From d95b092e9aadb47ac2c773798e3958945c5f020c Mon Sep 17 00:00:00 2001
From: nebwani <146518472+nebwani@users.noreply.github.com>
Date: Wed, 8 Jan 2025 20:19:40 +0530
Subject: [PATCH] LakshyaNebwani_IITBHU_Assignment3

---
 .../Data-Melbourne_F_fixed.csv                | 1383 +++++++++++++++++
 .../LakshyaNebwani_IIT(BHU).ipynb             | 1153 ++++++++++++++
 2 files changed, 2536 insertions(+)
 create mode 100644 NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/Data-Melbourne_F_fixed.csv
 create mode 100644 NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/LakshyaNebwani_IIT(BHU).ipynb

diff --git a/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/Data-Melbourne_F_fixed.csv b/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/Data-Melbourne_F_fixed.csv
new file mode 100644
index 00000000..0b85fe2d
--- /dev/null
+++ b/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/Data-Melbourne_F_fixed.csv	
@@ -0,0 +1,1383 @@
+,Average Outflow,Average Inflow,Energy Consumption,Ammonia,Biological Oxygen Demand,Chemical Oxygen Demand,Total Nitrogen,Average Temperature,Maximum temperature,Minimum temperature,Atmospheric pressure,Average humidity,Total rainfall,Average visibility,Average wind speed,Maximum wind speed,Year,Month,Day
+0,2.941,2.589,175856,27,365,730,60.378,19.3,25.1,12.6,0,56,1.52,10,26.9,53.5,2014,1,1
+1,2.936,2.961,181624,25,370,740,60.026,17.1,23.6,12.3,0,63,0,10,14.4,27.8,2014,1,2
+2,2.928,3.225,202016,42,418,836,64.522,16.8,27.2,8.8,0,47,0.25,10,31.9,61.1,2014,1,5
+3,2.928,3.354,207547,36,430,850,63,14.6,19.9,11.1,0,49,0,10,27,38.9,2014,1,6
+4,2.917,3.794,202824,46,508,1016,65.59,13.4,19.1,8,0,65,0,10,20.6,35.2,2014,1,7
+5,2.912,3.75,247691,40,410,820,61.786,18.9,27.3,7.7,0,52,0,0,15.6,31.7,2014,1,8
+6,2.355,3.507,224706,51,555,1110,68.82,25.9,32.4,12.1,0,39,0,0,26.7,46.5,2014,1,9
+7,2.366,3.188,212440,41,365,730,62.218,17.7,24.6,13,0,69,0,9.8,13.1,25.9,2014,1,12
+8,3.923,3.378,202676,26,355,710,61.433,26.4,36,12.7,0,44,0,0,19.8,51.9,2014,1,13
+9,3.912,3.425,202411,42,530,830,66.354,35.5,43.5,28.5,0,20,0,0,27.8,57.6,2014,1,14
+10,2.971,3.775,171123,47,435,870,65.531,32.1,42.9,23.7,0,29,0,0,18,35.2,2014,1,15
+11,3.833,3.763,193509,43,295,590,59.548,33.9,43.1,23.7,0,24,0,0,19.3,46.5,2014,1,16
+12,2.984,3.487,205761,38,600,1200,68.82,19.2,23.1,15.2,0,64,0,10,24.8,31.7,2014,1,19
+13,3.236,3.604,184108,38,465,930,64.568,18.4,24.7,15.8,0,66,0,10,25.6,35.2,2014,1,20
+14,2.95,3.6,200044,38,505.5,1011,65.59,17.6,22.6,14,0,61,0,10,25,37,2014,1,21
+15,2.935,3.481,173825,47,470,980,76,16.3,23.4,10,0,59,0,0,17.4,29.4,2014,1,22
+16,2.937,3.623,230632,39,431,862,64.847,23.6,33.7,10.2,0,52,1.52,8.5,14.8,27.8,2014,1,23
+17,3.308,3.785,236472,45,380,760,62.09,16.3,22.8,12.8,0,72,4.32,10,21.9,31.7,2014,1,24
+18,2.933,3.596,214057,36,345,690,63.227,29.3,35.5,16.7,0,26,0,0,32.6,48.2,2014,1,27
+19,2.94,3.642,204062,29,286.5,573,54.63,27.2,42.1,17.6,0,34,0,10,25.7,51.9,2014,1,28
+20,3.427,3.519,245524,31,360,720,61.496,17.7,23.7,13,0,64,0,10,20.2,33.5,2014,1,29
+21,2.98,3.541,230113,38,380,840,65.374,22.6,31.1,12.9,0,55,0,8,13.3,22.2,2014,1,30
+22,2.997,3.526,214635,43,344,688,63.521,31.7,40.5,23,0,23,0,0,15.6,33.5,2014,2,2
+23,2.978,3.542,210017,44,390.5,781,62.569,19.2,0,13.8,0,56,0.51,10,29.6,38.9,2014,2,3
+24,2.983,3.332,201393,35,391.5,783,62.218,17.7,25,10.8,0,54,0,10,25.7,44.6,2014,2,4
+25,2.989,3.249,201578,48,270,740,55,22.5,30.9,10.6,0,42,0,0,20,51.9,2014,2,5
+26,2.991,3.408,190528,46,385,770,63.38,28.7,35.3,14.2,0,27,0,0,29.8,51.9,2014,2,6
+27,2.989,3.498,177913,41,377.5,755,62.371,21.8,0,13,0,36,0,10,25.4,57.6,2014,2,9
+28,2.967,3.488,174894,34,435.5,871,64.366,17.6,23.7,12,0,61,0,9.7,20.6,31.7,2014,2,10
+29,2.965,3.448,196915,36,320,871,64.301,20.1,27.3,11.9,0,68,0,6.4,14.8,20.6,2014,2,11
+30,3.625,3.426,164381,35,420.5,841,64.301,22.1,28.1,14.9,0,69,0,7.7,13.9,24.1,2014,2,12
+31,2.991,3.456,231265,37,416.5,833,64.366,22.6,26.4,17.7,0,62,0,8.2,8.1,16.5,2014,2,13
+32,2.995,3.611,178585,37,357.5,715,61.825,17.1,23,12.7,0,68,0.25,10,19.8,35.2,2014,2,16
+33,3.356,3.601,203040,33,330,828,58,18.1,25.7,11.8,0,60,0,10,12.6,25.9,2014,2,17
+34,2.97,3.703,212571,37,453.5,907,65.42,21.6,31.9,11.5,0,57,0,10,15.4,27.8,2014,2,18
+35,3.812,3.585,211797,37,405.5,811,62.023,15.7,25.7,10,0,65,7.37,9.2,22.8,51.9,2014,2,19
+36,3.092,3.561,217368,30,404.5,809,62.218,14.9,20.2,10,0,55,0,10,27.4,44.6,2014,2,20
+37,3.129,3.519,186966,30,280,949,64.366,17.4,24.6,12.8,0,67,0,10,11.3,22.2,2014,2,23
+38,2.721,3.39,233170,37,421.5,843,64.522,19.2,30,12.5,0,62,0,0,17,42.4,2014,2,24
+39,2.994,3.478,240026,37,472,944,65.878,21.1,36.4,12,0,50,0,10,20.4,38.9,2014,2,25
+40,2.977,3.564,221132,44,489.5,979,65.59,15.5,21.5,10,0,61,0,9.7,20,35.2,2014,2,26
+41,3.146,3.67,189753,41,434.5,869,64.522,15.2,21.3,9.6,0,59,0,10,23.3,35.2,2014,2,27
+42,3.17,3.563,248635,42,351,702,62.16,17,23,12,0,67,0,10,15,27.8,2014,3,2
+43,3.177,3.569,226624,37,320,870,66,19.8,27,11.8,0,65,0,10,16.1,42.4,2014,3,3
+44,3.175,3.441,208340,34,437,874,65.531,26.7,34.1,13.5,0,42,0,10,24.8,38.9,2014,3,4
+45,3.182,3.505,217462,33,400.5,801,61.866,16.1,25.9,13.6,0,63,0,10,21.9,27.8,2014,3,5
+46,3.595,3.521,232162,39,477.5,955,65.59,15.7,21,11.7,0,61,0,10,17.4,25.9,2014,3,6
+47,3.044,3.571,213487,39,434,868,64.301,18.1,22.7,11.6,0,74,0,10,17,31.7,2014,3,7
+48,3.033,3.448,227709,39,410,820,63.578,24.5,35.2,17.7,0,37,0,0,17,38.9,2014,3,10
+49,3.156,3.599,249208,48,360,840,65.531,21.5,32.1,14,0,60,3.3,10,17,35.2,2014,3,11
+50,3.155,3.349,228459,44,465,930,64.411,15.6,21.3,9.7,0,59,0,10,16.3,29.4,2014,3,12
+51,3.145,3.31,230038,41,405,810,62.218,17.2,23.7,9.6,0,66,0,10,13,25.9,2014,3,13
+52,3.158,3.499,199081,42,355,710,62.371,15.7,20,10.8,0,52,1.02,10,21,42.4,2014,3,16
+53,3.151,3.476,201565,36,375,750,61.825,18.3,25.3,11.6,0,65,0,10,18.5,35.2,2014,3,17
+54,3.157,3.402,239774,31,425,850,64.366,16.7,25.1,9.6,0,62,0,10,14.1,25.9,2014,3,18
+55,3.158,3.36,222446,35,530,930,65,15.6,23,9.2,0,66,0,10,15.4,29.4,2014,3,19
+56,3.021,3.4,219441,35,457.5,915,65.577,23.1,31.1,9.2,0,28,0,0,22.6,37,2014,3,20
+57,2.482,3.451,230837,40,485,970,65.59,13.2,16.8,9,0,66,0,9.8,13.5,27.8,2014,3,23
+58,3.063,3.426,236305,32,422.5,845,64.301,14.7,18.3,8.9,0,76,1.02,10,15,25.9,2014,3,24
+59,3.077,3.427,233045,30,462.5,925,64.411,18.3,24.3,11.9,0,66,0,10,11.7,22.2,2014,3,25
+60,2.735,3.444,244547,46,422.5,845,64.301,20.3,27.3,12.5,0,70,5.59,8.9,11.9,27.8,2014,3,26
+61,2.972,3.431,233574,34,450,855,64.411,19.6,25.9,15.9,0,84,7.87,8.9,12.6,29.4,2014,3,27
+62,2.997,3.516,246220,41,415,830,64.412,20.2,26.6,14,0,69,0,10,15.2,38.9,2014,3,30
+63,3.003,3.568,267399,35,420,840,65.486,25.2,32,15.4,0,43,0,0,23.5,42.4,2014,3,31
+64,3.004,3.652,289188,41,472.5,945,66.354,26.9,33.7,5.5,0,38,0,0,34.6,46.5,2014,4,1
+65,2.936,3.444,241800,37,380,920,64,16.9,26,13,0,80,0,9.3,16.7,37,2014,4,2
+66,2.97,3.416,257357,37,457.5,915,64.366,15.1,17.3,13.3,0,70,0.25,10,22.2,31.7,2014,4,3
+67,2.97,3.191,254817,40,405,810,62.374,16.4,23.2,11,0,77,0,10,13.1,35.2,2014,4,6
+68,2.993,3.592,265212,36,390,780,62.218,19.9,25.2,10.8,0,53,0,0,21.7,38.9,2014,4,7
+69,3.008,3.432,264549,37,220,835,64.412,17.3,21,15.6,0,86,16.26,8.7,14.8,42.4,2014,4,8
+70,2.905,3.38,310372,32,365,730,61.24,16.4,17.5,16,0,97,18.03,6.3,10.9,18.3,2014,4,9
+71,3.009,3.468,330334,24,323,646,59.603,17.1,18.2,16,0,96,10.41,51.1,14.6,33.5,2014,4,10
+72,3,3.432,288220,34,335,670,61.866,14.1,20.4,8,0,76,0,10,14.6,27.8,2014,4,13
+73,4.799,5.071,300570,44,340,744,56,14.3,20.3,8.1,0,69,0,10,16.9,27.8,2014,4,14
+74,3.041,3.621,272809,42,357.5,715,62.218,14,19.5,8,0,77,0.25,9.8,14.8,25.9,2014,4,15
+75,3.615,3.494,295544,28,345,690,59.446,14.9,22.6,8.9,0,73,0,0,11.5,20.6,2014,4,16
+76,3.042,3.495,214921,34,371,742,62.023,12.4,18.9,9,0,72,1.52,10,18.9,35.2,2014,4,18
+77,3.618,3.483,244534,33,310,740,62.218,15.9,19,10.9,0,48,1.52,0,44.4,59.4,2014,4,21
+78,3.012,3.492,241273,31,340,680,62.023,13.3,17.3,9.5,0,87,3.05,9.7,11.7,37,2014,4,22
+79,3.004,3.417,226195,35,365,730,62.061,14.9,18.8,8.7,0,56,0.51,9.8,15,29.4,2014,4,23
+80,3.016,3.575,197036,38,370,740,61.186,15.7,20.1,3.5,0,47,0,0,25.9,37,2014,4,25
+81,2.996,3.411,200407,42,340,690,60,10.8,16.1,4.8,0,61,0,10,17.6,35.2,2014,4,27
+82,3.27,3.401,221851,36,415,830,63.689,18.8,21,4.2,0,60,0,10,43,57.6,2014,4,28
+83,2.977,3.376,254684,42,407,814,62.246,12.8,20,8.6,0,87,7.87,9.5,17.2,37,2014,4,29
+84,3.109,3.39,210285,27,302.5,605,53.59,9.5,16,4.7,0,72,0,10.9,18.5,40.7,2014,4,30
+85,3.109,3.367,271464,29,400,800,61.384,11.8,16,4.5,0,57,0,10,20.6,37,2014,5,1
+86,3.118,3.322,201502,32,357,714,61.825,10.4,14,7,0,79,1.02,9.8,20.4,35.2,2014,5,4
+87,3.117,3.537,260493,43,260,720,62.16,12.1,16.3,8.3,0,75,0.25,10,15.6,25.9,2014,5,5
+88,3.123,3.478,284909,37,380,760,61.339,10.8,14,8.7,0,78,0.51,10,15.6,24.1,2014,5,6
+89,3.138,3.339,305726,41,385,770,60.757,8.1,14.5,3,0,73,0.25,10,14.1,25.9,2014,5,7
+90,3.217,3.37,285409,46,370,740,61.051,11,17.5,2.3,0,58,0,0,14.3,31.7,2014,5,8
+91,3.124,3.393,242891,43,380,760,62.218,12.2,19,7,0,80,0.51,10,12.4,18.3,2014,5,11
+92,3.109,3.435,244843,32,435,870,63.467,12.1,18.5,6,0,76,0,10,10.7,22.2,2014,5,12
+93,3.909,4.357,261172,36,210,760,57,13.5,20.4,5.2,0,72,0,10,14.6,25.9,2014,5,13
+94,3.162,3.565,269218,40,392.5,785,61.748,16.3,21,7.4,0,62,0,10,30.9,46.5,2014,5,14
+95,3.156,3.48,300138,34,450,900,63.995,17.2,21.6,13.1,0,56,0,0,36.5,46.5,2014,5,15
+96,3.16,3.926,294444,31,367.5,735,61.396,17.1,21.2,15,0,61,0,0,32.6,40.7,2014,5,18
+97,2.971,3.575,299317,34,395,790,61.396,17.2,23,12,0,66,0,0,29.1,42.4,2014,5,19
+98,2.969,3.621,295754,35,440,880,63.728,14.5,22.1,9,0,76,0,10,15.6,31.7,2014,5,20
+99,3.512,3.475,288762,30,390,816,62.023,17.9,23.4,8.6,0,65,0,10,27.4,44.6,2014,5,21
+100,2.806,3.325,304978,33,408,816,61.496,17.8,21,14.6,0,65,3.3,9.8,22.2,40.7,2014,5,22
+101,2.771,3.098,277934,42,355,710,61.719,15.1,19.5,8.8,0,83,0,10,22.4,44.6,2014,5,25
+102,2.733,3.049,271449,30,400,800,61.496,17.9,19.4,8.6,0,68,0,10,30.7,46.5,2014,5,26
+103,2.996,3.363,269010,26,420,840,64.256,14.8,20,10.5,0,72,0.51,10,20.4,27.8,2014,5,27
+104,3.003,3.424,255480,37,392.5,785,61.866,12.2,18.3,7,0,79,0.25,10,15.6,27.8,2014,5,28
+105,3.02,3.371,259464,38,430,815,61,9.9,15,4.6,0,78,0,10,8.1,16.5,2014,5,29
+106,2.996,3.427,244163,31,355,710,61.866,12,14.3,8.7,0,94,5.33,82,5.9,16.5,2014,6,1
+107,3.012,3.431,263614,36,392.5,785,61.339,13.1,15,8.1,0,91,2.29,7.9,13.1,25.9,2014,6,2
+108,3.015,3.502,261779,31,387.5,775,62.061,12.8,16.3,8,0,52,0,0,11,21.8,2014,6,3
+109,3,3.52,194840,38,370,667,61.863,12.9,18,8.2,0,54,3.3,51.3,12,25.9,2014,6,4
+110,3.025,3.569,284030,49,383,766,61.786,9.9,14.9,7,0,56,0,0,7.4,18.3,2014,6,5
+111,3.028,2.807,299010,41,370,740,60.952,11.4,15,5.9,0,56,0.25,0,9.8,20.6,2014,6,6
+112,3.03,4.139,244693,34,350,700,61.228,10.2,14.2,3,0,54,0,51.5,10.9,22.2,2014,6,9
+113,3.186,3.472,239908,42,540,785,60,11.1,18.1,6.3,0,74,0,0,17.8,25.9,2014,6,10
+114,3.001,3.386,269410,43,450,900,63.052,12.4,16.2,6.4,0,74,0,0,25.2,42.4,2014,6,11
+115,3.558,3.726,280648,39,435,870,63.775,12.7,15,9.5,0,75,3.3,10.3,24.1,42.4,2014,6,12
+116,2.975,3.593,250741,35,330,660,61.866,10.9,14.3,7.6,0,79,0.51,0,18,21.8,2014,6,15
+117,3.751,4.333,256136,42,250,711,62.355,11.2,16,8.3,0,52,1.52,51.8,19.4,29.4,2014,6,16
+118,4.515,4.521,260096,34,382,764,61.866,11.6,15.1,8.7,0,76,0,0,11.3,20.6,2014,6,17
+119,3.341,3.605,273464,33,346.5,693,60.662,9.8,13.1,6,0,71,0,10.6,12.6,38.9,2014,6,18
+120,3.014,3.543,270896,35,368.5,737,61.384,10.1,11,5.4,0,52,0,0,31.1,44.6,2014,6,19
+121,3.219,3.42,262206,38,330,750,58,12.4,14.5,7.7,0,75,0,0,35.9,68.3,2014,6,22
+122,3.167,3.689,299892,32,310,620,58.036,8.7,14.6,4.9,0,72,2.79,51.8,26.3,53.5,2014,6,23
+123,3.011,3.553,297802,24,308,616,56.8,10.6,13.6,4.1,0,70,0,0,32.8,74.1,2014,6,24
+124,3.122,3.386,303524,42,568.5,1137,68.183,12.7,15.3,7.7,0,66,0.25,0,29.1,44.6,2014,6,25
+125,2.96,3.306,316848,43,360,720,60.786,11.8,15,6.7,0,66,0,0,27.4,51.9,2014,6,26
+126,3.012,3.586,274982,39,367.5,735,60.981,7.5,11.7,5,0,52,5.59,512,22.8,35.2,2014,6,29
+127,3.228,3.386,281415,33,360,774,60.758,9.7,12.3,4.8,0,50,0.51,51.8,19.8,33.5,2014,6,30
+128,3.018,3.319,291995,44,347.5,695,61.533,11.1,12,7.4,0,75,0,10,16.9,25.9,2014,7,1
+129,3.413,3.606,260039,40,367.5,735,61.541,10.6,15.8,5.5,0,68,0,10,20.4,42.4,2014,7,2
+130,3.015,3.529,274374,39,380.5,761,61.541,8.7,12,5.4,0,82,0,10,35.9,53.5,2014,7,3
+131,3.014,3.424,277587,35,290,580,55.946,9.2,13.2,3.9,0,86,0.25,10.9,16.7,31.7,2014,7,6
+132,3.029,3.283,275868,36,367,734,60.662,10.4,15.3,3.1,0,74,0,10,33,50,2014,7,7
+133,2.715,3.306,279933,33,410,737,50,10.9,13.6,7.9,0,67,0,10,43.5,68.3,2014,7,8
+134,3.275,3.309,311573,37,255,510,57.99,7.7,12.2,4.8,0,84,8.13,9.5,18.3,40.7,2014,7,9
+135,3.011,3.331,305095,49,250,500,58.526,8.9,13.5,4.2,0,80,0,10,26.1,38.9,2014,7,10
+136,3.01,3.525,286865,39,277,554,58.616,11.1,13,3.2,0,67,0,10,17.2,22.2,2014,7,13
+137,3.016,3.389,312907,40,307.5,615,58.617,9.2,12.4,6.6,0,72,0,10,16.5,37,2014,7,14
+138,3.333,3.403,307497,39,300,600,58.616,10,11.6,6.8,0,78,0.51,10,22.6,38.9,2014,7,15
+139,3.021,3.377,256799,31,250,586,54.63,10.4,13.8,7,0,73,0,10,27,38.9,2014,7,16
+140,3.012,3.403,219150,38,337.5,675,60.991,7.2,11.8,4.5,0,70,3.81,10,27.2,57.6,2014,7,17
+141,3.015,3.343,273029,37,372.5,745,61.033,7.6,12.8,4,0,87,0,10,8.3,18.3,2014,7,20
+142,3.009,3.345,342539,31,382.5,765,60.406,7.3,13.4,3,0,86,0.25,6.9,8.9,14.8,2014,7,21
+143,3.278,3.571,354523,40,370,740,60.629,5,10.1,0,0,97,0,4.7,7.8,14.8,2014,7,22
+144,3.013,3.46,352130,40,420,840,62.257,8.6,12.4,-0.4,0,78,0,0,16.5,29.4,2014,7,23
+145,2.988,3.535,339981,39,430,920,46,11.3,14,4.3,0,76,0,10,24.4,35.2,2014,7,24
+146,3.003,3.438,366871,35,306.5,613,56.089,11.3,16.4,5.4,0,71,0,10,29.4,50,2014,7,27
+147,3.17,3.44,315535,33,325,650,61.396,12.2,16.2,7.5,0,67,0.25,10,32.8,46.5,2014,7,28
+148,3.326,3.484,292272,31,341.5,683,61.396,13.8,16,9.1,0,71,0,10,29.1,48.2,2014,7,29
+149,3.03,3.431,300308,36,350,779,61.396,14.8,18,10.2,0,63,0,10,30.6,55.4,2014,7,30
+150,3.264,3.492,315762,29,373,746,60.563,9.1,18.6,4,0,62,6.1,9.2,33.3,53.5,2014,7,31
+151,3.053,3.467,230599,35,279,558,55.946,6.6,13.8,0,0,57,0,10,18.5,25.9,2014,8,3
+152,1.606,3.28,322902,36,369,738,60.601,8.8,14.1,1.4,0,55,0,9.7,16.1,25.9,2014,8,4
+153,3.354,3.175,323313,37,340,706,57,12.3,15.8,4.5,0,62,0,10,13.5,24.1,2014,8,5
+154,3.097,3.613,319754,39,344.5,689,61.533,10.2,15.3,7.6,0,78,0.51,9.7,14.3,22.2,2014,8,6
+155,3.049,3.486,325743,34,352.5,705,61.24,10.8,12.8,10,0,83,0.51,1.5,13,22.2,2014,8,7
+156,3.048,3.347,285829,33,368.5,737,60.662,10.2,15.3,6.7,0,62,0,10,21.5,40.7,2014,8,8
+157,3.219,3.416,306656,37,336.5,673,60.563,6.4,12.3,3.8,0,79,5.33,10,18.9,40.7,2014,8,10
+158,3.025,3.326,326631,30,310,631,59.849,6.6,11.1,3.1,0,79,0,10,11.9,27.8,2014,8,11
+159,3.371,4.007,362228,27,390,780,58.612,8.2,11.5,3.3,0,85,0,10,10.7,22.2,2014,8,12
+160,3.737,4.389,346222,25,309,618,56.764,10,13.5,6.4,0,80,0.51,9.8,10.2,24.1,2014,8,13
+161,4.558,4.834,219950,25,311,622,56.892,7.3,14.5,2.5,0,78,0,10,10.6,18.3,2014,8,14
+162,3.576,4.076,330714,32,240,734,55,10.9,14,7.3,0,75,0,10,22.6,33.5,2014,8,17
+163,3.399,3.648,349739,36,424,848,63.091,10.3,12.7,8.2,0,88,3.81,9.7,18,27.8,2014,8,18
+164,3.352,3.577,323562,24,355,710,59.446,9.9,12,8,0,70,0,10,14.8,24.1,2014,8,19
+165,3.32,3.687,318822,25,478.5,957,63.643,9.5,12.4,5.8,0,75,0,10,11.1,18.3,2014,8,20
+166,3.025,3.53,341913,22,385,770,58.612,10.8,17,5.5,0,73,0,10,17.6,27.8,2014,8,21
+167,3.052,3.261,341476,30,320,640,60.682,11.7,15.5,7.7,0,70,0.51,10,16.5,25.9,2014,8,24
+168,3.048,3.574,333601,25,280,661,59.446,10.6,15.1,7.8,0,91,2.79,6.9,12.6,24.1,2014,8,25
+169,3.041,3.455,305988,35,342.5,685,60.406,10.9,17.7,5,0,80,0.25,10,10.4,22.2,2014,8,26
+170,3.207,3.443,304984,31,509.5,1019,63.643,10.1,19,2.7,0,76,0,8,8,18.3,2014,8,27
+171,3.21,3.552,253707,38,400,800,61.033,11.3,20.3,2.3,0,70,0,5.5,7.2,18.3,2014,8,28
+172,3.061,3.472,316189,33,335,670,61.591,16.2,21,9.9,0,49,0,0,37,51.9,2014,8,31
+173,3.068,3.357,296212,22,387.5,775,59.446,9.7,15.9,7,0,84,8.89,9.7,16.5,27.8,2014,9,1
+174,3.204,3.422,298283,42,400,680,56,8.6,13.8,4.9,0,76,1.52,10,20.9,38.9,2014,9,2
+175,3.09,3.419,293375,36,343.5,687,60.505,7.7,13.1,2,0,74,0,10,11.7,22.2,2014,9,3
+176,3.05,3.528,281730,36,412.5,825,61.033,9.1,14.6,1.7,0,78,0,10,11.7,22.2,2014,9,4
+177,3.319,3.396,294510,35,345,690,60.857,13.6,19.8,4.7,0,56,0,10,22.6,50,2014,9,7
+178,3.16,3.551,235658,42,452.5,905,63.931,17.2,21.2,8.2,0,50,0,10,46.9,64.8,2014,9,8
+179,3.152,3.496,281629,35,625,1250,68.183,12.9,19.6,8,0,79,12.95,9.7,22.4,59.4,2014,9,9
+180,3.149,3.664,240832,32,380,955,63.885,14.4,18,7.4,0,57,3.81,9.3,24.3,33.5,2014,9,10
+181,3.251,3.537,282142,37,475,950,63.643,9.3,15.4,4,0,68,0,10,19.8,38.9,2014,9,11
+182,3.256,3.828,264255,27,330,660,58.711,8.3,14.1,2.9,0,74,0,10,9.1,16.5,2014,9,14
+183,3.604,4.176,287358,34,425,850,62.257,13.3,18.1,6.4,0,79,0,9.2,14.1,24.1,2014,9,15
+184,3.908,4.724,295183,30,410,820,61.24,10.4,14,6.9,0,82,2.03,9.2,17,31.7,2014,9,16
+185,4.202,4.355,322165,37,360,940,62.479,16.5,26,6.6,0,62,1.52,10,28.9,57.6,2014,10,6
+186,3.768,4.26,331715,33,382.5,765,60.563,11.3,16.9,6.7,0,64,0.25,10,20,38.9,2014,10,7
+187,3.459,3.998,310535,38,386.5,773,60.406,12.8,19.8,6.5,0,70,0.25,10,13.5,24.1,2014,10,8
+188,3.897,3.674,299576,31,387.5,775,61.591,17.3,23.5,7.4,0,48,0,0,21.1,44.6,2014,10,9
+189,3.003,3.686,257216,39,370,681,61,16.5,31.3,6.9,0,55,2.03,10.3,21.3,35.2,2014,10,12
+190,3.179,3.769,266428,39,375,750,61.748,10.2,15.6,7.6,0,67,7.11,10,28,44.6,2014,10,13
+191,3.271,3.605,263099,34,325,650,60.662,9.6,15.6,4.6,0,61,0,10,22,42.4,2014,10,14
+192,3.322,3.992,252674,25,350,700,59.239,11.4,15.7,4.3,0,64,0,10,15.4,27.8,2014,10,15
+193,3.331,3.759,237415,25,348.5,697,60.073,11.3,15.9,7,0,71,1.27,9.8,15.7,27.8,2014,10,16
+194,3.591,4.062,244135,42,355,710,62.569,15.8,28.2,9,0,55,0,10,28.9,48.2,2014,10,19
+195,3.728,3.533,242707,41,280,995,63.052,12.7,21,5.5,0,59,0,0,19.1,33.5,2014,10,20
+196,3.093,4.072,259769,51,414.5,829,63.006,21,27.6,5,0,48,0,0,27.6,57.6,2014,10,21
+197,3.531,3.915,245832,52,422.5,845,64.849,20.8,31.3,13.7,0,56,0,8.2,22.8,46.5,2014,10,22
+198,3.483,3.595,248445,48,370,740,62.246,16.1,26,13,0,81,0,9,13.1,33.5,2014,10,23
+199,3.357,3.661,283443,29,407.5,815,61.69,19.2,25.2,11.5,0,52,16.51,9.5,21.5,42.4,2014,10,26
+200,3.33,3.583,305252,24,310,620,57.281,13.1,25.2,8,0,55,0.76,10,26.1,50,2014,10,27
+201,3.267,3.59,287551,34,360,735,64,13.6,20,8,0,62,0.51,10.9,21.1,38.9,2014,10,28
+202,3.039,3.516,169942,40,421,842,63.729,15.6,23,7.7,0,64,0,10,10.7,27.8,2014,10,29
+203,3.939,4.498,263759,41,412.5,825,61.891,14.7,24,8,0,65,0,10,14.4,29.4,2014,10,30
+204,4.378,4.414,272029,38,327.5,655,61.033,11.2,17,6.7,0,65,0,10,15.7,31.7,2014,11,2
+205,3.455,3.638,272830,26,305,610,53.636,18.4,29.3,10.4,0,37,0,10,28.9,42.4,2014,11,4
+206,3.398,3.709,245850,32,260,655,61.339,12.3,18.2,7,0,60,0,10,19.1,31.7,2014,11,5
+207,3.057,3.809,283417,48,370,740,62.412,16.1,27,7.3,0,50,0,10,14.8,31.7,2014,11,6
+208,3.43,3.639,221996,39,370,740,62.218,13.9,19.9,8,0,61,0,10,18.9,29.4,2014,11,9
+209,3.313,3.472,257268,28,350,700,60.424,14.3,20.5,8.3,0,57,0,10,23,35.2,2014,11,10
+210,3.115,3.475,277460,28,365,730,58.612,12,18.3,5.9,0,63,0,10,15.4,27.8,2014,11,11
+211,3.752,4.458,241697,26,455,910,62.941,16.9,27.4,5,0,53,0,0,12.2,27.8,2014,11,12
+212,3.746,3.868,250057,40,350,715,54,27.2,33.4,18.9,0,20,0,0,20.2,37,2014,11,13
+213,3.438,3.814,265479,21,216,432,53.053,14.5,20.2,10.1,0,62,0.51,10,20.9,35.2,2014,11,16
+214,3.4,3.75,224226,37,335,670,62.023,14.1,21.2,8,0,59,0.25,10,18.3,37,2014,11,17
+215,2.529,3.749,250850,41,412.5,825,62.218,15.1,20.2,7.3,0,63,0,10,14.3,25.9,2014,11,18
+216,3.542,3.938,249239,48,430,840,63.885,23.5,29,9.6,0,26,0,0,26.3,59.4,2014,11,19
+217,3.827,4.17,266688,44,350,700,63.521,20.9,31.2,15,0,55,0,10,23.3,44.6,2014,11,20
+218,3.62,3.992,116638,34,267.5,535,55.506,18.2,25.7,12,0,64,0,10,15.4,46.5,2014,11,23
+219,3.994,4.05,254734,33,360,720,62.023,13.7,22.8,8.6,0,80,4.57,10,19.4,42.4,2014,11,24
+220,3.846,3.889,261025,35,360,600,54,14.7,21.6,8.5,0,55,0,10,18.5,29.4,2014,11,25
+221,3.216,3.628,269985,37,380,760,61.866,14.1,18,8.5,0,64,0,9.7,16.9,27.8,2014,11,26
+222,3.366,3.788,278556,25,415,830,63.155,14,18.8,10,0,67,0,10,15.4,29.4,2014,11,27
+223,3.644,3.852,270675,41,347,694,62.865,28.1,35,14.2,0,37,0,10,29.6,64.8,2014,11,30
+224,3.424,3.745,263073,34,320,640,60.938,19.7,28.7,15,0,72,0.51,10,14.4,33.5,2014,12,1
+225,3.489,3.759,254788,40,755,1510,68.183,19.1,27.2,14.7,0,68,0,10,14.6,29.4,2014,12,2
+226,3.485,3.763,258868,50,472.5,945,64.477,18.6,23.2,15.2,0,84,10.92,8.4,15.2,29.4,2014,12,3
+227,2.878,3.744,283142,42,290,775,61.533,20.5,26,16,0,74,0.25,9.8,17.8,25.9,2014,12,4
+228,3.799,4.033,270596,22,380.5,761,59.446,15.2,17.3,13.2,0,88,0.76,9,15.6,27.8,2014,12,7
+229,3.506,3.52,226507,28,340,680,59.545,16.2,20.1,13.9,0,72,0,10,17.2,25.9,2014,12,8
+230,2.74,2.854,262896,30,420,840,63.136,15.5,21.5,10.9,1015.7,71,0,16.3,11.6,20.6,2014,12,9
+231,3.779,4.215,249125,30,290,760,69,17.1,20.3,10.7,0,50,0.51,9.8,19.4,31.7,2014,12,10
+232,3.861,4.326,271225,36,442.5,885,63.886,16.6,20.7,13.8,0,76,0.25,10,23.2,40.7,2014,12,11
+233,3.747,3.932,203326,35,385,770,61.668,18.8,26.9,14,0,66,0,10,15.4,29.4,2014,12,14
+234,3.688,3.939,235077,34,380,760,61.866,18.6,25.1,13.5,0,74,0,9,13.1,24.1,2014,12,15
+235,3.238,3.635,270652,34,420,1130,67.315,18.4,33.6,8.7,0,35,0,10,28.3,64.8,2014,12,16
+236,3.429,4.027,247302,34,533.5,1067,64.953,15.9,23,8.5,0,48,0,0,16.1,29.4,2014,12,17
+237,4.893,5.121,229587,30,460,920,63.931,15,24.4,9,0,61,1.78,9.8,21.7,61.1,2014,12,18
+238,3.598,4.028,271184,34,290,755,60,23.2,33.3,10.6,0,47,0,9.8,14.3,35.2,2014,12,21
+239,3.418,3.735,266258,34,405,810,61.24,22.7,26,15.8,0,67,0.51,10,9.4,22.2,2014,12,22
+240,3.257,3.552,257576,25,415,830,63.201,17.9,28.7,10,0,67,0,9.8,18.5,31.7,2014,12,23
+241,3.269,4.05,246012,30,345,690,62.061,14.1,19.9,7.9,0,57,0,10,17.2,31.7,2014,12,26
+242,3.06,3.744,222378,34,370,680,63.227,24.1,33.4,10.7,0,32,0,0,16.7,35.2,2014,12,28
+243,3.848,3.984,186601,34,415,830,63.885,16.6,28.6,10.6,0,48,1.02,10,27.8,53.5,2014,12,29
+244,3.492,3.835,200055,41,405,810,62.243,15.9,24.2,8,0,52,0,10,21.9,44.6,2014,12,30
+245,3.499,3.793,219828,42,470,940,66.354,19.4,32,10.8,0,63,0,10,14.3,35.2,2015,1,1
+246,3.546,4.045,214449,40,365,730,62.019,16.8,24.8,11,0,64,0,10,17.6,31.7,2015,1,4
+247,3.863,4.326,221233,39,360,900,70,18.7,24.6,11.3,0,65,0,10,16.3,25.9,2015,1,5
+248,4.137,4.487,271295,29,465,930,65.049,22.7,33,13.8,0,62,0,9.3,14.4,37,2015,1,6
+249,3.689,4.051,310031,38,482.5,965,65.878,29.2,40.3,16.3,0,43,1.52,10,20.9,50,2015,1,7
+250,1.795,3.704,259810,37,442.5,885,64.523,21.9,29.9,16,0,72,2.79,8,14.4,35.2,2015,1,8
+251,3.044,4.3,184752,32,375,750,61.668,20.5,28.1,14.8,0,69,0,10,17.6,31.7,2015,1,11
+252,2.809,4.459,185148,36,425,850,65.531,25.3,31.2,14.6,0,49,0,10,17.6,35.2,2015,1,12
+253,3.634,3.719,287118,40,350,865,63.885,21.1,25.5,17,0,78,11.18,10.6,24.8,46.5,2015,1,13
+254,3.026,3.651,292543,32,355,710,61.396,17.4,22.6,14,0,72,0,10,28.5,42.4,2015,1,14
+255,3.095,3.713,266493,39,405.5,811,61.591,15.1,20.5,9.6,0,71,0,10,17.2,29.4,2015,1,15
+256,3.035,3.402,203637,50,405,810,62.214,15.7,20.1,11.6,0,52,0,10,23.2,31.7,2015,1,18
+257,3.327,3.527,226385,40,395,790,62.569,17.2,24,10,0,55,0,0,21.5,42.4,2015,1,19
+258,3.213,2.713,251356,44,422,844,64.522,23.8,30.1,10.1,0,47,0,10,20,38.9,2015,1,20
+259,3.38,4.108,258384,50,320,945,68,24.9,33.7,17,0,50,0,8.4,16.9,35.2,2015,1,21
+260,4.411,5.017,236364,53,425.5,851,65.531,25.4,36,16.7,0,52,0,0,15.7,37,2015,1,22
+261,4.127,4.055,234543,49,450,900,64.523,20,29.6,11.9,0,58,0,9.8,18.1,35.2,2015,1,24
+262,4.035,4.2,236791,38,340,680,62.218,15.3,21.5,7.5,0,54,0,10,23.2,33.5,2015,1,26
+263,3.056,3.916,269257,39,360,720,61.814,15.9,20.5,11,0,58,0,10,25.2,35.2,2015,1,27
+264,4.1,5.32,268005,38,405,810,61.591,17.6,25.5,10.7,0,52,0,10,28,50,2015,1,28
+265,5.985,4.579,202419,43,290,875,64.522,16.4,22.8,10.4,0,57,0,10,25.6,42.4,2015,1,29
+266,2.146,3.882,184654,49,290,580,58.389,15.8,23,12,0,71,0.51,9.7,24.3,33.5,2015,1,31
+267,4.605,4.563,223394,40,346.5,693,62.317,15.7,19,12.2,0,74,1.52,10,24.6,33.5,2015,2,1
+268,4.75,6.509,210924,32,380,760,62.023,17.4,23.6,13.9,0,64,0,10,21.7,35.2,2015,2,2
+269,5.969,6.553,241560,31,397.5,795,62.061,17.2,22.7,13.7,0,58,0,10,22.8,31.7,2015,2,3
+270,5.969,6.302,247056,43,350,865,73,15.3,20.2,10.6,0,66,0.25,10,19.1,35.2,2015,2,4
+271,6.361,7.9,235506,42,452.5,905,64.366,19.1,28,10.1,0,63,0,10,15.9,27.8,2015,2,5
+272,4.879,4.666,246107,38,420,840,64.366,17.1,26.7,13,0,67,0,10,21.3,29.4,2015,2,8
+273,4.272,4.533,242358,35,383.5,767,61.866,19.9,28,12.7,0,64,0,10,15.9,27.8,2015,2,9
+274,3.71,4.105,224013,36,370,840,65.531,23.9,31.1,14.9,0,58,0,0,16.9,40.7,2015,2,10
+275,3.658,4.028,228766,36,425,850,65.531,22.1,35.4,15.9,0,61,0,10,22,38.9,2015,2,11
+276,4.355,4.672,252061,37,370,740,62.023,18.9,28,14,0,63,0,10,15.6,37,2015,2,12
+277,4.082,3.767,265724,38,407.5,815,61.339,20.1,26.9,14.7,0,79,0,10,12.4,27.8,2015,2,14
+278,3.082,3.859,264516,30,340,680,62.443,26.2,34.7,14.6,0,41,0,10,14.8,29.4,2015,2,15
+279,3.894,4.117,249175,38,350,890,74,19.5,28.8,15.6,0,64,0,10,21.3,31.7,2015,2,16
+280,3.758,3.917,251137,39,435,870,64.256,17.6,20.7,16,0,75,0,10,15.4,20.6,2015,2,17
+281,3.744,3.799,242665,42,455,910,64.411,18.7,21.6,15.8,0,78,0,10,15.9,24.1,2015,2,18
+282,3.037,3.801,234605,36,375,750,62.875,21.5,31,15,0,70,0,10,13,25.9,2015,2,19
+283,4.186,4.223,252788,39,350,610,58.754,27.8,37,19,0,42,0,10,24.1,48.2,2015,2,22
+284,3.418,3.737,256896,36,333.5,667,61.396,17.9,30,14.9,0,67,13.72,9.2,22.2,38.9,2015,2,23
+285,3.428,4.257,243380,33,395,790,62.023,16.7,20.5,13.7,0,64,0,10,18.3,33.5,2015,2,24
+286,3.729,4.16,209192,33,390,780,61.866,20.4,27.6,13.5,0,66,0,10,12.8,22.2,2015,2,25
+287,3.419,3.883,252085,50,550,1100,68.82,19,25.3,13.9,0,72,0,10,13.5,24.1,2015,2,26
+288,4.189,4.452,294669,36,335,670,61.396,15,21.6,9,0,70,0,10,18.3,33.5,2015,3,1
+289,4.18,4.032,305444,37,360,610,56,18.5,24.1,8.7,0,59,0,10,10.6,16.5,2015,3,2
+290,4.483,4.823,291851,40,395,790,61.591,17.3,23,13,0,67,0,10,12.4,22.2,2015,3,3
+291,3.9,4.039,291310,46,350,700,61.885,17.8,25,9,0,51,0.25,9.7,22.8,42.4,2015,3,4
+292,3.312,3.895,249632,41,415,830,64.522,15.4,20.3,9.2,0,49,0,10,25.7,38.9,2015,3,5
+293,3.465,3.716,251624,43,465,930,64.523,16.4,20.8,12,0,80,1.02,10,17.6,37,2015,3,6
+294,3.493,3.789,248311,39,330,660,62.317,18.1,24.4,12.2,0,60,0,10,15.6,33.5,2015,3,9
+295,3.521,3.787,290098,36,540,1260,68.82,16.1,23.3,10,0,61,0,10,12.8,24.1,2015,3,10
+296,3.519,3.61,277457,35,375,750,61.434,17.6,26.6,9.3,0,57,0,10,15,29.4,2015,3,11
+297,3.536,3.835,278587,39,365,730,61.942,15.9,20,10.2,0,52,0,9.8,25,35.2,2015,3,12
+298,2.961,3.605,294721,39,290,580,58.616,13.8,21,8.5,0,69,0,10,19.3,35.2,2015,3,15
+299,3.173,3.717,286156,36,360,720,61.591,21.3,24.2,7.7,0,40,0,0,20.4,40.7,2015,3,16
+300,3.599,3.532,268211,44,641,1282,68.82,21.4,27,14.7,0,48,1.27,9,29.1,53.5,2015,3,17
+301,2.934,3.992,209680,44,360,860,62,20.2,26,14.6,0,62,0,10,20.7,57.6,2015,3,18
+302,4.147,3.606,228052,42,415,830,65.531,19.8,33,10,0,52,0,10,28.9,61.1,2015,3,19
+303,3.561,4.495,267762,43,380,760,62.441,23.2,28,8.2,0,38,0,10,28,44.6,2015,3,22
+304,3.697,4.166,276968,44,440,880,64.477,18,27,11.9,0,58,0,10,23.9,40.7,2015,3,23
+305,3.47,3.516,254816,36,850,1700,68.82,13.4,15,10.7,0,56,0,10,19.8,31.7,2015,3,24
+306,2.946,3.578,288791,48,470,940,65.114,14,21,7,0,54,0,10,15.9,33.5,2015,3,25
+307,2.962,3.68,293262,37,540,1027,65.114,14.5,19,6.9,0,51,0,10,29.6,44.6,2015,3,26
+308,3.049,2.972,257723,43,380,760,61.451,16,24,6.6,0,58,0,0,13.1,24.1,2015,3,29
+309,3.696,4.259,260068,35,350,855,58,16.1,24,8.4,0,64,0,10,12,27.8,2015,3,30
+310,2.987,3.816,264152,34,420,970,64.477,19.8,27,9.2,0,50,0,0,18.1,44.6,2015,3,31
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+312,3.266,3.687,199607,42,370,740,61.186,13.2,19,5.2,0,67,0,10,18.1,27.8,2015,4,3
+313,3.147,3.608,203120,38,410,820,62.061,16.4,18,7.2,0,40,0,0,10.4,20.6,2015,4,6
+314,2.698,3.47,235405,35,480,885,65.59,12.3,17,8.4,0,82,8.89,8.5,27,40.7,2015,4,7
+315,2.977,2.679,266782,26,432.5,865,62.94,12.5,17,6.6,0,76,0,10,16.3,31.7,2015,4,8
+316,3.418,4.126,263134,36,495,990,64.757,12.9,18.3,6.2,0,72,0,10,14.8,22.2,2015,4,9
+317,3.267,3.522,283802,38,310,620,59.316,11.5,18.3,5,0,73,0,10,13.1,27.8,2015,4,12
+318,3.231,3.635,290642,30,475,950,65.114,14.6,21,12,0,68,0,9.5,8.5,14.8,2015,4,13
+319,2.963,3.603,307803,37,442.5,885,63.995,19.3,25,16,0,56,0,10,24.6,38.9,2015,4,14
+320,2.972,3.445,328693,30,590,900,66,19.6,27,14,0,64,0,10,21.9,51.9,2015,4,15
+321,3.364,3.901,324639,37,480,960,65.114,13.3,18,8,0,70,0,10,11.1,25.9,2015,4,16
+322,3.018,4.054,226162,29,320,640,60.632,9.6,13,5,0,66,0,10,21.1,46.5,2015,4,19
+323,3.789,3.732,281335,43,480,960,64.28,10.1,15.3,5,0,65,0,10,19.3,35.2,2015,4,20
+324,3.418,3.37,349614,34,395,790,61.24,12,17,7,0,71,0,10,16.9,31.7,2015,4,21
+325,3.93,6.605,222194,29,342.5,685,61.866,14.8,18.1,11.5,0,82,0,10,19.8,31.7,2015,4,22
+326,5.774,9.622,299114,29,510,970,65.114,14.9,17,12,0,86,0,9.3,12,20.6,2015,4,23
+327,3.277,4.007,346056,26,387.5,775,59.603,11.3,15.2,9.9,0,78,0,9.7,22.2,33.5,2015,4,26
+328,4.23,3.846,309250,34,485,970,65.114,11.3,14.4,8,0,78,0,10,14.6,25.9,2015,4,27
+329,2.91,3.144,317141,35,367.5,735,60.406,10.5,15,5.8,0,82,0,10,12,25.9,2015,4,28
+330,4.702,5.906,259241,42,520,945,62,10.4,17,6,0,74,0,10,11.1,18.3,2015,4,29
+331,4.401,4.079,300014,42,460,920,63.004,11.9,19,5,0,69,0,10,11.7,22.2,2015,4,30
+332,3.844,4.465,322354,35,367.5,735,60.406,11.6,18,6.5,0,78,0,9.3,12.4,22.2,2015,5,3
+333,4.272,5.115,316828,33,370,740,61.591,17.2,22,11.8,0,49,0,9.3,36.9,55.4,2015,5,4
+334,4.468,4.126,278662,34,430,860,63.949,12.1,16,8,0,56,0,10,27,57.6,2015,5,5
+335,3.571,3.874,262781,49,460,920,64.523,10.9,16,8,0,68,0,9.7,23,40.7,2015,5,6
+336,3.659,3.822,275288,34,530,940,65.114,11.1,14.3,9,0,71,0,10,21.5,42.4,2015,5,7
+337,3.572,4.096,329601,35,305,610,56.089,12.9,15,10,0,73,0,9.7,28,44.6,2015,5,10
+338,3.535,3.935,307695,35,372.5,745,61.396,13.6,15.2,12,0,66,0,9.8,22,38.9,2015,5,11
+339,3.566,4.077,351864,33,380,760,60.563,9,16.2,5,0,69,0,9.8,29.1,51.9,2015,5,12
+340,3.434,4.018,361830,25,290,570,40,9.3,12,7,0,73,0,10,24.3,33.5,2015,5,13
+341,3.396,3.711,341750,30,325,650,61.24,12.2,15,10.5,0,85,0,8.2,21.7,31.7,2015,5,14
+342,4.316,5.744,374614,26,295,590,53.295,12.9,20,6,0,68,0,10,17.8,25.9,2015,5,17
+343,3.429,3.224,359322,33,337.5,675,61.591,14.9,19,11,0,54,0,0,25,46.5,2015,5,18
+344,4.392,4.919,263942,36,370,750,61.396,13.5,16,11,0,83,0,10,26.5,42.4,2015,5,19
+345,3.505,3.748,361360,34,380,760,61.396,11.9,18,8.8,0,81,0,8.4,21.9,33.5,2015,5,20
+346,3.882,4.158,368798,27,297.5,595,53.295,10.3,12,8,0,94,0,9,10.6,18.3,2015,5,21
+347,3.653,3.961,334780,33,382.5,765,60.406,10.3,17,6,0,71,0,0,14.8,24.1,2015,5,24
+348,3.244,3.697,361330,36,440,975,68,9.9,16,5,0,72,0,0,20.2,27.8,2015,5,25
+349,3.38,3.786,378301,31,410,820,61.396,12.3,15,9.5,0,65,0,0,27.4,44.6,2015,5,26
+350,3.558,3.979,324196,28,350,700,59.603,13.7,17,11.9,0,74,0,10,35.7,42.4,2015,5,27
+351,3.815,4.688,307174,31,368,736,60.563,13.4,19,6,0,64,0,10,22.8,35.2,2015,5,28
+352,3.865,3.716,246106,40,460,710,61.608,8.3,16,3,0,50,0,9.8,21.3,35.2,2015,5,31
+353,2.958,3.652,267978,34,320,640,59.948,7.2,10,5,0,78,0,10,18,27.8,2015,6,1
+354,3.699,3.979,266112,37,405,810,61.033,8.1,10,6,0,92,0,9.5,9.8,20.6,2015,6,2
+355,3.483,3.633,295506,38,365,730,60.563,7.6,11,4,0,77,0,10,13,37,2015,6,3
+356,2.989,3.54,303551,37,407.5,815,60.758,7.6,10,6.7,0,50,0,10,33.5,42.4,2015,6,4
+357,3.651,3.837,285824,31,395,790,61.866,10.7,13,8.8,0,76,0,9.8,17.4,27.8,2015,6,5
+358,3.453,4.079,275973,35,320,890,62,13.7,17,5,0,66,0,9.3,28.7,40.7,2015,6,8
+359,3.096,3.286,313947,32,345,690,60.406,8.6,13,5,0,73,0,10,18.1,31.7,2015,6,9
+360,3.068,3.367,294143,32,420,840,62.257,8.8,11.2,3,0,72,0,10,13,24.1,2015,6,10
+361,2.971,3.194,312226,37,480.5,961,63.643,7.5,13,3,0,52,0,9.8,7.6,14.8,2015,6,11
+362,2.96,3.452,307405,38,383.5,767,60.406,10.8,17,6,0,78,0,10,8.9,16.5,2015,6,14
+363,2.967,3.434,266534,42,750,1500,68.183,12.6,17,10,0,50,0,7.2,5,20.6,2015,6,15
+364,2.944,3.304,286756,40,440,920,63.155,12.7,15.2,11,0,56,0,10,8.3,22.2,2015,6,16
+365,2.987,4.158,290286,40,450,900,63.201,11.8,14,9.8,0,56,0,9.8,14.4,25.9,2015,6,17
+366,3,3.218,271786,34,456,912,62.895,8.7,11.3,5,0,54,0,10,15.9,29.4,2015,6,18
+367,3.011,3.581,256123,38,562.5,1125,68.183,7.3,12,3,0,66,0,10,26.1,51.9,2015,6,21
+368,3.022,3.512,264775,39,370,800,60.885,10.4,12,5,0,66,0,10,38.7,51.9,2015,6,22
+369,3.26,3.471,329228,49,370,840,63.312,13.2,17,8.9,0,65,0,10,31.9,46.5,2015,6,23
+370,3.023,3.18,235591,42,760,875,60,11.1,16,7.9,0,77,0,9.8,15.2,22.2,2015,6,24
+371,3.022,3.105,255570,45,450,900,63.729,11.4,13,10,0,74,0,10,13.1,27.8,2015,6,25
+372,3.013,3.188,272990,46,371,742,61.256,9.9,14,5,0,77,0,10,8.5,16.5,2015,6,28
+373,3.024,3.138,266714,41,485,970,63.643,7.8,13,3.5,0,51,0,9.8,8.5,14.8,2015,6,29
+374,3.019,3.154,277412,36,521,1042,64.12,9.8,12.4,5,0,70,0,10,9.8,15.3,2015,6,30
+375,2.992,3.252,267615,35,437.5,875,63.84,11.1,14,9,0,59,0,9.5,22.2,33.5,2015,7,1
+376,2.849,3.27,262835,33,360,730,61.19,7.3,11.1,3,0,70,0,10,18.1,40.7,2015,7,2
+377,3.048,3.223,230251,44,515,1030,64.953,9.9,15,7,0,60,0,9.5,33.7,44.6,2015,7,5
+378,2.961,3.204,228277,34,494,988,64.953,8.3,11,7,0,80,0,1,26.5,35.2,2015,7,6
+379,2.653,3.292,268192,42,526.5,1053,63.643,8.1,14,2,0,83,0,10,12,22.2,2015,7,7
+380,3.026,3.228,255014,42,370,884,66,10.7,14,8.7,0,71,0,10,17.2,25.9,2015,7,8
+381,3.03,3.345,320720,37,490,980,63.643,9.7,12,6,0,71,0,10,22.6,35.2,2015,7,9
+382,3.037,3.356,186893,25,340,680,59.396,9,11,6,0,92,0,5,28,38.9,2015,7,12
+383,2.901,4.444,258631,20,250,500,53.152,8.7,12,6.8,0,77,0,10,24.6,33.5,2015,7,13
+384,3.399,3.456,345185,31,200,593,54.531,5.9,9,3,0,81,0,10,20,50,2015,7,14
+385,3.029,3.46,350890,37,327,654,60.406,7.4,9,5,0,82,0,10,9.8,20.6,2015,7,15
+386,3.274,3.356,295550,38,395,790,61.033,8.4,12,6,0,79,0,9.7,21.1,29.4,2015,7,16
+387,3.006,3.245,266787,30,440,880,60.852,5.2,13,-1,0,75,0,10,10,20.6,2015,7,19
+388,3.607,3.818,208687,36,450,960,58,9.8,14,5,0,61,0,10,27,48.2,2015,7,20
+389,3.008,3.381,256514,41,497.5,995,64.953,12.7,15.2,11,0,67,0,9.5,39.6,55.4,2015,7,21
+390,3.007,3.36,264696,48,480,960,64.12,9.8,15.3,6,0,74,0,1,18.9,31.7,2015,7,22
+391,3.108,3.437,279179,37,489,978,64.953,10.4,14,7,0,81,0,1,22.8,33.5,2015,7,23
+392,3.155,3.242,288225,30,300,760,61.19,6.6,11,4,0,67,0,10,27.8,61.1,2015,7,26
+393,3.403,3.741,301315,36,415,830,63.091,8.9,13,6.9,0,73,0,10,20.6,31.7,2015,7,27
+394,2.998,3.713,306927,26,590,1180,68.183,9.9,14,5.8,0,74,0,1,13.9,22.2,2015,7,28
+395,3.449,3.809,264852,26,488.5,977,64.953,9.3,13,7,0,67,0,1,28.9,55.4,2015,7,29
+396,3.318,3.722,267722,40,495,990,64.12,7.8,11,4,0,73,0,1,32,64.8,2015,7,30
+397,3.23,3.667,334956,41,425,850,62.479,10.1,14,6,0,62,0,9.8,27.4,38.9,2015,8,2
+398,2.995,3.686,330269,32,340,1050,51,5.6,10,2,0,67,0,10,20,37,2015,8,3
+399,3.575,3.621,328755,36,450,900,62.367,8.6,10,6,0,66,0,9.8,22,31.7,2015,8,4
+400,2.984,3.577,341811,29,554,1108,68.183,7.4,11,4,0,76,0,9.8,23.9,40.7,2015,8,5
+401,3.447,3.664,305398,28,400,800,58.612,9.3,13,6,0,85,0,10,17.2,31.7,2015,8,6
+402,3.274,3.67,314875,42,440,880,63.248,9.5,12,7.8,0,72,0,10,31.9,57.6,2015,8,9
+403,2.992,3.527,306061,45,460,920,62.524,9.8,15,6,0,69,0,10,27.2,53.5,2015,8,10
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+406,2.979,3.342,297035,34,460,920,63.201,10.5,12,8,0,65,0,10,16.7,25.9,2015,8,13
+407,4.322,4.798,315056,47,415,830,63.312,11.3,15,8,0,67,0,9.3,21.7,35.2,2015,8,16
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+409,3.215,3.779,335108,43,412.5,825,60.757,7.8,10,5.6,0,78,0,10,6.3,16.5,2015,8,18
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+421,3.033,3.306,298037,51,500,1000,63.643,9.4,13.1,4,0,79,0,10,17.8,35.2,2015,9,3
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+424,3.012,3.247,263866,48,340,780,61.632,10.3,13,9,0,77,0,8.9,17,31.7,2015,9,8
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+426,3.491,3.356,284981,45,470,940,64.12,9.3,16,4,0,77,0,10,13.5,29.4,2015,9,10
+427,2.934,3.38,246534,36,413,826,62.218,18.8,24,15,0,49,0,0,32.4,48.2,2015,9,13
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+429,2.99,3.261,288903,29,313.5,627,58.136,10.6,16,6,0,69,0,10,18.5,35.2,2015,9,15
+430,4.36,5.105,304905,33,380,760,61.339,10.6,15,7,0,77,0,9.8,11.7,27.8,2015,9,16
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+432,5.381,5.589,286984,36,350,747,62.218,16.8,22,13,0,55,0,10,26.9,42.4,2015,9,20
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+439,3.033,3.472,236426,48,458.5,917,63.774,12.3,17,9.8,0,67,0,10,14.4,27.8,2015,9,29
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+441,3.124,3.376,201316,41,449.5,899,63.931,21.6,28,17,0,33,0,0,31.3,51.9,2015,10,2
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+443,2.959,3.336,223142,40,434,868,64.849,26.4,34.1,19,0,23,0,0,33.5,48.2,2015,10,5
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+445,2.979,3.479,303446,45,454,908,63.403,11.5,16,8,0,60,0,10,20.7,33.5,2015,10,7
+446,2.998,3.712,285342,46,560,996,64.477,15.4,25,9,0,62,0,0,12.8,33.5,2015,10,8
+447,3.369,3.546,280161,39,439.5,879,63.091,15.3,26,10,0,79,0,7.4,18,31.7,2015,10,11
+448,2.974,3.365,239798,39,418,836,62.303,11.3,15,5,0,71,0,10,17.6,29.4,2015,10,12
+449,2.953,3.418,277537,35,342,684,61.24,13.4,21,7,0,71,0,10,12.6,29.4,2015,10,13
+450,2.964,3.272,302267,44,430,582,68,22,28,17,0,46,0,10,23.3,38.9,2015,10,14
+451,2.979,3.551,293161,42,254,508,58.616,24.4,34,16,0,25,0,0,19.3,44.6,2015,10,15
+452,2.963,3.463,271285,37,415,830,62.322,12.4,19,6,0,66,0,0,13.1,22.2,2015,10,18
+453,4.107,4.156,239881,35,427.5,855,63.729,19.4,28,10,0,36,0,0,17.4,31.7,2015,10,19
+454,2.99,3.394,264259,48,420,865,64.849,23.2,32,15,0,47,0,9.5,18.3,35.2,2015,10,20
+455,2.927,3.297,262920,34,470,940,64.953,12.4,18,10,0,79,0,9.8,22.8,33.5,2015,10,21
+456,2.834,3.001,290372,40,450,900,63.886,12.1,16,10,0,73,0,9.7,21.9,33.5,2015,10,22
+457,2.855,2.95,271698,36,400,800,63.227,22,32,13,0,35,0,9.7,29.8,53.5,2015,10,25
+458,2.129,2.891,265113,48,380,1115,70,11.9,16,9,0,70,0,10,26.9,40.7,2015,10,26
+459,2.488,2.748,237002,48,470,940,64.953,15.7,23,8,0,47,0,10,18.9,44.6,2015,10,27
+460,2.544,3.127,261331,48,645,1290,68.183,17.8,26,10,0,49,0,6.3,16.1,33.5,2015,10,28
+461,3.355,3.706,268448,48,485,970,64.953,19.2,26,10.7,0,43,0,0,13.7,31.7,2015,10,29
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+463,2.898,3.221,267357,50,380,845,63.136,14.1,18,9,0,68,0,10,12.6,20.6,2015,11,3
+464,2.889,3.279,278282,53,495,990,64.477,20.5,27,16.8,0,72,0,7.7,15.6,29.4,2015,11,4
+465,2.897,3.364,244110,33,360,720,62.023,18.7,24,15,0,82,0,10,14.6,63,2015,11,5
+466,3.36,3.641,303666,37,325,650,61.591,19.3,26,13,0,34,0,0,16.3,35.2,2015,11,8
+467,3.065,3.574,300547,49,430.5,861,64.321,22.8,34,14,0,41,0,9.2,18.1,33.5,2015,11,9
+468,3.152,3.459,277916,50,552.5,1105,68.183,12.3,15,10.8,0,79,0,9.8,18,29.4,2015,11,10
+469,3.076,3.451,291609,50,580,1110,92,14.8,18,12,0,50,0,9.7,9.4,14.8,2015,11,11
+470,2.887,3.337,301484,50,530,1060,64.477,16.5,23,12,0,75,0,10,16.7,27.8,2015,11,12
+471,3.22,3.508,238098,43,437.5,875,63.136,14.9,22,10.8,0,71,0,10,16.5,25.9,2015,11,15
+472,3.276,3.663,253699,42,405,810,61.942,21.3,27,14,0,45,0,0,20.2,44.6,2015,11,16
+473,2.992,3.551,258243,47,487.5,975,65.717,19.4,33,10,0,42,0,9.8,17.6,44.6,2015,11,17
+474,2.993,3.442,277745,47,530,1060,64.477,25.1,29,20,0,34,0,10,15.9,35.2,2015,11,18
+475,3.123,3.859,262671,50,380,945,64.367,20.1,33,14,0,64,0,9.8,16.7,44.6,2015,11,19
+476,3.189,3.419,272561,50,420,840,63.201,15.3,21,12,0,61,0,10,15,27.8,2015,11,22
+477,3.173,3.384,305234,50,450,900,63.201,15.4,21,9.8,0,63,0,10,15.4,29.4,2015,11,23
+478,3.902,4.112,265673,41,585,1170,68.183,18.3,27,11,0,50,0,10,16.3,42.4,2015,11,24
+479,3.403,3.796,267475,42,450,1030,72,23.4,34,8,0,26,0,10,40.2,68.3,2015,11,25
+480,3.203,3.431,275814,46,545,1090,68.183,11.3,17,5,0,47,0,10,25.9,48.2,2015,11,26
+481,3.444,3.638,271563,44,417.5,835,63.358,14.5,25,8.5,0,64,0,10,16.7,35.2,2015,11,29
+482,1.927,3.398,280864,50,370,1100,67.264,21.4,32,13,0,44,0,10,23.9,51.9,2015,11,30
+483,3.462,3.402,276888,50,370,920,63.312,14.1,23,7,0,45,0,10,23.5,46.5,2015,12,1
+484,3.013,3.282,269369,50,370,870,63.84,12.9,18,8,0,54,0,10,18.3,33.5,2015,12,2
+485,3.021,3.204,279465,50,490,840,64.477,15.6,27,9,0,65,0,10,12.4,27.8,2015,12,3
+486,3.43,3.647,167532,40,360,760,62.019,21.8,29.3,17,0,64,0,10,14.1,24.1,2015,12,6
+487,3.027,3.265,231881,50,340,920,78,23.4,27,20,0,64,0,10,17.6,42.4,2015,12,7
+488,2.997,3.392,257198,50,380,900,64.367,21.9,36,13,0,53,0,10,25,48.2,2015,12,8
+489,3.587,4.109,279211,48,570,940,64.477,17.7,27,10.6,0,59,0,10,16.1,33.5,2015,12,9
+490,3.213,2.942,223469,44,520,860,64.953,18.2,26,11,0,49,0,10,18,29.4,2015,12,10
+491,3.56,4.035,248592,47,280,760,61.827,19.4,29,10.6,0,34,0,0,15.4,29.4,2015,12,13
+492,3.305,3.819,261120,46,420,990,63.201,20.8,27,16,0,60,0,7.6,15.7,25.9,2015,12,15
+493,3.672,3.851,253265,45,660,900,64.477,22.5,29,15,0,57,0,0,22.4,46.5,2015,12,16
+494,3.021,3.387,274939,44,320,940,64.367,28.6,36.2,19.8,0,26,0,0,20.9,44.6,2015,12,17
+495,3.106,3.598,207493,50,360,790,62.569,20.9,0,13,0,55,0,10,20.4,50,2015,12,20
+496,3.663,3.768,190031,35,380,760,66,15.6,20,11,0,56,0,10,22.4,35.2,2015,12,21
+497,3.622,3.77,208327,49,340,900,63.729,19,25,14,0,61,0,10,14.4,24.1,2015,12,22
+498,3.8,3.85,230542,48,450,1000,63.886,22.1,29,14.7,0,59,0,10,17.4,33.5,2015,12,23
+499,3.053,3.404,185676,48,422.98,845.96,64.894,26.2,35,12,0,29,0,6.6,35.4,53.5,2015,12,25
+500,3.485,3.627,189064,44,280,660,61.834,16.7,22,11,0,62,0,10,14.8,25.9,2015,12,28
+501,3.048,3.463,175314,37,320,690,61.668,18.8,27,12,0,60,0,0,14.4,27.8,2015,12,29
+502,3.103,3.297,174974,35,360,860,64.738,29.4,35,23,0,19,0,0,19.1,31.7,2015,12,30
+503,3.095,3.273,204968,50,422.98,845.96,64.366,20.5,28,16,0,61,0,10,19.1,27.8,2016,1,1
+504,3.086,3.272,175665,54,280,730,61.844,20.1,27,14,0,62,0,10,14.8,31.7,2016,1,3
+505,3.071,3.266,187587,51,320,800,61.962,19.1,24,14,0,66,0,10,11.3,22.2,2016,1,4
+506,3.069,3.217,179315,49,340,840,57,20.4,25,16,0,66,0,10,11.7,29.4,2016,1,5
+507,3.085,3.547,183456,43,630,970,65.59,19.8,25,15,0,70,0,10,22.6,40.7,2016,1,6
+508,2.537,3.377,203716,50,570,910,65.59,17.9,23,13.9,0,61,0,10,25,35.2,2016,1,7
+509,3.653,3.562,211567,44,280,700,63.364,24.6,34,17,0,36,0,0,14.4,25.9,2016,1,10
+510,3.785,3.709,229446,49,320,970,65.531,23.1,37,15,0,51,0,10,16.1,57.6,2016,1,11
+511,2.745,3.434,231955,46,360,880,65.531,21.7,36,15,0,60,0,10,13.7,35.2,2016,1,12
+512,3.458,3.215,269373,43,360,870,65.004,28.9,43,16.9,0,32,0,10,28,48.2,2016,1,13
+513,3.354,3.585,252342,43,550,1000,65.114,14.3,18,12,0,61,0,10,23,38.9,2016,1,14
+514,3.46,3.933,242024,46,320,760,63.521,26.7,32,21,0,23,0,0,24.3,42.4,2016,1,17
+515,3.274,3.641,216526,36,370,900,65.531,23.9,36.3,13,0,31,0,10,16.1,38.9,2016,1,18
+516,3.238,3.563,246403,38,410,1000,64.847,23.9,33,17.8,0,48,0,10,13.7,25.9,2016,1,19
+517,3.085,3.335,203753,36,380,750,61.668,22,30,18,0,74,0,8.2,16.1,29.4,2016,1,20
+518,3.014,3.295,242712,36,420,1000,70,19.5,27,16.9,0,79,0,8.7,10.6,40.7,2016,1,21
+519,3.033,3.216,163031,52,510,830,65.59,18.3,23,15,0,76,0,9.7,18.5,31.7,2016,1,24
+520,2.954,3.237,186628,49,310,850,64.366,22.8,29,17.9,0,57,0,10,12.2,31.7,2016,1,26
+521,4.115,4.9,247019,45,650,950,65.114,23.7,28.1,21,0,60,0,10,31.5,46.5,2016,1,27
+522,4.408,4.099,284997,51,460,780,61.619,19.3,29,13,0,78,0,9.5,18.7,33.5,2016,1,28
+523,3.028,3.503,280083,49,320,590,58.488,14.9,20,10,0,72,0,10,20.4,40.7,2016,1,31
+524,3.024,3.38,260268,50,320,680,61.533,19.7,25,15,0,67,0,8.5,12.8,25.9,2016,2,1
+525,4.193,4.705,246364,50,350,930,66,23.5,32,17,0,54,0,9,18.3,27.8,2016,2,2
+526,4.173,4.149,254234,40,300,740,61.69,17.5,21,16,0,66,2.03,10,26.7,37,2016,2,3
+527,4.09,4.288,287372,41,370,760,61.748,17.7,21,14,0,71,0,10,20.9,33.5,2016,2,4
+528,4.112,4.236,248066,36,300,680,62.348,22.4,31,16,0,61,0,10,16.1,29.4,2016,2,7
+529,3.001,3.425,245010,45,430,840,63.838,19.5,24,17,0,63,0,10,18.3,27.8,2016,2,8
+530,3.199,3.745,233490,46,450,810,62.218,19.9,25,16,0,66,0,10,13.9,22.2,2016,2,9
+531,3.132,3.504,208796,36,560,820,62.622,20.1,24,17,0,62,0,10,16.5,22.2,2016,2,10
+532,2.735,3.412,205307,50,540,1100,68.82,19.7,25,15,0,64,0,10,17.6,29.4,2016,2,11
+533,0.187,4.761,239544,38,360,770,67,18.3,25,12,0,55,0,10,19.1,35.2,2016,2,14
+534,2.344,4.887,230809,33,340,660,62.218,19.4,27.7,13.9,1013.2,45,0,12.6,21.5,37,2016,2,15
+535,4.094,5.327,256059,30,370,700,62.218,15.1,18,13,0,55,0,10,27,38.9,2016,2,16
+536,3.703,4.961,272004,20,400,730,59.603,17.9,23,14.8,0,73,0,9.8,23.5,35.2,2016,2,17
+537,3.961,4.368,222314,32,350,810,61.866,18.3,23,15,0,68,0,10,11.3,18.3,2016,2,18
+538,3.885,3.919,222672,21,300,660,60.267,20.4,28,14,0,52,0,0,14.1,24.1,2016,2,21
+539,3.143,3.691,210987,50,230,730,63.393,25.1,33,19,0,37,0,0,15.4,51.9,2016,2,22
+540,3.384,3.844,215544,46,360,840,65.531,29.3,40,23,0,32,0,0,23.7,53.5,2016,2,23
+541,5.409,6.357,219079,32,580,750,62.622,22.1,28.2,18.9,0,72,0,10,14.8,31.7,2016,2,24
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+581,5.327,5.744,283027,41,580,850,65.59,16.9,24,13,0,71,0,8.4,17.8,33.5,2016,4,21
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+591,4.142,4.722,277500,37,780,1000,65.114,16.6,20.2,14,0,57,0,10,35.2,50,2016,5,5
+592,4.819,5.984,213211,50,470,790,62.973,17.8,20,15,0,88,0,9.8,25.4,57.6,2016,5,8
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+594,5.043,5.117,277110,35,360,930,63.949,13.3,16.2,11,0,62,0,10,30.9,42.4,2016,5,10
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+598,4.242,4.53,255636,49,670,900,65.59,15.4,18.7,12,0,67,0,10,30.7,59.4,2016,5,16
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+600,3.708,4.041,283088,53,720,1100,68.82,15.2,19,13,0,56,0,10,22.6,29.4,2016,5,18
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+602,4.363,4.332,206024,52,530,910,65.59,16.9,21,11,0,58,0.51,10,34.4,53.5,2016,5,22
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+604,3.915,4.801,313503,50,610,970,65.114,10.9,16,7,0,72,0,10,20.4,42.4,2016,5,24
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+608,3.74,4.804,280345,41,340,800,60.572,7.4,14,1,0,70,0,10,12.2,22.2,2016,5,30
+609,4.16,6.063,297279,45,480,960,64.28,8.8,16,4,0,68,0,10,12.4,20.6,2016,5,31
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+611,4.704,4.832,315064,44,420,840,62.414,9.1,13,6,0,90,0,5.5,7.2,14.8,2016,6,2
+612,4.446,7.225,253529,29,330,700,61.339,11.6,14,7.5,0,90,0,8.4,9.1,22.2,2016,6,5
+613,5.637,5.845,223104,50,360,850,63.664,10.6,13,8,0,82,0,10,18.7,31.7,2016,6,6
+614,4.761,5.065,263832,51,480,820,62.973,11.5,14,8,0,85,0,9.7,18.5,31.7,2016,6,7
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+617,5.929,5.092,246666,49,422.98,845.96,62.942,10.7,15,6,0,71,0,9.7,20.9,31.7,2016,6,10
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+619,3.99,4.962,265425,39,390,740,61.591,9.8,14,7,0,72,0,10,22.8,27.8,2016,6,14
+620,4.239,4.832,167116,50,590,800,62.775,10.7,17,7,0,73,0,10,21.1,46.5,2016,6,15
+621,4.017,4.632,274879,53,520,910,64.477,11.9,14,9.7,0,80,0,10,31.9,48.2,2016,6,16
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+623,4.77,4.776,202008,39,320,1000,63.664,10.8,12.4,8,0,87,0,8.7,17.6,27.8,2016,6,20
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+628,3.729,3.873,259854,40,300,820,61.198,8,10,5,0,84,0,9.5,18.5,27.8,2016,6,27
+629,3.016,4.152,303367,39,350,780,61.405,10.8,16,7,0,79,0,10,22.2,27.8,2016,6,28
+630,3.842,4.141,303958,28,360,920,63.248,10.8,15,8.5,0,68,0,10,30,48.2,2016,6,29
+631,3.486,3.897,306053,34,370,880,63.248,8.3,10,7,0,82,0,9.5,28.7,55.4,2016,6,30
+632,3.964,3.652,300053,38,300,690,61.24,11.8,16,10,0,68,0,10,24.8,31.7,2016,7,3
+633,2.98,3.768,303266,46,370,845.96,63.091,9.3,12,7,0,81,0,9.8,15.4,24.1,2016,7,4
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+635,3.539,4.551,290915,20,310,570,53.394,10.6,12,9.8,0,92,0,6.6,20.6,33.5,2016,7,6
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+639,3.338,4.07,259123,49,330,710,61.483,6.7,12,3,0,65,0,10,34.8,48.2,2016,7,12
+640,3.334,4.127,248927,45,400,790,61.541,7.8,11,4.9,0,68,0,10,24.6,40.7,2016,7,13
+641,3.348,4.06,306436,40,480,760,62.397,9.7,12.2,7,0,69,0,10,18.7,31.7,2016,7,14
+642,3.221,3.676,233359,43,360,770,62.374,12.4,15,10.6,0,69,0,10,37.4,55.4,2016,7,17
+643,3.079,3.576,270172,44,320,740,61.69,13.8,18,11,0,77,0,10,21.7,38.9,2016,7,18
+644,2.352,5.543,258090,33,640,820,62.622,11.4,15,8,0,85,0,10,6.9,13,2016,7,19
+645,4.751,4.226,189084,34,420,800,60.835,9.9,15,6,0,83,0,9.7,9.8,27.8,2016,7,20
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+647,5.275,4.916,256952,38,320,600,58.331,7.9,11,5.9,0,74,0,10,26.9,40.7,2016,7,24
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+649,3.202,3.919,284140,38,310,690,49,8.4,10,7,0,72,0,9.8,26.9,38.9,2016,7,26
+650,3.019,4.544,293102,41,350,660,60.828,8.4,11,6,0,74,0,10,19.3,33.5,2016,7,27
+651,4.755,4.431,275785,34,560,970,64.953,10.8,14,8,0,73,0,10,22.4,31.7,2016,7,28
+652,3.854,4.551,227967,38,330,660,62.023,12.6,16,10.7,0,72,0,9.8,23.3,35.2,2016,7,31
+653,3.377,10.731,334240,20,350,660,58.769,9.2,13,4.8,0,90,0,9.8,18.3,35.2,2016,8,1
+654,6.385,8.471,288778,29,260,470,54.389,9.4,12,8,0,84,0,8.4,18.3,33.5,2016,8,2
+655,6.952,5.107,312292,36,290,620,59.415,7.9,12,3.9,0,87,0.51,92,14.3,31.7,2016,8,3
+656,5.872,5.408,321241,26,320,650,58.612,7.2,13.2,2.8,0,79,0,10,14.3,24.1,2016,8,4
+657,4.489,4.904,323158,31,330,770,60.601,9.2,15,4,0,56,0,10,14.3,31.7,2016,8,7
+658,4.64,4.789,296718,36,330,740,61.496,10.8,13,9,0,64,0,0,46.9,66.5,2016,8,8
+659,4.154,4.438,269276,49,370,870,63.84,12.4,17,8,0,65,0,10,33.3,59.4,2016,8,9
+660,4.627,5.34,294068,32,390,950,62.524,9.4,14,4,0,66,0,10,27.6,48.2,2016,8,10
+661,5.421,5.978,261432,46,260,650,57,9.8,14,5,0,66,0,10,20.2,33.5,2016,8,11
+662,5.365,5.732,271096,43,410,800,62.218,11.9,16,7.9,0,68,0,10,17.2,27.8,2016,8,14
+663,3.536,4.552,262585,38,320,760,62.023,12.2,17,9,0,70,0,10,25.6,40.7,2016,8,15
+664,2.85,3.889,277449,38,480,760,62.622,13.8,18,11,0,67,0,9.8,25.6,38.9,2016,8,16
+665,4.166,4.01,279644,49,400,890,62.942,10.7,15,6,0,81,0,10,16.7,40.7,2016,8,17
+666,4.515,4.008,297691,54,440,880,63.312,16.6,20,14.7,0,58,0,10,39.1,64.8,2016,8,18
+667,4.36,4.521,306766,34,380,660,61.24,10.7,14,8.9,0,78,0,9.8,18.5,27.8,2016,8,21
+668,5.902,13.713,310318,28,340,600,53.295,9.6,15,6,0,86,0,9.8,10.7,27.8,2016,8,22
+669,7.211,14.488,292775,27,350,870,54,7.2,13,2,0,74,0,10,9.8,22.2,2016,8,23
+670,7.322,6.587,235076,32,330,690,61.033,8.1,12,5,0,80,0,10,14.6,22.2,2016,8,24
+671,7.276,5.664,331344,34,440,770,60.563,8.2,13,5,0,76,0,10,17.6,33.5,2016,8,25
+672,7.307,4.992,295867,35,440,760,61.396,11.8,18.3,7,0,66,0,0,24.6,33.5,2016,8,28
+673,6.762,5.535,333187,33,320,800,61.591,13.4,18,9,0,58,0,10,22.2,35.2,2016,8,29
+674,5.175,5.716,342432,34,450,860,63.358,13.3,17,12,0,77,0,10,28,48.2,2016,8,30
+675,4.547,5.638,336331,34,400,860,63.091,14.1,19,9.9,0,70,0,9.8,14.4,31.7,2016,8,31
+676,4.337,5.25,351076,40,510,800,62.397,11.3,15,9,0,90,0,8.5,7.2,20.6,2016,9,1
+677,4.447,5.204,311190,40,450,770,61.591,13.2,16,10,0,67,0,10,16.9,25.9,2016,9,4
+678,4.873,5.404,258255,47,350,780,62.16,13.3,17.3,9,0,70,0,10,13.7,25.9,2016,9,5
+679,4.967,5.208,238691,43,350,800,56,13.2,20,7,0,76,0,10,12,20.6,2016,9,6
+680,4.765,5.846,303346,26,330,840,63.312,15.7,20,13,0,65,0,10,31.7,53.5,2016,9,7
+681,4.805,4.625,314318,30,490,820,62.046,18.1,22,14,0,62,0,9.7,36.1,46.5,2016,9,8
+682,5.799,7.657,311978,23,360,650,59.446,11.6,16,9,0,75,0,8.4,14.6,25.9,2016,9,11
+683,5.798,5.551,342733,40,350,690,61.533,10.3,13,9,0,89,0,7.7,9.3,20.6,2016,9,12
+684,5.285,4.537,267952,23,300,650,60.073,11.6,13,10,0,92,0,8.9,13.1,25.9,2016,9,13
+685,3.318,4.565,253441,18,270,550,53.152,10.2,15,7,0,78,0,9.8,25,40.7,2016,9,14
+686,5.327,5.328,273615,18,270,450,53.152,10.6,14,8,0,81,0,9.5,18.1,44.6,2016,9,15
+687,4.525,5.04,343753,43,330,650,60.7,8.7,11,5,0,85,0,9.8,14.6,24.1,2016,9,18
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+690,3.837,4.346,349075,38,360,720,61.24,9.7,11,9,0,87,0,10,23.2,27.8,2016,9,21
+691,3.948,5.407,358562,32,380,740,55,9.5,12,7,0,80,0,10,14.6,27.8,2016,9,22
+692,4.305,4.518,288059,29,370,670,61.24,10.2,14,7,0,72,0,10,14.8,27.8,2016,9,25
+693,4.303,4.744,327217,28,350,720,58.612,10.2,16,5,0,71,0,9.7,13.7,31.7,2016,9,26
+694,5.27,6.917,210444,23,300,590,53.347,10.4,15,7,0,75,0,9.2,19.6,31.7,2016,9,27
+695,5.329,5.593,347807,27,360,740,59.603,14.2,17,11,0,66,0,10,33.2,51.9,2016,9,28
+696,5.824,9.607,398328,31,422.98,845.96,63.091,11.8,15,9,0,79,0,10,14.6,31.7,2016,9,30
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+698,5.759,5.525,363677,20,260,490,53.053,12,15,10,0,64,0,10,27,42.4,2016,10,3
+699,5.599,4.694,380550,25,340,570,41,9.9,16,6,0,70,0,9.8,30.4,64.8,2016,10,4
+700,2.526,7.046,195490,30,360,650,62.023,12.7,19,9,0,71,0,10,23,37,2016,10,5
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+702,7.432,5.804,389808,34,340,590,55.847,15.2,20,11,0,65,0,10,36.7,83.5,2016,10,9
+703,7.113,5.019,395208,26,310,660,58.769,9.1,16,5,0,69,0,9.8,26.1,53.5,2016,10,10
+704,5.651,4.973,322883,18,320,560,53.295,10.8,14,5,0,70,0,10,19.3,40.7,2016,10,11
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+706,4.577,5.492,343520,34,340,760,60.406,9,14.1,2,0,67,0,10,13.3,24.1,2016,10,13
+707,6.556,10.38,339821,29,290,620,48,12.9,21,7,0,74,0,9.5,19.4,37,2016,10,16
+708,7.465,6.998,329858,24,320,590,52.819,13.4,18,9.9,0,58,0,9.7,22.2,29.4,2016,10,17
+709,6.769,4.929,347406,30,360,690,60.563,8.3,16,3,0,72,0,10,19.8,40.7,2016,10,18
+710,6.71,6.338,273169,29,360,730,62.218,11.1,15,7,0,53,0,0,19.3,53,2016,10,19
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+712,3.936,4.253,324576,20,240,660,58.769,9.9,13,5,0,70,0,9.8,17.8,33.5,2016,10,23
+713,4.472,4.601,334776,29,350,670,61.396,13,15,9,0,66,0,10,18,50,2016,10,24
+714,4.052,5.071,343844,26,340,780,59.797,18.9,23,14,0,44,0,0,29.1,50,2016,10,25
+715,4.53,4.725,350836,37,360,1100,66.797,11.3,19,5,0,84,0,9,13,31.7,2016,10,26
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+717,3.792,4.661,265250,44,370,670,61.608,13.3,25,6,0,50,0,10,33,64,2016,10,30
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+719,7.366,8.025,312313,34,400,700,51,12.8,18,7,0,66,0,10,14.6,25.9,2016,11,2
+720,6.641,5.822,311909,34,530,690,62.145,13.9,21,8,0,67,0,10,13.3,31.7,2016,11,3
+721,5.979,5.554,317380,42,350,780,61.885,17.3,21,14,0,52,0,10,23.9,51.9,2016,11,6
+722,4.905,4.709,308886,26,300,630,57.086,15.4,25,9,0,61,0,10,21.5,55.4,2016,11,7
+723,3.239,4.335,275366,26,350,720,59.545,13.2,18.3,8,0,62,0,9.8,15,25.9,2016,11,8
+724,2.984,3.993,302033,30,340,770,61.24,13,18,9,0,71,0,10,15.6,24.1,2016,11,9
+725,2.994,4.504,297927,40,350,840,62.257,11.8,18,5,0,72,0,10,12.2,20.6,2016,11,10
+726,3.694,3.778,289343,34,422.98,845.96,63.312,16.8,24,11,0,56,0,9.8,27,38.9,2016,11,12
+727,4.587,4.694,306020,37,320,720,61.396,12.6,18,9.8,0,84,0,8.7,28,37,2016,11,13
+728,3.433,3.965,151270,27,260,530,53.106,12.3,17,8.8,0,71,0,10,23.5,37,2016,11,14
+729,3.123,3.676,232501,30,340,720,61.668,13.3,18.1,8.7,0,76,0,10,15.4,25.9,2016,11,15
+730,2.963,3.602,350012,33,340,660,52,15.9,23,11,0,70,0,10,16.5,35.2,2016,11,16
+731,2.981,3.165,349776,37,370,770,61.591,21.9,30,14,0,46,0,8.4,21.3,38.9,2016,11,17
+732,3.01,3.407,272259,31,300,460,54.389,26.3,33.1,21,0,42,0,0,26.1,53.5,2016,11,20
+733,3.015,3.541,295352,37,360,880,64.321,22.4,34.1,13,0,57,0,8.7,20.4,57.6,2016,11,21
+734,2.849,3.572,351523,40,330,910,63.091,12.3,14,10.6,0,90,0,8.4,12,27.8,2016,11,22
+735,2.984,3.851,346530,36,410,820,61.396,10.7,14.1,8,0,75,0,9.7,22.4,38.9,2016,11,23
+736,3.772,4.147,279054,40,470,1100,68.183,12.6,17,9,0,68,0,10,20.4,29.4,2016,11,24
+737,2.949,3.479,265138,44,330,730,61.504,14.2,17,12,0,79,0,9.3,13,20.6,2016,11,27
+738,3.061,3.509,264954,43,440,850,67,14.9,21,10,0,69,0,10,12.2,22.2,2016,11,28
+739,4.01,4.204,261667,39,330,860,63.136,15.4,21,10,0,71,0,9.5,15.6,25.9,2016,11,29
+740,2.958,3.743,306998,40,320,870,63.091,15,19.2,9,0,76,0,10,13.3,24.1,2016,11,30
+741,3.597,4.103,360903,39,340,930,63.155,16.7,24,10.9,0,67,0,10,13,24.1,2016,12,1
+742,5.204,4.975,288576,43,310,750,63.521,23.3,31,15.7,0,50,0,10,28.9,48.2,2016,12,4
+743,5.82,10.091,203027,40,540,1300,68.183,16.2,22,12,0,63,0,10,14.8,27.8,2016,12,5
+744,7.274,13.368,318615,39,490,1200,68.183,14.2,21,8,0,64,0,10,12.2,27.8,2016,12,6
+745,7.373,5.818,321522,44,520,1000,64.477,22.1,28,16,0,31,0,9,25.7,57.6,2016,12,7
+746,5.518,4.608,361701,35,320,680,61.396,14.4,23,8,0,62,0,10,33.2,53.5,2016,12,8
+747,5.368,5.64,324125,46,640,1300,68.183,14.7,27,8,0,66,0,10,14.8,24.1,2016,12,11
+748,5.451,5.124,288885,36,340,950,70,25.7,33,17,0,24,0,0,23,46.5,2016,12,12
+749,3.443,3.998,297419,38,360,900,64.321,24.6,35.2,15,0,34,0,10,25.9,44.6,2016,12,13
+750,3.387,4.042,344684,39,310,940,63.312,14.2,19,9,0,55,0,10,22,33.5,2016,12,14
+751,3.874,4.638,343474,40,340,940,63.155,13.9,23,8,0,62,0,10,19.3,31.7,2016,12,15
+752,4.243,4.371,317555,42,340,760,61.051,13.3,21,5.6,0,50,0,10,20,40.7,2016,12,18
+753,3.538,4.019,289704,40,370,840,63.312,22.9,30,14,0,27,0,8.7,26.1,40.7,2016,12,19
+754,3.785,4.348,334202,40,420,840,63.155,16.4,23,10,0,54,0,10,17.6,29.4,2016,12,20
+755,4.185,4.718,325270,42,550,900,64.477,15.9,20,14,0,61,0,10,21.1,29.4,2016,12,21
+756,4.072,4.405,328625,41,320,950,63.091,16.6,27,12,0,69,0,10,16.5,29.4,2016,12,22
+757,4.073,4.073,296143,42,422.98,845.96,64.164,22.6,32,15,0,53,0,10,13.7,27.8,2016,12,23
+758,4.052,4.51,193270,58,422.98,845.96,63.664,19.4,27.2,17,0,79,0,9.7,12,24.1,2016,12,26
+759,3.256,3.949,198034,50,310,820,61.991,24.1,28,21,0,72,0,9.7,17,48.2,2016,12,27
+760,3.339,3.775,221962,41,540,910,62,30.2,38,26,0,44,0,0,30.9,68.3,2016,12,28
+761,3.727,4.063,249398,26,320,740,61.238,23.8,34,19,0,82,0,8,18,44.6,2016,12,29
+762,3.167,3.966,243256,30,422.98,845.96,63.683,21.2,30,16,0,63,0,10,16.5,27.8,2016,12,30
+763,3.775,4.088,248758,49,260,640,61.76,15.6,18,14,0,72,0,0,20.9,33.5,2017,1,2
+764,3.35,4.002,273805,50,320,790,62.16,17.4,26,15,0,70,0,0,15.4,27.8,2017,1,3
+765,6.518,13.246,315502,38,340,700,61.24,23.7,30,18,0,60,0,0,17.4,27.8,2017,1,4
+766,7.904,18.968,289960,42,330,820,63.169,23.1,33,16,0,60,0,0,15.7,31.7,2017,1,5
+767,7.92,13.169,234544,42,320,740,63.169,21.5,34,17,0,64,0,0,19.4,31.7,2017,1,8
+768,7.913,9.306,273650,39,330,770,62.16,19.5,24,17,0,71,0,0,11.7,18.3,2017,1,9
+769,7.895,6.691,289576,41,380,960,64.32,20.7,29,15,0,63,0,0,16.1,31.7,2017,1,10
+770,7.718,5.659,226540,39,340,830,54,17.9,26,11,0,63,0,0,16.7,37,2017,1,11
+771,7.582,6.369,221330,39,380,920,64.522,22.7,29,18,0,48,0,0,15.2,35.2,2017,1,12
+772,7.387,6.011,208333,49,400,780,62.019,16.7,22,12.7,0,64,0,0,10.7,25.9,2017,1,15
+773,7.477,6.474,210266,37,360,1000,65.374,26,34,19,0,34,0,0,14.3,29.4,2017,1,16
+774,4.182,5.151,257722,46,360,910,65.486,25.1,37.2,14,0,37,0,8.9,19.8,35.2,2017,1,17
+775,2.987,4.138,308029,50,420,1200,67.656,15.7,21,10,0,57,0,51.8,21.7,35.2,2017,1,18
+776,3.119,4.229,330675,37,520,1300,68.82,19.1,25,15,0,61,0,7.7,15.4,38.9,2017,1,19
+777,5.577,6.706,267534,51,270,720,63.393,23.6,31,19,0,58,0,0,13.3,37,2017,1,22
+778,6.693,5.424,258182,46,350,1000,62,26.1,36.4,18,0,45,0,0,21.5,37,2017,1,23
+779,5.975,5.579,307794,36,370,1100,67.656,17,23,10,0,56,0,0,20.9,35.2,2017,1,24
+780,7.04,6.513,290872,55,350,790,61.539,17.9,21.2,16,0,67,0,0,16.7,25.9,2017,1,26
+781,6.926,6.404,254138,55,480,1300,68.82,22.8,28,16,0,55,0,0,17.2,33.5,2017,1,29
+782,5.138,5.337,204002,47,350,820,62.384,21.7,30,15.6,0,55,0,51.8,21.9,51.9,2017,1,30
+783,3.724,4.601,278886,29,460,1000,63.838,17.5,22,12,0,54,0,0,16.1,27.8,2017,1,31
+784,3.624,4.609,285228,45,510,920,65.114,16.4,20.3,10,0,59,0,0,11.9,24.1,2017,2,1
+785,3.479,4.44,291341,47,510,910,65.114,18.2,25,13,0,60,0,0,13.3,31.7,2017,2,2
+786,4.518,5.269,255289,27,770,1300,68.82,25.3,30,19,0,66,0,8.2,20.6,31.7,2017,2,5
+787,5.945,5.635,283990,27,310,610,46,15.4,19,14.6,0,65,0,0,20.7,25.9,2017,2,6
+788,5.292,5.215,277078,38,360,930,64.412,20.3,28,15,0,68,0,0,12.8,42.4,2017,2,7
+789,3.021,4.03,295661,40,360,810,63.051,29.8,35,25,0,40,0,0,43.5,64.8,2017,2,8
+790,3.055,3.994,273697,39,350,670,63.326,22.7,37,16.9,0,71,0,0,19.1,57.6,2017,2,9
+791,5.635,6.172,237793,49,350,810,62.119,15,20,12.9,0,60,0,0,28.5,46.5,2017,2,12
+792,3.532,4.457,264397,45,370,800,62.374,16.2,21,13,0,70,0,0,20.9,35.2,2017,2,13
+793,3.558,4.448,325099,40,490,880,65.114,13.9,22,8,0,68,0,0,15.9,40.7,2017,2,14
+794,4.443,4.629,320327,36,360,920,64.958,22.5,32,16.8,0,46,0,0,21.1,44.6,2017,2,15
+795,4.283,4.488,288086,38,420,990,63.728,17.8,25,11,0,70,0,0,14.1,29.4,2017,2,16
+796,3.007,4.33,287587,42,460,1000,64.523,12.2,17,9,0,73,0,51.5,24.4,38.9,2017,2,19
+797,4.988,5.497,310907,35,330,750,61.396,14.3,21,8,0,62,0,0,19.6,40.7,2017,2,20
+798,4.326,5.284,366068,40,390,930,63.949,17.6,24,11,0,49,0,0,15.2,33.5,2017,2,21
+799,4.285,4.747,349201,41,370,840,66,23.7,33,13,0,34,0,0,23.7,48.2,2017,2,22
+800,5.032,5.844,323395,42,440,950,63.792,19.4,26,15,0,64,0,0,19.3,24.1,2017,2,23
+801,4.421,4.431,305186,46,300,760,61.757,21.6,29,14,0,53,0,0,14.8,44.6,2017,2,26
+802,4.615,5.428,304202,40,410,840,64.801,25.1,33,15,0,36,0,0,15.9,29.4,2017,2,28
+803,4.174,5.128,298728,39,390,1100,67.744,21.8,32.3,12,0,47,0,5.5,11.1,25.9,2017,3,1
+804,3.957,4.711,283244,36,520,940,65.59,20.7,26,17,0,73,0,9.7,18.5,27.8,2017,3,2
+805,3.923,4.222,258740,40,320,790,62.16,20.4,26,17,0,70,0,10,24.3,31.7,2017,3,5
+806,3.694,4.558,240628,38,440,910,64.477,19.1,27,11,0,60,0,10,20.4,37,2017,3,6
+807,4.533,4.342,329796,32,460,1100,67.544,19.3,27,11.8,0,54,0,0,13.7,27.8,2017,3,7
+808,3.36,4.816,256277,35,430,960,65.486,22.4,31,14,0,39,0,0,17,35.2,2017,3,8
+809,3.174,4.521,280493,38,160,1000,68,23.6,32,14,0,36,0,0,12,27.8,2017,3,9
+810,5.469,4.714,318664,29,422.98,845.96,63.728,20.6,27,15.8,0,68,0,10,10.9,22.2,2017,3,10
+811,3.166,3.348,242941,43,310,720,62.16,20.8,26,16,0,73,0,9.8,15.2,27.8,2017,3,13
+812,3.147,4.827,237300,40,550,960,66.354,25.9,32,20.8,0,43,0,0,18.5,40.7,2017,3,14
+813,5.436,6.533,262160,42,520,870,66.354,26.8,34,20,0,43,0,9.7,29.8,48.2,2017,3,15
+814,5.072,4.903,287993,50,600,910,65.59,17.9,23,13,0,66,0,10,20.7,31.7,2017,3,16
+815,4.711,4.894,292123,46,360,820,62.795,25.1,33,18.9,0,42,0,0,13.5,31.7,2017,3,19
+816,3.383,4.404,301248,42,330,850,69,21.9,28.3,18.7,0,83,0,8.4,11.9,29.4,2017,3,20
+817,3.949,4.245,305637,43,350,860,63.728,20.7,27,17,0,89,0,6.9,18.3,29.4,2017,3,21
+818,1.874,4.168,269781,44,440,960,64.412,17.3,21,14,0,83,0,10,23.9,37,2017,3,22
+819,4.805,4.036,271353,58,530,910,65.59,17.4,24,12,0,74,0,10,14.4,27.8,2017,3,23
+820,3.042,4.295,237360,50,520,1100,68.82,22.2,28,19,0,67,0,10,21.1,55.4,2017,3,26
+821,3.746,4.119,252600,41,370,780,62.628,17.1,31,10,0,67,0,9.8,21.9,61.1,2017,3,27
+822,3.172,4.191,250282,46,520,1100,68.82,18.4,24.1,12,0,53,0,10,14.6,27.8,2017,3,28
+823,3.853,4.08,261043,42,200,880,63.995,16.1,27,8,0,58,0,9.2,23.7,46.5,2017,3,29
+824,3.114,4.073,224420,41,420,830,63.995,12.3,18,9,0,67,0,10,17.2,33.5,2017,3,30
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+867,5.137,4.552,297041,42,330,820,60.7,9.4,15,5,0,73,0,10,11.5,22.2,2017,6,4
+868,4.107,4.847,279777,45,320,840,63.091,11.4,17,7.7,0,77,0,10,18.5,24.1,2017,6,5
+869,5.056,4.868,182092,44,310,780,61.285,9.2,12,5.8,0,77,0,10,15,37,2017,6,6
+870,4.141,4.658,281825,50,330,920,62.257,7.8,13,2.6,0,76,0,10,12.6,20.6,2017,6,7
+871,5.511,5.041,275958,48,360,930,63.136,9.5,15,7,0,86,0,9.3,11.7,27.8,2017,6,8
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+876,5.512,5.806,239807,40,370,920,63,11.1,17,6.6,0,76,0,10,18,24.1,2017,6,15
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+884,4.381,4.044,246730,48,370,960,58,8.6,10.2,7,0,77,0,10,20.6,27.8,2017,6,27
+885,4.346,4.845,285134,47,300,920,63.091,10.1,14,7.7,0,75,0,10,17.4,24.1,2017,6,28
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+888,5.134,5.889,315481,49,300,830,63.248,10.1,12,8,0,79,0,9.8,24.8,37,2017,7,3
+889,4.324,5.898,195683,37,240,860,63.664,12,16,9,0,75,0,1,18.5,25.9,2017,7,4
+890,4.756,4.74,313468,30,320,910,62.257,8.7,14,3,0,74,0,1,17.4,24.1,2017,7,5
+891,3.563,4.72,341903,48,320,920,63.248,9.4,14,7,0,73,0,1,23.9,35.2,2017,7,6
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+893,4.053,3.939,310785,45,310,860,62.303,9.9,15,4,0,72,0,1,14.3,27.8,2017,7,10
+894,4.298,4.112,322189,40,320,880,62.257,7,13,2,0,79,0,1,11.5,24.1,2017,7,11
+895,4.289,4.478,283526,51,340,970,62.414,9,14,5,0,68,0,1,25.7,61.1,2017,7,12
+896,4.778,4.481,348358,40,320,980,63.248,10.4,12,9,0,68,0,10,42.8,55.4,2017,7,13
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+898,4.444,4.89,275043,50,340,920,63.293,10.1,14,7,0,70,0,1,31.3,53.5,2017,7,17
+899,3.523,4.592,314661,50,340,1100,66.954,9.8,14,7,0,77,0,1,21.1,33.5,2017,7,18
+900,6.058,4.922,330698,44,340,880,62.414,8.5,11,5,0,83,0,9.5,25,37,2017,7,19
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+902,4.283,6.693,284274,46,270,790,60.728,9.2,14,4.8,0,79,0,9.8,19.1,38.9,2017,7,23
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+904,3.828,4.511,312083,43,350,1000,56,12.1,17,9,0,65,0,10,25.7,46.5,2017,7,25
+905,3.376,4.287,315783,36,290,920,62.414,8.3,15,4,0,79,0,10,20.6,37,2017,7,26
+906,5.025,4.619,324973,37,370,920,62.414,9.9,12,6,0,76,0,10,28.2,50,2017,7,27
+907,3.407,3.668,239882,40,220,830,63.052,9.6,17,3,0,62,0,1,16.3,35.2,2017,7,30
+908,4.242,4.646,288137,37,300,800,60.406,7.7,15,3,0,72,0,10,12,20.6,2017,7,31
+909,2.986,3.847,298435,37,270,870,62.257,7.4,14,2,0,78,0,6.8,8.3,14.8,2017,8,1
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+911,3.617,3.895,303115,43,320,900,62.257,6.8,8.1,4,0,93,0,5.1,7.8,14.8,2017,8,3
+912,3.732,3.903,282028,40,330,920,62.414,8.4,12,6,0,74,0,0,24.3,37,2017,8,6
+913,3.663,4.162,285242,37,320,820,60.563,7.7,12,5,0,82,0,0,21.7,35.2,2017,8,7
+914,3.712,4.098,284836,36,330,820,60.406,10.6,14.1,6,0,73,0,0,18.1,21.8,2017,8,8
+915,4.215,4.109,212253,38,360,800,62.023,12.3,16,10,0,69,0,0,45.9,74.1,2017,8,9
+916,5.005,3.566,312287,40,330,830,68,12.9,18,7.7,0,54,0,0,27.6,66.5,2017,8,10
+917,4.044,5.16,292451,34,300,750,61.591,13.9,18,11.6,0,52,0,0,39.4,53.5,2017,8,13
+918,4.164,5.036,264278,41,320,850,63.358,13.7,19,9,0,59,0,0,29.6,51.9,2017,8,14
+919,3.815,4.256,338322,41,350,900,63.248,13.9,17,9.7,0,70,0,0,27.6,55.4,2017,8,15
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+921,3.901,4.306,352555,31,340,870,62.479,9.3,15,5,0,67,0,0,26.5,46.5,2017,8,17
+922,3.783,4.241,320506,30,260,740,60.563,8.5,13,6,0,61,0,0,13.5,33.5,2017,8,20
+923,4.445,4.086,297794,93,320,800,60.735,8.3,12,4,0,71,0,0,20.6,21.8,2017,8,21
+924,4.013,4.607,325069,40,340,850,60,11.9,17,7,0,63,0,0,11,24.1,2017,8,22
+925,3.973,4.517,286574,32,350,880,62.414,9.4,17,4,0,74,0,9.7,18.9,33.5,2017,8,23
+926,4.582,4.219,315745,32,300,780,60.406,7.8,13.1,3,0,77,0,0,14.8,31.1,2017,8,24
+927,5.545,4.341,314119,27,250,660,58.769,5.8,9.2,3,0,80,0,0,18.3,46.5,2017,8,27
+928,4.123,5.25,288283,42,310,740,60.765,7.1,11,3,0,79,0,0,10.2,18.3,2017,8,28
+929,4.403,5.395,289394,42,330,820,60.572,8.8,12,4,0,70,0,0,11.9,24.1,2017,8,29
+930,4.579,4.552,306590,45,370,970,62.257,7,12,1,0,77,0,9.8,13.5,27.8,2017,8,30
+931,4.232,4.563,282173,30,360,950,62.849,7.7,14,2,0,66,0,0,14.1,29.4,2017,8,31
+932,4.54,4.604,281519,36,360,980,63.84,11.2,15,7,0,59,0,10,24.3,40.7,2017,9,3
+933,4.667,4.57,293503,40,460,1000,62.524,7.5,13,4.9,0,56,0,10,30.9,57.6,2017,9,4
+934,5.432,4.641,319247,36,380,930,70,7.8,13,4.8,0,65,0,9.7,29.8,50,2017,9,5
+935,4.573,5.237,254582,30,370,920,62.942,9.6,15,5,0,73,0,10,21.3,38.9,2017,9,6
+936,5.162,5.288,337212,42,420,1000,62.414,10.1,15,6.8,0,75,0,9.8,23.5,37,2017,9,7
+937,4.531,5.459,313190,38,330,830,63.312,11.4,16,8,0,63,0,10,21.5,53.5,2017,9,10
+938,4.261,4.805,326101,43,340,880,63.312,14.3,17,11,0,62,0,10,30.2,50,2017,9,11
+939,4.193,4.646,370055,48,340,940,63.248,14.7,20,9,0,72,0,10,19.1,33.5,2017,9,12
+940,4.188,4.488,304270,27,350,890,62.414,8.5,15,4,0,70,0,10,27.8,44.6,2017,9,13
+941,4.338,4.591,304934,31,480,910,64.477,11.3,14,9,0,67,0,10,22.6,37,2017,9,14
+942,3.815,4.661,321835,24,320,730,59.797,12.7,18,9,0,44,0,0,37,64.8,2017,9,17
+943,4.103,4.4,346073,32,360,920,63.312,13.4,21.2,7,0,49,0,10,31.9,61.1,2017,9,18
+944,3.282,4.161,371725,29,380,1300,67.019,9.3,14,4.9,0,64,0,10,20,35.2,2017,9,19
+945,4.46,4.562,236862,31,480,1100,68.183,14.1,19,11,0,53,0,0,32.8,55.4,2017,9,20
+946,4.314,4.16,301200,35,422.98,845.96,63.312,15.4,23,10,0,60,0,10,20.9,51.9,2017,9,21
+947,4.512,4.208,326495,41,380,860,63.312,14.3,19,9,0,53,0.25,9.2,29.1,57.6,2017,9,24
+948,4.11,5.036,262565,38,422.98,845.96,62.942,8.2,13.4,2,0,78,0,10,17,35.2,2017,9,25
+949,3.587,4.608,320429,40,422.98,845.96,63.312,11.5,16,8,0,56,0,10,10.6,37,2017,9,26
+950,4.898,4.362,339197,38,520,860,64.477,15.7,24,7.5,0,47,0,10,20.2,51.9,2017,9,27
+951,4.525,4.288,233792,46,422.98,845.96,63.84,13.2,17,9,0,52,0,10,25,40.7,2017,9,29
+952,4.324,5.333,283684,50,400,970,62.785,11.9,17,6,0,75,0,9.5,13.3,24.1,2017,10,1
+953,3.803,4.696,274785,45,450,1000,62.895,10.5,19,4,0,73,0,10,11.3,20.6,2017,10,2
+954,4.415,4.341,259801,44,330,900,66,13.3,23,5.5,0,60,0,10,13,24.1,2017,10,3
+955,3.418,4.512,303702,41,380,1000,63.155,20.6,26,17,0,38,0,0,19.5,29.4,2017,10,4
+956,4.603,4.335,343694,44,420,900,63.312,13.1,20,8.6,0,65,0,10,29.3,50,2017,10,5
+957,5.155,4.269,342413,44,320,840,63.312,18.3,25,13,0,66,0,9.8,35,64.5,2017,10,8
+958,4.931,4.901,341127,44,480,845.96,63.643,12.4,19.2,5,0,60,0,10,18.1,40.7,2017,10,9
+959,4.021,5.469,256975,41,480,920,64.953,14.2,20,7,0,49,0,10,15.4,55.4,2017,10,10
+960,4.792,4.816,375692,41,410,880,63.312,14.5,24,7.8,0,61,0,9.7,29.3,63,2017,10,11
+961,4.057,4.551,339797,38,320,790,60.758,13.9,18,5,0,56,0,10,18.1,35.2,2017,10,12
+962,3.729,4.736,298750,44,320,690,55,13.9,23,9,0,73,0,9,11.3,27.5,2017,10,15
+963,4.303,4.426,303516,41,330,900,63.312,20.3,28.1,12.5,0,51,0,0,18.7,38.9,2017,10,16
+964,4.036,4.349,334167,41,370,1000,63.312,21.5,30,12,0,37,0,0,24.6,51.9,2017,10,17
+965,4.179,4.285,279218,40,440,900,63.84,24.7,30,19,0,41,0,10,31.1,46.5,2017,10,18
+966,4.129,4.487,285873,48,350,930,62.942,14.9,25,5,0,73,0,9.7,19.1,38.9,2017,10,19
+967,4.144,4.352,314317,39,400,850,63.091,13.2,16,10,0,75,0,10,15.9,24.1,2017,10,22
+968,4.491,4.167,331802,34,420,850,63.091,14.5,20,9,0,70,0,10,10.2,27.5,2017,10,23
+969,3.267,4.355,293425,37,350,880,63.091,15.5,22,12.7,0,77,0,7.9,10.7,25.9,2017,10,24
+970,3.003,4.241,180460,35,360,770,61.668,13.9,17,11,0,82,0,92,15.4,25.9,2017,10,25
+971,4.127,4.407,304905,45,410,830,63.155,13.5,20,12,0,50,0,10,17.5,29.4,2017,10,26
+972,3.897,4.277,276256,47,340,860,63.84,17.6,28.3,7,0,42,0,9.3,32,57.6,2017,10,29
+973,4.046,4.245,277247,33,340,910,62.942,9.6,15.2,5,0,71,0,10,18.5,42.4,2017,10,30
+974,3.968,4.193,275270,50,320,780,62.032,13,16,11.6,0,66,0,10,16.7,25.9,2017,10,31
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+976,3.929,4.386,284899,50,470,1000,64.477,11.3,15,8,0,72,0,0,14.1,33.5,2017,11,2
+977,3.049,4.039,237365,52,330,850,63.729,12.1,18,8,0,59,0,0,18.3,29.4,2017,11,5
+978,4.55,3.963,224424,78,330,810,62.547,12.3,15,8.7,0,54,0,0,21.5,33.5,2017,11,7
+979,3.678,3.925,212952,53,460,960,63.774,12.8,18,8,0,71,0,0,11.9,24.1,2017,11,8
+980,5.485,4.036,230159,52,400,940,63.729,15.3,22,10,0,67,0,9.8,13.5,25.9,2017,11,9
+981,4.606,4.211,265386,36,330,950,63.683,19.1,27,11,0,61,0,8.7,13.1,27.8,2017,11,12
+982,4.37,5.706,270370,46,550,1100,68.183,25.4,33,17,0,34,0,0,22,51.9,2017,11,13
+983,4.212,4.506,263309,41,480,1000,65.717,27.6,34,22,0,27,0,0,30.6,51.9,2017,11,14
+984,3.82,5.062,302874,42,440,890,58,21.2,31,16.5,0,62,0,6.8,18.3,51.9,2017,11,15
+985,4.704,4.314,320313,38,350,860,63.091,18.3,23,15,0,83,0,0,14.4,25.9,2017,11,16
+986,3.238,4.197,262783,41,340,900,63.84,21.7,28.1,14.6,0,57,0,0,19.3,37,2017,11,19
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+988,3.926,4.258,283348,45,360,1100,67.315,25.1,32,16,0,38,0,0,17,35.2,2017,11,21
+989,3.001,4.231,275802,38,430,940,64.849,23.6,32.4,12,0,33,0,0,16.9,38.9,2017,11,22
+990,4.186,4.444,292177,43,380,890,64.321,24.8,33.1,16,0,39,0,0,19.1,40.7,2017,11,23
+991,2.759,4.161,285816,49,300,870,63.619,19.8,27.5,15,0,78,0.25,8.4,14.8,31.7,2017,11,26
+992,5.087,4.317,284670,50,430,840,53,16.3,22,11,0,73,0,0,14.6,29.4,2017,11,27
+993,4.351,4.398,293724,42,350,890,63.312,24.7,30,18,0,53,0,0,18,44.6,2017,11,28
+994,3.883,4.154,323670,42,360,950,64.321,28.7,35,21,0,37,0,0,23.5,48.2,2017,11,29
+995,3.761,4.253,357342,45,470,1100,68.183,25.7,35.1,20,0,53,0,0,23.2,40.7,2017,11,30
+996,3.935,4.081,328661,13,140,360,53.053,13,15.2,11,0,77,0,9,22.2,37,2017,12,3
+997,3.499,4.366,303007,29,280,590,54.531,13.3,17,10,0,76,0,10,16.5,31.7,2017,12,4
+998,3.921,4.201,352520,29,340,840,63.091,16.5,22,12,0,72,0,10,15.6,31.7,2017,12,5
+999,5.019,4.169,367629,39,350,740,61.533,15.3,22,9.7,0,72,0,10,12.8,25.9,2017,12,6
+1000,5.735,3.977,364181,30,290,650,61.24,15.3,23,9,0,71,0,9.3,17,27.8,2017,12,7
+1001,6.099,9.41,393338,38,360,770,61.24,17.6,23,13,0,67,0,10,14.6,25.9,2017,12,10
+1002,6.015,11.354,331550,33,270,710,54,17.5,21,15,0,64,0,10,15.7,25.9,2017,12,11
+1003,6.007,9.082,350111,35,610,900,65.241,20.8,31,13,0,53,0,10,16.9,38.9,2017,12,12
+1004,5.941,8.745,344578,46,350,820,62.894,28.8,37,20.5,0,23,0,0,24.3,44.6,2017,12,13
+1005,5.059,7.54,341039,36,300,780,61.24,18,24,13,0,65,0,10,17,29.4,2017,12,14
+1006,4.767,6.202,330513,36,340,820,61.24,19.8,25,15,0,72,0,10,14.8,22.2,2017,12,17
+1007,4.758,5.225,319609,32,420,890,64.321,28.7,33,25,0,31,0,0,17,37,2017,12,18
+1008,4.757,5.219,316913,27,360,860,64.321,22.6,38,15,0,56,0,10,22.4,55.4,2017,12,19
+1009,4.67,5.184,322943,27,330,800,59.702,16.2,24,10,0,64,0,10,17.8,33.5,2017,12,20
+1010,4.521,4.697,315431,36,300,860,63.683,18.1,24.1,12,0,63,0,10,12.8,27.8,2017,12,21
+1011,5.411,4.881,269519,37,422.98,845.96,64.849,21.3,31,14,0,47,0,9.3,17.4,33.5,2017,12,23
+1012,4.099,5.369,269727,46,490,810,63.04,23.9,30,17,0,45,0,0,23.2,51.9,2017,12,26
+1013,3.863,4.927,295216,27,290,570,47,28.6,34,23,0,35,0,10,22.2,40.7,2017,12,27
+1014,4.348,4.393,272602,28,290,680,61.192,21.8,32,18,0,70,0,9.8,14.4,38.9,2017,12,28
+1015,4.77,4.176,261361,29,422.98,845.96,63.775,18.2,24,13,0,83,0,9.5,12.6,35.2,2017,12,29
+1016,3.952,4.995,294830,33,280,770,61.866,19.3,26,16,0,59,0,10,17.2,31.7,2018,1,1
+1017,3.683,4.721,264043,35,320,750,61.866,17.2,23,11,0,62,0,10,20.9,31.7,2018,1,2
+1018,3.666,4.322,228976,45,500,880,65.59,17.2,22,12,0,58,0,10,16.3,27.8,2018,1,3
+1019,4.748,3.857,240676,46,670,940,65.59,18.4,24,12,0,65,0,10,12.2,25.9,2018,1,4
+1020,4.083,4.434,281666,39,410,1100,67.486,18.2,21,16,0,74,0,10,13.7,22.2,2018,1,7
+1021,3.66,4.897,263358,47,340,900,64.32,18.7,23,14,0,66,0,10,16.3,24.1,2018,1,8
+1022,3.597,4.263,247567,44,540,970,65.59,17,22,12,0,61,0,10,23.5,35.2,2018,1,9
+1023,5.034,4.023,200216,29,530,890,56,19.7,28,13.9,0,58,0,0,11.9,20.6,2018,1,10
+1024,4.405,4.066,266754,37,360,920,65.486,29.6,35,25,0,26,0,10,22.4,46.5,2018,1,11
+1025,4.091,5.283,219748,32,270,650,61.668,15.9,19,13,0,62,0,9.8,21.1,31.7,2018,1,14
+1026,4.701,4.745,291562,40,330,1100,67.591,16.4,21,11,0,72,0,10,19.1,33.5,2018,1,15
+1027,3.927,4.764,232473,47,340,950,64.32,18.5,26,11,0,59,0,10,16.5,31.7,2018,1,16
+1028,3.747,4.695,243517,38,580,930,66.354,23.6,32,15.5,0,36,0,0,18,42.4,2018,1,17
+1029,4.77,4.3,255588,50,490,990,66.354,32,39,22,0,16,0,0,25.2,46.5,2018,1,18
+1030,6.02,4.029,241014,56,300,780,62.195,23.9,29,18.8,0,68,0,6.9,10.7,20.6,2018,1,21
+1031,5.325,6.195,227807,36,300,790,56,20.6,26,17,0,66,0,10,17.2,29.4,2018,1,22
+1032,4.198,5.502,251943,37,370,910,64.32,19.1,25,13,0,65,0,10,15,29.4,2018,1,23
+1033,4.092,5.355,262035,45,420,920,64.32,20,25,16,0,67,0,10,15.4,27.8,2018,1,24
+1034,4.118,4.419,255015,30,422.98,845.96,65.265,22.9,31,20,0,82,0,5.6,12.8,31.7,2018,1,26
+1035,3.937,4.301,246633,35,350,750,63.227,32.1,38,26.9,0,39,0,0,35.7,57.6,2018,1,28
+1036,4.07,4.142,311694,33,290,810,62.405,21.3,33,14,0,76,0,6.9,23.3,53.5,2018,1,29
+1037,4.132,4.196,315479,20,230,550,53.053,15.3,19,12,0,60,0,10,26.5,38.9,2018,1,30
+1038,3.657,4.174,300483,30,330,810,61.591,14.6,19,9,0,52,0,9.8,26.1,38.9,2018,1,31
+1039,3.006,4.702,307393,49,370,820,61.748,17.3,22,13,0,60,0,10,19.6,37,2018,2,1
+1040,5.868,4.204,281575,44,360,820,62.218,20.8,27,15,0,61,0,10,13.1,24.1,2018,2,4
+1041,4.663,4.444,254419,37,400,800,65,21.1,27,16,0,65,0,10,14.4,25.9,2018,2,5
+1042,6.044,5.409,256599,34,490,920,66.354,23.3,31,15.6,0,56,0,0,13.5,35.2,2018,2,6
+1043,5.547,9.911,198060,31,360,850,65.531,28.1,37,20,0,37,0,0,18.1,33.5,2018,2,7
+1044,5.054,8.081,283600,51,340,890,63.728,22.8,29,19,0,68,0,10,15.2,29.4,2018,2,8
+1045,5.311,6.128,267864,45,610,880,65.59,17.4,22,14.7,0,54,0,10,21.1,33.5,2018,2,11
+1046,4.067,5.761,248735,47,640,1700,68.82,17.6,23,11,0,59,0,10,13.3,24.1,2018,2,12
+1047,4.188,5.629,229126,40,400,1000,64.477,23.8,29.4,17,0,33,0,10,19.8,57.6,2018,2,13
+1048,4.381,5.039,314438,41,550,1000,65.114,16.8,24,9.7,0,40,0,0,23.5,51.9,2018,2,14
+1049,5.264,5.003,300011,39,600,990,65.114,18.7,23.3,13,0,54,0,10,18.7,29.4,2018,2,15
+1050,4.438,4.591,264966,48,340,910,64.256,19.7,26,17,0,72,0,10,19.4,27.8,2018,2,18
+1051,5.71,4.729,272804,50,640,1200,68.82,18.3,26,11.7,0,68,0,10,23.7,44.6,2018,2,19
+1052,5.895,4.658,319073,43,490,920,65.114,21.3,29,14,0,48,0,10,18.5,55.4,2018,2,20
+1053,4.339,7.958,314252,39,350,1100,65,23.1,29,18.7,0,46,0,0,16.7,53.5,2018,2,21
+1054,3.891,5.295,299886,41,330,1100,67.499,23.8,28,19.8,0,60,0,10,11.9,27.8,2018,2,22
+1055,4.05,4.402,301713,50,350,910,63.949,15.4,19,10.7,0,66,0,10,26.1,38.9,2018,2,25
+1056,4.961,4.474,310462,43,310,950,63.949,19.6,26,12.7,0,57,0,0,17,44.6,2018,2,26
+1057,3.551,4.63,288529,38,340,780,62.6,25.2,31,19,0,33,0,0,28.3,55.4,2018,2,27
+1058,5.497,4.406,279514,38,340,900,64.958,20.3,31,15,0,50,0,10,28.5,46.5,2018,2,28
+1059,7.384,3.997,346468,38,340,800,61.24,17.2,21,14.6,0,73,0,10,17,29.4,2018,3,1
+1060,6.032,14.551,318847,46,360,1000,63.792,16.6,21,13,0,55,0,10,19.8,29.4,2018,3,4
+1061,6.625,12.652,294423,38,260,740,60,16.1,20,10.5,0,60,0,10,25.4,35.2,2018,3,5
+1062,6.399,8.021,340930,45,370,980,63.792,18.3,26,11,0,56,0,0,14.1,29.4,2018,3,6
+1063,0.143,6.693,253080,40,360,860,63.995,21.7,30,13.7,0,46,0,0,18.1,33.5,2018,3,7
+1064,0.028,5.869,339219,38,380,940,64.801,21.6,31,12,0,46,0,0,14.3,27.8,2018,3,8
+1065,2.331,4.522,332643,48,422.98,845.96,64.801,21.9,31,13,0,42,0,0,14.3,25.9,2018,3,9
+1066,2.013,4.192,320902,43,340,860,63.949,16.6,20,13,0,64,0,10,21.1,33.5,2018,3,12
+1067,2.056,4.181,297998,38,330,810,61.24,16.7,21.3,13,0,64,0,10,15.7,29.4,2018,3,13
+1068,4.443,4.146,312583,39,360,800,61.591,16.9,22,13,0,65,0,10,11.7,22.2,2018,3,14
+1069,7.102,4.751,284939,68,350,840,63.728,15.8,21,11,0,69,0,10,13.9,25.9,2018,3,15
+1070,6.607,4.805,303374,49,360,890,63.949,16.8,22,11,0,34,0,10,26.7,53.5,2018,3,18
+1071,6.809,5.435,280064,43,310,760,61.728,19.4,28,14.7,0,52,0,10,18.9,31.7,2018,3,19
+1072,5.589,5.339,323207,52,540,1500,68.82,14.1,18,9,0,55,0,10,26.3,40.7,2018,3,20
+1073,7.695,5.607,256047,45,400,1200,78,16.8,26,10,0,56,0,0,12.6,27.8,2018,3,21
+1074,5.749,7.645,299212,47,510,1300,68.82,21.1,28,15,0,42,0,0,17.8,42.4,2018,3,22
+1075,5.438,6.917,326326,38,600,960,65.114,16,25,9,0,50,0,9.3,32,44.6,2018,3,25
+1076,5,5.122,386087,43,350,940,63.949,12.7,19,7.9,0,65,0,10,23.7,40.7,2018,3,26
+1077,5.05,5.755,383882,40,340,960,63.949,19.1,23,15.6,0,38,0,0,30.4,53.5,2018,3,27
+1078,4.303,5.38,385023,46,340,920,63.949,20.2,30,15,0,54,0,10,16.9,35.2,2018,3,28
+1079,4.026,4.686,304303,41,422.98,845.96,63.792,16.9,24,11,0,64,0,10,14.3,27.8,2018,3,30
+1080,4.742,4.535,316841,49,340,890,63,16.2,21,11,0,66,0,10,14.3,24.1,2018,4,2
+1081,4.662,4.602,345170,51,330,930,63.792,15.8,20,12,0,66,0,10,10.4,18.3,2018,4,3
+1082,3.057,4.841,361080,43,360,1100,67.434,16.2,23,12,0,72,0,10,10.6,22.2,2018,4,4
+1083,4.95,4.885,373131,46,360,1000,63.728,15.6,20,12,0,73,0,10,9.8,22.2,2018,4,5
+1084,4.661,4.14,343579,50,330,880,63.949,21.9,30.1,12.7,0,38,0,0,17.8,46.5,2018,4,8
+1085,3.026,5.372,335682,38,370,1100,67.656,19.3,26,13,0,56,0,10,15,53.5,2018,4,9
+1086,4.406,4.266,329495,39,422.98,845.96,63.949,22.7,28,17,0,44,0,10,22.8,38.9,2018,4,10
+1087,4.034,4.125,224909,49,370,920,64.522,21.4,30,15.4,1010.5,53,0.25,11.6,16.7,35,2018,4,11
+1088,5.863,4.225,302386,35,460,1100,67.544,17.6,28,10,0,54,0,10,16.7,27.8,2018,4,12
+1089,4.848,8.777,269376,39,310,840,64.412,16.5,20,14.8,0,70,0,10,23.2,44.6,2018,4,15
+1090,4.499,6.299,218684,41,300,980,63.995,14.8,22,11,0,62,0,10,24.3,40.7,2018,4,16
+1091,3.961,5.247,168264,50,350,940,62.94,10.1,16,3.7,0,68,0,10,13.7,25.9,2018,4,17
+1092,3.035,4.69,173441,34,710,1500,77,14.3,23.2,9,0,63,0,0,13.5,29.4,2018,4,18
+1093,4.166,4.217,179307,43,410,990,63.838,14,24,7,0,60,0,9.8,11.3,22.2,2018,4,19
+1094,3.032,3.982,180832,46,320,810,61.504,14.7,23,7.8,0,80,0,6,8.5,16.5,2018,4,22
+1095,3.049,3.78,303770,43,360,880,63.949,21.6,28,14,0,35,0,0,28.2,46.5,2018,4,23
+1096,4.402,3.494,302053,52,370,870,63.728,14.9,21,9,0,71,0,10,13,22.2,2018,4,25
+1097,3.039,4.384,319048,39,460,940,63.838,12.8,18,8,0,71,0,10,13.1,27.8,2018,4,26
+1098,3.398,4.035,263403,44,340,710,62.032,12.2,18,8,0,81,0,10,12,24.1,2018,4,29
+1099,3.065,3.979,306663,40,340,820,60.766,12.6,20,6,0,57,0,10,13,24.1,2018,4,30
+1100,3.709,3.74,319098,40,310,850,54,17.9,23,13,0,32,0,0,22.6,35.2,2018,5,1
+1101,4.915,3.684,313327,40,350,670,61.885,15.1,23,14.6,0,40,0,0,27.4,48.2,2018,5,2
+1102,3.73,4.255,288646,45,490,880,65.114,17.2,25,10,0,48,2.03,9.7,25.9,50,2018,5,3
+1103,3.821,4.899,302958,50,350,1100,67.656,14.9,20.1,10,0,60,0,10,18.5,46.5,2018,5,6
+1104,4.228,4.14,296588,46,350,1000,63.949,15.6,19,11,0,53,0,10,22,37,2018,5,7
+1105,4.043,3.954,291266,50,490,1200,68.82,11.5,15,7,0,70,0,10,13.9,24.1,2018,5,8
+1106,3.082,4.653,330347,39,500,1300,68.82,12.9,15,6.5,0,60,0,9.2,21.5,35.2,2018,5,9
+1107,3.087,3.927,370243,43,340,950,61.118,5.5,12,6,0,77,0,5.5,24.5,46.2,2018,5,10
+1108,4.354,3.758,236521,50,300,790,60.994,11.1,16,6,0,54,0,9,15,27.8,2018,5,13
+1109,3.058,3.816,260440,18,350,850,62.94,11.3,15,5,0,79,0,10,10.7,18.3,2018,5,14
+1110,4.155,4.301,269052,29,340,920,68,10.1,14,7,0,50,1.02,9.5,15.9,35.2,2018,5,15
+1111,3.062,4.19,262713,41,360,900,64.32,10.7,13,9,0,67,0,10,14.3,20.6,2018,5,16
+1112,3.074,3.741,268245,50,360,960,64.256,12.7,14,11,0,79,0,10,14.4,27.5,2018,5,17
+1113,4.045,3.675,309405,40,340,770,61.533,13.5,16,10,0,77,0,9.7,21.5,31.7,2018,5,20
+1114,3.028,3.745,293593,42,380,790,61.69,13.3,15,11.8,0,76,0,10,22,31.7,2018,5,21
+1115,3.68,3.884,311403,36,350,1000,63.792,12.9,16,10,0,56,0,9.7,18.1,31.7,2018,5,22
+1116,3.841,3.679,232384,35,340,930,64.301,12.7,14,11.7,0,74,0,10,16.3,27.5,2018,5,23
+1117,2.961,3.966,342567,41,350,1100,67.434,12.4,15.1,10,0,73,0,10,12.2,25.9,2018,5,24
+1118,2.972,3.864,296912,50,260,720,49,15.8,20,13.6,0,57,0,10,31.7,44.6,2018,5,27
+1119,3.658,3.709,304357,48,310,810,61.757,15.9,21,12,0,54,0,10,34.5,46.5,2018,5,28
+1120,2.953,3.639,270284,45,320,920,63.643,10.7,16,5,0,66,0,10,16.1,37,2018,5,29
+1121,3.968,3.675,255398,40,370,970,63.532,11.1,15,5,0,66,0,10,22.5,29.4,2018,5,30
+1122,2.963,3.609,271012,27,340,900,62.94,7.8,14,3,0,75,0,10,13.7,31.7,2018,5,31
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+1124,3.688,3.925,259956,31,430,1100,66.849,10.8,14.1,8.8,0,85,0,9.7,10.4,16.5,2018,6,4
+1125,3.513,4.175,276357,27,430,980,63.091,11.3,15,7,0,81,0,10,10,16.5,2018,6,5
+1126,4.182,3.957,293012,34,390,1000,63.312,12.8,18,7,0,61,0,10,21.3,46.5,2018,6,6
+1127,2.974,3.857,255255,35,430,1200,67.07,14.2,16,12,0,61,0,10,36.3,57.6,2018,6,7
+1128,3.485,3.788,238215,38,422.98,845.96,63.775,11.4,13,9,0,86,0,10,19.1,37,2018,6,8
+1129,3.539,3.677,227780,41,330,910,63.821,12.6,16,10,0,70,0,10,36.3,48.2,2018,6,11
+1130,2.987,3.838,176208,34,330,930,63.821,11.3,15,7,0,73,0,10,21.7,38.9,2018,6,12
+1131,3.053,4.057,328442,31,300,1100,66.954,9.6,13,7,0,77,0,10,22.6,35.2,2018,6,13
+1132,4.417,3.852,360953,29,410,800,52,11,13,9,0,68,0,10,31.9,55.4,2018,6,14
+1133,2.985,3.162,312384,23,240,560,53.295,9.3,12,8,0,93,0,8.7,26.1,44.6,2018,6,17
+1134,3.522,4.009,337634,29,300,720,60.406,6.3,11,1.9,0,89,0,9.5,10.2,20.6,2018,6,18
+1135,3.691,3.94,295037,42,340,790,60.7,7.4,13,3,0,76,0,10,13,29.4,2018,6,19
+1136,3.555,3.663,334475,38,320,780,60.406,8,14,3,0,75,0,10,18.9,29.4,2018,6,20
+1137,3.017,3.801,280133,33,320,970,62.257,8,15,3,0,71,0,10,13.9,22.2,2018,6,21
+1138,3.674,3.864,267323,35,320,790,61.033,9.1,12,6,0,67,0,10,12.2,24.1,2018,6,24
+1139,3.038,3.727,241117,30,340,1000,63.136,9.6,12,8,0,80,0,10,4.3,13,2018,6,25
+1140,3.798,3.698,241714,45,450,790,56,7.8,14,3,0,86,0,7.4,8,14.8,2018,6,26
+1141,3.889,3.726,274864,46,560,1000,63.643,6.8,13,2.5,0,88,0,4.2,7,13,2018,6,27
+1142,3.048,4.255,258832,38,550,890,64.12,8.2,10,5,0,88,0,9.2,14.3,35.2,2018,6,28
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+1144,4.54,4.004,196853,41,360,1100,67.115,9.1,14,6,0,67,0,10,29.1,57.6,2018,7,2
+1145,1.743,3.106,222667,38,420,1000,62.987,10.8,14,5.4,0,68,0,10,38.7,53.5,2018,7,3
+1146,5.076,4.353,219809,32,500,1100,68.183,12.9,16,9.1,0,62,0,10,49.1,63,2018,7,4
+1147,2.989,3.657,225159,47,590,1200,68.183,14.4,18,9,0,57,0,10,30,53.5,2018,7,5
+1148,3.725,3.851,259038,53,320,820,65,10.5,13,8,0,77,0,9.5,27,44.6,2018,7,8
+1149,2.981,3.788,257045,54,290,930,62.303,9.6,13,6,0,73,0,10,15.4,27.8,2018,7,9
+1150,3.863,3.785,263663,54,270,920,62.524,8.1,11,4.9,0,66,0,10,15.9,40.7,2018,7,10
+1151,6.021,3.87,249311,52,350,960,62.987,6.7,10,2.7,0,76,0,10,14.6,38.9,2018,7,11
+1152,5.055,3.977,261481,52,330,930,62.849,7.9,12,6,0,55,0,10,9.6,13,2018,7,12
+1153,3.558,6.92,210059,53,320,850,63.052,8.5,12,6,0,60,0,10,40.2,53.5,2018,7,15
+1154,5.485,4.721,239570,46,330,830,63.052,9,13,6,0,61,0,10,37.2,51.9,2018,7,16
+1155,3.1,4.287,241046,49,330,850,62.524,9.1,16,5,0,66,0,9.5,35.7,63,2018,7,17
+1156,6.215,5.224,243416,49,310,1000,63.006,10.2,14,6.7,0,57,0,10,33.2,51.9,2018,7,18
+1157,5.844,4.032,267608,44,350,1100,67.07,9.3,17,5,0,66,0,10,20.7,40.7,2018,7,19
+1158,3.622,6.751,227613,49,280,850,63.052,9,13,6,0,55,0,10,36.5,63,2018,7,22
+1159,4.117,5.459,286788,47,320,940,63.84,9.3,13,7,0,65,0,10,41.1,66.5,2018,7,23
+1160,3.513,4.107,362730,26,320,1000,63,10.1,16,6,0,74,0,10,27.5,53.5,2018,7,24
+1161,3.391,4.077,309158,40,330,820,60.728,10.2,14,5,0,78,0,10,24.6,37,2018,7,26
+1162,3.954,4.09,309731,35,290,770,60.563,9,14,6.5,0,69,0,10,25.7,50,2018,7,29
+1163,3.019,3.896,289943,35,320,820,60.563,9.4,12,6,0,65,0,10,30.4,51.9,2018,7,30
+1164,3.65,3.777,260510,35,330,1000,63.885,10.7,15,7,0,66,0,9.7,22.6,38.9,2018,7,31
+1165,3.61,3.873,285437,36,340,890,62.942,9.2,15,4,0,70,0,10,15.4,35.2,2018,8,1
+1166,3.385,3.691,297410,40,360,930,63.312,11.4,15,8,0,56,0,10,35.9,66.5,2018,8,2
+1167,3.917,4.087,251865,42,330,820,62.512,12.3,16,7.6,0,50,0,10,34.8,51.9,2018,8,5
+1168,4.433,3.827,331653,50,360,1100,67.019,8.5,13,5,0,65,0,10,23.5,35.2,2018,8,6
+1169,3.654,3.921,325329,44,360,900,63.312,10.9,13,9,0,61,0,10,32.4,48.2,2018,8,7
+1170,3.871,4.452,202616,40,422.98,845.96,62.83,8.7,16,3,0,74,0,10,20.7,31.7,2018,8,8
+1171,3.617,4.151,263932,47,340,890,61,10.4,13,8.5,0,62,0,10,38.2,63,2018,8,9
+1172,3.046,4.136,343442,37,310,790,61.396,11.3,14,9.9,0,63,0,10,22.2,35.2,2018,8,12
+1173,4.157,4.079,351710,37,300,1000,63.248,10.8,15,6.9,0,71,0,10,22.2,35.2,2018,8,13
+1174,4.318,3.989,344121,45,330,950,63.312,13.5,16,11,0,51,0,10,40.4,53.5,2018,8,14
+1175,3.442,3.585,325419,40,360,1100,67.019,11.1,18,5,0,56,0,10,24.3,46.5,2018,8,15
+1176,3.521,4.765,299944,37,430,990,62.322,9.3,14,6,0,61,0,10,19.1,29.4,2018,8,16
+1177,3.602,3.946,272606,29,290,670,60.662,6.8,12,4,0,76,0,10,24.1,46.5,2018,8,19
+1178,3.582,3.837,251888,29,280,760,60.406,8.9,11,6,0,73,0,9.8,20.6,31.7,2018,8,20
+1179,4.401,3.962,252906,41,350,810,55,8.8,12,6,0,79,0,9.8,15,24.1,2018,8,21
+1180,3.025,3.972,349091,41,380,970,62.257,9.1,13,4,0,69,0,10,14.1,24.1,2018,8,22
+1181,3.041,3.952,343612,36,390,1100,66.862,9.7,16,2,0,64,0,10,13.1,20.6,2018,8,23
+1182,4.204,3.889,288798,47,290,850,62.414,8.7,14,3,0,77,0,9.8,13.7,33.5,2018,8,26
+1183,2.959,3.867,256927,41,340,940,60.897,6.2,12,0,0,71,0,10,14.6,31.7,2018,8,27
+1184,3.719,3.864,308827,50,410,1100,64.864,4.7,11,-2,0,68,0,10,10.2,18.3,2018,8,28
+1185,3.538,3.893,321713,48,350,1000,62.479,8.5,14,3,0,50,0,10,17.6,42.4,2018,8,29
+1186,3.03,3.968,322896,38,330,990,63.312,11.1,14,7,0,41,0,10,29.4,51.9,2018,8,30
+1187,3.023,3.837,283637,42,360,950,62.257,7.3,12,3,0,77,0,10,12.8,27.8,2018,9,2
+1188,3.046,3.968,279421,43,360,1200,66.797,7.3,13,2,0,73,0,10,13,22.2,2018,9,3
+1189,4.503,3.809,308352,40,370,1100,68,11.7,18,5,0,57,0,10,16.5,38.9,2018,9,4
+1190,3.001,3.177,306308,39,350,990,63.312,14.4,18.3,9,0,54,0,10,28.3,46.5,2018,9,5
+1191,3.018,4.566,312529,36,390,980,62.414,12.4,19,5.8,0,71,0,10,23.2,50,2018,9,6
+1192,3.032,3.837,282721,45,370,860,63.84,13.9,18,10,0,66,0,10,18.5,40.7,2018,9,9
+1193,3.034,3.433,266473,37,320,1100,67.005,13.7,18,10,0,71,0,10,16.5,55.4,2018,9,10
+1194,4.068,3.334,286478,39,350,990,63.84,17.1,23.1,7.9,0,43,0,10,30.2,55.4,2018,9,11
+1195,3.549,3.944,180103,36,300,890,62.895,11.5,18,6,0,50,0,0,17.8,27.8,2018,9,12
+1196,3.037,3.906,329608,28,320,880,63.312,13.3,19,8,0,50,0,0,23.3,40.7,2018,9,13
+1197,3.914,3.849,194980,36,360,740,61.033,8.7,14,3,0,60,0,13.7,19.1,29.4,2018,9,16
+1198,3.011,3.996,286556,32,340,970,63.312,13.6,16,12,0,40,0,0,33.3,42.4,2018,9,17
+1199,3.873,3.894,314730,37,380,1100,66.797,8.4,12,5,0,79,0,10,12.4,25.9,2018,9,18
+1200,3.38,3.943,299107,35,422.98,845.96,62.414,8.4,15,3,0,68,3.3,11.6,15.7,42.4,2018,9,19
+1201,3.514,3.916,289956,36,350,990,62,10.7,16.7,2.3,1022,61,0,15.8,12.8,18.3,2018,9,20
+1202,3.549,3.79,309039,39,380,980,62.479,8.6,12,4,0,65,0,10,20.4,33.5,2018,9,23
+1203,3,3.822,315225,48,340,920,63.091,9.7,11,9,0,77,0,10,18.9,22.2,2018,9,24
+1204,3.568,3.859,296995,35,360,980,62.257,7.8,14,3,0,71,0,10,15.2,27.8,2018,9,25
+1205,3.684,3.673,306442,41,360,910,63.312,12.9,19,7,0,45,0,0,18.3,55.4,2018,9,26
+1206,4.49,3.972,270158,39,422.98,845.96,62.942,8.3,15,3,0,71,0.51,10,20.4,35.2,2018,9,28
+1207,3.728,4.112,270662,44,300,790,60.671,9.6,16.4,3,0,66,0,10,12.4,25.9,2018,9,30
+1208,1.516,4.315,262951,35,300,830,62.849,15.5,23,3.1,0,41,0,0,12.6,25.9,2018,10,1
+1209,4.69,4.451,267439,44,410,1000,63,20.3,25.9,10.3,0,35,0,10,22.2,38.9,2018,10,2
+1210,6.069,8.48,202227,41,310,1100,66.958,12.7,17,10,0,63,0,10,20.9,29.4,2018,10,3
+1211,5.596,8.186,285451,40,260,900,62.257,10.9,15.2,5.8,0,70,0,10,17.2,29.4,2018,10,4
+1212,4.194,5.859,294926,36,360,900,63.155,17.6,25,11,0,49,0,0,10.6,25.9,2018,10,7
+1213,4.422,4.741,301067,35,340,845.96,63.155,19.7,27,14,0,47,0,10,8,24.1,2018,10,8
+1214,4.321,4.909,283531,44,370,960,63.248,12.2,16,9,0,81,0,10,23.3,38.9,2018,10,9
+1215,3.161,5.003,158404,46,340,920,63.052,9.9,16.1,3.6,0,63,0,10,25,42.4,2018,10,10
+1216,6.998,4.442,245403,38,330,870,62.895,12.5,19.5,6,0,63,0,0,13.9,27.8,2018,10,11
+1217,7.119,3.81,283352,43,320,780,70,21.4,27,10.2,0,43,0,10,29.6,46.5,2018,10,14
+1218,6.041,7.749,261013,49,340,1200,67.07,23.4,27,18,0,40,0,10,34.6,48.2,2018,10,15
+1219,5.093,9.105,323494,47,350,960,63.248,17.3,22.2,14.7,0,79,0,10,25,42.4,2018,10,16
+1220,5.044,5.83,222837,45,340,850,63.885,17,21,13.8,0,67,2.29,10,19.8,33.5,2018,10,17
+1221,3.88,5.686,303182,41,340,880,63.248,15.9,21.3,10,0,68,0.25,10,19.4,42.4,2018,10,18
+1222,4.044,5.362,333262,45,340,820,60.856,13.7,21,6.4,0,60,0,10,16.3,46.5,2018,10,21
+1223,3.031,4.915,322831,31,370,940,63.312,18.2,27,7.7,0,47,0,10,25,46.5,2018,10,22
+1224,3.881,4.774,293890,43,350,1100,67.019,11.4,21.1,5,0,67,0,10.8,18.7,33.5,2018,10,23
+1225,4.19,4.624,219686,42,310,1200,66.958,10.7,16.6,4.7,0,63,0,10,18.1,29.4,2018,10,24
+1226,4.443,4.311,341987,42,350,1000,62.479,12.7,22.3,4.8,0,59,0,10,14.3,33.5,2018,10,25
+1227,5.387,4.783,309304,50,330,810,61.6,12.1,17.2,8.3,0,54,0,10,18.9,27.8,2018,10,28
+1228,4.055,4.848,304860,37,330,930,62.322,12.6,21,6,0,62,0,0,13.5,22.2,2018,10,29
+1229,3.614,5.922,300185,40,350,1100,66,17.7,26.9,5.9,0,53,0,10,11.5,25.9,2018,10,30
+1230,5.008,5.065,278652,25,422.98,845.96,63.619,15.3,21,11,0,77,0,10,12.2,20.6,2018,10,31
+1231,4.125,4.136,234241,27,422.98,845.96,64.849,27.4,34,20,0,28,0,0,25.4,50,2018,11,1
+1232,3.053,4.955,270214,39,422.98,845.96,63.683,17.7,24,14,0,55,0,0,12.4,27.8,2018,11,4
+1233,4.118,4.384,240673,21,422.98,845.96,62.785,14.7,21,5,0,75,0,51.5,13,27.8,2018,11,6
+1234,3.973,4.272,330795,35,422.98,845.96,62.479,10.3,16,6,0,62,0,0,21.5,45.2,2018,11,7
+1235,3.798,4.744,300619,33,320,760,61.24,12,17.1,6.9,0,59,0,0,16.7,27.8,2018,11,8
+1236,3.85,4.489,275148,35,340,830,63.155,24.4,29,20,0,25,0,0,22,31.7,2018,11,12
+1237,4.109,4.388,316940,41,310,920,62.322,12.3,17.1,6,0,64,0,0,19.5,31.7,2018,11,15
+1238,3.077,4.219,279823,39,350,910,60.388,0,0,0,0,0,0,0,0,0,2018,11,18
+1239,6.624,4.734,282413,31,320,1100,64.928,0,0,0,0,0,0,0,0,0,2018,11,19
+1240,7.579,4.738,305587,34,310,1000,60.388,0,0,0,0,0,0,0,0,0,2018,11,20
+1241,6.239,10.888,315000,28,280,680,59.603,12.5,14,11,0,67,0,0,28.9,42.4,2018,11,22
+1242,4.389,6.805,303537,30,330,720,61.24,14.4,19,11,0,78,0,0,16.3,31.7,2018,11,25
+1243,3.385,5.644,291143,35,340,930,63,15.5,19,13,0,71,0,0,15,25.9,2018,11,26
+1244,3.431,5.341,296543,31,300,900,63.248,16.6,20.1,14,0,75,0,0,22,35.2,2018,11,27
+1245,4.827,4.518,335973,43,340,960,63.312,15.6,20.3,13,0,50,0,51.3,25,35.9,2018,11,28
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+1247,5.489,4.907,291902,25,290,1200,67.019,14.7,19,11,0,52,0,10,24.4,38.9,2018,12,2
+1248,4.559,4.637,313630,46,320,820,61.69,16.4,23,12,0,64,0,10,25.6,40.7,2018,12,3
+1249,4.57,5.068,324791,45,330,920,63.091,16.1,20,12,0,68,0,10,15.6,24.1,2018,12,4
+1250,5.056,5.941,292929,38,330,870,63.312,19.1,28,12.6,0,63,0,0,15.7,42.4,2018,12,5
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+1252,3.846,6.157,292278,56,330,920,63.136,16.8,21,14,0,79,0,10,11.9,27.8,2018,12,9
+1253,5.372,5.004,292526,47,390,930,69,16.3,21,11.5,0,68,0,10,15.9,29.4,2018,12,10
+1254,6.027,4.592,371224,40,350,1100,67.019,19.2,28,13,0,66,0,10,16.9,42.4,2018,12,11
+1255,6.028,6.037,326261,34,320,990,64.321,24.6,33,15.6,0,51,0,9.2,20.9,40.7,2018,12,12
+1256,6.037,6.426,306734,23,300,740,59.603,16.6,20,14,0,87,0,8.9,17.4,38.9,2018,12,13
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+1259,3.021,5.159,259978,35,330,970,63.136,17.9,22,16,0,77,0,10,15,24.1,2018,12,18
+1260,3.024,4.703,332033,32,330,890,63.091,20.1,26,14.8,0,73,0,9.5,8.5,18.3,2018,12,19
+1261,3.028,4.441,325807,32,360,850,63.248,15.9,20.3,12.7,0,81,0,9.2,21.7,33.5,2018,12,20
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+1263,3.023,4.599,274646,34,320,970,63.792,19.2,24,15.9,0,66,0,10,15,27.8,2019,1,7
+1264,3.03,4.496,263962,32,310,810,62.023,19,26,14,0,65,0,10,19.4,33.5,2019,1,8
+1265,5.063,4.447,253436,33,340,810,60,15.4,20,9,0,56,0,10,16.7,31.7,2019,1,9
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+1267,5.345,4.463,252191,39,280,720,61.632,22.1,29,16.9,0,59,0,0,18.5,31.7,2019,1,13
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+1270,7.308,6.829,313894,34,360,880,63.792,23.6,30,19.9,0,59,0,10,10.6,29.4,2019,1,16
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+1274,6.881,5.357,302437,39,370,1000,63.792,22.7,30.2,16,0,66,0,10,15.7,24.1,2019,1,22
+1275,6.111,6.44,276811,37,370,870,63.728,20.6,26,16,0,68,0,10,16.7,29.4,2019,1,23
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+1280,6.517,7.265,266159,41,320,870,64.477,16.3,21,11,0,48,0,10,26.9,40.7,2019,1,31
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+1282,5.941,5.4,267477,39,280,800,65,18.7,22,17,0,70,0,10,24.6,31.7,2019,2,4
+1283,5.328,5.127,289915,36,360,940,63.728,20.1,26,16,0,76,0,89,12.6,20.6,2019,2,5
+1284,5.274,5.291,280760,31,360,920,64.958,25.4,35,20,0,60,0,9.7,16.9,57.6,2019,2,6
+1285,5.241,4.958,298288,36,350,840,63.728,22.4,30,16.8,0,72,0,9.7,15.6,24.1,2019,2,7
+1286,4.972,5.928,260472,44,300,780,61.533,17.7,24,12,0,61,0,10,12.6,25.9,2019,2,10
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+1288,5.437,5.603,298785,32,370,880,63.949,12.9,19,9.9,0,54,0,97,25.6,42.4,2019,2,12
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+1291,4.892,5.615,290821,37,350,980,63.792,24.7,30,19.6,0,37,0,0,16.4,27.8,2019,2,17
+1292,4.077,5.59,274770,40,360,940,63.949,17.1,26,11,0,62,0,10,18.1,37,2019,2,18
+1293,4.525,5.25,270973,37,370,930,63.838,15,20.3,9,0,61,0,10,16.9,27.8,2019,2,19
+1294,4.528,4.638,280038,38,380,940,70,16.4,23,11,0,63,0,10,16.1,27.8,2019,2,20
+1295,4.35E-06,5.153,290940,42,530,1100,68.82,17.3,20.1,15,0,59,0,10,19.6,29.4,2019,2,21
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+1298,4.35E-06,4.582,279558,37,290,900,64.256,17.7,24,12,0,70,0,10,14.3,27.8,2019,2,26
+1299,4.35E-06,4.419,291837,35,520,1100,68.82,23.8,31,18,0,43,0,0,16.7,53.5,2019,2,27
+1300,4.35E-06,5.291,286661,49,440,930,64.958,30.9,38,26,0,24,0,0,30,51.9,2019,2,28
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+1302,5.951,4.42,300576,50,360,840,70,20.9,29,16,0,59,0,0,11.9,24.1,2019,3,4
+1303,5.956,5.531,275199,38,330,820,61.396,18.4,26,11,0,69,0,10,18,38.9,2019,3,5
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+1306,1.146,6.176,218284,35,422.98,845.96,64.366,19.4,26.1,12,0,34,0,0,16.3,31.7,2019,3,8
+1307,4.35E-06,5.434,242929,49,350,1000,64.522,17.8,24,13,0,67,0,10,14.8,42.4,2019,3,11
+1308,4.35E-06,5.571,266625,25,390,980,63.995,13.2,19,8,0,55,0,10,19.1,38.9,2019,3,12
+1309,4.35E-06,5.264,351227,27,350,850,63.792,14.3,18,9.7,1017.5,59,0,11.3,14.4,25.9,2019,3,13
+1310,4.35E-06,4.968,326009,31,290,780,61.24,15.9,22,11,0,62,0,10,14.1,25.9,2019,3,14
+1311,4.35E-06,4.733,246169,32,280,640,61.309,20.6,28,16,0,68,0,9.8,13.3,24.1,2019,3,17
+1312,4.35E-06,4.802,239426,45,330,830,64.301,21.3,27,17,0,68,0,10,13.9,29.4,2019,3,18
+1313,4.35E-06,5.235,279716,38,340,960,63.728,19.6,23,18,0,85,0,7.6,14.4,27.8,2019,3,19
+1314,4.35E-06,4.59,230698,37,450,1100,72,20.5,25,18.5,0,82,0,9.7,14.4,22.2,2019,3,20
+1315,4.35E-06,5.181,274400,40,440,1100,67.434,20.6,25,18,0,78,0,10,13.1,20.6,2019,3,21
+1316,4.35E-06,6.693,241643,38,300,820,63.227,22.8,31,14,0,48,0,10,31.7,55.4,2019,3,24
+1317,4.35E-06,6.201,241172,37,310,950,64.477,13.7,19,10,0,41,0,10,28.9,55.4,2019,3,25
+1318,4.35E-06,7.31,274798,37,420,890,64.32,14.4,21,8,0,52,0,10,17.4,31.7,2019,3,26
+1319,4.35E-06,6.256,223711,35,420,910,64.366,16.3,23,11,0,50,0,0,15,29.4,2019,3,27
+1320,4.35E-06,5.556,232271,35,410,1000,64.477,22.1,28,17,0,23,0,0,24.3,48.2,2019,3,28
+1321,4.35E-06,5.299,263513,35,280,720,61.866,14.1,19,12,0,74,0,9.7,13.7,31.7,2019,3,31
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+1324,6.182,5.297,267033,27,360,1000,64.477,17.1,26,12.9,0,61,0,10,19.4,35.2,2019,4,3
+1325,6.432,6.005,339369,37,350,770,61.396,17.7,23,13,0,61,0,0,14.1,50,2019,4,4
+1326,6.248,7.915,276679,45,260,680,62.512,18.7,26,10,0,41,0,10,20,38.9,2019,4,7
+1327,6.112,5.953,266240,37,350,1000,64.477,16.3,23,9,0,57,0,10,22.6,42.4,2019,4,8
+1328,4.054,5.066,232435,48,340,845.96,64.477,11.1,16,8,0,67,0,10,17.2,35.2,2019,4,9
+1329,3.686,5.477,207915,42,380,840,64.366,13.1,15,9,0,59,0,10,11.9,20.6,2019,4,10
+1330,5.51,4.483,319623,38,320,650,60.406,11.4,18,5.6,0,64,0,10,13.3,20.6,2019,4,11
+1331,5.115,5.066,271916,45,260,660,60,17.1,23,12,0,58,0,0,9.6,25.9,2019,4,14
+1332,5.24,4.69,282147,40,300,670,62.512,22.4,27,20,0,36,0,0,25,42.4,2019,4,15
+1333,4.463,5.367,295988,36,340,680,62.218,24.8,30,21,0,28,0,0,41.3,61.1,2019,4,16
+1334,5.542,5.069,290667,38,300,930,65.486,20.9,31,8.9,0,39,0,10,26.9,59.4,2019,4,17
+1335,4.613,4.701,233217,33,422.98,845.96,64.32,15.1,23,9,0,56,0,0,11.3,27.8,2019,4,19
+1336,4.332,5.14,172867,42,270,780,61.601,13,16.1,9,0,73,0,10,12.4,18.3,2019,4,22
+1337,6.161,4.348,248114,46,300,890,64.32,16.1,22,11,0,54,0,10,18,31.7,2019,4,25
+1338,7.528,5.253,223064,50,260,730,62.032,12.2,16.2,8,0,77,0,10,14.6,27.8,2019,4,28
+1339,6.984,5.988,224891,40,250,770,61.991,12.3,18,7,0,63,0,10,12.8,38.9,2019,4,29
+1340,3.572,6.175,264894,41,270,750,62.384,18.7,22,15,0,37,0,10,28.3,50,2019,4,30
+1341,4.35E-06,6.372,269271,43,320,880,61,18.9,22,15,0,72,0,51.8,30,38.9,2019,5,1
+1342,0.002,5.208,257362,49,330,780,62.16,15.4,20,10,0,76,0,0,20.6,31.7,2019,5,2
+1343,5.689,4.165,261684,48,220,780,62.16,11.8,16,8,0,81,0,0,14.1,24.1,2019,5,5
+1344,6.567,4.093,223546,48,280,840,63.422,11,16,6,0,76,0,0,14.3,25.9,2019,5,6
+1345,6.589,6.135,236331,34,310,950,64.477,13.4,19,9,0,62,0,0,25.9,48.2,2019,5,7
+1346,5.481,5.445,260337,46,360,920,64.477,12,16,8,0,67,0,0,22.6,42.4,2019,5,8
+1347,3.994,5.608,262600,40,290,990,64.477,12.2,16,8.8,0,65,0,51.8,25.2,55.4,2019,5,9
+1348,4.525,4.664,243279,43,330,830,64.256,13.9,17,11,0,69,0,0,15.7,22.2,2019,5,12
+1349,5.326,4.59,248342,39,250,750,62.317,12.9,17,9,0,65,0,0,22.8,33.5,2019,5,13
+1350,5.64,4.37,230971,44,340,930,66,14.3,19.1,10,0,69,0,0,10.4,25.9,2019,5,14
+1351,3.788,5.544,232223,50,310,880,63.422,11.4,16,6,0,71,0,0,8.9,20.6,2019,5,15
+1352,4.844,5.078,297914,38,330,910,61.025,0,0,0,0,0,0,0,0,0,2019,5,16
+1353,5.045,4.628,269476,40,270,700,61.521,0,0,0,0,0,0,0,0,0,2019,5,19
+1354,4.187,4.895,275305,41,330,800,62.317,13.6,17,10,0,79,0,0,28.7,53.5,2019,5,20
+1355,4.467,4.705,270048,34,280,880,64.256,14.4,20,10.8,0,70,0,0,20.7,27.8,2019,5,21
+1356,2.815,4.644,188232,35,300,720,61.668,15.3,22,11,0,61,0,0,19.1,29.4,2019,5,22
+1357,5.332,4.488,306155,32,310,740,61.69,16.6,21,14,0,49,0,0,41.9,53.5,2019,5,23
+1358,5.502,4.453,285131,26,190,610,48,10.3,14,6,0,66,0,51.8,27.2,46.5,2019,5,26
+1359,5.392,4.93,328307,24,200,560,53.295,9.1,13,7,0,70,0,0,30.7,51.9,2019,5,27
+1360,4.582,4.802,339074,24,260,620,57.086,10.9,15,7,0,67,0,0,28,42.4,2019,5,28
+1361,4.875,5.346,353157,28,280,680,58.769,6.6,10,5,0,76,0,0,28.5,46.5,2019,5,29
+1362,4.846,4.219,343734,19,170,640,59.797,10.6,12,8.8,0,50,0,51.7,22.8,35.2,2019,5,30
+1363,3.593,4.357,321106,29,230,800,61.591,9.5,14,7,0,51,0,9.5,17.5,42.4,2019,6,2
+1364,3.954,4.907,259208,33,180,720,61.19,8.1,10,6,0,59,0,9,18.1,35.2,2019,6,3
+1365,5.686,5.083,286142,38,260,750,61.033,9.1,12,6,0,77,0,10,15,25.9,2019,6,4
+1366,6.171,4.615,295447,35,300,980,63.619,10.5,12,9.6,0,72,0,10,18.9,25.9,2019,6,5
+1367,3.797,5.971,303571,39,320,920,63.155,11.8,14,10,0,52,0,10,10.7,25.9,2019,6,6
+1368,4.545,4.932,294265,39,422.98,845.96,62.942,10.1,17,5,0,74,0,10,13.9,35.2,2019,6,7
+1369,4.738,4.777,304417,39,320,790,61.69,12.6,15,8.9,0,67,0,10,23,37,2019,6,10
+1370,2.813,5.216,255359,44,260,870,63.84,14.3,17,12,0,67,0,9.7,35.6,59.4,2019,6,11
+1371,4.398,4.513,304526,43,230,780,61.885,12,16,7,0,55,0,9.8,23.2,42.4,2019,6,12
+1372,3.805,4.558,329105,43,300,810,65,12.1,16,5,0,75,0,9.8,19.1,29.4,2019,6,13
+1373,5.327,4.795,303728,45,330,770,61.632,10.4,15,7,0,79,0,10,17.6,24.1,2019,6,16
+1374,4.394,4.656,277748,47,270,760,61.789,11.6,17,8.8,0,74,0,10,23.3,35.2,2019,6,17
+1375,3.838,4.95,289854,44,270,870,62.942,7.2,12,4.7,0,82,0,10,18.9,40.7,2019,6,18
+1376,4.934,4.834,289607,46,360,1000,62.849,7.7,11,5.6,0,55,0,10,11.1,18.3,2019,6,19
+1377,5.068,4.716,305938,28,310,660,58.807,6.8,10,4,0,56,0,10,14.4,22.2,2019,6,20
+1378,5.882,5.51,293446,40,250,700,60.671,7.6,16,3,0,71,0,0,13.5,25.9,2019,6,24
+1379,4.638,4.811,307968,47,260,860,64,9.7,16,3,0,65,0,10,18.1,25.9,2019,6,25
+1380,5.373,4.929,316675,46,300,900,62.479,10.9,17,5,0,65,0,10,21.9,35.2,2019,6,26
+1381,4.072,5.194,318268,31,270,910,63.312,12.4,16,10,0,63,0,10,28,44.6,2019,6,27
diff --git a/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/LakshyaNebwani_IIT(BHU).ipynb b/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/LakshyaNebwani_IIT(BHU).ipynb
new file mode 100644
index 00000000..85967f17
--- /dev/null
+++ b/NON IITK/Assignments/Assignment 3/LakshyaNebwani_IITBHU_Assignment3/LakshyaNebwani_IIT(BHU).ipynb	
@@ -0,0 +1,1153 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "9bf799e7",
+   "metadata": {},
+   "source": [
+    "# <center>FINAL ASSIGNMENT</center>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab771cad",
+   "metadata": {},
+   "source": [
+    "## Dataset: Wastewater Treatment Plant Dataset \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f660b529",
+   "metadata": {},
+   "source": [
+    "The objective is to build a machine learning model that predicts whether the wastewater treatment process is operating optimally based on daily measurements of the plant's operational data.\n",
+    "\n",
+    "Task :\n",
+    "1.\tData Preprocessing: \n",
+    "Perform comprehensive data preprocessing, including handling missing values, scaling, and feature selection, while visualizing key trends and correlations to enhance data insights and model performance.\n",
+    "2.\tModeling with Machine Learning Algorithms:\n",
+    "Apply various machine learning algorithms to classify the operational state of the wastewater treatment process. Use the following algorithms:\n",
+    "o\tLogistic Regression from scratch as well as from sklearn\n",
+    "o\tK-Nearest Neighbours (KNN)\n",
+    "o\tDecision Tree Classifier\n",
+    "o\tRandom Forest Classifier\n",
+    "o\tSupport Vector Machine (SVM)\n",
+    "o\tAny other relevant algorithms you feel might improve performance.\n",
+    "3.\tModel Evaluation:\n",
+    "Evaluate and compare models using accuracy, F1-score, and confusion matrix, and perform hyperparameter tuning to optimize performance on the test dataset.\n",
+    "Note : With the given link for dataset, it will redirect you to Kaggle website from there download this dataset. It is a zip file containing two datasets you must use Data-Melbourne_F_fixed csv file and ignore the other csv file and make a little change in first row it is starting with comma so before that you must write serial No then save changes and use the updated dataset.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c660b054",
+   "metadata": {},
+   "source": [
+    "## 1.\tData Preprocessing: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d638da2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "from sklearn.metrics import accuracy_score, f1_score, confusion_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c8ea3220",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Unnamed: 0  Average Outflow  Average Inflow  Energy Consumption  Ammonia  \\\n",
+      "0           0            2.941           2.589              175856     27.0   \n",
+      "1           1            2.936           2.961              181624     25.0   \n",
+      "2           2            2.928           3.225              202016     42.0   \n",
+      "3           3            2.928           3.354              207547     36.0   \n",
+      "4           4            2.917           3.794              202824     46.0   \n",
+      "\n",
+      "   Biological Oxygen Demand  Chemical Oxygen Demand  Total Nitrogen  \\\n",
+      "0                     365.0                   730.0          60.378   \n",
+      "1                     370.0                   740.0          60.026   \n",
+      "2                     418.0                   836.0          64.522   \n",
+      "3                     430.0                   850.0          63.000   \n",
+      "4                     508.0                  1016.0          65.590   \n",
+      "\n",
+      "   Average Temperature  Maximum temperature  Minimum temperature  \\\n",
+      "0                 19.3                 25.1                 12.6   \n",
+      "1                 17.1                 23.6                 12.3   \n",
+      "2                 16.8                 27.2                  8.8   \n",
+      "3                 14.6                 19.9                 11.1   \n",
+      "4                 13.4                 19.1                  8.0   \n",
+      "\n",
+      "   Atmospheric pressure  Average humidity  Total rainfall  Average visibility  \\\n",
+      "0                   0.0                56            1.52                10.0   \n",
+      "1                   0.0                63            0.00                10.0   \n",
+      "2                   0.0                47            0.25                10.0   \n",
+      "3                   0.0                49            0.00                10.0   \n",
+      "4                   0.0                65            0.00                10.0   \n",
+      "\n",
+      "   Average wind speed  Maximum wind speed  Year  Month  Day  \n",
+      "0                26.9                53.5  2014      1    1  \n",
+      "1                14.4                27.8  2014      1    2  \n",
+      "2                31.9                61.1  2014      1    5  \n",
+      "3                27.0                38.9  2014      1    6  \n",
+      "4                20.6                35.2  2014      1    7  \n",
+      "(1382, 20)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Average Outflow</th>\n",
+       "      <th>Average Inflow</th>\n",
+       "      <th>Energy Consumption</th>\n",
+       "      <th>Ammonia</th>\n",
+       "      <th>Biological Oxygen Demand</th>\n",
+       "      <th>Chemical Oxygen Demand</th>\n",
+       "      <th>Total Nitrogen</th>\n",
+       "      <th>Average Temperature</th>\n",
+       "      <th>Maximum temperature</th>\n",
+       "      <th>Minimum temperature</th>\n",
+       "      <th>Atmospheric pressure</th>\n",
+       "      <th>Average humidity</th>\n",
+       "      <th>Total rainfall</th>\n",
+       "      <th>Average visibility</th>\n",
+       "      <th>Average wind speed</th>\n",
+       "      <th>Maximum wind speed</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Month</th>\n",
+       "      <th>Day</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "      <td>1382.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.930608</td>\n",
+       "      <td>4.506338</td>\n",
+       "      <td>275159.089001</td>\n",
+       "      <td>39.222302</td>\n",
+       "      <td>382.061708</td>\n",
+       "      <td>845.960434</td>\n",
+       "      <td>62.740752</td>\n",
+       "      <td>15.036686</td>\n",
+       "      <td>20.530897</td>\n",
+       "      <td>10.037337</td>\n",
+       "      <td>3.675036</td>\n",
+       "      <td>63.558611</td>\n",
+       "      <td>0.218090</td>\n",
+       "      <td>9.101592</td>\n",
+       "      <td>19.482706</td>\n",
+       "      <td>35.381259</td>\n",
+       "      <td>2016.258321</td>\n",
+       "      <td>6.184515</td>\n",
+       "      <td>15.584660</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.228778</td>\n",
+       "      <td>1.439583</td>\n",
+       "      <td>44640.533689</td>\n",
+       "      <td>7.761598</td>\n",
+       "      <td>85.996012</td>\n",
+       "      <td>145.416540</td>\n",
+       "      <td>3.571035</td>\n",
+       "      <td>5.398491</td>\n",
+       "      <td>7.096760</td>\n",
+       "      <td>4.656887</td>\n",
+       "      <td>61.010416</td>\n",
+       "      <td>14.534205</td>\n",
+       "      <td>1.306923</td>\n",
+       "      <td>16.322905</td>\n",
+       "      <td>7.136868</td>\n",
+       "      <td>11.626362</td>\n",
+       "      <td>1.583491</td>\n",
+       "      <td>3.410588</td>\n",
+       "      <td>8.741422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>2.589000</td>\n",
+       "      <td>116638.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>140.000000</td>\n",
+       "      <td>360.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2014.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3.074500</td>\n",
+       "      <td>3.643250</td>\n",
+       "      <td>246435.750000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>751.250000</td>\n",
+       "      <td>61.396000</td>\n",
+       "      <td>10.800000</td>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>6.800000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>55.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.400000</td>\n",
+       "      <td>14.400000</td>\n",
+       "      <td>27.800000</td>\n",
+       "      <td>2015.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>3.701000</td>\n",
+       "      <td>4.161500</td>\n",
+       "      <td>275808.000000</td>\n",
+       "      <td>39.000000</td>\n",
+       "      <td>360.000000</td>\n",
+       "      <td>845.000000</td>\n",
+       "      <td>62.957500</td>\n",
+       "      <td>14.300000</td>\n",
+       "      <td>19.200000</td>\n",
+       "      <td>9.600000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>66.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>18.100000</td>\n",
+       "      <td>33.500000</td>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>15.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>4.498750</td>\n",
+       "      <td>4.847750</td>\n",
+       "      <td>305703.750000</td>\n",
+       "      <td>44.000000</td>\n",
+       "      <td>422.980000</td>\n",
+       "      <td>920.000000</td>\n",
+       "      <td>64.366000</td>\n",
+       "      <td>18.575000</td>\n",
+       "      <td>25.200000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>23.300000</td>\n",
+       "      <td>42.400000</td>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>7.920000</td>\n",
+       "      <td>18.968000</td>\n",
+       "      <td>398328.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "      <td>850.000000</td>\n",
+       "      <td>1700.000000</td>\n",
+       "      <td>92.000000</td>\n",
+       "      <td>35.500000</td>\n",
+       "      <td>43.500000</td>\n",
+       "      <td>28.500000</td>\n",
+       "      <td>1022.000000</td>\n",
+       "      <td>97.000000</td>\n",
+       "      <td>18.030000</td>\n",
+       "      <td>512.000000</td>\n",
+       "      <td>49.100000</td>\n",
+       "      <td>83.500000</td>\n",
+       "      <td>2019.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Average Outflow  Average Inflow  Energy Consumption      Ammonia  \\\n",
+       "count      1382.000000     1382.000000         1382.000000  1382.000000   \n",
+       "mean          3.930608        4.506338       275159.089001    39.222302   \n",
+       "std           1.228778        1.439583        44640.533689     7.761598   \n",
+       "min           0.000004        2.589000       116638.000000    13.000000   \n",
+       "25%           3.074500        3.643250       246435.750000    34.000000   \n",
+       "50%           3.701000        4.161500       275808.000000    39.000000   \n",
+       "75%           4.498750        4.847750       305703.750000    44.000000   \n",
+       "max           7.920000       18.968000       398328.000000    93.000000   \n",
+       "\n",
+       "       Biological Oxygen Demand  Chemical Oxygen Demand  Total Nitrogen  \\\n",
+       "count               1382.000000             1382.000000     1382.000000   \n",
+       "mean                 382.061708              845.960434       62.740752   \n",
+       "std                   85.996012              145.416540        3.571035   \n",
+       "min                  140.000000              360.000000       40.000000   \n",
+       "25%                  330.000000              751.250000       61.396000   \n",
+       "50%                  360.000000              845.000000       62.957500   \n",
+       "75%                  422.980000              920.000000       64.366000   \n",
+       "max                  850.000000             1700.000000       92.000000   \n",
+       "\n",
+       "       Average Temperature  Maximum temperature  Minimum temperature  \\\n",
+       "count          1382.000000          1382.000000          1382.000000   \n",
+       "mean             15.036686            20.530897            10.037337   \n",
+       "std               5.398491             7.096760             4.656887   \n",
+       "min               0.000000             0.000000            -2.000000   \n",
+       "25%              10.800000            15.000000             6.800000   \n",
+       "50%              14.300000            19.200000             9.600000   \n",
+       "75%              18.575000            25.200000            13.000000   \n",
+       "max              35.500000            43.500000            28.500000   \n",
+       "\n",
+       "       Atmospheric pressure  Average humidity  Total rainfall  \\\n",
+       "count           1382.000000       1382.000000     1382.000000   \n",
+       "mean               3.675036         63.558611        0.218090   \n",
+       "std               61.010416         14.534205        1.306923   \n",
+       "min                0.000000          0.000000        0.000000   \n",
+       "25%                0.000000         55.000000        0.000000   \n",
+       "50%                0.000000         66.000000        0.000000   \n",
+       "75%                0.000000         74.000000        0.000000   \n",
+       "max             1022.000000         97.000000       18.030000   \n",
+       "\n",
+       "       Average visibility  Average wind speed  Maximum wind speed  \\\n",
+       "count         1382.000000         1382.000000         1382.000000   \n",
+       "mean             9.101592           19.482706           35.381259   \n",
+       "std             16.322905            7.136868           11.626362   \n",
+       "min              0.000000            0.000000            0.000000   \n",
+       "25%              8.400000           14.400000           27.800000   \n",
+       "50%             10.000000           18.100000           33.500000   \n",
+       "75%             10.000000           23.300000           42.400000   \n",
+       "max            512.000000           49.100000           83.500000   \n",
+       "\n",
+       "              Year        Month          Day  \n",
+       "count  1382.000000  1382.000000  1382.000000  \n",
+       "mean   2016.258321     6.184515    15.584660  \n",
+       "std       1.583491     3.410588     8.741422  \n",
+       "min    2014.000000     1.000000     1.000000  \n",
+       "25%    2015.000000     3.000000     8.000000  \n",
+       "50%    2016.000000     6.000000    15.000000  \n",
+       "75%    2018.000000     9.000000    23.000000  \n",
+       "max    2019.000000    12.000000    31.000000  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_path = \"Data-Melbourne_F_fixed.csv\"\n",
+    "df = pd.read_csv(data_path)\n",
+    "print(df.head())\n",
+    "\n",
+    "print(df.shape)\n",
+    "\n",
+    "df = df.drop(df.columns[0], axis=1)\n",
+    "df.describe()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "495d405a",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average Outflow             0\n",
+      "Average Inflow              0\n",
+      "Energy Consumption          0\n",
+      "Ammonia                     0\n",
+      "Biological Oxygen Demand    0\n",
+      "Chemical Oxygen Demand      0\n",
+      "Total Nitrogen              0\n",
+      "Average Temperature         0\n",
+      "Maximum temperature         0\n",
+      "Minimum temperature         0\n",
+      "Atmospheric pressure        0\n",
+      "Average humidity            0\n",
+      "Total rainfall              0\n",
+      "Average visibility          0\n",
+      "Average wind speed          0\n",
+      "Maximum wind speed          0\n",
+      "Year                        0\n",
+      "Month                       0\n",
+      "Day                         0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "nan_values = df.isnull().sum()\n",
+    "print(nan_values)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35dd4822",
+   "metadata": {},
+   "source": [
+    "There are no NAN values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "80612b0c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Average Outflow             float64\n",
+      "Average Inflow              float64\n",
+      "Energy Consumption            int64\n",
+      "Ammonia                     float64\n",
+      "Biological Oxygen Demand    float64\n",
+      "Chemical Oxygen Demand      float64\n",
+      "Total Nitrogen              float64\n",
+      "Average Temperature         float64\n",
+      "Maximum temperature         float64\n",
+      "Minimum temperature         float64\n",
+      "Atmospheric pressure        float64\n",
+      "Average humidity              int64\n",
+      "Total rainfall              float64\n",
+      "Average visibility          float64\n",
+      "Average wind speed          float64\n",
+      "Maximum wind speed          float64\n",
+      "Year                          int64\n",
+      "Month                         int64\n",
+      "Day                           int64\n",
+      "dtype: object\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Average Outflow</th>\n",
+       "      <th>Average Inflow</th>\n",
+       "      <th>Energy Consumption</th>\n",
+       "      <th>Ammonia</th>\n",
+       "      <th>Biological Oxygen Demand</th>\n",
+       "      <th>Chemical Oxygen Demand</th>\n",
+       "      <th>Total Nitrogen</th>\n",
+       "      <th>Average Temperature</th>\n",
+       "      <th>Maximum temperature</th>\n",
+       "      <th>Minimum temperature</th>\n",
+       "      <th>Atmospheric pressure</th>\n",
+       "      <th>Average humidity</th>\n",
+       "      <th>Total rainfall</th>\n",
+       "      <th>Average visibility</th>\n",
+       "      <th>Average wind speed</th>\n",
+       "      <th>Maximum wind speed</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Month</th>\n",
+       "      <th>Day</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2.941</td>\n",
+       "      <td>2.589</td>\n",
+       "      <td>175856</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>365.0</td>\n",
+       "      <td>730.0</td>\n",
+       "      <td>60.378</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>25.1</td>\n",
+       "      <td>12.6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>26.9</td>\n",
+       "      <td>53.5</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2.936</td>\n",
+       "      <td>2.961</td>\n",
+       "      <td>181624</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>370.0</td>\n",
+       "      <td>740.0</td>\n",
+       "      <td>60.026</td>\n",
+       "      <td>17.1</td>\n",
+       "      <td>23.6</td>\n",
+       "      <td>12.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>14.4</td>\n",
+       "      <td>27.8</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2.928</td>\n",
+       "      <td>3.225</td>\n",
+       "      <td>202016</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>418.0</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>64.522</td>\n",
+       "      <td>16.8</td>\n",
+       "      <td>27.2</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>0.25</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2.928</td>\n",
+       "      <td>3.354</td>\n",
+       "      <td>207547</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>430.0</td>\n",
+       "      <td>850.0</td>\n",
+       "      <td>63.000</td>\n",
+       "      <td>14.6</td>\n",
+       "      <td>19.9</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.917</td>\n",
+       "      <td>3.794</td>\n",
+       "      <td>202824</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>508.0</td>\n",
+       "      <td>1016.0</td>\n",
+       "      <td>65.590</td>\n",
+       "      <td>13.4</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>65</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>35.2</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Average Outflow  Average Inflow  Energy Consumption  Ammonia  \\\n",
+       "0            2.941           2.589              175856     27.0   \n",
+       "1            2.936           2.961              181624     25.0   \n",
+       "2            2.928           3.225              202016     42.0   \n",
+       "3            2.928           3.354              207547     36.0   \n",
+       "4            2.917           3.794              202824     46.0   \n",
+       "\n",
+       "   Biological Oxygen Demand  Chemical Oxygen Demand  Total Nitrogen  \\\n",
+       "0                     365.0                   730.0          60.378   \n",
+       "1                     370.0                   740.0          60.026   \n",
+       "2                     418.0                   836.0          64.522   \n",
+       "3                     430.0                   850.0          63.000   \n",
+       "4                     508.0                  1016.0          65.590   \n",
+       "\n",
+       "   Average Temperature  Maximum temperature  Minimum temperature  \\\n",
+       "0                 19.3                 25.1                 12.6   \n",
+       "1                 17.1                 23.6                 12.3   \n",
+       "2                 16.8                 27.2                  8.8   \n",
+       "3                 14.6                 19.9                 11.1   \n",
+       "4                 13.4                 19.1                  8.0   \n",
+       "\n",
+       "   Atmospheric pressure  Average humidity  Total rainfall  Average visibility  \\\n",
+       "0                   0.0                56            1.52                10.0   \n",
+       "1                   0.0                63            0.00                10.0   \n",
+       "2                   0.0                47            0.25                10.0   \n",
+       "3                   0.0                49            0.00                10.0   \n",
+       "4                   0.0                65            0.00                10.0   \n",
+       "\n",
+       "   Average wind speed  Maximum wind speed  Year  Month  Day  \n",
+       "0                26.9                53.5  2014      1    1  \n",
+       "1                14.4                27.8  2014      1    2  \n",
+       "2                31.9                61.1  2014      1    5  \n",
+       "3                27.0                38.9  2014      1    6  \n",
+       "4                20.6                35.2  2014      1    7  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "print(df.dtypes)\n",
+    "df.head()\n",
+    "df.describe()\n",
+    "\n",
+    "df.columns = [col.strip() for col in df.columns]\n",
+    "\n",
+    "df.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "id": "c9270e84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 10))\n",
+    "sns.heatmap(df.corr(), annot=True, fmt=\".2f\", cmap=\"coolwarm\", cbar=True)\n",
+    "plt.title(\"Feature Correlation Heatmap\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "id": "543f7ba5",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Energy Consumption</th>\n",
+       "      <th>Chemical Oxygen Demand</th>\n",
+       "      <th>Total Nitrogen</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175856</td>\n",
+       "      <td>730.0</td>\n",
+       "      <td>60.378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>181624</td>\n",
+       "      <td>740.0</td>\n",
+       "      <td>60.026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202016</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>64.522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>207547</td>\n",
+       "      <td>850.0</td>\n",
+       "      <td>63.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202824</td>\n",
+       "      <td>1016.0</td>\n",
+       "      <td>65.590</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Energy Consumption  Chemical Oxygen Demand  Total Nitrogen\n",
+       "0              175856                   730.0          60.378\n",
+       "1              181624                   740.0          60.026\n",
+       "2              202016                   836.0          64.522\n",
+       "3              207547                   850.0          63.000\n",
+       "4              202824                  1016.0          65.590"
+      ]
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Operational State'] = (df['Biological Oxygen Demand'] <= 400).astype(int)\n",
+    "\n",
+    "\n",
+    "X = df.drop(columns=['Operational State', 'Biological Oxygen Demand', 'Day', 'Month', 'Year', 'Average visibility', 'Atmospheric pressure', 'Average wind speed', 'Maximum wind speed', 'Total rainfall', 'Average Outflow', 'Average Inflow', 'Average humidity', 'Ammonia', 'Maximum temperature' , 'Minimum temperature', 'Average Temperature'])\n",
+    "y = df['Operational State']\n",
+    "\n",
+    "X.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "id": "8334ab26",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x='Operational State', data=df, palette='Set2')\n",
+    "plt.title(\"Operational State Distribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "id": "79c31952",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['Biological Oxygen Demand'], kde=True, color='blue')\n",
+    "plt.title(\"Distribution of Biological Oxygen Demand\")\n",
+    "plt.xlabel(\"Biological Oxygen Demand\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "ef22d315",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train,X_test,y_train, y_test = train_test_split(X,  y,test_size=0.2, random_state=42,stratify=y)\n",
+    "\n",
+    "\n",
+    "scaler = StandardScaler()\n",
+    "X_train_scaled = scaler.fit_transform(X_train)\n",
+    "X_test_scaled = scaler.transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "id": "50dec67e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Logistic Regression (Scratch):\n",
+      "  Accuracy: {accuracy_score(y_test, y_pred_lr_scratch):.2f}\n",
+      "  F1 Score: {f1_score(y_test, y_pred_lr_scratch):.2f}\n",
+      "  Confusion Matrix:\n",
+      "{confusion_matrix(y_test, y_pred_lr_scratch)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "class LogisticRegressionScratch:\n",
+    "    def __init__(self, lr=0.01, it=1000):\n",
+    "        self.lr = lr\n",
+    "        self.it = it\n",
+    "\n",
+    "    def sigmoid(self, z):\n",
+    "        return 1 / (1 + np.exp( -z))\n",
+    "\n",
+    "    \n",
+    "    def fit(self, X, y):\n",
+    "        self.m,  self.n = X.shape\n",
+    "        self.weights =  np.zeros(self.n)\n",
+    "        self.bias = 0\n",
+    "        \n",
+    "\n",
+    "        for _ in range(self.it):\n",
+    "            linear_model = np.dot(X, self.weights) + self.bias\n",
+    "            pred = self.sigmoid(linear_model)\n",
+    "\n",
+    "            dw = (1 / self.m) * np.dot(X.T, (pred - y))\n",
+    "            db = (1 / self.m) * np.sum(pred - y)\n",
+    "\n",
+    "            \n",
+    "            self.weights -= self.lr * dw\n",
+    "            self.bias -= self.lr * db\n",
+    "\n",
+    "    def predict(self, X):\n",
+    "        linear_model = np.dot(X, self.weights) + self.bias\n",
+    "        pred = self.sigmoid(linear_model)\n",
+    "        return [1 if i > 0.5 else 0 for i in pred]\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "log_reg_scratch = LogisticRegressionScratch(lr=0.01, it=1000)\n",
+    "log_reg_scratch.fit(X_train_scaled, y_train.values)\n",
+    "y_pred_lr_scratch = log_reg_scratch.predict(X_test_scaled)\n",
+    "\n",
+    "print(\"\\nLogistic Regression (Scratch):\")\n",
+    "print(f\"  Accuracy: {accuracy_score(y_test, y_pred_lr_scratch):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_lr_scratch):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_lr_scratch)}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "id": "da5eec3b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Logistic Regression(sklearn):\n",
+      "  Accuracy: 0.73\n",
+      "  F1 Score: 0.82\n",
+      "  Confusion Matrix:\n",
+      "[[ 34  57]\n",
+      " [ 17 169]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "log_reg = LogisticRegression(random_state=42)\n",
+    "log_reg.fit(X_train_scaled, y_train)\n",
+    "y_pred_lr = log_reg.predict(X_test_scaled)\n",
+    "\n",
+    "print(\"Logistic Regression(sklearn):\")\n",
+    "print(f\"  Accuracy: {accuracy_score(y_test, y_pred_lr):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_lr):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_lr)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "id": "1abeab07",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " K-Nearest Neighbors:\n",
+      " Accuracy: 0.69\n",
+      "  F1 Score: 0.77\n",
+      "  Confusion Matrix:\n",
+      "[[ 48  43]\n",
+      " [ 44 142]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "knn = KNeighborsClassifier(n_neighbors=5)\n",
+    "knn.fit(X_train_scaled, y_train)\n",
+    "y_pred_knn = knn.predict(X_test_scaled)\n",
+    "\n",
+    "print(\"\\n K-Nearest Neighbors:\")\n",
+    "print(f\" Accuracy: {accuracy_score(y_test, y_pred_knn):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_knn):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_knn)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "id": "63d24118",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Decision Tree:\n",
+      " Accuracy: 0.74\n",
+      "  F1 Score: 0.81\n",
+      "  Confusion Matrix:\n",
+      "[[ 51  40]\n",
+      " [ 33 153]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "dt = DecisionTreeClassifier(random_state=42)\n",
+    "dt.fit(X_train_scaled, y_train)\n",
+    "y_pred_dt = dt.predict(X_test_scaled)\n",
+    "\n",
+    "\n",
+    "print(\"\\nDecision Tree:\")\n",
+    "print(f\" Accuracy: {accuracy_score(y_test, y_pred_dt):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_dt):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_dt)}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "id": "5c9945ba",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Random Forest:\n",
+      " Accuracy: 0.74\n",
+      "  F1 Score: 0.81\n",
+      "  Confusion Matrix:\n",
+      "[[ 53  38]\n",
+      " [ 33 153]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "rf = RandomForestClassifier(random_state=42, n_estimators=100)\n",
+    "rf.fit(X_train_scaled, y_train)\n",
+    "y_pred_rf = rf.predict(X_test_scaled)\n",
+    "\n",
+    "print(\"\\nRandom Forest:\")\n",
+    "print(f\" Accuracy: {accuracy_score(y_test, y_pred_rf):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_rf):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_rf)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "id": "1cdf4d59",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      " Support Vector Machine:\n",
+      " Accuracy: 0.73\n",
+      "  F1 Score: 0.81\n",
+      "  Confusion Matrix:\n",
+      "[[ 47  44]\n",
+      " [ 30 156]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "svm = SVC(kernel='rbf', random_state=42)\n",
+    "svm.fit(X_train_scaled, y_train)\n",
+    "y_pred_svm = svm.predict(X_test_scaled)\n",
+    "\n",
+    "\n",
+    "print(\"\\n Support Vector Machine:\")\n",
+    "print(f\" Accuracy: {accuracy_score(y_test, y_pred_svm):.2f}\")\n",
+    "print(f\"  F1 Score: {f1_score(y_test, y_pred_svm):.2f}\")\n",
+    "print(f\"  Confusion Matrix:\\n{confusion_matrix(y_test, y_pred_svm)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45f66926",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a81956f0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}