506.6702461718342,-5.078407587783687,5.066702461718342,-6.973,-350.8770991405712,397.4892211825736,3.0069317140992733,1053.5487293790377,8.456521697057545,1.125326214038492,-252.07035,-59.24
+39,,Cathryn,Jackman,1997-07-28,Left,58605.0,-592.9949193018691,4.1567990518057005,5.929949193018691,4.2810000000000015,565.216685160348,612.9586177626845,5.5734537590654805,1049.1477532688375,7.38331443930609,-0.2947402987609741,-231.12774,-25.81
+40,,Suzanne,Marvin,1999-03-27,Right,45913.0,-465.3051813390784,2.3547463839747205,4.6530518133907846,4.497,532.3115470230682,605.2878358352773,3.7170506671753567,1032.9128812755189,6.490226404635799,-0.12299639876481573,-233.52648,11.47
+41,,Jeannine,Hopson,2000-12-23,Left,41129.0,-522.0056070386149,-5.783493524694444,5.220056070386149,-4.955,-482.95564370502825,401.02777614509375,5.906923767620027,1052.353774235207,10.95558722806608,-1.1986857770114627,-249.32772000000003,-75.81
+42,,Felton,Ayers,2000-10-22,Right,41582.0,712.8197917015252,7.05343346725761,-7.128197917015253,4.685,-438.7528021490229,,5.549520299425932,1039.9034236075283,,0.3778417862833834,-244.77196,17.15
+43,,Denise,Fryer,2000-09-23,Left,74197.0,-367.8263197606187,-4.654284317474914,3.678263197606187,-3.676,-409.9853850711898,449.284375649106,5.5362897106534135,1011.3539776741493,7.3740782833035325,,-250.76828,-61.29
+44,,Eldon,Freedman,1996-12-22,Right,74063.0,399.63126806148085,5.189909499306158,-3.9963126806148086,4.527,-510.3580826508325,335.0138828673783,,1063.4542599381457,1.5015097902531642,-1.6275838804831069,-245.73654,-82.43
+45,,Natalia,Bergman,1997-01-04,Left,9014.0,-255.2326323168436,2.897033644158068,2.552326323168436,6.07,545.8241854946695,576.5882502927304,7.5201219322338195,1082.639640733404,13.158387136758574,-0.9963301144912052,-229.79917000000003,-18.37
+46,,Mei,Dunlap,1996-11-29,Left,65557.0,-360.9710329604869,-5.895356371431812,3.609710329604869,-6.6370000000000005,-352.42331413665886,407.5843402307137,2.5587155876794885,1058.4090779284718,8.656110195079103,0.7371909659748939,-254.08156,-68.69
+47,,Dorsey,Milton,1998-10-01,Left,26369.0,870.0634980566133,-6.199249299245689,-8.700634980566134,4.437,-445.6160157047789,554.8722212702961,-3.1680265837476536,927.3418809077672,4.1469076522787365,0.14627232686762376,-256.064,206.59
+48,,Charla,Doss,1999-10-16,Right,35150.0,-374.2390235944155,4.959097785015805,3.7423902359441534,5.1720000000000015,815.3132329322071,585.1703813566412,4.013615211973714,1067.6083796308383,7.075334733538637,-2.206312065082873,-230.44896,-5.96
+49,,Augustus,Tobias,1998-02-02,Right,17451.0,-765.9350072073305,-4.355497853921487,7.659350072073304,-2.344,-546.1562492241424,391.4225281585363,6.1859037385027404,1057.1312623375695,10.221975756194661,0.6199289528458307,-243.17219,-65.37
+50,,Dominic,Gregg,1997-05-23,Left,44637.0,-323.36970717569943,9.678461975056713,3.2336970717569944,6.2639999999999985,348.4699971231546,606.9480126642669,3.8199095362165534,1046.8089087244625,5.729548757133693,-0.3836307582813072,-228.9003,59.62
+51,,Rudolph,Isbell,1998-08-06,Left,41578.0,635.9601484408131,4.131627171041456,-6.359601484408131,6.625,-473.3355645074973,385.9883755486908,0.20853384319167745,1053.0517537933881,1.4536102478238533,-0.5492280180066682,-246.02093,34.89
+52,,Shirley,Whiteman,1999-09-15,Right,22186.0,-663.0892086931451,5.276264040703745,6.630892086931452,3.487,172.70719722428402,542.4520801512841,4.560653145758416,1031.834114702022,6.1253508598403625,-0.09422529030992736,-231.0108,39.01
+53,,Les,Tribble,2000-02-01,Left,16983.0,-255.9690798080918,5.571067509606579,2.559690798080918,6.3329999999999975,419.3146721844498,594.9875157894896,3.3217651499927965,1065.7628789405467,8.922138717158777,-0.5035788320498802,-230.21003,55.38
+54,,Hong,Cady,2000-08-23,Right,37619.0,505.48166658056226,4.384321748395493,-5.054816665805623,6.331,-527.3580894532702,384.9594012647333,4.642887276941762,1053.4793621348751,4.668927719645751,0.397039787514203,-243.36927000000003,-4.43
+55,,Normand,Wallace,1998-05-17,Left,42727.0,-701.6268007941278,-5.120741722891038,7.016268007941282,-2.6860000000000004,-610.0758199315658,366.460982432649,7.1875700523596295,1048.1494895387118,8.457520505283156,0.5373810299906517,-246.17299,-112.9
+56,,Darrell,Wimberly,2001-08-18,Left,38556.0,-553.2825050498074,-7.870242966829839,5.532825050498074,,-370.4064342473588,388.6947778688295,6.640549693038234,1058.2171392496066,11.857212397025547,0.2957788036237811,-250.14318,-108.02
+57,,Brandon,Fine,1998-06-26,Left,61279.0,-393.4885296003843,3.812411080895035,3.9348852960038436,6.0779999999999985,581.4002123381555,605.1855630114596,5.022528270494384,1061.3678874035334,7.002986803322508,-0.4616745668876992,-231.79562,-38.63
+58,,Shannon,Reddy,2001-07-02,Right,29026.0,586.0113849107355,2.3647154657380534,-5.860113849107355,6.11,-368.7362370913945,403.55236549958437,8.277285235376675,1041.021255279421,8.300726895330593,1.1359091786810616,-243.25871,-27.86
+59,,Jeramy,Herrera,1999-04-10,Left,37002.0,534.0821508290743,-4.638493128789804,-5.340821508290743,6.097,-507.0388715299293,580.6501601637343,-4.4350889454225095,957.6371550161373,3.226146373398282,-0.5370022225653271,-251.34128,186.74
+60,,Andrew,Lauer,1997-01-23,Left,43759.0,422.9056094596245,-6.934893925538957,-4.229056094596245,4.086,-329.57751367983934,569.3030532204672,-4.057666540131429,944.0759360875462,2.494312879988073,0.24216500438937666,-253.61265,157.86
+61,,Ericka,Carlson,2000-09-28,Left,70217.0,625.3556295582449,-5.386965421996196,-6.253556295582451,2.343,-706.2699781288103,621.5440373144825,-5.2341204211843895,944.5442475233574,4.472214577402354,2.2361024341143265,-257.75982,205.46
+62,,Yesenia,Wentworth,1996-12-09,Left,50906.0,401.9926884120092,4.289389184724147,-4.019926884120092,6.127000000000002,-351.72200921071226,414.7988244837216,6.772685681013999,1037.1641176836904,4.821739819423536,1.069716003729669,-242.17409,-31.27
+63,,Deanna,Melendez,1999-11-29,Right,46673.0,461.14605093956885,5.074462696504838,-4.611460509395688,5.865,-490.8074068267667,391.2256089158876,6.26752740399388,1048.9412033076994,5.015789151051656,1.4158307802821457,-242.7843,-23.7
+64,,Bettye,Villasenor,1997-05-21,Left,30996.0,-579.4450587733451,4.599200692297832,5.7944505877334525,4.015,427.79197629985885,564.8384909581202,2.617822676413996,1045.6104076976635,5.347644332171424,0.4012113819200694,-231.72331,31.7
+65,,Melissa,Martindale,1998-01-18,Left,99744.0,169.03267346943545,5.271105666424118,-1.690326734694355,3.536,-759.0699194942821,394.8033217628333,2.43232936649291,1079.7051591472323,1.7791135696641671,-0.10931157314216007,-246.46014,-64.38
+66,,Elia,Ornelas,2001-03-07,Left,47335.0,,5.0779302026711415,-5.478649243148905,7.212999999999999,-299.5727219913157,388.5356010341811,5.013048000085108,1035.6741778528465,2.1614686714979685,0.06330467223596875,-242.73886,-16.69
+67,,Dewitt,Geary,1996-11-22,Right,19600.0,-386.29463649599563,4.913790426908837,3.862946364959957,5.27,176.6535166494962,573.2277760804773,5.739720112113984,1062.7926977284508,10.403166782005632,-0.2150125069051715,-230.59801,26.41
+68,,Kathy,Thibodeaux,1999-09-01,Right,44162.0,472.07096738906637,5.074169743765741,-4.720709673890664,3.182,-238.91552199062863,405.9922409497841,6.718609959567312,1026.8190085203946,5.4639693024339575,,-244.23385,-1.89
+69,,Taylor,Yarbrough,1999-05-26,Right,68534.0,-505.34766606599237,5.268869026851389,5.053476660659924,5.17,614.277650367872,632.1557430414674,4.576593697448547,1042.131297703921,5.784011644375773,0.400525829152572,-231.12391,-10.76
+70,,Benedict,Christopher,1998-01-27,Right,41725.0,-546.2034060802522,-6.296241654108268,5.462034060802521,-4.25,-223.80795201939858,427.24490270050245,5.4857241372404815,1034.9305517130458,9.558548092238595,3.20552523520994,-248.38773,-68.97
+71,,Birdie,Haller,2000-07-22,Right,57714.0,-388.3855320194442,-5.3434828095119835,3.8838553201944417,-6.942,-545.6086229822245,390.62257349562776,2.8406145521474717,1073.1956048703018,10.067926198038144,1.0421553396969478,-253.65697000000003,-65.4
+72,,Wilford,Parks,1996-12-30,Left,,734.7834167373368,-3.744274235775044,-7.3478341673733665,5.384,-616.0813496267144,604.6752753207518,-4.786548518004094,951.2904908875087,3.676677538510553,,-254.08185,208.13
+73,,Eleanor,Nathan,1997-11-23,Right,32066.0,-409.7263032341632,6.036501765938889,4.0972630323416315,5.4170000000000025,169.47764257692089,581.4046954796901,5.4015595575995174,1036.316106779361,7.639174531057043,0.0671677448575592,-230.78352,40.68
+74,,Chang,Tallent,1999-09-15,Left,54865.0,353.05436206069083,-3.9697355783074064,-3.5305436206069087,6.452000000000001,-288.7053160757335,625.8656896532099,,961.889442086486,1.600662610211394,0.33038093771924465,-249.4093,178.29
+75,,Elbert,Potts,1999-05-13,Left,44605.0,513.0551820133647,5.796347010855286,-5.130551820133649,6.313,-413.81052102843086,451.3746457792816,4.973513070429997,1032.9674744443762,5.312641276957018,,-242.00769,32.94
+76,,Keven,Hager,1999-01-10,Left,35535.0,582.9032949862337,4.841548853925061,-5.829032949862338,2.992,-386.91347098638886,433.4551516794989,3.7267876580126194,1035.0513958914219,6.549406923696305,0.9361394450707836,-245.83222,58.99
+77,,Lynwood,Almond,1997-10-19,Right,,291.0220479714976,-6.255449948117838,-2.9102204797149755,3.951,-466.2814978008524,593.490317264793,-5.191954437341037,944.9393390403734,0.9487434074604908,1.6491822210914695,-254.0018,151.97
+78,,Renaldo,Ngo,1996-12-08,Left,4536.0,-385.7769704803054,3.0499004362087514,3.857769704803053,4.3610000000000015,333.7264117108156,562.3180267162163,3.517562058120728,,9.926702967483033,2.252369740015041,-232.14038,46.8
+79,,Myra,Wiley,1997-05-06,Left,37200.0,,-5.004776496007799,-6.050062708709213,4.689,-947.7679166969424,546.6778977126924,-6.41173639314432,926.0916371637994,0.8729500448981016,-0.918140206118052,-256.03311,240.57
+80,,Chantal,Macdonald,1999-12-06,Right,43735.0,-628.3705546175123,0.6730226559234422,6.283705546175122,3.2260000000000004,693.8054575123523,589.5852999829208,4.4193976094280085,1055.3137826602099,7.903262589285639,-0.9230348837436416,-233.27417000000003,-35.9
+81,,Luella,Fuller,1999-12-25,Right,70453.0,463.33865100442085,7.014549251009398,-4.633386510044208,3.547,-551.9474924299523,352.06964277465727,3.2098555788857874,1058.3433690192576,1.0749306589092211,-0.22717273130502305,-246.36528,-23.88
+82,,Wilbur,Salley,1999-08-25,Left,72488.0,-334.86710315630364,-6.5446879409317065,3.3486710315630357,-3.515,-671.2523274484178,396.4980750468551,5.66248781380288,1060.3837396469457,9.652218736263027,-0.6473876574812174,-252.45307000000003,-117.57
+83,,Manuela,Tucker,1997-11-30,Right,42474.0,556.8209864082417,-6.025279040578492,-5.568209864082418,4.185,-691.9108027478865,573.6421845871519,-4.083571961344719,943.7123158018803,3.985277784100429,0.8851573644985737,-254.83519,192.17
+84,,Lupe,Myrick,1999-03-23,Right,68654.0,413.46080068486015,,-4.134608006848603,5.488,-653.3299142500288,600.0961787262787,-6.774123439389363,948.6930529449976,-0.1256359836685177,0.3656623961456509,-253.15144,192.49
+85,,Earline,Singletary,2000-02-13,Right,63385.0,396.3177241399594,3.5107419200927685,-3.9631772413995954,4.593,-407.4945713292488,396.5392112266487,9.095451335643133,1047.9965234187748,6.701145542040327,-0.2642532769826985,-243.88771,-82.53
+86,,Mohamed,Wills,2001-05-03,Left,62249.0,481.9154272151577,3.630489795105192,-4.819154272151576,3.701,-660.0657008809961,468.5238858232633,4.8104367110817465,1058.9444626916747,8.919097690371412,0.6470087688892295,-246.06211,10.49
+87,,Danilo,Whiting,1999-09-04,Left,49230.0,427.8502609050434,7.144356824318595,-4.278502609050435,4.481,-621.9608770608949,396.9001184282476,1.962218090498052,1056.1321079318868,2.916695362327944,0.608717970478924,-244.08299,38.72
+88,,Alberta,Tomlin,1999-08-17,Right,59914.0,-511.0762561274546,6.7187537606327545,5.110762561274546,6.098,585.6336520434269,554.7513676412343,2.3894342491302494,1040.6840144639264,0.6374045294046364,2.2046349727936927,-230.92879,-7.64
+89,,Bruce,Mccool,2000-09-08,Left,46922.0,-376.01723678679565,8.201982200262707,3.760172367867957,6.0070000000000014,485.34833356905887,591.317753512149,4.482976105228,1055.746713961863,5.8664383121125985,-1.7399535473068062,-229.20374,18.48
+90,,Andria,Lees,1996-12-03,Left,71589.0,369.1952641987658,4.549809154824001,-3.6919526419876574,4.936,-541.6433762070315,415.24952241458135,,1058.9203542296448,1.8972112152306384,0.3048817195830253,-245.83825,-4.13
+91,,Erwin,Knudsen,2001-10-01,Right,37106.0,-669.9373609897053,-5.393878621577025,6.699373609897053,-5.2120000000000015,-830.7996266658545,323.73424038519465,7.384314554111903,1077.3145051178396,11.118487955384648,-0.026686904479133543,-248.80566,-124.65
+92,,Jerrold,Lynch,1999-05-29,Right,70896.0,477.2040535429401,-6.358315777268071,-4.7720405354294,2.684,-643.8021143038709,580.1099879121757,-5.263805984910367,936.7165073206392,1.568147866237346,0.1443819031907131,-257.48158,171.99
+93,,Keven,Emanuel,2000-07-11,Right,52045.0,533.8525262937568,6.492318627542515,-5.338525262937568,3.942,,418.6464451023231,2.2324036445927518,1037.017267008986,2.712880029582745,-0.6130271084675422,-245.25227,45.85
+94,,Otto,Muniz,1998-08-24,Right,46717.0,-636.8818119416745,6.183190468733418,6.368818119416745,4.817,770.3896175440331,568.7892711830127,5.711948201515808,1055.4915148288671,5.199295024893383,1.3696315500366896,-228.40478,-38.13
+95,,Domingo,Maloney,1997-12-16,Right,29432.0,-463.2211196442649,3.186254084215439,4.632211196442648,4.853,463.7182955271898,591.3214057684265,4.532000513445271,1041.7635930505176,7.919954037884216,-0.7491626944737432,-231.74768,20.45
+96,,Jon,Patterson,1999-01-25,Right,23761.0,694.9968386173413,-5.212563901170327,-6.949968386173412,5.212999999999999,-774.0911463243422,576.3303250196221,-3.962911102219575,943.6739836416392,5.385683794273511,0.35131550936164924,-253.74136,228.67
+97,,Devin,Kuykendall,1999-06-29,Right,72835.0,-488.39024202887117,-5.619550793723153,4.883902420288711,-5.062,-397.99546841576574,408.55345269318383,4.925187595983637,1030.7693140449262,7.028466789425553,-0.65989660193076,-251.78655,-92.12
+98,,Dara,Doty,1997-07-05,Right,38819.0,,5.405685222935526,,3.787,-241.39711001104703,383.49502104928484,8.980821713049819,1026.3773777607519,5.809116221890541,0.16609888849245374,-242.18932,-31.48
+99,,Jonas,Worthy,2001-06-25,Left,79908.0,-488.54611665186656,2.59090534576698,4.885461166518666,5.573,686.0464086694344,624.1116171912349,5.093840710448243,1047.660109076373,5.733111737654939,0.36976720000976543,-232.89752,-61.56
+100,,Alec,Carswell,1999-06-02,Right,51723.0,408.29500774497683,6.146738209071881,-4.082950077449768,3.405,-327.30678234610207,337.40912113647636,4.8881389998252995,1043.4916896080274,1.427603670628666,-0.6621864537033554,-244.8318,-30.99
+101,,Noemi,Bedard,1998-05-01,Left,41238.0,457.5573670765278,6.1116956072110655,-4.575573670765278,5.816,-562.2633447500621,478.0168459493996,10.366995065838168,1035.0043248006614,11.069633620662637,-0.20859862172335847,-239.6017,5.27
+102,,Philip,Ochoa,1999-06-20,Right,59614.0,453.4658104907209,7.0059879208602585,-4.534658104907209,5.416,-763.7879171564122,421.6629573244101,5.151240782109671,1062.4002101110373,5.991270413716147,-0.20363040843736105,-243.00066,3.8
+103,,Natalia,Heath,2001-06-22,Right,51864.0,,-3.784141201279632,5.230767827878949,-6.267,-407.6034735899562,389.1781991184931,1.0290586060384896,1068.609246655283,7.179153969340423,-1.5857408642331527,-251.13722,-43.19
+104,,Irwin,Hawk,2001-01-29,Right,38150.0,-644.4933929287322,4.490907233591372,6.444933929287322,2.866,179.2761051430365,592.108024361157,6.590827846081238,1034.3278112629603,9.339240387451364,1.1816592441807523,-231.56018,17.95
+105,,Vernell,Caraballo,1999-09-30,Left,,-569.8031909596714,1.068593081683571,5.698031909596714,3.731,447.08437798677556,618.8380416342974,,1064.7384297259757,13.390013009929696,-0.30162759891594065,-230.89281,13.14
+106,,Faye,Watts,1998-11-04,Left,57510.0,405.7347041843967,7.92774073316026,-4.057347041843967,0.718,-449.038076994624,387.1274129667057,3.3907973636431934,1042.8694543601857,3.3364052046003767,-0.4885326116902636,-246.26357,31.24
+107,,Damaris,Beatty,1997-07-23,Right,33737.0,-586.6308454772384,-3.9765449771852177,5.866308454772383,,-453.56143824057574,405.51309296947227,4.835170653671363,1047.6070906060056,9.207117020700368,-0.5615979099640617,-246.72453,-47.62
+108,,John,Lucas,2001-03-05,Left,,-561.8914264697165,-8.571173123257822,,-7.491,-422.76212962888565,351.3334808910787,5.2750568788255725,1078.5329119619582,10.996144864992782,-0.06980501917340452,-253.64782,-138.01
+109,,Kermit,Main,1998-03-25,Left,41369.0,664.5915294691273,1.879006384672549,-6.6459152946912745,5.565,-396.1990717248168,,6.422716492707994,1047.6816174612402,7.437203207465358,-0.2684501369292461,-245.89424,-25.22
+110,,Amanda,Giroux,1999-09-30,Right,48873.0,299.39822987305814,8.660523856717504,-2.9939822987305806,3.945,-384.42794958888334,411.0860339913568,0.6229718644935058,1033.0269802185537,-0.09927204755883824,1.4588455848084028,-242.58893,69.7
+111,,Flossie,King,2001-03-19,Left,66547.0,-400.7549479934867,-6.6558953264011205,4.007549479934866,-7.5310000000000015,-381.1116357017947,398.7856659229928,4.351041260663833,1050.557490916653,9.644642778574767,0.4493851615974047,-254.66931,-87.81
+112,,Kathi,Royer,1997-04-01,Left,13977.0,442.812514452388,-6.089386420722066,-4.42812514452388,6.0379999999999985,-163.7961201541951,578.6611539865576,-2.8981219815430634,968.8387672594986,5.50714454606387,-0.7487988725779406,-248.69507,163.51
+113,,Herb,Lorenz,2000-03-04,Right,26951.0,-507.31429806259763,6.431683810840522,5.073142980625977,4.433,205.20994191251214,593.5243488438982,6.404254446121447,1050.8752424607587,10.061008198012292,-0.3882294532624744,-229.35019,34.89
+114,,Kermit,Shay,1998-09-22,Left,,692.0931847493475,4.022092616801076,-6.920931847493479,2.942,-322.4970227906144,425.0646574470495,6.040969278022254,1032.954327169086,8.016668917947621,1.6419063155151183,-246.56534,27.62
+115,,Winford,Heffner,1999-09-02,Left,49114.0,-427.4033798643831,5.82553235657842,4.274033798643831,4.9830000000000005,521.33066692059,634.0641902725732,5.309596385373847,1037.18899935112,7.8719692592504575,1.0158960807318111,-230.50073,25.52
+116,,Booker,Aleman,1999-12-25,Left,62665.0,-357.99032707212547,4.461562509539212,3.5799032707212555,6.198,605.7648912294175,640.1596652046901,,1061.3806237931274,8.408945220504576,0.7744141878438411,-231.02147,-22.35
+117,,Hattie,Herron,2001-07-29,Left,36872.0,,4.902438280087838,-2.810391475552456,4.772,-388.1228244633384,424.37551161345635,5.601012366196897,1035.9672385068882,5.4971838924330045,0.2591130697526708,-241.4443,11.69
+118,,Margaret,Hyatt,2000-04-29,Right,57125.0,-340.6341612258678,-7.870889665335742,,-5.158,-262.2386148611518,458.1488135816425,6.257806956251535,1031.5283508850225,11.895260483796328,-1.405475313783187,-252.07488,-74.98
+119,,Tamra,Schuler,1998-01-30,Left,44931.0,-716.4226191666539,5.90493236276799,7.16422619166654,3.743,619.9667672756988,591.6762355018975,5.8581947553841855,1066.8835908844833,7.905617441254384,0.6392527963871033,-228.44239,-26.5
+120,,Gavin,Bankston,2000-11-05,Right,73735.0,536.6974596849818,-4.631306121601461,-5.366974596849818,3.279,-714.7868121788481,619.0679674072933,-5.540562660060528,956.472358329224,3.6729376476722737,1.1856051950888058,-255.98934,191.33
+121,,Roslyn,Willard,1999-06-01,Left,71073.0,317.2524240491685,6.207391297817705,-3.172524240491686,3.562,-794.9650611089842,399.9384200332771,2.7662778790451568,1074.1013317866928,4.1439978913610735,0.8981661727716032,-245.46754,-7.73
+122,,Eleanor,Knutson,1998-05-19,Left,38036.0,700.7163980592363,-5.936644455635227,-7.007163980592363,4.238,-416.1545900734893,601.5399429713639,-4.244317072583536,927.4439068433946,3.9520325024304137,0.02344490864144493,-254.96557,217.34
+123,,Sally,Clanton,1997-06-20,Right,49135.0,659.6600182110108,-6.944504088196329,-6.596600182110107,1.743,-890.7471969127176,571.860064606605,-5.153064647609686,916.8758938271952,3.557049173201589,0.6952786948281361,-259.86678,231.29
+124,,Gerry,Oakley,1998-11-17,Right,53893.0,-620.871328223334,4.1658480591910045,6.208713282233338,4.596,481.4180104694406,574.5978663099387,5.650401721787041,1048.6447734740786,6.093897156525425,0.678998196156056,-231.10206,-36.93
+125,,Beatrice,Gable,2001-09-19,Right,67657.0,-407.62853708708366,5.762580118902662,4.0762853708708375,6.2429999999999986,517.6337442795908,596.9689130007694,6.032569433895826,1048.5263892328285,5.7148108983655455,0.6388147250856527,-230.8486,-37.83
+126,,Darren,Elston,1997-01-06,Right,27800.0,-615.4931566320023,-3.466066627086846,6.154931566320022,-5.8020000000000005,-554.2027586621593,387.79771560781967,6.1086421247786555,1045.17825453346,10.71809194803796,-0.09297362244837994,-247.44911,-42.45
+127,,Lyman,Willey,2000-04-12,Left,63813.0,-456.3529140778276,5.0393780650884255,4.563529140778276,5.223,561.8444385473957,556.9012727776801,6.880623812509638,1066.849524175419,6.425223054677824,0.4732144524309125,-231.30792,-77.09
+128,,Antonia,Xiong,1998-10-13,Right,43656.0,596.0361368526633,1.991310298353456,-5.960361368526633,4.277,-492.2840618772685,419.677720304092,6.405409119636648,1053.9966684218982,8.936894251270814,-0.6268772621710579,-246.32435,-17.19
+129,,Madeline,Goddard,2001-09-18,Right,36849.0,-421.2512291558458,8.108026880421598,4.2125122915584585,5.907,845.3760443642108,629.9192428086717,6.476987927266837,1072.3356635861321,9.420869463426792,-0.08809334212307107,-226.00382,-0.33
+130,,Jodi,Littlejohn,1997-08-31,Left,31333.0,-538.8889067420358,5.034164387692602,5.388889067420359,5.093,538.081638350516,597.0403925475789,6.5068482069945395,1073.1502205982783,10.249808583645423,-0.014008751041096326,-228.4123,-16.09
+131,,Mickey,Callaghan,2000-06-16,Left,47148.0,339.3444156453839,-7.4361571943899945,-3.393444156453839,5.323,52.49786005030064,547.5689764986084,-1.7428296074607,970.3993530724807,2.639611936023288,0.12444954875653913,-250.57923,69.78
+132,,Walker,Crawley,1998-05-28,Right,34109.0,654.5140086681292,-5.133034440814131,-6.545140086681293,6.178,-189.74025912372397,571.2732443143863,-3.854573129106172,947.6764785031172,2.3634688081838697,-0.2465076611155169,-251.755,173.0
+133,,Darrick,Lay,2000-08-25,Right,52506.0,-404.7345081767558,-6.055030137280277,4.047345081767558,-6.7929999999999975,-398.40474879933083,404.90743341598136,4.071324704798399,1057.5601064105224,10.551311601216087,0.3702162640807765,-252.83402,-66.61
+134,,Earl,Coyne,1998-06-08,Left,62934.0,161.56079118252148,1.8740908683769504,-1.6156079118252151,7.669,-730.0647223707056,489.14353799736153,4.689469131854428,1067.0929618146442,7.659183587736948,-2.169187647996498,-241.2211,-26.78
+135,,Sabrina,Ackerman,1999-08-02,Left,,-594.0932149528742,4.3239253162047895,5.9409321495287415,3.875,681.386800683266,611.942639552544,2.638283138349562,1048.0228380218944,5.952052717360675,-0.4193068251103902,-231.30204,20.28
+136,,Brandie,Bozeman,1999-02-05,Left,65778.0,-614.3552897987628,4.774831278514762,6.143552897987628,3.866,660.0111728604699,580.9594490351673,4.442950177030841,1047.1758125694846,4.325515582599387,-0.3086355000990241,-231.95398,-38.2
+137,,Mariano,Hutchings,1999-07-30,Right,61741.0,-641.3662054976883,-5.075863332259893,6.413662054976883,-4.507,-691.0864133256558,343.5774927207059,7.927912822572154,1039.0354997195136,7.602147756933513,0.19284179375206656,-249.54664,-135.05
+138,,Robert,Stewart,1997-03-17,Left,65129.0,241.0037224279281,-5.950611366563268,-2.4100372242792814,4.133,-448.32948148773806,609.9516027219903,-5.3605446640406775,952.6171948798748,1.8404335866292385,-0.14921308962946542,-252.69629,159.55
+139,,Julianna,Meadows,2001-01-30,Left,58803.0,450.26356414642123,4.854563901008818,-4.502635641464212,5.186,-577.7900388211343,439.5522167184549,5.850724750101574,1051.705801539807,6.764245970586583,1.4418422780244342,-243.66953,-8.84
+140,,Janell,Crawley,2000-12-24,Left,64611.0,364.68236922116563,-0.3354566811484139,-3.646823692211656,8.482000000000001,-648.1175467989767,433.9439867272313,6.386191110013845,1072.820548698867,7.376680307965637,2.880593796393172,-243.60355,-89.81
+141,,Kelley,London,1998-01-03,Left,19537.0,-478.5424276259195,6.450852835832811,4.785424276259195,4.168,253.3498632217527,571.2308341854239,4.473924278166262,1051.9048013823713,8.383659211168073,-0.6231186311887168,-230.22301,52.82
+142,,Lee,Yazzie,2000-08-24,Left,56513.0,426.2284303207882,,-4.262284303207882,4.021,-525.993656035956,553.1890013446189,-5.028683796248044,941.2359511854204,0.5593904838279316,-2.053440025151801,-255.06362,159.28
+143,,Young,Headrick,2001-10-10,Left,62745.0,-500.3462162762287,4.522925059797776,5.003462162762287,5.466,417.0304170296648,541.2054574523249,5.357666476228767,1041.2854386527247,3.4959204040497984,0.3640424784974949,-232.55704,-50.32
+144,,Rebekah,Brannon,1998-08-25,Left,37094.0,699.4340946831102,-5.931147528273892,-6.994340946831101,4.262,-708.0559808857852,539.1149695027227,-5.271279160917052,917.2162748931676,0.896571582709897,1.631620847957478,-256.99366000000003,219.96
+145,,Morton,Oconner,1999-07-24,Left,75922.0,-488.140307089801,6.7386666647013485,4.88140307089801,6.182,350.3468317270342,663.3143343758302,4.1235390926967135,1030.1334005385702,5.496187683039683,0.12324902308146934,-230.55533,25.83
+146,,Wes,Fogarty,2001-01-29,Right,34120.0,-527.6538164806154,6.821601081733018,5.276538164806156,5.452000000000001,403.6175697894065,,2.9890215412317365,1051.3337744938574,5.855948988216023,-0.4327123540361469,-229.27591,45.16
+147,,Penelope,Mccullough,2000-03-29,Left,55588.0,532.9227527566095,1.8247573606304552,-5.329227527566095,5.5939999999999985,-548.2195910686082,409.5451657036194,4.384626264968918,1063.5312457356185,6.1648007805878695,0.2728894752718836,-246.37458,-32.35
+148,,Joni,Partin,1997-02-12,Left,50463.0,506.0331015281981,5.606907033703479,-5.060331015281982,6.751,-550.4619347648818,403.13730879828734,3.184293518179324,1052.5002900906134,3.0116932116422293,1.3075839424332134,-243.35089,9.27
+149,,Buford,Ivy,1998-04-20,Left,64402.0,-553.6129887543924,5.829789257722198,5.536129887543924,4.605,581.4340636117353,572.9756628593325,4.3291885793934535,,4.243288373854851,-0.8519385626847149,-231.36291,-34.08
+150,,Ivonne,Mayer,1998-01-24,Right,46635.0,627.8889436924132,4.5782592017167785,-6.278889436924134,3.32,-335.08289914070025,381.3158679960264,5.564250343488567,1038.9517955215608,5.053599892056539,-0.4469385506320816,-246.63226,-5.97
+151,,Winona,Bruns,1998-10-27,Right,60599.0,309.07255046659606,-5.333889889816991,-3.0907255046659605,4.836,-627.9039439335535,611.4124521797066,-4.298314964771218,967.8996140286913,4.132186158674813,-2.2558373555326,-251.85032,158.5
+152,,Leola,Villasenor,1999-08-12,Right,46160.0,679.841929400127,-4.912571714070925,-6.7984192940012695,5.681,-384.9977232044241,592.0453809102744,-4.5572470452792135,930.9009871592273,1.8035303436190817,-1.176221103394108,-253.6089,199.79
+153,,Judi,Hilton,1999-01-27,Left,48223.0,-575.9089573622806,4.003452607976681,5.759089573622807,3.919,25.335576645983878,534.8410929486599,4.297150738769481,1020.4671382139734,4.054978019420945,0.8114606625334025,-234.3949,11.07
+154,,Missy,Buckingham,1999-02-04,Left,54642.0,-434.8736253273205,8.329428738759091,4.348736253273205,5.509,593.6318604851202,572.1180552844602,3.748921775222673,1044.9267042774761,3.0628767416457117,0.7742815017641205,-229.91745,8.33
+155,,Cortez,Mccurdy,1998-01-08,Left,68050.0,440.2773692960514,-3.3908257104685933,-4.402773692960513,5.492000000000001,-323.26431977016614,666.9344633515719,-6.089651394647522,959.9463857061772,2.878407981504705,0.5853874298883719,-250.91132,198.78
+156,,Bobbi,Barber,1997-01-05,Right,33160.0,568.2657075298151,9.539765260095166,-5.682657075298152,2.167,-383.62330135549576,339.7207620460827,5.6749585017776285,1032.9506922864744,3.1400199077890605,-1.7275506974811448,-243.99712,33.44
+157,,Jayme,Barone,2001-05-02,Left,35798.0,-485.30028397928567,-5.371740486961238,4.8530028397928575,-4.92,-486.87266889318886,406.45351291135137,5.6328565823495484,1055.7934514130009,11.559910082583349,1.1924750921419065,-249.02037,-61.1
+158,,Carson,Bentley,1999-09-18,Right,21954.0,,7.472957459558708,-7.741181200188062,4.061,-124.64363084697166,370.917420068148,5.41687621822551,1012.5928224517792,3.2430489211392737,-1.7089898016582177,-244.2476,53.59
+159,,Barbra,Faulkner,2001-07-07,Right,41043.0,-547.1370101831269,,5.471370101831268,5.096,526.4123039681158,575.2282827428245,6.210525530447399,1055.406338813185,6.401681099092077,-0.3482385118852376,-227.3222,0.35
+160,,Nikita,Mahoney,1998-08-26,Left,15477.0,-802.7251797710927,4.1000653195164505,8.027251797710928,1.984,739.4053342894932,575.4055455025467,6.9175239153627786,1099.9660726189597,12.683524541370176,-1.016235144954535,-227.53935,-40.63
+161,,Doreen,Grace,2001-05-05,Right,45214.0,559.5525143876769,3.097656088249955,-5.595525143876769,3.523,-872.9247653172893,445.05755909257925,3.86231877307412,1077.3947317828906,10.64913583619446,0.14117868186481222,-247.06216,30.77
+162,,Lashawn,Linville,1998-09-30,Left,56217.0,503.645034758767,5.77814176787996,-5.03645034758767,6.734,-485.583809095322,365.7205911694376,5.331219772076959,1051.7583762912786,2.295320472717175,0.8074782109691876,-243.19253,-39.5
+163,,Hugh,Tompkins,2000-08-27,Right,65980.0,434.860550132462,1.7576005288618999,-4.34860550132462,8.289,-559.237935448842,377.29655147165084,8.266109767316415,1068.1303324420594,5.4648113278153225,-0.5643577400920806,-243.13059,-120.87
+164,,Ola,Pollard,1997-08-15,Right,59848.0,-600.9085816767301,4.197646227459597,6.0090858167673025,4.81,657.7032414582711,619.7040109537539,3.604083133111136,1050.269391182223,5.652432633177358,0.9853098579235255,-231.05232,-12.86
+165,,Will,Bond,1998-04-15,Right,56953.0,-477.73899622952337,-6.41341844932626,4.777389962295234,-6.916,-700.3580391564171,341.1484287278543,3.9760394666519945,1093.9630397397625,10.540106613457963,0.4808170334908698,-253.81839,-117.11
+166,,Marc,Cintron,2001-03-31,Left,32456.0,625.4944631914683,5.455957217112862,-6.2549446319146815,5.721,-500.10383309169634,404.2309418063672,6.526342016934416,1044.504687248829,6.9827066813938785,1.3459734812907278,-243.04548,13.61
+167,,Angelica,Sells,1999-07-17,Right,62390.0,397.1887010614499,,-3.9718870106144974,4.013,-291.196510152423,384.0328642329578,4.454822645346632,1034.6866690851475,1.2053392445812758,0.2282887259978649,-244.03618,-13.66
+168,,Nigel,Ramsey,1997-07-16,Right,53445.0,484.3991574529698,4.203017130955123,-4.843991574529698,5.1720000000000015,-639.4746194326751,414.7075938202858,1.1427190116176609,1064.335722205506,3.965257257847964,-0.13424456376756305,-245.99286,24.72
+169,,Davis,Kent,2001-09-05,Left,44524.0,579.6054499702158,3.357706250834993,-5.796054499702157,6.053,-772.4004764774776,383.077534019357,6.242686097727067,1073.635283072214,7.912257731965183,-0.35060328539585073,-244.91981,-33.87
+170,,Wilbur,Dickerson,1999-08-27,Left,55663.0,576.6302828980647,-5.4790305007472195,-5.766302828980647,5.0680000000000005,-473.9059846814489,571.8999487843873,-5.4227149224107185,919.5554701623213,-0.5892572277394192,0.41098622498953497,-255.11295,192.23
+171,,Ahmed,Krueger,1999-04-07,Left,60182.0,247.71014282577218,2.3027050297941694,-2.4771014282577206,7.1789999999999985,-505.1198033533603,473.31969715710784,5.795894652148252,1049.8279652994893,6.666218032423076,1.3583699794720159,-241.49064,-32.11
+172,,Britt,Chestnut,1997-11-01,Right,75292.0,359.5722099574328,3.494188621529301,-3.595722099574328,6.28,-766.8375568497268,413.89030769469065,2.652524558699448,1078.720899927028,4.002506749550854,0.2326493370609983,-245.30253,-39.34
+173,,Jeff,Fortenberry,1998-03-02,Left,,-568.9440308827681,-5.472431237885284,5.689440308827683,-5.104,-471.93397533620634,377.33157783819235,5.292094434692193,1048.1966075989453,8.115084197300405,1.886904215317331,-250.26995,-97.87
+174,,Marcela,Rhodes,1996-11-27,Right,73866.0,312.81783886752635,4.271042987298464,-3.1281783886752637,4.809,-405.2703374745577,432.943447957349,5.015356162582252,1045.414715466429,3.8710082924300933,,-244.1159,-37.08
+175,,Gayle,Lister,1998-07-27,Left,62602.0,373.5982927150154,-6.9817181005811015,-3.7359829271501535,3.09,-283.12343401283454,589.2475565872251,-5.503918319145535,927.3260349074284,0.2654557276058709,1.5250403432356725,-255.47823,167.38
+176,,Jerrold,Steinberg,1998-10-11,Left,66972.0,541.1754350427693,,-5.411754350427693,5.447,-512.7203521084102,644.8392603553133,-6.966380297433593,,1.2126371810257126,-1.6372194447860875,-252.93477,225.98
+177,,Faustino,Biddle,1998-12-31,Left,61219.0,382.0643707496705,8.228581844190664,-3.820643707496705,2.2230000000000003,-364.63605824626313,447.2669505209546,2.322121648096703,1026.8491774579147,2.6850456963594804,-1.6050726821850094,-244.52793,66.09
+178,,Yong,Gale,1997-10-22,Left,58021.0,436.0047166155272,3.635899105673938,-4.360047166155272,6.2479999999999976,-778.1839390956703,428.93665529609314,6.69605024390204,1070.2047180785278,8.421425574064598,0.14438505978583274,-243.44107,-37.54
+179,,Petra,Donnelly,1999-07-13,Right,42755.0,-504.8566611585746,-7.785614437871232,5.048566611585746,-4.993,-500.78591682116206,388.8004684545482,7.716462636229776,1056.1031517935742,12.513923205900085,-1.7286454572940555,-250.33298,-115.78
+180,,Stacey,Wampler,2001-06-28,Left,67592.0,-696.8741969227189,-0.4432936342331209,6.968741969227188,3.147,287.0031127157967,621.3966823311208,5.7130712053101975,1030.379522759308,8.414680634866793,-0.7038642426467554,-235.30407,-38.58
+181,,Austin,Turner,2001-02-28,Right,38322.0,-577.4936633953413,6.167242320633433,5.774936633953415,4.565,,604.508946317403,4.6322825758501525,1066.7008736291896,8.942152540706443,1.5048036540385823,-229.43749,21.16
+182,,Gena,Lehmann,1997-11-05,Left,51336.0,701.4638924637449,-4.517951911734638,-7.014638924637447,4.474,-544.5141030546214,631.978051127375,-4.439641148505197,950.1956017070496,5.489077724617776,0.3427583402916986,-254.22188,215.39
+183,,Cruz,Dunlap,1999-03-18,Left,30584.0,-559.4412958850602,-7.150468797778532,5.594412958850602,-5.8020000000000005,-477.1471336632116,389.43153519848295,6.646288592022293,1064.9984648512798,13.123854089466295,1.9678691497092464,-249.59082,-89.95
+184,,Deena,Dayton,2001-05-04,Right,61647.0,498.43484232907286,-5.5710893816027856,-4.9843484232907285,3.683,-827.0786140761974,572.6535604774017,-6.092954128618015,929.432095323234,0.7286995747201424,1.757959748796636,-256.83673,204.65
+185,,Cathrine,Kincaid,2000-10-04,Left,31877.0,575.252523922569,-4.676090117054235,-5.75252523922569,7.065,22.827861923580702,594.5038254281212,-3.4468659469126237,962.4473289494812,3.1764555554907568,2.279751979458241,-248.76868,157.73
+186,,Alberto,Macon,1998-02-27,Left,55787.0,332.7707942435833,4.541814885578456,-3.3277079424358336,5.311,-316.33086721982284,368.7523136494152,4.79213188346934,1044.1992338850819,1.5895507566469085,-1.7006484231743677,-243.49271,-44.76
+187,,Josef,Rountree,2000-04-10,Right,43216.0,-470.18023442754327,7.129708744927084,4.701802344275434,4.558,140.68873645924558,556.6791031144559,5.4198231848151135,1030.4772782080047,5.558672982622942,0.3094962476247081,-231.42082,27.41
+188,,Vito,Nye,1999-01-30,Left,55357.0,384.6634168128252,4.882467099535238,-3.846634168128253,6.6960000000000015,-510.2369957847502,422.19605537935183,4.344308475478541,1049.3923783209286,3.816750734304024,0.08608014136600081,-242.39238,-9.65
+189,,Andrea,Ogle,1997-07-04,Right,28764.0,-508.7361896194532,-3.28784685738592,5.087361896194532,-2.897,-508.2544031661142,441.59241238071036,2.471824344837978,1066.0088731968433,10.244472332104634,1.824432886192275,-246.06914,-6.12
+190,,Gonzalo,Godinez,2000-12-08,Right,58703.0,578.0065958413926,-4.685091310066417,-5.780065958413927,4.283,-346.61562498687346,631.6973013287625,-4.847640090961863,954.2756935608627,4.06969016367077,-0.6125642066906111,-253.47023,190.7
+191,,Linwood,Cagle,2001-09-11,Left,,660.4635677011217,6.7950925508751245,-6.604635677011218,3.276,-301.77424917251585,431.4166340317927,5.8276473895036975,1021.0119229251677,7.035913044336482,1.6575314609058678,-243.88,69.79
+192,,Whitney,Trowbridge,1997-08-20,Left,59410.0,794.276672771728,-4.180632955919542,-7.94276672771728,5.478,-539.4655200688401,568.5740178201979,-5.930065159885174,916.2609276573303,-1.1620598643710798,1.3068092193715501,-256.44831,212.72
+193,,Felix,Gibbons,1998-12-30,Left,40142.0,-170.53666963658597,2.8292555071714744,1.7053666963658598,6.572,174.56443447155658,566.7432689965519,5.710041874719044,1035.1450569689032,7.675285658710588,-2.2774422081873777,-234.39324,4.16
+194,,Harriette,Barnette,1999-02-21,Right,63740.0,-766.2957096646086,1.9159440263531309,7.662957096646084,3.619,765.4272955554413,573.5051567211667,3.928726898310092,1062.8185925914431,4.782028371614811,-0.2199025736757237,-232.29017,-74.65
+195,,Venita,Brackett,2000-04-10,Right,55200.0,462.1431068477008,5.174971990554681,-4.6214310684770075,6.32,-615.7726814028996,377.9233276225151,5.186142018554695,1061.7454675960741,4.0140383645023725,-1.5868724431788976,-243.5029,-34.89
+196,,Scott,Huffman,1997-06-13,Left,76140.0,-390.3685607648398,4.473684022056445,3.9036856076483977,7.899,720.1588057043163,653.9953847176737,5.281435781716749,1066.1206643110318,7.005940277954947,-0.8644593108654517,-229.64563,-52.16
+197,,Vicente,Barth,2001-08-10,Left,67916.0,501.56918200765165,3.310217074160841,-5.015691820076517,4.673,-552.043070654828,442.53236279665293,3.0473622110661363,1057.5963438699732,5.4202828521043855,-0.18926296455133199,-246.7343,-2.85
+198,,Rena,Broderick,1999-09-11,Right,46740.0,360.4241676886713,5.282763296777874,-3.6042416768867143,4.208,-307.0334704880238,401.7797394561448,5.454745622811894,,3.7756169211021895,-1.9022443138273049,-243.10303,-3.86
+199,,Frances,Benge,1998-05-22,Left,55037.0,604.4327552825556,-4.183731469115132,-6.044327552825558,5.206,-595.4382312161854,596.7066655592035,-7.189090352333447,916.1654671596297,-0.9192923705005837,-0.7622053515198823,-255.02709,240.15
+200,,Jason,Thurston,1998-12-29,Left,18270.0,640.2563796941408,-5.281586057489824,-6.402563796941407,6.1560000000000015,-295.9378606023917,603.5208873420904,-2.410512779278819,964.7650581585208,7.167555209162122,1.0838316178755247,-249.85009,188.18
+201,,Fabiola,Seale,1997-03-09,Left,57631.0,498.02835739378685,5.6884242444195445,-4.980283573937869,3.432,-287.31390746748264,421.9654103583445,2.9087040713663166,1031.8248319637914,2.7735767011534898,0.07326186699417876,-245.78106,28.26
+202,,Santos,Allison,1997-09-20,Right,39681.0,-457.08433897696887,6.3175103205053125,4.5708433897696885,5.023,581.7647488958453,558.3613640033343,5.248710454714536,1062.719839572742,6.374549335849929,-0.6104805220823194,-229.88836,-16.28
+203,,Zachary,Batchelor,1999-05-21,Right,46334.0,384.9998601791491,6.2457958700660825,-3.8499986017914916,4.181,-456.4544177571785,430.024603140802,3.3081412954072835,1039.9762124595034,4.231481207213624,1.0054214007457132,-243.29418,41.49
+204,,Alvin,Rowland,2000-06-01,Left,52507.0,521.9700957578534,-3.3830619389996164,-5.219700957578535,5.964,-616.3308147949459,601.1833066848882,-6.773229992367034,949.4632982899252,0.929321628712844,-1.2833916301087211,-252.38608,218.13
+205,,Xavier,Ramey,1999-12-29,Right,66607.0,-313.8960917843188,-3.3837829857272728,3.138960917843188,-4.14,-391.7315482674834,456.79755501171945,3.5354167115134665,1023.1685873937773,7.519111269967014,0.5096848600244432,-250.71695,-23.32
+206,,Damian,Keener,1998-06-19,Left,76876.0,-623.6067640274148,4.5514443427921485,6.236067640274142,5.107,646.5690275396364,621.719144938479,6.169019861305884,1048.1003441185364,6.012624816640093,0.0979634288625983,-230.51163,-58.42
+207,,Courtney,Knowlton,2000-09-12,Left,37371.0,686.329848772983,2.326176481636315,-6.863298487729829,6.617000000000001,-439.07724353581114,486.82151430661537,3.5602857403605164,1042.064679112409,8.259000598866862,1.1615035084227174,-244.82688,52.4
+208,,Eddie,Oreilly,1997-12-25,Right,66576.0,455.40376180432366,-5.6149848171740295,-4.554037618043236,5.29,-201.40442873147944,596.0495950989657,-5.100768890918362,927.7428546246632,-0.8879602963042661,-1.2749389719805606,-253.38955,159.15
+209,,Horacio,Oliphant,2001-09-24,Left,92644.0,-361.515161288004,3.825196982648962,3.61515161288004,,712.3453801205478,654.516857817207,4.400022730336119,1045.5666567049632,4.684445559940242,-0.032512006813127575,-232.38406,-51.31
+210,,August,Mackenzie,2000-01-24,Right,43001.0,543.195419827265,-3.5579317472209446,-5.43195419827265,6.3260000000000005,-374.79661803714,606.6959987929762,-5.584269066477841,961.7343214641013,2.5783181111819395,0.18726984292095086,-250.56432,199.63
+211,,Dovie,Cortes,1999-11-06,Right,79633.0,298.74960576191194,5.6696916199927605,-2.9874960576191194,6.0360000000000005,-830.7095795143837,364.5851696507847,1.9482673959804584,1085.7045918493536,1.0955188826306133,-0.4113344163362677,-244.87229,-50.8
+212,,Lindsay,Pratt,1999-04-08,Right,54055.0,-558.4405011076831,-1.8644020894451645,5.5844050110768295,-6.025,-300.2346729803942,423.83666748377885,2.950874250377693,1016.2341919581453,5.601696501313107,-0.6283459818504091,-249.08981,-8.41
+213,,Missy,Browning,1999-04-09,Left,42055.0,-540.9784997917786,5.499908278905278,5.409784997917786,5.09,655.2571482257662,587.9126137292487,5.845055170313318,1073.6746991975538,8.228260239381434,0.673184738926305,-228.78752000000003,-31.78
+214,,Eddie,Haag,2000-03-28,Right,43842.0,-506.16868670661546,-3.4644596819908213,5.061686867066155,-6.2429999999999986,-791.2411317496628,367.44785288046035,4.272757834729165,1076.5394455843316,10.7154211644288,-0.8161110907731912,-250.55633,-58.07
+215,,Brendan,Robledo,1997-06-23,Left,33434.0,-551.9357282434702,-5.910815344634688,5.519357282434701,-7.0420000000000025,-318.16833420601944,404.5888328239054,5.298179273961294,1048.9967119593525,11.505333549175539,0.07474607330997406,-250.17441,-55.81
+216,,Ilene,Blodgett,1999-09-21,Left,36200.0,683.9941998014788,3.4652095563372294,-6.839941998014788,6.178,-783.0655804179646,443.1975639349652,5.9526790158428025,1067.6126468653597,10.720730199755137,-1.2458007838992848,-244.53807,18.93
+217,,Jesse,Stamper,1998-02-06,Left,37464.0,692.2329647939903,3.1043165480713384,-6.922329647939904,7.186,-728.594235676584,480.2412712820586,8.329385059175253,1056.3013290114916,12.635441649272805,-0.15127465217859978,-242.82406,9.72
+218,,Brock,Creighton,2000-09-01,Right,68864.0,567.345504744706,-2.8768341874737025,-5.673455047447059,5.015,-670.8139363300671,638.215310703169,-6.978636890352828,951.981827290564,2.0978234711778443,0.2217969076642309,-253.75042,226.94
+219,,Earl,Kuykendall,1999-04-11,Left,43064.0,558.8562353858783,-5.266087684719898,-5.5885623538587845,4.939,-498.46306892827005,583.0633919007938,-4.417842781271294,952.9981877465433,3.48966945237006,0.14960692154464916,-253.19365,184.74
+220,,Theresa,Chau,1998-09-06,Right,48238.0,248.2183984583505,-4.938660821429145,-2.482183984583506,5.776,-360.63524469308226,612.25693207693,-5.899795735780209,956.9696365880324,1.562883922560654,-1.9801675341580438,-249.77592,180.73
+221,,Kellie,Eastman,1997-04-01,Left,48579.0,387.9387390516816,-4.14904764580421,-3.8793873905168166,5.392,-540.5481631525205,620.1027004986294,-6.502501843402129,955.0885437472953,2.341047837041854,0.4547121767091217,-251.33046,213.86
+222,,Alexis,Stegall,2000-05-26,Right,48473.0,582.9414613163581,6.797273918727447,-5.8294146131635785,5.003,-484.622217125653,390.62078615456704,4.087835974391503,1045.4839414247742,3.4972137360567768,1.8117773802069448,-244.32685,18.31
+223,,Beverley,Pearce,2001-11-02,Right,40680.0,565.6489935562997,3.2438113357624614,-5.6564899355629965,4.4510000000000005,-236.8124012102708,357.0438216571791,9.712202954425347,1035.9221587295938,6.447401264349584,1.418664829982607,-244.42037,-70.65
+224,,Jarrod,Mcmurray,1997-08-15,Left,38058.0,415.9863013408461,-7.422155986348564,-4.1598630134084615,3.676,-491.73045179854967,562.9689543735171,-3.7062751683456163,941.4903214305484,3.5134935940792036,0.5028554993971134,-254.25085,167.4
+225,,Sharyn,Doran,1999-06-20,Left,47052.0,-583.3241668481497,5.979136571548564,5.833241668481497,3.913,149.70994094374632,586.5767400811383,6.411008154608499,1029.6725187012808,7.456855447836622,-0.19840123134494847,-231.13309,17.25
+226,,Salvador,Montes,1996-12-31,Left,25131.0,-378.5884442848202,6.400563134541515,3.7858844428482015,5.311,269.37797625720015,579.2337925037772,5.893457811670087,1051.1933719510937,9.02259067455849,0.2981392522814545,-229.86985,33.51
+227,,Shannon,Lavender,1999-11-12,Right,36984.0,-545.2338488672921,4.1078410416253535,5.452338488672919,4.9460000000000015,932.7762693613388,623.4724850124633,2.681173220919102,1076.9089651122576,7.591949282985326,1.0441392265600908,-229.32408,-1.37
+228,,Maria,Farr,1999-06-27,Left,40072.0,373.221163999699,4.271036402639528,-3.73221163999699,5.002,-637.7485029296362,407.2808977245542,4.038579206270984,1060.2022638678518,6.040993150473225,0.7846160371761511,-243.56357000000003,9.61
+229,,Denise,Gerard,1998-10-14,Left,32576.0,741.2813079634262,6.429565336172399,-7.412813079634263,3.6,-263.6330359675032,356.19541290751954,5.641383899512283,1029.391797807889,3.9285326254636814,-0.9386824925857218,-245.74333,19.24
+230,,Breanna,Begay,2001-03-24,Right,45793.0,494.8983579506497,-5.850387706637052,-4.948983579506496,5.395,-234.02945473184846,568.8168941181673,-4.0288313482353,947.5802995758966,1.5504621089129769,0.5769039918669374,-252.3468,151.62
+231,,Gilberto,Mattison,1997-04-04,Right,52220.0,343.5421679567992,,-3.4354216795679915,4.961,-337.175946062572,357.9886687947823,7.212378484136535,1043.519719463326,3.2138643163935074,-0.15543410590172504,-242.72322000000003,-62.14
+232,,Scott,Comeaux,1999-01-28,Left,20471.0,-661.9698637106108,-6.499765439478615,6.619698637106107,-2.587,-614.3981264275208,377.3793716208637,8.620109378152598,1060.4011836644663,12.621318995583842,0.8179309744998117,-245.15636,-107.39
+233,,Rosanna,Stull,2000-07-21,Left,48079.0,-544.6417523900851,3.504713187885125,5.446417523900851,4.494,424.6610448179932,566.4247741606739,6.0108040125562905,1054.204647271474,7.389975631009612,1.6050641122165816,-231.91796,-37.85
+234,,Lindsay,Bunting,1999-04-28,Left,27792.0,640.9931473835272,7.518916509409047,-6.409931473835273,6.715,-519.690041085096,415.51028686182434,2.5647044014040588,1040.8903360675672,3.7655653024572167,-0.5424094301450127,-242.21502,77.56
+235,,Lydia,Diamond,1999-05-17,Right,23061.0,766.7950682257753,6.231165326031853,-7.667950682257753,4.598,-185.70217090545864,368.51385576352374,6.201855665551291,1020.2343359436052,4.300142999362108,0.7337669219090479,-244.36499,29.9
+236,,Enrique,Wallen,2001-05-22,Left,40193.0,524.518167395581,6.001477007163812,-5.245181673955809,6.166,-584.5051074500152,430.48412703003316,6.445897262071752,1047.6310585911338,7.24503625376955,0.4850774914597592,-241.77277,15.59
+237,,Quincy,Cramer,1998-10-14,Right,51040.0,-574.1707866170874,-4.706206141293031,5.741707866170874,-4.466,-634.051639367051,366.43872103612136,4.716766184865327,1065.2902241002648,8.515888871180426,-0.24862893754671536,-249.45599,-93.0
+238,,Rolf,Naranjo,2000-02-28,Left,43498.0,671.6481713611278,-4.118382075576998,-6.7164817136112775,5.412000000000001,-710.8029369541061,597.2176901601737,-6.0459610655156935,926.814277556906,1.7825912291874608,-1.3594523906472005,-254.41485,245.95
+239,,Marion,Cochrane,1999-06-06,Right,56145.0,319.9798918185278,-8.478921670717476,,2.524,-690.9288463435719,542.7656577844192,-5.242965022490002,906.9320504965,,-0.7886098040048669,-257.92025,175.63
+240,,Gene,Legg,1997-06-08,Right,63239.0,554.6211414037443,1.639450970328764,-5.546211414037443,6.815,-670.3219090784363,410.51505957709367,4.1197406747993455,1073.2846515673998,5.955246048329103,-1.7649462171630776,-246.35342000000003,-46.23
+241,,Burl,Hildebrand,1999-10-18,Left,37917.0,541.444640709282,-2.5571931780956967,-5.4144464070928215,7.152,-288.92910576687814,664.6758658602596,-4.756293789971756,983.8013621475716,6.325271647037343,-0.15206896941494136,-247.31316,209.84
+242,,Milo,House,2001-03-22,Right,72859.0,138.86634593828856,4.6303340157160635,-1.3886634593828855,4.473,-478.7364196496672,357.8278239596521,2.8793863715689976,1060.8442382307421,-0.10300008681908146,0.728244254906072,-244.37574,-61.72
+243,,Gregg,Lay,2001-01-09,Left,29600.0,541.0427347660492,6.299999391010473,-5.410427347660493,6.0820000000000025,-581.6271233491634,445.0068839384253,2.2276691374615623,1045.103348196454,5.411169193405494,0.7983713086893884,-242.50967000000003,83.34
+244,,Mimi,Staggs,1997-05-17,Right,46447.0,286.35931191934435,-4.049190772921213,-2.8635931191934434,7.334,-427.0868797512077,587.1068815165482,-5.779638393056332,963.1113713981163,0.3560216841561088,-0.2676558826547052,-248.59687,169.16
+245,,Brian,Murillo,2000-05-25,Right,52599.0,679.7596954727536,-4.69353179038772,-6.7975969547275366,5.0760000000000005,-298.0493409319925,606.6199518598876,-5.2637493415122085,931.949870156872,1.5467141136962768,0.05305942247564743,-254.12502,204.36
+246,,Cori,Baylor,2000-11-27,Left,22427.0,-544.4221703027099,5.30068612880605,5.4442217030270985,3.58,152.4707994172014,566.5709034201118,7.150509305552727,1045.029880151129,10.183908294649614,0.08274297189730287,-230.4894,22.1
+247,,Marcella,Edmond,1997-08-10,Right,48405.0,-390.5797852533438,4.128120580248943,3.9057978525334383,4.675,274.0002167808532,558.5377464842753,4.762237170053499,1039.1033212013913,5.948648491595128,0.0006098853380942517,-233.8594,-1.67
+248,,Douglas,March,2001-10-13,Right,59880.0,578.5683361733439,,-5.785683361733439,3.856,-580.8024205786147,325.03092114759085,,1067.2127332400717,4.034518709356724,-0.14598302159733798,-246.97036,-64.35
+249,,Deangelo,Fleck,1997-04-30,Right,28643.0,767.5866183166162,3.9579577863052537,-7.6758661831661605,4.93,-383.5068528409506,394.88893889320207,2.445030158747501,1044.3372788305583,4.861731143902452,0.0017767770659683102,-246.829,49.13
+250,,Ashley,Kozak,2001-05-13,Left,82841.0,,-4.82503324086948,3.380166754365338,-5.645,-407.60416179723813,422.71382420897856,6.0826446069443385,1006.7741643396187,6.965423323654572,-0.25813173037582804,-253.39383,-78.6
+251,,Agatha,Irish,1999-01-13,Left,42315.0,-511.5225301569045,-6.676730914360593,5.115225301569045,-5.875,-387.7021081838295,391.52118971756965,4.124559546105174,1070.4232462132247,10.768984186153666,-2.661687805746046,-250.9639,-82.46
+252,,Omar,Parham,1997-01-15,Left,61593.0,,6.313736395066662,-2.5340863772740514,4.812,-382.4074746985822,426.8294752653289,3.9171076683291055,1037.3565028300986,2.33878819023294,0.7081252180679687,-242.23285,2.61
+253,,Billy,Strom,1999-09-27,Left,43193.0,389.2947409165312,7.7442881003493165,-3.8929474091653113,1.409,-582.6964947532814,481.6962255814613,4.889419168878336,1036.426104537549,8.988745971034161,0.2088692834169324,-243.47096,87.48
+254,,Claudette,Plummer,1999-04-22,Left,44817.0,-597.1771991557835,6.871275583829093,,4.166,540.3556826667801,598.4528681554053,4.426972874405911,1056.123904884444,6.6927651165185935,0.7393938183845199,-229.28479,12.19
+255,,Juli,Kong,1997-01-13,Left,50650.0,-469.5600411592522,4.476472689508796,4.695600411592522,4.884,455.1671186836981,549.0355189587567,4.359340357076275,1047.6652905552003,4.610304750533012,0.9726539070756196,-232.64956,-22.56
+256,,Kasey,Rivers,1998-11-05,Right,60132.0,452.3356520694138,6.708942028900446,-4.523356520694138,5.886,-496.6926933714193,391.3719230418208,7.731676127624143,1045.785089718183,4.524785837648615,-0.06944086544883121,-242.00329,-43.55
+257,,Myron,Parr,1998-07-04,Right,25980.0,-667.7909627246926,5.344403906272229,6.677909627246926,3.505,728.8438108150757,575.4137810551348,5.734314015665428,1075.4350031624986,9.01454764217232,-0.29309348806211505,-228.1678,-19.0
+258,,Osvaldo,Ritchie,1999-01-20,Left,31010.0,511.96856355858256,5.093151852326011,-5.1196856355858245,5.495,-145.72101757468556,417.54622518960207,3.903657563099272,1018.4981509400033,2.9423819919888534,-1.0090654717658876,-242.7593,41.07
+259,,Rudolf,Haines,1997-07-03,Right,71744.0,-555.9598897637492,7.620463446928557,5.559598897637491,5.506,538.907304642043,644.7441768214899,6.30939912676949,1051.3060702257774,7.151734266448037,0.3947871501263329,-228.41807000000003,-16.8
+260,,Ernestine,Schaffer,1997-12-04,Right,41436.0,-670.7744378079701,-4.166430726428464,6.707744378079702,-4.277,-615.5471483668448,359.18128434239543,,1060.3498652028918,8.29246695888529,-0.4786413588918218,-247.5958,-87.98
+261,,Ruthann,Nettles,1997-04-14,Left,67091.0,-450.4322762028392,4.892844198876786,4.504322762028392,5.955,892.7784023836801,605.5390718863941,1.7889096532737507,1045.6445896453702,2.009324750334705,-0.4983266443061313,-231.74333,-14.35
+262,,Belva,Bowles,2000-04-26,Right,39812.0,-373.768437764376,3.810346832320072,3.73768437764376,5.35,208.83214209031257,539.9440292966052,4.1449297723214285,1040.8470186064183,5.384413578604184,-1.0940883514760205,-233.78755,4.59
+263,,Gloria,Shively,2001-07-20,Left,63834.0,372.6657006028791,3.0463594919763874,-3.726657006028791,6.114,-388.8118890819815,406.7341922025989,7.065544786898023,1047.345221320666,4.801575374285468,-0.7979581516787366,-243.3559,-70.2
+264,,Jacquelin,Lo,2000-03-17,Left,45308.0,678.8506117205533,7.109013667344476,-6.788506117205533,2.189,-620.6243210073256,387.49972704391615,5.3814779224252804,1052.4618241247574,7.0563628757355366,0.045970239251812775,-246.73281,30.52
+265,,Emmanuel,Ponder,1999-10-27,Right,40620.0,-488.7912652101848,3.3082923323524835,4.887912652101847,3.548,600.8157536801909,586.5360285914362,4.610465989634673,1057.5697602918601,8.141893359736773,-1.9345615002706271,-232.54501,-9.47
+266,,Jan,Lattimore,1999-07-25,Right,15137.0,-445.24712034876944,6.5281306786379565,4.452471203487693,5.209,225.57318532258347,,6.0329233820031725,1050.3689368845849,11.880442927117356,-0.830734723651678,-228.08611,72.23
+267,,Fritz,Ballinger,2001-08-24,Right,50883.0,,-5.902043698026742,-6.320732947109572,3.527,-824.9017655260277,561.6256468988058,-4.647679395721354,937.5544750614748,3.117447997607852,-1.4656105831420116,-257.16033,198.78
+268,,Elliott,Bustamante,1997-10-23,Left,58782.0,-363.107283585854,6.130583882769518,3.6310728358585407,5.624,,602.4198169454503,5.438643598311696,1043.158839759209,6.492364692879393,-0.20029559385585008,-231.45686,-0.71
+269,,Janis,Myles,1997-09-03,Right,62720.0,-549.5048124222686,4.726728136546999,5.495048124222689,4.0539999999999985,323.19765415192063,533.7679722412702,4.500212090135856,1030.0618293323028,2.6968745301743144,0.5251346675465671,-233.94682000000003,-27.23
+270,,Elliott,Mccutcheon,1998-11-10,Right,83660.0,249.77619135995513,5.2939920788350925,-2.4977619135995512,3.951,-887.3827375122003,403.2690462783888,3.8030581259199714,1084.2494733911942,4.896099165175336,1.624771569204397,-245.51183,-46.7
+271,,Elena,Rangel,1999-03-22,Right,53451.0,-605.918785566346,-3.0098465795902136,6.059187855663461,-5.093,-567.0225573209526,371.9789753930536,2.95066292033088,1057.3743623284017,6.417391526502103,0.4213190842520208,-249.29609,-61.34
+272,,Millie,Freund,2000-04-13,Left,39432.0,-385.76706511892456,4.088517256235616,3.8576706511892462,5.329,603.6915963851902,581.6464463336599,8.075215935055574,1069.9889550560308,10.436487762418224,0.6960270878582722,-230.09462,-51.59
+273,,Olga,Chesser,1999-04-04,Right,41858.0,418.69302011603963,-4.499531427566456,-4.186930201160397,5.49,-732.439167548757,603.3002868842058,-6.4513501021171855,942.61606285343,2.08612293852549,0.5898141735598967,-252.23814,231.02
+274,,Donny,Ulmer,1999-05-24,Left,57172.0,-539.7176152430025,4.936941355415955,5.397176152430025,5.079,792.8423581206616,644.8324721644349,3.6470524661214494,1056.8182821759096,6.777364097460687,-0.896181438148205,-229.93955,-2.26
+275,,Jeff,Maestas,1999-01-18,Right,49756.0,520.5897248685109,4.1574950059743445,-5.2058972486851065,6.9570000000000025,-204.23508937080481,427.9982227827792,5.140559037974253,1026.1921240232057,3.177597476493005,-0.1167949954826215,-242.7507,-6.67
+276,,Jonathan,Atherton,1998-04-30,Left,54316.0,-585.9780798174897,6.440587681497346,5.8597807981748975,5.157,593.4010796517539,,4.299650400894631,1041.7780331964625,,-1.1739004259716572,-229.31705,9.24
+277,,Katina,Tolley,1997-04-22,Left,59185.0,698.5412715781813,-4.753876731451745,-6.985412715781815,4.354,-688.7025227789923,619.5063851872209,-5.309851014160287,926.371756317655,2.929627268730492,-0.6531191643058659,-256.11774,229.47
+278,,Rocio,Pettigrew,2000-10-28,Left,56207.0,630.4279337355763,-5.052185087559461,-6.304279337355761,4.465,-633.6710865103564,579.2599590873511,-4.628830267591593,945.5541035682736,2.701952849908161,-1.331386993693929,-255.345,185.94
+279,,Sandy,Khan,2001-08-02,Left,,626.1215337586817,1.6454137689252748,-6.261215337586819,7.233,-704.306596730622,408.0665130780105,5.611332367697291,1074.6281482262132,7.465978423054635,-1.7198213302575236,-245.89146,-52.96
+280,,Valentina,Poling,1999-01-22,Right,,483.52567976650397,2.7583227664600183,-4.83525679766504,5.558,-679.8508698847095,460.89506727010473,2.904467556302169,1061.7458400145017,8.044931845726737,-1.189697941542732,-244.82311,36.97
+281,,Ernest,Begley,2001-03-21,Left,39564.0,631.627437970212,6.299508149579375,-6.3162743797021195,2.117,-524.8133765113886,331.7365788869205,3.2061013777163447,1056.9421555439772,3.606671281651072,0.7410446273571157,-247.81185,17.72
+282,,Aletha,Mattingly,1998-04-26,Right,33898.0,563.3806898600523,3.9952358494540654,-5.633806898600522,2.171,-338.03853285601434,386.03018956314713,7.697747200605246,1038.2246388054973,8.122198565206133,0.5630147671300672,-245.83467,-8.09
+283,,Lynn,Belanger,2000-05-08,Left,48697.0,,5.00766280333095,4.541876426963907,5.525,491.859636542169,579.5997336693349,1.9114752596328115,1043.2282425879478,3.4771425075745346,-0.3024696422929293,-232.26194,21.34
+284,,Carolina,Castro,1999-04-09,Left,52130.0,498.7669917155336,7.620164494331437,-4.987669917155336,4.803,-519.1512804400821,,3.7104356257890934,1047.9947889898758,2.5736835067137545,-0.6459764497215157,-243.74942,16.58
+285,,Malissa,Blackburn,2000-10-01,Left,38668.0,-490.713209740243,0.8708641179655903,4.90713209740243,4.314,436.6111327473794,607.0417545722706,6.15962851278664,1058.3121788273734,11.023829760149134,-0.6237654516846405,-232.8665,-24.42
+286,,Mohammad,Hammett,1997-09-04,Left,38551.0,-397.2616389643585,6.682813936654866,3.972616389643585,,358.66667295250505,524.1278785118626,5.405393269000046,1043.1683337323202,4.33325142078707,1.0228513004840676,-230.83072,-6.77
+287,,Emerson,Sprouse,1997-08-21,Left,24875.0,-567.9420879151215,-4.76825177169129,5.679420879151214,-3.716,-414.940987208272,431.67367373482926,6.2793171469095,1039.2220395049007,,0.3616152158498572,-245.94713,-38.44
+288,,Adrianne,Salley,1998-11-16,Left,50471.0,,-3.453237507154313,-5.757607692328649,5.317,-692.6902956501002,651.6173708801298,-5.012811735948289,968.1701831933436,6.356625941243241,-1.93086713673666,-251.79352000000003,224.31
+289,,Sydney,Grooms,1999-08-07,Right,25815.0,-419.19535583046576,4.80335890825867,4.191953558304658,3.796,253.82692008139614,557.346710772931,8.948172188609783,1063.6532365661003,12.118124194713252,-0.7655098730721462,-230.78594,-20.97
+290,,Thanh,Dyson,2000-12-07,Left,37498.0,715.5666194028729,-4.197732788199821,-7.155666194028728,5.848,-296.612036037406,582.7487880971343,-5.737691300233122,933.5843329069693,0.8821791198165999,0.7258758818965982,-253.13532,218.04
+291,,Marisa,Benavides,1998-04-28,Right,58249.0,732.0463302327081,-2.9991614028584586,-7.320463302327081,5.831,-393.4313598279451,609.4897793736965,-5.369639720819877,961.2404947225527,2.6176455829081164,0.9363059999664068,-252.96732000000003,194.19
+292,,Demetrius,Mcnair,1997-01-23,Right,44841.0,-461.12158807216537,3.3874713211623253,4.6112158807216534,5.789,532.1138024712977,620.6568820741852,3.2650631412044064,1056.4891339733797,7.380985928147807,-0.549573092630023,-231.39707,9.77
+293,,Marcellus,Kirk,1999-10-13,Left,,640.0633284042966,4.0801645198450345,-6.400633284042966,3.4730000000000003,-685.3533414378097,443.7539341004962,2.343362046062582,,8.298561022979726,0.9427246757893772,-247.31282,62.01
+294,,Archie,Magee,2001-08-22,Left,53884.0,691.3071927312927,4.9705481154287865,-6.913071927312927,6.009,-293.10048860923087,350.3814126383856,5.080197240937305,1042.719702224602,1.7219075902327163,0.0187016467364354,-245.67251,-38.13
+295,,Mohammed,Hawthorne,1998-04-19,Left,28754.0,342.6233169426976,-6.373340858443482,-3.4262331694269754,4.4830000000000005,-745.559862402287,566.2113227733114,,956.1595057804947,4.287212928042337,0.3154283459842178,-252.49698,193.77
+296,,Sharon,Corbin,1999-07-22,Left,43447.0,-447.12858663814626,-3.8666511387346856,4.4712858663814625,-3.67,-617.0388182570508,427.79649632412116,4.362326763337017,1056.2499197653194,10.544445883905519,-0.4470235625413165,-248.32283,-36.64
+297,,Carla,Null,1997-09-26,Right,59613.0,652.345887440467,4.428998524933961,-6.523458874404668,4.873,-706.4176826976525,399.7803167047943,1.4826931502909693,1070.3408099403782,4.4048961338091175,-1.3382339064038102,-247.97136,15.74
+298,,Magdalena,Gonzales,1997-11-21,Right,44498.0,606.715696848218,5.004513227347784,-6.0671569684821804,5.109,-540.5153417348562,394.7960591313064,3.426388529363885,1054.7473489834554,4.698540969411587,-0.14948113993465745,-245.46342,17.46
+299,,Elisha,Mattox,2000-09-19,Left,48128.0,529.0130316105647,6.144434151197107,-5.290130316105646,4.511,-454.09017850329707,354.5866691765211,6.750660627121885,1047.3204063864564,4.1657010705641895,1.6128044988117682,-244.10968,-32.17
+300,,Emma,Manley,1997-11-24,Right,59239.0,495.4249716298256,4.28718569113917,-4.954249716298256,4.688,-728.7614456777382,450.77197525705583,5.661147117079215,1062.808828331579,8.7725604400718,-0.4110438651939713,-244.88116,-1.33
+301,,Roberto,Sell,1999-11-04,Left,57192.0,579.5614066062958,5.433945473042182,-5.795614066062957,4.17,-595.6756306915737,338.99720120329187,5.089843495699494,1066.6394802793584,3.866585483885548,-0.6106044540438931,-246.54779,-42.33
+302,,Luigi,Pruitt,2000-11-07,Left,35524.0,826.5274098306761,3.8285145140115153,-8.265274098306763,7.4129999999999985,-757.7563594070073,444.55937839283456,6.329829256721707,1063.6272496293263,,-0.6802369098331623,-244.35225,21.21
+303,,Royce,Linares,1997-07-31,Right,58131.0,196.35329277223582,6.926228976202467,-1.9635329277223583,5.782,-732.8023692317665,401.1873834317453,6.994940868282249,1060.9561123797048,5.314165979640354,-0.8606609300491433,-240.14416,-36.98
+304,,Chrystal,Purdy,2000-01-28,Left,48306.0,-679.01828598,4.300652442129665,6.7901828598,3.792,681.4846395451564,560.2659975094251,4.138450250579154,1064.6809210625502,,-0.0662918405897867,-230.82475,-40.15
+305,,Chauncey,Otto,1998-10-13,Left,38288.0,-413.8667590938815,-6.438093032371088,4.138667590938815,-6.191,-561.7138228442593,401.93978878516884,4.924864348425871,1076.495832737807,13.378077536063767,0.20363390196885006,-251.52742,-67.58
+306,,Shirley,Keyes,1997-03-23,Left,57198.0,474.7268163591416,1.1476181343485616,-4.747268163591416,5.653,-828.1165978678945,478.44142970652814,1.4286730106816767,1079.5390683502876,8.632439702251096,1.478030197188729,-246.81785,23.8
+307,,Lacy,Layne,1997-04-30,Right,12871.0,-347.9132506873194,6.249342664564532,3.4791325068731935,4.717,671.8162808917532,553.7788439947674,4.607789471368688,1073.3118726539076,8.420180805065408,-1.127018215097155,-229.44915,18.61
+308,,Shelby,Mcnamara,1997-12-14,Left,82041.0,416.5505107174652,4.803952282581054,-4.165505107174652,5.114,-715.3250283974705,421.5721922682032,2.2175606522622644,1071.353488335483,3.4234840905997954,1.2915060917392938,-246.30753,-21.16
+309,,Archie,Wallis,2000-05-06,Right,65575.0,-451.7370598926358,-3.0921110234859546,4.517370598926358,-4.74,-287.0934894719736,,3.8879626576686857,1005.1652193119484,6.50075123113033,,-249.64231,-16.52
+310,,Reuben,Rossi,2001-03-17,Left,44345.0,410.4440516983079,7.155386743486138,-4.104440516983079,5.4570000000000025,-533.751768609826,377.8981779919503,6.741806357296151,1047.776897203058,4.49551323282761,-2.3528830749842613,-241.41739,-15.23
+311,,Marcos,Mcgee,2000-03-31,Right,39443.0,497.44650889443017,4.554376783049088,-4.974465088944301,5.903,-612.801785041343,415.174395901806,3.0212972182150657,1056.9955565600121,5.2927503887355725,0.6784703368465514,-243.92371,28.47
+312,,Lavern,Sides,2000-11-14,Left,52473.0,414.4201211981513,6.685949917228619,-4.144201211981513,4.27,-379.4418138040809,342.4922792685086,2.8728999202447207,1044.7891437340563,-0.18406581842445524,0.6981411719913382,-244.66036,-8.22
+313,,Adela,Urbina,1997-08-08,Right,51132.0,161.92964948978857,-5.867612556299433,-1.6192964948978856,4.133,-624.5620550922648,629.5805460790717,-5.355302315135553,967.341257641426,4.74034905182638,0.05552831122077063,-251.09125,183.88
+314,,Oren,Scanlon,2000-11-27,Right,29023.0,-504.4316134649163,6.321517673513961,5.044316134649163,4.966,607.2066488466484,566.1885036803487,3.4308578237363263,1070.4221153819126,6.374062037532202,0.37293762133438796,-229.27228,11.58
+315,,Otha,Vo,1997-07-26,Left,62592.0,424.1888124325041,6.321198852027671,-4.241888124325041,5.082,-656.4915522388964,404.7762242520224,1.84250026896614,,2.6677265382291995,-0.6166271961129308,-244.74546,14.36
+316,,Marci,Witcher,1997-10-25,Left,52809.0,-771.8071112714566,2.9613194180982583,7.718071112714566,3.3160000000000003,670.2634549394968,571.0539290552089,3.6631539640958013,1062.408805050762,5.341139831621545,,-231.58457,-45.14
+317,,Chelsea,Watkins,1998-02-16,Right,53002.0,-603.3000225837446,-3.5786748321567408,6.033000225837448,-4.869,-586.6606360126394,354.30868579431916,3.928952898013202,1059.5295918312345,6.632062888760713,-0.15594432413518375,-249.38126,-84.15
+318,,Bill,Purnell,1998-06-26,Left,48422.0,493.5262796387312,7.577107575338628,-4.9352627963873115,4.383,,369.21377383340865,3.8162835692518735,1050.2552591303324,,-0.4123478378364056,-244.04762,14.62
+319,,Arthur,Lindstrom,1997-03-13,Left,30469.0,-508.99197292526804,-2.752919230835335,5.0899197292526805,-5.426,-527.3385979750202,414.6966656272007,2.8267340231932447,1062.6906154452067,10.292199552005547,,-248.15824,-6.02
+320,,Robyn,Wilhite,1998-10-25,Left,46508.0,,-5.379722235561472,4.8756792646565525,-4.372,-546.5625502261992,401.6756296505758,6.668670014674365,1043.438022737474,10.524742581292939,1.1299250048146183,-249.24482000000003,-79.64
+321,,Gloria,Beltran,1998-08-11,Left,43863.0,-706.7667946668092,2.2818576842988185,7.067667946668093,3.5860000000000003,484.4464058993306,581.7072279755063,3.9253787048320685,1029.3998049969537,5.390116625070165,0.5297396051660122,-232.59965,-1.63
+322,,Lissette,Haywood,1997-10-04,Left,56024.0,-478.4931361095103,3.71600548665474,4.784931361095103,4.9430000000000005,513.2860725695822,573.9874620810782,4.762362593650853,1041.4958837654267,5.1829950963365246,1.4728714747394562,-232.77461,-26.27
+323,,Ken,Rutter,2001-04-22,Right,67322.0,-425.4743358429703,-5.244584980219243,4.254743358429703,-4.6960000000000015,-513.2741498654725,398.2025804675618,6.233363111885094,1032.2020567953177,8.24937898599703,0.4153900040059137,-251.41826,-94.1
+324,,Grant,Yocum,1999-04-08,Right,37915.0,-620.2226448258089,3.5357487114105424,6.202226448258088,4.87,510.15208488358115,576.7850412982795,5.169765245319393,1071.0357835809698,8.201253797602536,0.8210164432746805,-230.06181,-31.45
+325,,Jae,Barrows,2000-02-16,Left,48177.0,-710.8130671843077,5.509801023777841,7.1081306718430755,2.257,128.90899121876578,559.6858743439517,4.779289301125763,,5.277694670419269,0.18190580653755856,-232.84217,23.64
+326,,Kathrine,Shelley,1998-07-24,Left,52174.0,-264.72756473151964,-3.332985506448579,2.6472756473151966,-5.715,-231.80638299005105,491.3451215371611,0.05410800894757184,1044.4677581717917,9.239761928756778,-0.6594217562779202,-251.48998,35.14
+327,,Rhoda,Marshall,1997-11-17,Left,54413.0,547.2909599640084,3.4401782720587506,-5.472909599640085,5.849,-836.8766053776303,440.2078459952401,,1077.9735349686189,6.387536316787884,-1.4923196769127878,-246.42618,32.12
+328,,Simon,Mckenna,2001-03-11,Left,50357.0,-573.2987846661646,0.2193000083303991,5.732987846661644,-2.855,-587.1981015894686,423.2625240418248,3.4831476338338576,1020.6648324229892,5.074415895102441,-1.4004697981484389,-245.44524,0.43
+329,,Hunter,Augustine,1998-02-01,Left,31413.0,624.7102992643836,-7.0525462195811714,-6.2471029926438355,4.005,-399.63564667659546,565.1858857122132,-2.6847554559759224,944.8740204151687,5.138250730554415,-0.05988203030131916,-254.45009,170.96
+330,,Tyrell,Kell,2001-10-07,Left,58160.0,-528.6574835255111,5.494008889088947,5.286574835255111,5.438,831.8042747675238,609.0849741828868,5.277265765980079,1060.3679239607604,6.1641626905347415,0.9715712983523724,-229.2404,-38.86
+331,,Alfred,Barnette,2001-04-03,Left,51198.0,420.0054021772915,2.415952250744394,-4.200054021772915,5.443,-517.3009807487972,518.209812308064,8.717468280518446,1041.0936253009713,12.211899264487286,1.5784192114125783,-242.21231,-3.43
+332,,Myron,Corbett,1999-10-07,Right,46462.0,832.4336308473337,-3.967113946222148,-8.324336308473338,3.267,-874.4214281954863,607.9897555868407,-6.9013750573796555,926.9873286175247,,-0.08663771254534826,-258.02545,282.43
+333,,Abram,Bartley,1997-01-20,Right,79712.0,-645.2589018741887,5.620571201698666,6.452589018741888,4.575,481.69785189235887,600.3342608239365,3.9793477190988793,1038.3448991759649,3.1922269225368365,-0.8682649775088969,-231.88405,-27.46
+334,,Laureen,Barnhart,2001-05-26,Left,71058.0,-452.72251833560273,6.319591426713357,4.527225183356026,6.812,939.3171351241867,667.6741651038158,3.157832170260986,1060.4566653614374,5.264801700095092,0.012004916980168907,-228.68376,-10.22
+335,,Myrna,Neville,1996-12-10,Right,69047.0,407.23290817307054,6.856667171797546,-4.0723290817307065,4.039,-554.1424955945844,399.1409199683098,6.623929994495263,1050.4871601298219,4.710409933392453,0.4611378494032559,-243.81552,-33.44
+336,,Arthur,Hancock,2000-03-15,Left,40398.0,-526.5980804290989,8.317970967312155,5.265980804290988,4.628,701.1280350566794,578.9006709330962,3.4684988739248697,1051.7663507589723,4.336524352882806,-0.6927066821869505,-228.67479,23.67
+337,,Dario,Mcrae,1999-08-08,Right,52494.0,612.6958375273739,3.2111621013400704,-6.1269583752737375,6.211,-633.2359192050842,376.5704703960311,6.036170891563487,1067.160621523399,6.213967390689637,1.025369060530172,-245.55347000000003,-48.66
+338,,Virginia,Snead,1999-12-20,Right,43656.0,224.677226341866,-6.003967435290438,-2.24677226341866,4.545,,556.9810030823231,-5.198425582694627,961.1771570496036,,-0.5923208722481821,-252.85782000000003,179.0
+339,,Gwendolyn,Hannon,1999-07-26,Left,61812.0,330.89238920743423,4.206357823942357,-3.3089238920743425,5.8020000000000005,-620.3518173303908,429.81970243948166,3.1281639760684103,1061.6268375587654,4.388385342600198,-1.2935305634139225,-243.79427,-8.11
+340,,Fabian,Mccullough,2000-08-15,Right,55728.0,386.84054308083915,3.2366810757381206,-3.8684054308083926,5.0310000000000015,-524.2132295681163,438.8615366948,3.9512735553315386,1053.7129027437934,5.83937254316717,0.9645286389210692,-244.59897,-3.25
+341,,Destiny,Hiller,2001-10-18,Right,42388.0,-612.7303319774533,-4.7245905679764055,6.127303319774533,-4.541,-453.32328201748163,386.0083919150498,5.026978072210552,1050.2231035636114,8.584841575465083,-1.5766389213662146,-248.1627,-75.28
+342,,Jenny,Hawes,1999-05-21,Left,81777.0,-356.34090905887484,7.274883009491972,3.5634090905887477,7.207999999999997,699.3659788129758,577.9014578430522,2.2863959509879304,1050.1756369377763,0.11598386552393115,-0.7232161838083576,-231.5117,-31.79
+343,,Lucille,Castleberry,1999-05-13,Right,76972.0,439.8197937272886,-3.762297552071098,-4.398197937272887,5.0760000000000005,-389.45982991664926,665.1338481688355,-6.324110283262246,945.1758269646074,1.6634545715289164,0.6548397974923965,-252.48405,200.9
+344,,Faustino,Fairbanks,2000-03-04,Right,76722.0,238.81691445157003,4.917628494286057,-2.3881691445156994,5.332999999999998,,442.4087093698668,1.7708407659768357,,3.6670126799241833,0.2618669363826757,-244.24325,-6.09
+345,,Isaiah,Moya,1999-12-10,Left,52248.0,329.72690654929056,6.362245611275822,-3.2972690654929058,5.351,-954.646134715488,422.9288011419049,3.706613570163997,1076.7921169484061,6.742480285905835,-0.03725703578020223,-242.70419,18.91
+346,,Sandy,Bayer,1998-07-21,Right,53137.0,425.5035796939894,5.830353449756696,-4.255035796939893,5.852,-520.3527733446224,386.12548084905467,6.248212451080656,1049.6552550383294,4.176902831748944,-1.216526059228167,-242.53747,-30.29
+347,,George,Duggan,2001-11-01,Right,77901.0,-554.0985157180266,3.48781975699584,5.540985157180266,5.391,522.3674141368309,635.5344849979848,5.26705129747953,1028.4999740845724,5.4409056964729405,1.081470479973271,-232.33609,-30.01
+348,,Jamie,Martens,1996-11-13,Left,40129.0,-420.61144308233895,3.9160239759546163,4.20611443082339,5.5829999999999975,416.73910267947053,583.6702144889057,4.91575313566233,1056.6393067524748,7.775410422001697,0.8944842545104789,-231.5156,-5.95
+349,,Errol,Salley,1997-10-01,Right,37609.0,-659.1611037609007,-5.686633659058215,6.591611037609008,-6.282,-418.16845051744,367.54739412759926,4.212888123251757,1068.3401235465876,9.54836621699074,-1.8528968455914399,-249.60082000000003,-83.83
+350,,Doug,Bray,2000-09-04,Left,88967.0,-226.43125838857102,-6.2716395387075865,2.26431258388571,-8.183,-427.4269326894706,386.0652074772184,2.098612448831328,1062.098335577098,7.689390180257195,-1.1554181202508385,-258.52837,-93.98
+351,,Kathi,Pederson,1996-12-05,Right,44695.0,472.2715254670978,-4.941757416834276,-4.7227152546709785,5.4910000000000005,-363.7376904181617,621.9678068918229,-5.3212512889176935,940.018637225071,2.5108777398977056,0.6301483867073905,-251.61443,207.78
+352,,Norbert,Jerome,2000-11-21,Left,53711.0,440.60405565620994,5.727655019855268,-4.4060405565621,3.635,-499.8137323935431,404.2956069645023,-0.8336869760336905,1053.1970616683752,1.252163120794882,0.495095620716356,-246.60538,54.86
+353,,Porter,Holloway,1998-05-09,Right,53520.0,-418.0944811740818,5.851743358825022,4.180944811740819,4.987,608.9372949408222,592.6180776059117,6.699628976853652,1062.8274113426728,8.1356436255928,-0.2502149016398978,-230.24709,-35.38
+354,,Wendi,English,2000-08-31,Left,33102.0,-623.6473874823686,-3.18769256963985,6.236473874823687,-2.862,-568.3203333085853,410.3925040645607,4.90654636018467,,9.068491757284159,0.916685316978586,-245.30267,-41.17
+355,,Shelby,Carrington,1998-04-30,Right,33825.0,559.1954390899937,4.350432473121701,-5.591954390899936,,-435.6755842916462,397.00275742864784,6.474138227969773,,6.953140277855495,0.9888350993595022,-244.13999,1.56
+356,,Louie,Goddard,2001-03-02,Left,25186.0,535.4747401281703,7.22574341222342,-5.3547474012817045,5.04,-130.16504829989793,334.42914080130174,4.459818994315092,1019.7001120116204,-0.003466635764876491,0.2341560939249817,-242.58497000000003,19.12
+357,,Delbert,Inman,1999-02-08,Right,64622.0,377.11307912419227,4.415817690358755,-3.7711307912419234,5.882999999999999,-1041.3236581428478,446.2290335940784,4.846239464983008,1088.3731275227678,9.083015923476413,-1.1236096278669552,-243.85386,-14.66
+358,,Eddy,Wolcott,2000-05-28,Left,41835.0,633.1754741900828,-5.130911719542043,-6.331754741900827,3.663,-853.5372656959784,568.6049393372879,-6.4040545033558605,928.1975972156648,2.0060260065667883,0.9408784784561058,-256.83041000000003,244.06
+359,,Tommie,Epperson,1999-11-19,Left,73472.0,101.5521737233346,1.9362401311583763,-1.015521737233346,7.455,-635.6036832223252,380.99261196339364,4.290163703672091,1076.644410822279,2.298576464334896,0.7216939438059892,-242.71655,-102.04
+360,,Reynaldo,Neville,2000-08-01,Left,56837.0,-573.8349986189415,4.324191083796202,5.738349986189416,5.01,874.7933917914426,628.0032891431357,5.407737145920709,1071.4949050368023,8.070133467488054,0.7024848903531039,-229.23506,-46.66
+361,,Danielle,Culpepper,1999-07-16,Right,46140.0,557.9785152227299,-3.723622144295255,-5.579785152227299,6.756,-346.01622624200826,591.0925561071024,-4.45903471863844,970.3299996271754,2.8173134158180115,-0.9274243077352906,-250.23734,166.96
+362,,Venita,Haynes,2001-06-01,Left,59723.0,229.25577632515893,-4.487994719510543,-2.292557763251589,6.6229999999999976,-98.1266045442318,638.5049775629956,-4.240296315721499,982.1088912768223,3.1916746856509985,0.6479772522240881,-247.31584,129.35
+363,,Williams,Rickman,1998-01-06,Right,76205.0,-360.41144398668763,5.532531738648523,3.6041144398668767,5.791,768.215459370202,608.9131239141649,6.657682133450548,1053.257301069964,6.081924436283527,0.8440405413324026,-231.14496,-62.8
+364,,Bessie,Hirsch,1997-07-30,Left,45984.0,391.7832176527643,3.0125055466043555,-3.9178321765276434,5.857,-730.7818863911913,495.0201930384612,6.119082724806418,1057.940273436112,10.927450603056496,1.127045674356992,-242.45532000000003,18.1
+365,,Lillie,Gladden,1997-07-21,Left,51258.0,359.31723508161275,-3.6883392505705785,-3.5931723508161277,7.04,-545.9042023426692,614.2723339564967,-5.750565833099345,957.1111854636324,1.5071015419002485,1.0576259053035666,-249.47558,192.69
+366,,Hugh,Lear,2000-04-16,Right,48470.0,362.13382768279337,6.346387324338227,-3.6213382768279336,4.888,-709.3072797943851,416.8039223838659,4.729752763178402,1060.1886164618415,6.066884883520636,-0.08050863335426761,-242.55581,13.46
+367,,Kasey,Camara,1999-08-11,Right,38973.0,364.38915458434786,4.730201644864295,-3.6438915458434793,5.112,-300.20860888476363,,8.339483373384367,1029.0320600816583,6.471819821767577,2.127414774070981,-241.14071,-20.32
+368,,Chanda,Mcdade,2001-05-19,Left,67545.0,275.9756702375155,-3.8720320556223538,-2.7597567023751544,5.077,-619.2945786112308,636.4257355291345,-6.606413952829298,967.613066695732,2.4107392495787234,1.5219080525556603,-251.32835,190.76
+369,,Olga,Crouch,1999-05-16,Right,62824.0,380.39273652162734,3.421620411036981,-3.8039273652162735,3.905,-566.2133518382913,404.2586704866169,9.186750039382707,1058.688521415781,8.592797183337101,0.7854599681962461,-244.36896,-76.16
+370,,Francesco,Steiner,1999-09-06,Right,60037.0,,,4.161602126391436,-6.086,-593.107294652481,389.4905069986534,2.5734822305305745,1060.5904506426468,7.948541017791848,0.024107146494652683,-252.03586,-46.9
+371,,Mohamed,Harvey,1998-05-22,Right,27141.0,586.8803051834291,-3.0700287833685844,-5.86880305183429,7.657,-526.4040790689899,585.0477143264634,-6.795737800828261,938.2285185820388,0.2056019456033331,0.6092088982784044,-250.19702,244.96
+372,,Rhonda,Tibbs,1997-07-22,Left,47339.0,726.5252930396944,-3.46790569397192,-7.265252930396942,5.513,-591.8825217728153,614.6739302649496,-5.8915648894792865,941.3516067943456,2.8560821851176903,-1.9006078286218984,-253.77151,238.24
+373,,Gale,Wilmoth,1997-09-30,Left,57751.0,-405.60186531162765,5.2500374326738735,4.0560186531162765,5.715,266.5238051721511,659.6940915749859,7.483499495471944,1051.8903826523367,11.440991246573102,-0.8314315588453283,-230.18354,1.29
+374,,Stephenie,Mesa,2000-07-24,Left,61356.0,297.3477108118152,4.953354345110134,-2.9734771081181512,5.002,-624.0258418834269,418.2311608622058,3.1723939262725662,1060.2066244800308,3.9945321002650784,0.5907365892925468,-243.83594,-5.1
+375,,Sydney,Rosen,1997-06-08,Left,83884.0,164.68257095147595,5.4197667061046255,-1.6468257095147596,5.692,,413.14590980667,-1.849452136482089,1090.6253176755515,0.5516550490904208,0.6721048565824828,-245.23197,-0.02
+376,,Williams,Reddy,1999-12-26,Right,44625.0,-674.5250621373896,5.3849723088226265,6.745250621373893,2.8310000000000004,249.79274113900064,535.6136359049848,5.612732928593367,1028.0222834371673,4.910270636239007,-0.3988529142932029,-232.23301,-3.12
+377,,Collin,Slaton,2000-04-04,Right,67730.0,-444.697989587617,-6.228201137689725,4.4469798958761695,-6.9510000000000005,-413.8225905367104,387.8274481436483,3.9148322066640717,1054.4462673424769,8.561106147875732,-1.3103752957934756,-253.97717000000003,-93.37
+378,,Eloy,Cruz,2000-03-10,Right,61157.0,263.4002725821642,-4.79953115319151,-2.6340027258216416,5.268,-571.8396529455982,638.8260288673273,-6.69547357644933,937.975301341436,,-0.3475788164907212,-251.68137,211.41
+379,,Doreen,Ferreira,2001-03-29,Right,63499.0,-419.1191342705855,-9.68766228034822,4.191191342705855,-6.285,-310.15864525002917,392.3302685889655,6.938013912448753,1051.4441956520823,11.344639694736426,0.16928200222582018,-254.23222,-143.52
+380,,Johnie,Cho,1999-11-15,Right,17930.0,768.7703105216783,-5.69952815935107,-7.6877031052167855,5.44,-433.9709933884725,550.0585557979359,-4.145359898233809,925.7273952784273,2.669567790636255,-0.15892474307689022,-254.07461,219.71
+381,,Von,Dupre,1998-12-03,Right,47383.0,505.4756001283025,4.530756912659516,-5.0547560012830255,2.915,-533.6400237606858,434.724751503131,5.112212898557743,1048.9240387608484,7.954527356446286,-0.14905087446119414,-245.71696,22.61
+382,,Griselda,Thompson,1999-10-03,Right,56541.0,426.63775080431725,-4.884101637695258,-4.266377508043171,4.1389999999999985,-886.9324806974525,603.3108673665071,-6.7774743383385525,935.9714858391736,1.7862629591446857,0.788245074099039,-255.01863,230.87
+383,,Lottie,Miles,1997-04-20,Right,37880.0,320.4009338318533,-7.08446516923227,-3.2040093383185333,4.292,-410.4525921783418,589.5481197365192,-3.3570299935021586,958.879452486226,4.9668009858109965,0.4433713719296142,-251.77155,156.13
+384,,Tony,Schwarz,1999-02-27,Left,49297.0,367.4099856858438,-5.0307045649465385,-3.6740998568584384,5.039,-405.4132442662087,592.792887007204,-4.9134451789857945,970.828181629774,3.1690278061488217,-0.6472100925796928,-251.2456,161.46
+385,,Margo,Milam,1998-07-05,Left,53830.0,528.8933941422027,-3.229370575273723,-5.288933941422028,7.501,-286.8759396523604,618.7697090403389,-4.615696278582071,965.9524291342937,2.2960094789271817,-0.08521383983019927,-249.14775,169.8
+386,,Latonya,Amaya,1997-08-19,Right,52151.0,-672.7796023911612,3.699605005118425,6.727796023911612,3.534,742.1342454680806,549.7832369278932,4.5739402452243985,1048.5947201798172,4.104647839009681,0.7206167199962643,-231.79021,-49.41
+387,,Ernesto,Soper,1997-03-24,Right,55522.0,-462.665792085034,5.238002970748181,4.626657920850341,5.501,653.9520225934898,629.4849210228539,7.123052740708348,1076.2716025386972,10.28162942811748,-0.08163069522323098,-228.9608,-44.36
+388,,Randell,Treadwell,1997-04-13,Right,91534.0,186.6554069972257,5.414912687928168,-1.8665540699722567,4.744,-796.0645614270288,384.23609718321296,0.1702632447034773,1085.1096629079043,0.0922361103164988,-1.3175906741026304,-246.05342,-41.88
+389,,Jeffry,Mccloskey,2001-08-02,Right,51189.0,-378.21125128895363,4.825555379709587,3.782112512889536,5.982,515.2863290323037,644.6315767666213,6.9645330212828505,1061.1859636419863,10.743622120737617,-0.5113530833851679,-229.7299,-13.61
+390,,Oliver,Heflin,1999-04-15,Right,,-473.84819504927816,-5.381594456534202,4.738481950492782,-3.445,-434.19446809184683,420.0054303883835,6.938229821835995,1023.0327844304454,8.755956931749697,2.0710708268170785,-248.9768,-83.78
+391,,Graig,Padgett,1999-05-02,Left,53411.0,541.515218403286,4.824097873557438,-5.41515218403286,7.807,-503.9663050244033,400.212718482844,5.2618918524444185,1051.7275739491474,3.7592721870537047,0.5267115148182758,-242.68269,-27.14
+392,,Melva,Chastain,2001-10-26,Left,81491.0,398.4003774013517,3.2573492077381814,-3.984003774013517,6.909,-402.3214723823723,388.06185929814325,1.8946862215740328,,-0.6178807083101256,-1.386635646157164,-245.76681,-59.14
+393,,Ursula,Tyler,1998-02-13,Left,70313.0,-581.736434264089,,5.8173643426408885,3.892,268.3013812301261,628.6451434861951,5.045303168250967,1007.4456822473016,5.7811332191564535,0.42748450522795456,-234.21965,9.64
+394,,Eddy,Hardison,2001-05-14,Right,38245.0,-134.19202715935305,6.457299498252349,1.3419202715935303,8.604,600.1925553596078,628.8060249620231,2.88842328078044,1070.6246352662706,7.359846070200992,0.1609124219602283,-229.266,35.3
+395,,Maria,Kidwell,1999-02-06,Left,45857.0,-554.181932291281,-5.647655354143777,5.54181932291281,-3.799,-591.7646505395062,392.97341982700203,7.048482058164468,1047.6484051196717,10.408749129663958,1.88278646664176,-248.39978,-94.89
+396,,Frederic,Koonce,1997-11-11,Left,51842.0,632.2335300346889,6.754861628379575,-6.3223353003468885,3.294,-221.84839723155082,319.36024995943575,3.921402182184609,1035.6813133175635,-0.16974065877947364,-1.0743033465625291,-246.87982,-15.53
+397,,Eugene,Peralta,1998-11-14,Right,61982.0,292.10873793536615,5.234529833477609,-2.9210873793536623,4.23,-787.0360495302342,433.25996704442366,3.8981597040978686,1069.794110139911,6.495579301439053,-2.2865373952165613,-244.01333,1.25
+398,,Allan,Bentley,1998-10-13,Left,56020.0,-726.4185525505127,6.735581859032765,7.264185525505128,3.908,511.96076203579423,613.3915138181925,7.244499044719727,1042.0588039563484,7.55425928165166,-0.7888166399316436,-228.2429,-18.27
+399,,Clarence,Pope,1999-07-26,Left,46452.0,-735.9397268421982,7.2248717723158125,,2.889,,513.4574699130203,3.0959424053982607,1035.3315888513016,0.477165323160548,0.9756274005072034,-230.70067000000003,-8.78

describe.py

@@ -0,0 +1,45 @@
+import pandas as pd
+from Ft_array import *
+import sys
+
+def describe(file, get_head=False):
+    points = pd.read_csv(file).dropna()
+
+    only_int = points.select_dtypes(exclude=['object'])
+    if (get_head is True):
+        only_int = only_int.head()
+
+    count = only_int.apply(ft_count)
+    std = only_int.apply(ft_std)
+    std_med = only_int.apply(ft_std_mediane)
+    mean = only_int.apply(ft_mean)
+    median = only_int.apply(ft_median)
+    first_quar = only_int.apply(ft_first_quar)
+    third_quar = only_int.apply(ft_third_quar)
+    median = only_int.apply(ft_median)
+    min_c = only_int.apply(ft_min)
+    max_c = only_int.apply(ft_max)
+    mediane = only_int.apply(ft_mediane)
+    mode = only_int.apply(ft_mode)
+
+    name = ["Count",
+            "Mean",
+            "Std",
+            "Std med",
+            "Min",
+            "25%",
+            "50%",
+            "75%",
+            "Max",
+            "med",
+            "mode"]
+
+    # print(only_int.describe().to_string())
+    print(pd.DataFrame([count, mean, std, std_med, min_c, first_quar, median, third_quar, max_c, mediane, mode], index=name).to_string(col_space=2))
+
+if __name__ == '__main__':
+    if (len(sys.argv) > 1):
+        try:
+            describe(sys.argv[1], len(sys.argv) > 2 and sys.argv[2] == "-h")
+        except:
+            print("error")

feature_scaling.py

@@ -0,0 +1,15 @@
+def mean_normalization(x, mean=False, std=False):
+    mean = mean if mean is not False else x.mean()
+    std = std if std is not False else x.std()
+    return (x - mean) / std
+
+def rescaling(x, min_x=False, max_x=False):
+    min_x = min_x if min_x is not False else x.min()
+    max_x = max_x if max_x is not False else x.max()
+    return ((x - min_x) / (max_x - min_x))
+
+def reverse_rescaling(x, min_x=False, max_x=False):
+    min_x = min_x if min_x is not False else x.min()
+    max_x = max_x if max_x is not False else x.max()
+    return (x * (max_x - min_x) - min_x)
+

histogram.py

@@ -0,0 +1,34 @@
+import matplotlib.pyplot as plt
+import seaborn as sns
+import sys
+import pandas as pd
+
+def histogram(file, get_head=False):
+    sns.set(style="ticks", color_codes=True)
+
+    house_column = 'Hogwarts House'
+    hist_col = 'Arithmancy'
+
+    points = pd.read_csv(file).dropna()
+    only_int = pd.DataFrame(points.select_dtypes(exclude=['object']))
+
+    if (get_head is True):
+        for col in only_int:
+            cur_col = pd.DataFrame([points[house_column], only_int[col]]).T
+            sns.catplot(x=house_column, y=col, kind='bar', data=cur_col)
+            plt.show()
+        return
+    cur_col = pd.DataFrame([points[house_column], only_int[hist_col]]).T
+    d = {}
+    for truc in cur_col.groupby([points[house_column]]):
+        d[truc[0]] = truc[1][hist_col]
+    df = pd.DataFrame(d)
+    df.plot.hist(alpha=0.5)
+    plt.show()
+
+if __name__ == '__main__':
+    if (len(sys.argv) > 1):
+        try:
+            histogram(sys.argv[1], len(sys.argv) > 2 and sys.argv[2] == "-a")
+        except:
+            print("error")

logreg_predict.py

@@ -0,0 +1,59 @@
+import pandas as pd
+import numpy as np
+import csv
+from Ft_logistic_regression import Ft_logistic_regression
+import argparse
+
+def get_value(thetas, elem):
+    test = [1] + elem[2:]
+    for i, v in enumerate(test):
+        if np.isnan(v):
+            test[i] = 0
+    return np.dot(thetas, test)
+
+def predict():
+    raw_data = pd.read_csv('dataset_test.csv',delimiter=',')
+    data = raw_data.drop(columns = ['First Name', 'Last Name', 'Birthday', 'Best Hand'])
+    data = data.drop(columns = ['Arithmancy', 'Care of Magical Creatures', 'Astronomy'])
+    hogwarts = data.copy()
+    for key in hogwarts:
+        if key != 'Index' and key != 'Hogwarts House':
+            hogwarts = hogwarts.drop(columns = [key])
+    houses = [None] * 4
+    thetas = np.genfromtxt('thetas.csv', delimiter=',')
+    for elem in hogwarts['Index']:
+        test = data.loc[elem].tolist()
+        i = 2
+        for key in data:
+            if key != 'Index' and key != 'Hogwarts House':
+                test[i] = (test[i] - min(data[key])) / (max(data[key]) - min(data[key]))
+                i += 1
+        for i in range(4):
+            houses[i] = get_value(thetas[i], test)
+        if (houses[0] > houses[1] and houses[0] > houses[2] and houses[0] > houses[3]):
+            hogwarts.loc[elem, 'Hogwarts House'] = 'Gryffindor'
+        elif (houses[1] > houses[2] and houses[1] > houses[3]):
+            hogwarts.loc[elem, 'Hogwarts House'] = 'Slytherin'
+        elif (houses[2] > houses[3]):
+            hogwarts.loc[elem, 'Hogwarts House'] = 'Hufflepuff'
+        else:
+            hogwarts.loc[elem, 'Hogwarts House'] = 'Ravenclaw'
+    file_content  = hogwarts.to_csv(index=False)
+    f = open('houses.csv', 'w+')
+    f.write(file_content)
+    f.close()
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("path", type=str, default="none", help="dataset_train.csv")
+    parser.add_argument("path2", type=str, default="none", help="thetas.csv")
+    args = parser.parse_args()
+    try:
+        if (args.path == "dataset_test.csv" and args.path2 == "thetas.csv"):
+            predict()
+        else:
+            print("wrong path")
+    except:
+        print("Error")
+
+if __name__ == '__main__':
+    main()

logreg_train.py

@@ -0,0 +1,72 @@
+import pandas as pd
+import numpy as np
+from Ft_logistic_regression import Ft_logistic_regression
+from threading import Thread
+import argparse
+
+class multi_train(Thread):
+
+    def __init__(self, key, hogwarts, hogwarts_thetas):
+        Thread.__init__(self)
+        self.key = key
+        self.hogwarts = hogwarts
+        self.hogwarts_thetas = hogwarts_thetas
+
+    def run(self):
+        key = self.key
+        hogwarts = self.hogwarts
+        hogwarts_thetas = self.hogwarts_thetas
+        for elem in hogwarts[key]['Index']:
+            hogwarts[key].loc[elem, 'Hogwarts House'] = 1 if hogwarts[key].loc[elem, 'Hogwarts House'] == key else 0
+        hogwarts[key] = np.array(hogwarts[key])
+        hogwarts[key] = np.array(hogwarts[key][:,1:])
+        hogwarts[key] = np.hstack((hogwarts[key][:,1:], hogwarts[key][:,:1]))
+        lr = Ft_logistic_regression(epochs = 2000, learning_rate = 20, data = hogwarts[key])
+        print('Training ' + key + '...')
+        lr.gradient_descent()
+        hogwarts_thetas[key] = lr.thetas
+        print ('Thetas values for ' + key + ' : ')
+        print(hogwarts_thetas[key])
+        print('Done training ' + key + ' !\n\n')
+
+def train():
+    raw_data = pd.read_csv('dataset_train.csv',delimiter=',')
+    data = raw_data.drop(columns = ['First Name', 'Last Name', 'Birthday', 'Best Hand'])
+    data = data.drop(columns = ['Arithmancy', 'Care of Magical Creatures', 'Astronomy'])
+    hogwarts = {
+            'Gryffindor':data.copy(),
+            'Slytherin':data.copy(),
+            'Hufflepuff':data.copy(),
+            'Ravenclaw':data.copy()
+            }
+
+    hogwarts_thetas = {
+            'Gryffindor':[],
+            'Slytherin':[],
+            'Hufflepuff':[],
+            'Ravenclaw':[]
+            }
+    thread = {}
+    for key in hogwarts:
+        thread[key] = multi_train(key, hogwarts, hogwarts_thetas)
+    for key in thread:
+        thread[key].start()
+    for key in thread:
+        thread[key].join()
+    thetas= np.array([hogwarts_thetas['Gryffindor'],hogwarts_thetas['Slytherin'],hogwarts_thetas['Hufflepuff'],hogwarts_thetas['Ravenclaw']])
+    np.savetxt('thetas.csv', thetas, delimiter=',')
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("path", type=str, default="none", help="dataset_train.csv")
+    args = parser.parse_args()
+    try:
+        if (args.path == "dataset_train.csv"):
+            train()
+        else:
+            print("wrong path")
+    except:
+        print("Error")
+
+if __name__ == '__main__':
+    main()

main.py

@@ -0,0 +1,30 @@
+import numpy as np
+import pandas as pd
+from Ft_array import *
+import describe as descr
+import histogram as histo
+import scatter_plot as scatter
+import pair_plot as pair
+import argparse
+from pandas.api.types import is_string_dtype
+
+
+def main():
+    parser = argparse.ArgumentParser(description='j\'suis un choixpeau magic')
+    parser.add_argument('-s', '--scrypt', type=str, dest="scrypt", choices=['describe', 'histogram', 'scatter_plot', 'pair_plot'],
+    help="function scrypt")
+    parser.add_argument(type=str, dest="dataset",
+                             help="describe dataset")
+
+    opt = parser.parse_args()
+    if (opt.scrypt == 'describe'):
+        descr.describe(opt.dataset)
+    elif (opt.scrypt == 'histogram'):
+        histo.histogram(opt.dataset)
+    elif (opt.scrypt == 'scatter_plot'):
+        scatter.scatter(opt.dataset)
+    elif (opt.scrypt == 'pair_plot'):
+        pair.pair_plot(opt.dataset)
+
+if __name__ == '__main__':
+    main()

pair.sns

@@ -0,0 +1,6 @@
+bottom=0.049,
+left=0.019,
+right=0.954,
+hspace=0.301,
+wspace=0.313
+wspace=0.313

pair_plot.py

@@ -0,0 +1,33 @@
+import seaborn as sns
+from feature_scaling import *
+import matplotlib.pyplot as plt
+import pandas as pd
+import sys
+
+# def slice_name(array)
+#     line =
+#     for index in array
+#         index
+
+def pair_plot(file, get_head=False):
+    house_column = 'Hogwarts House'
+    sns.set(style="ticks", color_codes=True)
+    points = pd.read_csv(file).dropna()
+
+    if (get_head is True):
+        points = points.head(200)
+    only_int = points.select_dtypes(exclude=['object'])
+    min_c = only_int.apply(mean_normalization)
+    # only_int.apply(remove, index=[0])
+
+    houses = points.loc[:, house_column]
+    only_int.loc[:, house_column] = houses.loc[:]
+    sns.pairplot(only_int, hue=house_column)
+    plt.show()
+
+if __name__ == '__main__':
+    if (len(sys.argv) > 1):
+        try:
+            pair_plot(sys.argv[1], len(sys.argv) > 2 and sys.argv[2] == "-h")
+        except:
+            print("error")

scatter_plot.py

@@ -0,0 +1,26 @@
+import sys
+import seaborn as sns
+import pandas as pd
+import matplotlib.pyplot as plt
+
+def scatter(file, get_head=False):
+    sns.set(style="ticks", color_codes=True)
+
+    house_column = 'Hogwarts House'
+    first = 'Astronomy'
+    second = 'Defense Against the Dark Arts'
+
+    points = pd.read_csv(file)
+    if (get_head is True):
+        points = points.head(50)
+    only_int = points.select_dtypes(exclude=['object'])
+    sns.scatterplot(data=points, hue=house_column, x=first, y=second)
+    plt.show()
+
+
+if __name__ == '__main__':
+    if (len(sys.argv) > 1 ):
+        try:
+            scatter(sys.argv[1], len(sys.argv) > 2 and sys.argv[2] == "-h")
+        except:
+            print("error")