diff --git "a/clf_cat/KDDCup09_upselling.csv" "b/clf_cat/KDDCup09_upselling.csv"
deleted file mode 100644--- "a/clf_cat/KDDCup09_upselling.csv"
+++ /dev/null
@@ -1,5129 +0,0 @@
-,Var6,Var13,Var21,Var22,Var24,Var25,Var28,Var35,Var38,Var57,Var65,Var73,Var74,Var76,Var78,Var81,Var83,Var85,Var109,Var112,Var113,Var119,Var123,Var125,Var126,Var132,Var133,Var134,Var140,Var144,Var149,Var153,Var160,Var163,Var194,Var196,Var201,Var203,Var205,Var207,Var208,Var210,Var211,Var218,Var221,Var223,Var225,Var227,Var229,UPSELLING
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-1979,13482.0,0.0,1628.0,2035.0,18,224.0,287.76,0,5952414.0,6.881649,9,172.0,0.0,2447392.0,0,7432.74,140.0,14.0,624.0,568.0,-590468.0,13460.0,636.0,24831.0,4.0,0,2946235.0,514286.0,0.0,27,89250.0,10257000.0,334.0,436842.0,1,0,1,0,1,4,0,5,0,1,2,0,1,3,2,-1
-1980,567.0,100.0,104.0,130.0,0,40.0,232.16,0,109350.0,4.841701,9,60.0,7.0,4848.0,9,13498.29,0.0,0.0,0.0,16.0,-837120.0,400.0,6.0,477.0,-18.0,24,1059470.0,72684.0,735.0,18,0.0,1068268.0,36.0,0.0,1,0,1,0,1,10,0,5,1,0,4,0,1,2,1,-1
-1981,203.0,0.0,48.0,60.0,0,16.0,186.64,0,258510.0,6.862422,9,22.0,0.0,1382192.0,0,119645.4,5.0,0.0,8.0,16.0,23891.08,90.0,12.0,0.0,4.0,0,1441040.0,93972.0,0.0,9,0.0,2385292.0,10.0,0.0,3,0,2,0,1,10,0,5,0,1,4,4,3,2,4,-1
-1982,882.0,76.0,276.0,345.0,8,40.0,166.56,0,324276.0,5.501816,9,102.0,14.0,211368.0,0,3759.69,45.0,4.0,96.0,112.0,-1902520.0,825.0,144.0,52812.0,-18.0,0,89100.0,14074.0,2415.0,9,105875.0,527008.0,30.0,14658.0,1,0,1,0,0,10,0,5,1,0,4,0,1,2,4,-1
-1983,1533.0,4944.0,224.0,280.0,2,96.0,203.36,5,7471440.0,0.594958,18,210.0,189.0,235696.0,0,100339.8,30.0,4.0,40.0,24.0,180021.6,1835.0,108.0,4365.0,56.0,8,724140.0,1252856.0,5810.0,36,959.0,10578240.0,30.0,503898.0,1,0,1,0,1,4,0,5,0,0,6,3,1,3,0,-1
-1984,49.0,0.0,48.0,60.0,0,16.0,473.28,0,261144.0,5.001495,9,12.0,0.0,781040.0,0,53736.9,0.0,2.0,8.0,48.0,-1658568.0,60.0,6.0,0.0,-12.0,0,138160.0,5476.0,0.0,0,0.0,859792.0,4.0,260544.0,3,0,2,0,2,10,0,5,1,0,4,0,3,2,4,-1
-1985,952.0,3656.0,240.0,300.0,10,88.0,198.56,0,0.0,3.841701,9,134.0,70.0,136368.0,0,14779.38,0.0,12.0,48.0,72.0,92075.6,855.0,0.0,90360.0,26.0,0,534945.0,109858.0,2380.0,9,39501.0,781628.0,68.0,98658.0,3,0,2,0,0,10,0,5,0,1,4,0,0,2,0,-1
-1986,770.0,3128.0,152.0,190.0,0,48.0,320.4,0,6773760.0,0.582781,9,176.0,777.0,1954880.0,0,227857.2,25.0,2.0,40.0,24.0,125664.0,525.0,90.0,12384.0,-24.0,0,2854755.0,486018.0,165.0,9,0.0,10690160.0,16.0,518400.0,1,0,1,0,1,10,0,5,1,1,4,3,1,2,1,-1
-1987,1722.0,0.0,216.0,270.0,10,224.0,200.0,0,529656.0,2.075625,27,116.0,0.0,1135408.0,0,30412.2,15.0,14.0,104.0,104.0,-530556.0,875.0,12.0,315.0,-20.0,0,214460.0,318322.0,5.0,27,654178.0,2706132.0,2.0,1454280.0,1,0,1,2,1,4,1,5,1,0,6,0,1,3,0,-1
-1988,1232.0,1092.0,196.0,245.0,0,40.0,220.08,0,6306660.0,5.977996,9,34.0,210.0,2987744.0,0,97784.41,25.0,0.0,32.0,48.0,158560.0,685.0,90.0,14346.0,4.0,0,3084895.0,281368.0,7215.0,9,0.0,10456960.0,36.0,0.0,3,0,2,0,0,10,0,5,0,1,4,0,3,2,4,-1
-1989,1043.0,2052.0,124.0,155.0,0,0.0,200.0,0,0.0,1.320658,9,94.0,77.0,378672.0,0,15710.07,0.0,8.0,64.0,104.0,61030.4,370.0,0.0,76248.0,44.0,0,51200.0,0.0,4585.0,18,0.0,569424.0,28.0,508692.0,3,0,2,0,1,10,0,5,0,1,4,0,0,2,1,-1
-1990,994.0,696.0,156.0,195.0,4,32.0,266.88,0,6716580.0,0.94937,9,52.0,49.0,1385200.0,0,166688.4,20.0,6.0,32.0,40.0,-90927.6,630.0,102.0,71379.0,-24.0,0,1730070.0,166438.0,5695.0,0,292789.0,8262120.0,12.0,214284.0,3,0,2,0,1,10,0,5,1,1,4,0,0,2,0,-1
-1991,2625.0,152.0,376.0,470.0,6,184.0,166.56,0,0.0,0.384961,9,34.0,413.0,667056.0,0,15733.92,5.0,8.0,64.0,128.0,79038.8,1155.0,0.0,20754.0,10.0,0,1149000.0,261592.0,140.0,0,85960.0,1930448.0,100.0,229668.0,3,0,2,0,1,8,0,5,0,0,6,0,3,1,4,-1
-1992,833.0,3176.0,144.0,180.0,0,32.0,193.28,0,3553050.0,2.849391,27,50.0,238.0,2764800.0,0,197422.8,25.0,0.0,32.0,32.0,80641.2,530.0,54.0,10656.0,-18.0,0,4803335.0,465454.0,75.0,9,0.0,10252680.0,28.0,0.0,1,0,1,0,1,10,0,5,1,0,4,4,1,2,1,-1
-1993,490.0,0.0,28.0,35.0,0,8.0,220.08,0,11636280.0,4.595386,9,28.0,0.0,0.0,0,258130.8,5.0,0.0,8.0,0.0,68599.6,280.0,24.0,0.0,4.0,0,2433315.0,476244.0,0.0,9,0.0,10991480.0,2.0,0.0,3,0,2,0,1,10,0,5,0,1,4,4,3,2,4,-1
-1994,2891.0,96.0,292.0,365.0,2,64.0,266.88,0,580236.0,3.375347,9,56.0,0.0,1548168.0,0,78471.3,85.0,10.0,56.0,80.0,491.144,1150.0,72.0,0.0,-28.0,0,4947040.0,951130.0,0.0,27,604800.0,8973760.0,42.0,2180754.0,1,0,1,0,1,10,0,5,0,0,4,0,1,2,1,-1
-1995,3087.0,6412.0,196.0,245.0,4,72.0,200.0,0,2515044.0,2.713309,9,62.0,63.0,1435016.0,0,38522.7,35.0,6.0,64.0,64.0,591404.0,785.0,42.0,5337.0,4.0,0,1729220.0,826214.0,2945.0,9,520478.0,7176480.0,30.0,609978.0,1,0,1,0,3,10,0,5,0,1,4,3,1,2,1,-1
-1996,189.0,1080.0,144.0,180.0,0,96.0,232.16,10,2360586.0,2.076052,18,74.0,0.0,1382400.0,9,45398.1,10.0,2.0,24.0,16.0,-70572.0,445.0,54.0,34029.0,26.0,48,3703055.0,144418.0,0.0,9,0.0,6249160.0,20.0,62592.0,1,0,1,0,1,10,0,5,0,0,4,0,1,2,1,-1
-1997,1169.0,10752.0,200.0,250.0,0,72.0,253.52,0,5741886.0,4.387311,45,126.0,1169.0,3244264.0,0,145543.2,25.0,4.0,32.0,40.0,123411.2,915.0,102.0,13761.0,4.0,0,4045285.0,122456.0,7405.0,27,0.0,10474920.0,24.0,129300.0,3,0,2,0,1,10,0,5,0,0,4,0,0,2,0,-1
-1998,252.0,0.0,136.0,170.0,2,56.0,233.44,0,3801738.0,6.196753,18,18.0,0.0,2534496.0,3,229086.6,20.0,4.0,40.0,32.0,137093.6,505.0,48.0,0.0,-28.0,8,3176845.0,1108840.0,0.0,0,554421.0,10461760.0,18.0,950430.0,3,0,2,0,1,7,0,5,0,0,0,0,3,0,4,-1
-1999,3885.0,8.0,672.0,840.0,6,288.0,0.0,0,75330.0,4.287973,9,34.0,0.0,612160.0,6,11141.49,30.0,44.0,144.0,184.0,14489.56,2960.0,48.0,72.0,4.0,24,2065885.0,355522.0,50.0,0,104377.0,3184292.0,146.0,471810.0,3,0,2,0,1,10,1,5,0,0,4,0,3,2,4,-1
-2000,770.0,412.0,128.0,160.0,4,96.0,253.52,0,0.0,5.924802,18,52.0,77.0,655560.0,0,11622.87,0.0,12.0,32.0,24.0,161678.8,705.0,0.0,6714.0,4.0,0,1354345.0,343244.0,115.0,27,390075.0,2295920.0,22.0,297264.0,3,0,2,0,3,10,0,5,0,1,4,0,0,2,4,-1
-2001,952.0,28.0,224.0,280.0,6,88.0,365.12,0,5799966.0,3.224952,9,34.0,14.0,1122464.0,0,161142.6,20.0,16.0,120.0,56.0,409956.0,855.0,78.0,288.0,-20.0,0,975585.0,1744950.0,150.0,9,132097.0,10514080.0,26.0,1010058.0,3,0,2,0,1,10,0,5,1,0,4,0,3,2,4,-1
-2002,252.0,0.0,136.0,170.0,2,48.0,256.64,0,4276908.0,6.925871,9,18.0,0.0,2534464.0,0,215128.8,20.0,4.0,32.0,32.0,-76296.4,525.0,54.0,0.0,4.0,0,3440655.0,950424.0,0.0,9,554414.0,10672720.0,18.0,950424.0,3,0,2,0,1,10,0,5,0,0,4,0,3,2,4,-1
-2003,588.0,1172.0,208.0,260.0,2,192.0,66.88,0,0.0,1.135655,9,74.0,112.0,98968.0,0,4046.55,0.0,8.0,40.0,64.0,-2001660.0,720.0,0.0,16614.0,4.0,0,191205.0,54348.0,805.0,0,16583.0,340032.0,32.0,43332.0,3,0,2,0,1,10,0,5,0,1,4,0,0,2,0,-1
-2004,2212.0,5844.0,544.0,680.0,8,200.0,166.56,0,98388.0,0.221107,18,58.0,364.0,284416.0,0,3744.09,30.0,12.0,112.0,168.0,-67807.6,2385.0,36.0,4455.0,26.0,0,390480.0,31042.0,745.0,9,24997.0,639840.0,144.0,38634.0,3,0,2,0,1,4,0,5,0,1,2,0,0,6,1,-1
-2005,266.0,0.0,24.0,30.0,0,8.0,253.52,0,5495298.0,1.252937,9,22.0,0.0,0.0,0,197914.2,5.0,2.0,8.0,0.0,-151.1428,465.0,12.0,0.0,-28.0,0,3024000.0,1132532.0,0.0,9,0.0,9601200.0,2.0,1664460.0,3,0,2,0,1,10,0,5,0,0,4,0,3,2,4,-1
-2006,924.0,1160.0,152.0,190.0,4,136.0,210.0,0,29748.0,1.594958,9,60.0,0.0,33392.0,0,6138.45,5.0,8.0,48.0,32.0,15252.16,235.0,48.0,21465.0,36.0,0,11285.0,47634.0,900.0,0,29085.0,178484.0,8.0,52458.0,1,0,1,0,1,10,0,5,0,0,4,0,1,2,0,-1
-2007,518.0,1800.0,140.0,175.0,0,160.0,263.92,0,787674.0,4.672292,9,162.0,7.0,26960.0,0,88845.3,0.0,16.0,32.0,16.0,9278480.0,610.0,12.0,126315.0,-8.0,0,173215.0,3410920.0,180.0,18,0.0,10263800.0,6.0,4147200.0,3,0,2,0,1,4,0,3,0,1,4,0,3,3,1,-1
-2008,539.0,8.0,120.0,150.0,8,0.0,186.64,0,0.0,1.025849,9,30.0,35.0,5529600.0,0,225454.2,0.0,0.0,32.0,64.0,49199.6,490.0,0.0,135.0,6.0,0,9504000.0,0.0,315.0,0,2419200.0,10368000.0,44.0,0.0,3,0,2,0,0,10,1,5,0,0,4,0,3,2,4,-1
-2009,854.0,4.0,140.0,175.0,0,8.0,220.08,0,8781480.0,0.878658,9,50.0,0.0,528888.0,0,124287.6,40.0,2.0,32.0,8.0,-43508.8,530.0,108.0,14112.0,26.0,0,2024630.0,45302.0,0.0,0,0.0,10594000.0,12.0,240.0,3,0,2,0,2,10,0,5,0,0,4,0,0,2,0,-1
-2010,91.0,36.0,32.0,40.0,0,16.0,173.92,0,192.0,5.283914,9,76.0,0.0,2888.0,0,4860.6,0.0,0.0,0.0,24.0,-1829812.0,100.0,6.0,18774.0,4.0,0,5545.0,1194.0,35.0,0,0.0,8396.0,4.0,0.0,3,0,2,0,2,10,0,5,0,1,4,0,0,2,0,-1
-2011,2513.0,60.0,416.0,520.0,8,320.0,233.44,0,0.0,5.756676,9,56.0,0.0,1518560.0,0,23784.09,0.0,16.0,64.0,184.0,103783.2,1510.0,0.0,1206.0,32.0,0,1116640.0,641940.0,0.0,0,1080527.0,3680500.0,66.0,1116042.0,3,0,2,0,1,10,0,5,0,0,4,0,3,2,1,-1
-2012,1316.0,12.0,136.0,170.0,0,16.0,253.52,0,9143220.0,5.717368,18,32.0,7.0,119672.0,0,128889.6,40.0,0.0,24.0,8.0,19068.16,570.0,114.0,486.0,-22.0,0,647165.0,211650.0,10.0,9,0.0,9861160.0,8.0,0.0,3,0,2,0,1,10,0,5,1,0,4,0,3,2,4,-1
-2013,32501.0,5244.0,192.0,240.0,6,64.0,186.64,0,7798740.0,3.510361,27,106.0,161.0,2123712.0,0,8415.24,20.0,2.0,64.0,64.0,245484.4,880.0,102.0,16857.0,58.0,0,1775940.0,833492.0,3905.0,0,140308.0,10592240.0,20.0,113724.0,1,0,1,0,1,2,0,5,0,0,6,0,1,1,4,-1
-2014,301.0,0.0,140.0,175.0,2,64.0,253.52,0,3326484.0,5.232429,9,20.0,0.0,3168080.0,0,230769.3,15.0,4.0,40.0,40.0,27486.16,485.0,42.0,0.0,4.0,0,3960180.0,1134878.0,0.0,9,554414.0,10823640.0,20.0,950424.0,3,0,2,0,1,10,0,5,0,1,4,0,3,2,4,-1
-2015,413.0,0.0,132.0,165.0,0,0.0,220.08,0,2107914.0,1.327494,9,24.0,0.0,4838408.0,0,211439.4,10.0,0.0,40.0,56.0,286853.6,470.0,30.0,0.0,-18.0,0,7943250.0,0.0,0.0,9,0.0,10633880.0,38.0,0.0,3,0,2,0,1,10,0,0,1,0,4,0,3,2,4,-1
-2016,4452.0,84.0,1660.0,2075.0,54,648.0,246.8,0,149310.0,6.696219,18,62.0,14.0,1781560.0,0,24389.85,115.0,134.0,592.0,824.0,-88279.6,6030.0,18.0,7740.0,4.0,0,1552215.0,507598.0,125.0,18,315511.0,3805616.0,276.0,517038.0,1,0,1,0,1,10,0,5,0,0,4,1,1,2,1,-1
-2017,966.0,6780.0,128.0,160.0,2,128.0,233.44,0,1555200.0,6.193335,45,220.0,126.0,96.0,0,171513.0,5.0,16.0,40.0,8.0,159192.4,485.0,18.0,133524.0,-26.0,0,1181715.0,2764380.0,745.0,18,604800.0,10439960.0,6.0,3875016.0,3,0,2,0,1,4,0,5,0,1,4,3,0,3,0,-1
-2018,896.0,0.0,252.0,315.0,2,72.0,299.28,0,5603436.0,0.042085,9,32.0,0.0,3168200.0,0,123091.2,10.0,2.0,32.0,40.0,229014.4,1020.0,126.0,342.0,8.0,0,3342500.0,885058.0,10.0,18,554442.0,10714280.0,50.0,475230.0,3,0,2,0,2,10,0,5,0,1,4,0,3,2,4,-1
-2019,1134.0,2948.0,200.0,250.0,6,104.0,354.64,0,761292.0,3.62978,27,86.0,56.0,2965752.0,0,88454.09,15.0,6.0,48.0,72.0,32628.72,825.0,36.0,24309.0,38.0,0,3309215.0,452808.0,785.0,0,1060430.0,5782520.0,32.0,250476.0,1,0,1,0,1,7,0,5,0,0,0,0,1,0,0,-1
-2020,245.0,0.0,28.0,35.0,0,0.0,220.08,0,8373780.0,4.170049,9,22.0,0.0,0.0,0,290025.9,0.0,2.0,0.0,0.0,-178605.2,285.0,24.0,0.0,4.0,0,2381775.0,0.0,0.0,9,0.0,9907120.0,4.0,3628800.0,3,0,2,0,1,10,0,5,0,0,4,0,3,2,4,-1
-2021,532.0,2200.0,60.0,75.0,0,16.0,184.4,5,5440584.0,3.500748,9,58.0,140.0,3388624.0,9,50267.4,0.0,0.0,8.0,24.0,719856.0,415.0,18.0,783.0,-28.0,40,4593460.0,361328.0,570.0,36,0.0,9718800.0,14.0,0.0,3,0,2,0,1,4,0,5,0,0,6,0,0,3,4,-1
-2022,9569.0,0.0,196.0,245.0,2,88.0,220.08,0,2994042.0,0.05063,9,28.0,0.0,3727944.0,0,12916.5,15.0,8.0,40.0,48.0,103117.2,650.0,66.0,0.0,4.0,0,4790240.0,892364.0,0.0,18,604800.0,10405200.0,28.0,1203462.0,3,0,2,0,1,10,0,5,0,0,4,0,3,2,4,-1
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