diff --git "a/Customer_Segmentation.csv" "b/Customer_Segmentation.csv"
new file mode 100644--- /dev/null
+++ "b/Customer_Segmentation.csv"
@@ -0,0 +1,4340 @@
+CustomerID,Recency_Score,Frequency_Score,Monetary_Score,log_Recency,log_Frequency,log_Monetary,Clusters,Cluster Labels
+12346.0,1,1,5,5.7899601708972535,0.6931471805599453,11.253955234248428,0,Loyal Customers
+12347.0,5,5,5,1.0986122886681096,5.209486152841421,8.368925174747135,1,Champions
+12348.0,2,3,4,4.330733340286331,3.4657359027997265,7.494563687769957,0,Loyal Customers
+12349.0,4,4,4,2.995732273553991,4.304065093204169,7.472244884833674,1,Champions
+12350.0,1,2,2,5.739792912179234,2.8903717578961645,5.815323849389109,2,At Risk Customers
+12352.0,3,4,5,3.6109179126442243,4.454347296253507,7.826858053356098,1,Champions
+12353.0,1,1,1,5.3230099791384085,1.6094379124341003,4.499809670330265,2,At Risk Customers
+12354.0,1,4,4,5.4510384535657,4.07753744390572,6.985086621918461,0,Loyal Customers
+12355.0,1,1,2,5.3706380281276624,2.639057329615259,6.132095676847728,2,At Risk Customers
+12356.0,4,4,5,3.1780538303479458,4.0943445622221,7.941804157314053,1,Champions
+12357.0,4,5,5,3.5263605246161616,4.882801922586371,8.733701981297274,1,Champions
+12358.0,5,2,4,1.0986122886681096,2.995732273553991,7.063955286074528,3,New Customers
+12359.0,3,5,5,4.07753744390572,5.5053315359323625,8.750054175177759,1,Champions
+12360.0,3,5,5,3.970291913552122,4.867534450455582,7.887231116540211,1,Champions
+12361.0,1,1,1,5.662960480135946,2.3978952727983707,5.251749730731702,2,At Risk Customers
+12362.0,5,5,5,1.3862943611198906,5.58724865840025,8.56163678004062,1,Champions
+12363.0,2,2,3,4.709530201312334,3.1780538303479458,6.315358001522335,0,Loyal Customers
+12364.0,5,4,4,2.1972245773362196,4.454347296253507,7.180907299649593,1,Champions
+12365.0,1,2,3,5.676753802268282,3.1354942159291497,6.465180028897591,0,Loyal Customers
+12367.0,5,1,1,1.6094379124341003,2.4849066497880004,5.135210028677887,3,New Customers
+12370.0,3,5,5,3.9512437185814275,5.117993812416755,8.172712169921061,1,Champions
+12371.0,3,4,4,3.828641396489095,4.1588830833596715,7.543781692052325,1,Champions
+12372.0,3,3,4,4.290459441148391,3.970291913552122,7.169380809114136,0,Loyal Customers
+12373.0,1,1,2,5.7430031878094825,2.70805020110221,5.901539839579995,2,At Risk Customers
+12374.0,4,3,3,3.258096538021482,3.5263605246161616,6.6119469443852195,3,New Customers
+12375.0,5,2,2,2.4849066497880004,2.8903717578961645,6.127960291696519,3,New Customers
+12377.0,1,4,4,5.755742213586912,4.356708826689592,7.395795270713971,0,Loyal Customers
+12378.0,2,5,5,4.875197323201151,5.393627546352361,8.29645175271804,1,Champions
+12379.0,2,3,3,4.418840607796598,3.713572066704308,6.749040867823617,0,Loyal Customers
+12380.0,4,4,5,3.1354942159291497,4.653960350157523,7.910520910634419,1,Champions
+12381.0,5,4,4,1.791759469228055,4.477336814478207,7.520944331624911,1,Champions
+12383.0,1,4,4,5.225746673713202,4.605170185988092,7.523783805985769,0,Loyal Customers
+12384.0,4,2,3,3.4011973816621555,3.332204510175204,6.373780434317173,3,New Customers
+12386.0,1,1,2,5.82600010738045,2.3978952727983707,5.998688392197302,2,At Risk Customers
+12388.0,4,4,5,2.833213344056216,4.61512051684126,7.930803150780257,1,Champions
+12390.0,2,3,3,4.394449154672439,3.4965075614664802,6.311444385858925,0,Loyal Customers
+12391.0,4,4,2,3.1354942159291497,4.543294782270004,6.0882736030360425,3,New Customers
+12393.0,3,4,4,4.290459441148391,4.174387269895637,7.3674560152319755,1,Champions
+12394.0,3,2,4,4.174387269895637,3.332204510175204,7.149508589545504,0,Loyal Customers
+12395.0,4,5,5,2.995732273553991,5.056245805348308,8.012889586306857,1,Champions
+12397.0,3,5,5,3.6109179126442243,4.844187086458591,7.7877554007552545,1,Champions
+12398.0,3,4,4,3.8501476017100584,4.454347296253507,7.4004128587924045,1,Champions
+12399.0,2,4,4,4.787491742782046,4.0943445622221,7.011799929268738,0,Loyal Customers
+12401.0,1,1,1,5.717027701406222,1.791759469228055,4.446174454497633,2,At Risk Customers
+12402.0,1,1,1,5.780743515792329,2.4849066497880004,5.423186348593906,2,At Risk Customers
+12403.0,3,1,2,3.9318256327243257,1.791759469228055,6.0607573736039315,3,New Customers
+12405.0,2,3,4,5.0106352940962555,4.007333185232471,7.445061184797548,0,Loyal Customers
+12406.0,4,4,5,3.1354942159291497,4.663439094112067,8.136313373066384,1,Champions
+12407.0,3,4,4,3.9318256327243257,4.356708826689592,7.4437338971514055,1,Champions
+12408.0,4,4,5,3.5263605246161616,4.663439094112067,7.968856059639959,1,Champions
+12409.0,2,4,5,4.382026634673881,4.700480365792417,9.312325497408466,0,Loyal Customers
+12410.0,1,2,3,5.736572297479192,3.295836866004329,6.542947351813216,0,Loyal Customers
+12412.0,2,4,4,4.330733340286331,4.127134385045092,7.1130443840624835,0,Loyal Customers
+12413.0,3,3,3,4.219507705176107,3.6635616461296463,6.632133521022722,0,Loyal Customers
+12414.0,1,2,3,5.384495062789089,2.9444389791664403,6.334007604663525,0,Loyal Customers
+12415.0,4,5,5,3.2188758248682006,6.57507584059962,11.735393027855736,1,Champions
+12417.0,5,5,5,1.3862943611198906,5.262690188904886,8.202509843461513,1,Champions
+12418.0,2,3,3,4.736198448394496,3.5553480614894135,6.506650650150935,0,Loyal Customers
+12420.0,3,2,3,4.174387269895637,3.4011973816621555,6.3992436425478765,3,New Customers
+12421.0,4,3,3,2.833213344056216,3.828641396489095,6.69461156224626,3,New Customers
+12422.0,2,3,3,4.574710978503383,3.6888794541139363,6.690295544136225,0,Loyal Customers
+12423.0,5,5,4,0.6931471805599453,4.836281906951478,7.528498419486568,1,Champions
+12424.0,2,3,4,5.099866427824199,3.4339872044851463,7.474182104762846,0,Loyal Customers
+12425.0,2,3,3,4.3694478524670215,3.6109179126442243,6.6569835605504535,0,Loyal Customers
+12426.0,1,3,3,5.278114659230518,3.4339872044851463,6.369438547154207,0,Loyal Customers
+12427.0,4,3,3,3.1354942159291497,3.4657359027997265,6.717562827807613,3,New Customers
+12428.0,4,5,5,3.295836866004329,5.68697535633982,8.981865132439246,1,Champions
+12429.0,5,4,5,2.302585092994046,4.584967478670572,8.22988438262624,1,Champions
+12430.0,3,1,2,3.784189633918261,2.4849066497880004,5.5506312951620265,3,New Customers
+12431.0,3,5,5,3.6109179126442243,5.4638318050256105,8.767321360814657,1,Champions
+12432.0,3,4,5,3.784189633918261,4.6913478822291435,8.529185001388596,1,Champions
+12433.0,5,5,5,0.6931471805599453,6.042632833682381,9.50128237507538,1,Champions
+12434.0,2,3,3,4.454347296253507,3.9318256327243257,6.6934971352559,0,Loyal Customers
+12435.0,2,3,5,4.394449154672439,3.6109179126442243,8.965831447914955,0,Loyal Customers
+12436.0,2,2,3,4.61512051684126,2.833213344056216,6.234430333369278,0,Loyal Customers
+12437.0,5,5,5,1.0986122886681096,5.303304908059076,8.507629605767502,1,Champions
+12438.0,4,4,5,2.70805020110221,4.59511985013459,7.9751692554798295,1,Champions
+12441.0,1,1,1,5.908082938168931,2.4849066497880004,5.162211233551045,2,At Risk Customers
+12442.0,5,1,1,1.3862943611198906,2.5649493574615367,5.153638355178593,3,New Customers
+12444.0,4,5,5,3.091042453358316,5.181783550292085,8.518484357502437,1,Champions
+12445.0,4,1,1,3.1354942159291497,1.6094379124341003,4.900820428089049,3,New Customers
+12446.0,3,4,4,4.07753744390572,4.07753744390572,6.9110598129904375,1,Champions
+12447.0,1,2,2,5.497168225293202,3.295836866004329,6.168543217293113,2,At Risk Customers
+12448.0,3,2,2,3.8066624897703196,3.1354942159291497,6.110247083097449,3,New Customers
+12449.0,4,5,5,3.1354942159291497,5.2574953720277815,8.310978042729836,1,Champions
+12450.0,2,1,1,5.056245805348308,2.1972245773362196,5.292701627762401,2,At Risk Customers
+12451.0,5,5,5,2.4849066497880004,5.872117789475416,9.109029423519523,1,Champions
+12452.0,4,2,2,2.8903717578961645,3.1354942159291497,6.067429722163682,3,New Customers
+12453.0,2,3,3,4.90527477843843,3.784189633918261,6.562571204258897,0,Loyal Customers
+12454.0,3,2,5,4.04305126783455,2.772588722239781,8.168866163607964,0,Loyal Customers
+12455.0,2,4,5,4.304065093204169,4.51085950651685,7.81110665732229,0,Loyal Customers
+12456.0,3,5,5,3.8066624897703196,4.836281906951478,8.065277779528966,1,Champions
+12457.0,3,4,5,4.204692619390966,4.1588830833596715,7.768207666517555,1,Champions
+12458.0,3,3,4,4.276666119016055,3.6635616461296463,6.854776354191251,0,Loyal Customers
+12461.0,2,3,3,4.553876891600541,3.58351893845611,6.718868216346018,0,Loyal Customers
+12462.0,4,4,4,2.995732273553991,4.143134726391533,7.082204261557526,1,Champions
+12463.0,3,4,4,3.9889840465642745,4.430816798843313,7.204729049594601,1,Champions
+12464.0,5,2,4,2.3978952727983707,3.4011973816621555,7.100893128209941,3,New Customers
+12465.0,4,3,3,2.8903717578961645,3.8712010109078907,6.610951732080795,3,New Customers
+12468.0,1,3,3,5.241747015059643,3.6635616461296463,6.593783986707386,0,Loyal Customers
+12471.0,5,5,5,1.0986122886681096,6.131226489483141,9.89291435274037,1,Champions
+12472.0,4,5,5,3.4965075614664802,5.8289456176102075,8.790742363252102,1,Champions
+12473.0,4,5,5,3.4011973816621555,5.123963979403259,8.276152945361936,1,Champions
+12474.0,4,5,5,2.8903717578961645,6.0473721790462776,8.899060720499207,1,Champions
+12475.0,3,3,3,4.007333185232471,3.6109179126442243,6.585316116572351,0,Loyal Customers
+12476.0,4,5,5,2.833213344056216,5.455321115357702,8.82723638014411,1,Champions
+12477.0,4,5,5,3.1780538303479458,5.707110264748875,9.489542087633343,1,Champions
+12478.0,5,3,3,1.6094379124341003,3.6109179126442243,6.525014994979364,3,New Customers
+12479.0,5,3,3,2.4849066497880004,3.4657359027997265,6.269474999863032,3,New Customers
+12480.0,4,5,5,3.367295829986474,5.043425116919247,8.096400209353131,1,Champions
+12481.0,4,5,5,3.1780538303479458,5.37989735354046,8.62709099798378,1,Champions
+12483.0,4,4,5,2.8903717578961645,4.330733340286331,7.8184222269860015,1,Champions
+12484.0,4,5,5,3.5263605246161616,5.840641657373398,8.418106288764006,1,Champions
+12488.0,5,3,4,2.3978952727983707,4.02535169073515,7.169857970780942,1,Champions
+12489.0,1,2,2,5.820082930352362,2.772588722239781,5.816902804925467,2,At Risk Customers
+12490.0,5,5,5,1.791759469228055,5.5053315359323625,8.597653657970227,1,Champions
+12491.0,3,2,2,3.6888794541139363,3.295836866004329,6.134265345739653,3,New Customers
+12492.0,3,2,2,4.1588830833596715,3.044522437723423,5.5767442414854775,3,New Customers
+12493.0,2,2,2,5.117993812416755,3.1354942159291497,6.0747481512447195,2,At Risk Customers
+12494.0,4,4,4,2.833213344056216,4.356708826689592,7.128576134926702,1,Champions
+12497.0,2,1,4,4.418840607796598,2.70805020110221,6.950910549296065,0,Loyal Customers
+12498.0,4,2,2,3.091042453358316,3.1780538303479458,6.00314605188182,3,New Customers
+12500.0,4,4,5,3.1780538303479458,4.127134385045092,8.356747405587967,1,Champions
+12501.0,1,5,5,5.823045895483019,5.0106352940962555,7.682662153888476,0,Loyal Customers
+12502.0,2,5,5,4.574710978503383,4.997212273764115,8.222787230875806,1,Champions
+12504.0,4,1,2,2.9444389791664403,2.302585092994046,6.180120167963518,3,New Customers
+12506.0,1,2,1,5.455321115357702,3.1780538303479458,4.310799125385514,2,At Risk Customers
+12507.0,2,2,4,4.90527477843843,3.1354942159291497,7.174578816863813,0,Loyal Customers
+12508.0,4,4,2,3.295836866004329,4.23410650459726,5.988660619775247,3,New Customers
+12509.0,1,1,1,5.652489180268651,2.0794415416798357,5.178970608915471,2,At Risk Customers
+12510.0,2,3,4,4.969813299576001,3.5263605246161616,6.8911888096735625,0,Loyal Customers
+12512.0,3,3,1,4.204692619390966,3.4657359027997265,4.891701596682476,3,New Customers
+12513.0,2,3,3,4.736198448394496,3.58351893845611,6.418837907265026,0,Loyal Customers
+12514.0,1,3,4,5.5909869805108565,3.9512437185814275,6.926262950537876,0,Loyal Customers
+12515.0,1,2,2,5.869296913133774,2.833213344056216,5.95246380975825,2,At Risk Customers
+12516.0,2,2,4,4.3694478524670215,3.295836866004329,7.180115570136106,0,Loyal Customers
+12517.0,4,5,5,3.367295829986474,5.634789603169249,7.817061677081847,1,Champions
+12518.0,5,5,5,0.6931471805599453,4.8283137373023015,7.629436465014086,1,Champions
+12519.0,3,2,2,4.174387269895637,2.8903717578961645,5.804652925041163,3,New Customers
+12520.0,2,5,5,4.382026634673881,5.030437921392435,7.876737127834484,1,Champions
+12521.0,2,3,3,4.969813299576001,3.6635616461296463,6.39806234681208,0,Loyal Customers
+12522.0,3,1,1,3.6888794541139363,2.5649493574615367,5.266413817535028,2,At Risk Customers
+12523.0,4,4,4,2.995732273553991,4.672828834461906,7.490400973937009,1,Champions
+12524.0,5,5,5,2.302585092994046,4.976733742420574,8.408877201532766,1,Champions
+12526.0,5,4,4,0.6931471805599453,4.276666119016055,7.183612715167257,1,Champions
+12527.0,2,2,2,4.418840607796598,2.9444389791664403,5.857104239599851,2,At Risk Customers
+12528.0,5,4,4,2.302585092994046,4.532599493153256,7.567593835498341,1,Champions
+12530.0,3,4,4,4.110873864173311,4.204692619390966,7.416546835435133,1,Champions
+12531.0,4,2,1,2.772588722239781,2.8903717578961645,4.838026416156094,3,New Customers
+12532.0,4,2,2,3.4339872044851463,2.833213344056216,5.860301775655642,3,New Customers
+12534.0,2,4,4,4.882801922586371,4.1588830833596715,6.9940980992041535,0,Loyal Customers
+12535.0,2,3,3,4.532599493153256,3.5553480614894135,6.575563866544399,0,Loyal Customers
+12536.0,3,5,5,3.784189633918261,5.568344503761097,9.441676670894656,1,Champions
+12538.0,4,2,2,3.4011973816621555,3.091042453358316,5.899760357897641,3,New Customers
+12539.0,4,5,5,3.1354942159291497,5.6131281063880705,8.625033629522884,1,Champions
+12540.0,4,5,5,3.044522437723423,6.171700597410915,9.503102518971122,1,Champions
+12541.0,4,3,4,3.4339872044851463,3.970291913552122,6.889774590946187,1,Champions
+12544.0,3,2,2,3.6109179126442243,2.995732273553991,5.923453336491439,3,New Customers
+12545.0,2,3,4,4.330733340286331,3.9318256327243257,6.9091443138264115,0,Loyal Customers
+12546.0,3,4,4,3.8712010109078907,4.248495242049359,7.058328137461511,1,Champions
+12547.0,1,1,1,5.293304824724492,2.1972245773362196,5.341376856008484,2,At Risk Customers
+12548.0,2,1,1,5.117993812416755,1.791759469228055,4.566429357671661,2,At Risk Customers
+12550.0,2,3,4,4.382026634673881,4.060443010546419,6.872987835288763,0,Loyal Customers
+12551.0,1,1,1,5.883322388488279,2.3978952727983707,5.1298987149230735,2,At Risk Customers
+12552.0,3,2,2,3.6888794541139363,3.044522437723423,6.084089306213804,3,New Customers
+12553.0,5,5,5,2.1972245773362196,5.2574953720277815,8.214270231095687,1,Champions
+12556.0,3,4,3,3.9318256327243257,4.787491742782046,6.397862553264747,0,Loyal Customers
+12557.0,4,3,5,2.833213344056216,3.5263605246161616,9.391991704219834,1,Champions
+12558.0,5,1,2,2.1972245773362196,2.4849066497880004,5.601971208509516,3,New Customers
+12559.0,1,2,3,5.7430031878094825,3.091042453358316,6.33276439774036,0,Loyal Customers
+12560.0,5,4,5,1.791759469228055,4.663439094112067,7.666226609492505,1,Champions
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+17701.0,1,2,2,5.537334267018537,3.2188758248682006,6.037751581059295,2,At Risk Customers
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+17736.0,5,2,2,2.302585092994046,3.258096538021482,5.936057539836243,3,New Customers
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