CustomerID,Gender,Age,Annual_Income,Spending_Score,Gender_Encoded,Cluster,Cluster_Name,TSNE_1,TSNE_2
1,Male,19,15,39,1,1,High Potential,-0.6994132,-5.2161818
2,Male,21,15,81,1,1,High Potential,-6.678774,-4.357728
3,Female,20,16,6,0,0,Cautious Savers,0.6059619,-6.7314305
4,Female,23,16,77,0,1,High Potential,-6.2205405,-4.390894
5,Female,31,17,40,0,1,High Potential,0.26713365,-5.2442904
6,Female,22,17,76,0,1,High Potential,-6.189255,-3.8942223
7,Female,35,18,6,0,0,Cautious Savers,1.7168585,-6.931391
8,Female,23,18,94,0,1,High Potential,-7.2816067,-4.581774
9,Male,64,19,3,1,0,Cautious Savers,4.90258,-8.191047
10,Female,30,19,72,0,1,High Potential,-5.318906,-4.6055965
11,Male,67,19,14,1,0,Cautious Savers,5.2037115,-8.132807
12,Female,35,19,99,0,1,High Potential,-7.050108,-5.53253
13,Female,58,20,15,0,0,Cautious Savers,4.661571,-7.6669784
14,Female,24,20,77,0,1,High Potential,-6.043211,-4.1539445
15,Male,37,20,13,1,0,Cautious Savers,1.944391,-6.7045293
16,Male,22,20,79,1,1,High Potential,-6.459404,-3.839792
17,Female,35,21,35,0,0,Cautious Savers,1.0162694,-5.431302
18,Male,20,21,66,1,1,High Potential,-5.5997357,-3.29951
19,Male,52,23,29,1,0,Cautious Savers,4.273457,-6.513712
20,Female,35,23,98,0,1,High Potential,-7.0378175,-5.5184073
21,Male,35,24,35,1,0,Cautious Savers,1.1050377,-5.3899555
22,Male,25,24,73,1,1,High Potential,-5.612018,-3.8489099
23,Female,46,25,5,0,0,Cautious Savers,3.1807327,-7.362821
24,Male,31,25,73,1,1,High Potential,-5.060256,-4.400127
25,Female,54,28,14,0,0,Cautious Savers,4.1989484,-7.40066
26,Male,29,28,82,1,1,High Potential,-6.0039024,-4.8527646
27,Female,45,28,32,0,0,Cautious Savers,3.3730638,-5.755574
28,Male,35,28,61,1,1,High Potential,-3.5464709,-3.9181786
29,Female,40,29,31,0,0,Cautious Savers,2.3011165,-5.6508574
30,Female,23,29,87,0,1,High Potential,-7.07956,-3.866786
31,Male,60,30,4,1,0,Cautious Savers,4.5227056,-8.06295
32,Female,21,30,73,0,1,High Potential,-5.996326,-3.098038
33,Male,53,33,4,1,0,Cautious Savers,3.929725,-7.7405157
34,Male,18,33,92,1,1,High Potential,-7.4448433,-3.4108155
35,Female,49,33,14,0,0,Cautious Savers,3.6762407,-7.024996
36,Female,21,33,81,0,1,High Potential,-6.7532268,-3.1723752
37,Female,42,34,17,0,0,Cautious Savers,2.8258567,-6.4612274
38,Female,30,34,73,0,1,High Potential,-4.741426,-3.8426137
39,Female,36,37,26,0,0,Cautious Savers,1.9423676,-5.611653
40,Female,20,37,75,0,1,High Potential,-6.2259903,-2.6870267
41,Female,65,38,35,0,4,Premium Loyalists,10.155815,-6.0927796
42,Male,24,38,92,1,1,High Potential,-7.58749,-3.745003
43,Male,48,39,36,1,0,Cautious Savers,4.906487,-4.8892484
44,Female,31,39,61,0,1,High Potential,-3.0896335,-2.9984787
45,Female,49,39,28,0,0,Cautious Savers,4.3483243,-5.6558437
46,Female,24,39,65,0,1,High Potential,-4.487197,-2.404387
47,Female,50,40,55,0,4,Premium Loyalists,6.978928,-4.4324756
48,Female,27,40,47,0,1,High Potential,-1.7236991,-2.2518919
49,Female,29,40,42,0,1,High Potential,-1.232044,-2.651364
50,Female,31,40,42,0,1,High Potential,-1.0872833,-2.7984784
51,Female,49,42,52,0,4,Premium Loyalists,6.554922,-4.069863
52,Male,33,42,60,1,1,High Potential,-2.6960623,-2.9518094
53,Female,31,43,54,0,1,High Potential,-2.167121,-2.4809055
54,Male,59,43,60,1,4,Premium Loyalists,9.06734,-4.7544703
55,Female,50,43,45,0,4,Premium Loyalists,6.1764927,-4.0452204
56,Male,47,43,41,1,4,Premium Loyalists,5.417865,-4.0454254
57,Female,51,44,50,0,4,Premium Loyalists,6.9425583,-3.905063
58,Male,69,44,46,1,4,Premium Loyalists,10.809146,-5.7231617
59,Female,27,46,51,0,1,High Potential,-2.036853,-1.5426491
60,Male,53,46,46,1,4,Premium Loyalists,7.32416,-3.8132925
61,Male,70,46,56,1,4,Premium Loyalists,11.43715,-5.595839
62,Male,19,46,55,1,1,High Potential,-3.3803062,-0.47894433
63,Female,67,47,52,0,4,Premium Loyalists,10.680986,-5.1775784
64,Female,54,47,59,0,4,Premium Loyalists,8.230464,-4.0570626
65,Male,63,48,51,1,4,Premium Loyalists,10.186463,-4.7688565
66,Male,18,48,59,1,1,High Potential,-3.7320633,-0.12073327
67,Female,43,48,50,0,4,Premium Loyalists,4.8728056,-2.5642521
68,Female,68,48,48,0,4,Premium Loyalists,10.90956,-5.2288904
69,Male,19,48,59,1,1,High Potential,-3.5931387,-0.3098632
70,Female,32,48,47,0,1,High Potential,-1.0284811,-1.9299946
71,Male,70,49,55,1,4,Premium Loyalists,11.550461,-5.3239403
72,Female,47,49,42,0,4,Premium Loyalists,5.7099633,-3.2449925
73,Female,60,50,49,0,4,Premium Loyalists,9.803881,-4.2061124
74,Female,60,50,56,0,4,Premium Loyalists,9.581165,-4.3900285
75,Male,59,54,47,1,4,Premium Loyalists,9.774679,-3.7364924
76,Male,26,54,54,1,1,High Potential,-1.9625915,-0.4488204
77,Female,45,54,53,0,4,Premium Loyalists,5.4582524,-2.0320015
78,Male,40,54,48,1,4,Premium Loyalists,4.157088,-1.5698833
79,Female,23,54,52,0,1,High Potential,-2.4045086,-0.021833077
80,Female,49,54,42,0,4,Premium Loyalists,6.4149923,-2.7385826
81,Male,57,54,51,1,4,Premium Loyalists,9.143252,-3.6216323
82,Male,38,54,55,1,1,High Potential,2.8224661,-1.4244831
83,Male,67,54,41,1,4,Premium Loyalists,10.99079,-4.655479
84,Female,46,54,44,0,4,Premium Loyalists,5.762472,-2.3770924
85,Female,21,54,57,0,1,High Potential,-3.0258782,0.21443456
86,Male,48,54,46,1,4,Premium Loyalists,6.3233004,-2.559746
87,Female,55,57,58,0,4,Premium Loyalists,8.705799,-3.1203277
88,Female,22,57,55,0,1,High Potential,-2.5972967,0.3965686
89,Female,34,58,60,0,1,High Potential,0.9144206,-0.9834348
90,Female,50,58,46,0,4,Premium Loyalists,7.0214005,-2.3004546
91,Female,68,59,55,0,4,Premium Loyalists,11.690862,-4.6716814
92,Male,18,59,41,1,1,High Potential,-2.208809,2.1697547
93,Male,48,60,49,1,4,Premium Loyalists,6.7059627,-1.7869612
94,Female,40,60,40,0,4,Premium Loyalists,4.4916267,-0.5514764
95,Female,32,60,42,0,1,High Potential,0.2520607,0.09639003
96,Male,24,60,52,1,1,High Potential,-1.9473704,0.57378733
97,Female,47,60,47,0,4,Premium Loyalists,6.250069,-1.6317471
98,Female,27,60,50,0,1,High Potential,-1.2928836,0.19695917
99,Male,48,61,42,1,4,Premium Loyalists,6.3076386,-1.2724106
100,Male,20,61,49,1,1,High Potential,-2.3475788,1.1330643
101,Female,23,62,41,0,1,High Potential,-1.359284,1.6651362
102,Female,49,62,48,0,4,Premium Loyalists,6.960533,-1.5729798
103,Male,67,62,59,1,4,Premium Loyalists,12.021865,-4.535772
104,Male,26,62,55,1,1,High Potential,-1.5769507,0.37033623
105,Male,49,62,56,1,4,Premium Loyalists,7.5577507,-1.7184278
106,Female,21,62,42,0,1,High Potential,-1.6993674,1.7973796
107,Female,66,63,50,0,4,Premium Loyalists,11.399255,-4.0402055
108,Male,54,63,46,1,4,Premium Loyalists,8.202917,-2.205805
109,Male,68,63,43,1,4,Premium Loyalists,11.818923,-3.9093888
110,Male,66,63,48,1,4,Premium Loyalists,11.383815,-3.9156287
111,Male,65,63,52,1,4,Premium Loyalists,11.086143,-3.921944
112,Female,19,63,54,0,1,High Potential,-2.969579,1.1276261
113,Female,38,64,42,0,3,Budget Shoppers,4.0620456,-0.1556766
114,Male,19,64,46,1,1,High Potential,-2.1728818,1.7000039
115,Female,18,65,48,0,1,High Potential,-2.706353,1.805612
116,Female,19,65,50,0,1,High Potential,-2.6350954,1.4782894
117,Female,63,65,43,0,4,Premium Loyalists,11.081433,-3.3622837
118,Female,49,65,59,0,4,Premium Loyalists,7.8484817,-1.3382959
119,Female,51,67,43,0,4,Premium Loyalists,7.069997,-0.7052819
120,Female,50,67,57,0,4,Premium Loyalists,7.8990927,-1.316983
121,Male,27,67,56,1,1,High Potential,-1.1563363,0.62461686
122,Female,38,67,40,0,3,Budget Shoppers,4.182013,0.17629057
123,Female,40,69,58,0,2,Standard Customers,3.1159992,-0.5716268
124,Male,39,69,91,1,2,Standard Customers,-7.865695,17.161486
125,Female,23,70,29,0,3,Budget Shoppers,-0.47725144,3.019799
126,Female,31,70,77,0,2,Standard Customers,-8.229004,15.301982
127,Male,43,71,35,1,3,Budget Shoppers,5.296565,1.1101009
128,Male,40,71,95,1,2,Standard Customers,-8.179924,17.553623
129,Male,59,71,11,1,3,Budget Shoppers,7.471759,3.9796705
130,Male,38,71,75,1,2,Standard Customers,-7.3558393,15.5417
131,Male,47,71,9,1,3,Budget Shoppers,5.525418,3.9873002
132,Male,39,71,75,1,2,Standard Customers,-7.2506404,15.654582
133,Female,25,72,34,0,3,Budget Shoppers,-0.5934035,2.6260114
134,Female,31,72,71,0,2,Standard Customers,-8.041169,14.39013
135,Male,20,73,5,1,3,Budget Shoppers,1.3449081,4.517185
136,Female,29,73,88,0,2,Standard Customers,-9.007346,16.338896
137,Female,44,73,7,0,3,Budget Shoppers,4.957369,4.162418
138,Male,32,73,73,1,2,Standard Customers,-8.087175,14.7425585
139,Male,19,74,10,1,3,Budget Shoppers,1.1886003,4.4390144
140,Female,35,74,72,0,2,Standard Customers,-7.7122,14.945247
141,Female,57,75,5,0,3,Budget Shoppers,7.2845473,4.1023016
142,Male,32,75,93,1,2,Standard Customers,-9.13133,17.151814
143,Female,28,76,40,0,3,Budget Shoppers,-0.3172368,2.3160846
144,Female,32,76,87,0,2,Standard Customers,-8.851846,16.294033
145,Male,25,77,12,1,3,Budget Shoppers,1.8585308,4.643182
146,Male,28,77,97,1,2,Standard Customers,-9.64416,17.455389
147,Male,48,77,36,1,3,Budget Shoppers,6.256436,2.0504391
148,Female,32,77,74,0,2,Standard Customers,-8.519913,14.848547
149,Female,34,78,22,0,3,Budget Shoppers,3.5389364,5.386048
150,Male,34,78,90,1,2,Standard Customers,-8.99463,16.860825
151,Male,43,78,17,1,3,Budget Shoppers,5.0819025,4.653841
152,Male,39,78,88,1,2,Standard Customers,-8.122923,16.814455
153,Female,44,78,20,0,3,Budget Shoppers,5.320905,4.6097164
154,Female,38,78,76,0,2,Standard Customers,-7.7781987,15.723769
155,Female,47,78,16,0,3,Budget Shoppers,5.750971,4.4442816
156,Female,27,78,89,0,2,Standard Customers,-9.558846,16.250708
157,Male,37,78,1,1,3,Budget Shoppers,3.904516,4.537329
158,Female,30,78,78,0,2,Standard Customers,-8.939171,15.255478
159,Male,34,78,1,1,3,Budget Shoppers,3.3949587,4.6607065
160,Female,30,78,73,0,2,Standard Customers,-8.766398,14.488672
161,Female,56,79,35,0,4,Premium Loyalists,7.1399436,2.5113425
162,Female,29,79,83,0,2,Standard Customers,-9.316313,15.683737
163,Male,19,81,5,1,3,Budget Shoppers,1.4026126,4.623492
164,Female,31,81,93,0,2,Standard Customers,-9.722506,16.81334
165,Male,50,85,26,1,3,Budget Shoppers,6.3518777,4.2668734
166,Female,36,85,75,0,2,Standard Customers,-9.188864,14.821641
167,Male,42,86,20,1,3,Budget Shoppers,5.1006055,5.3410907
168,Female,33,86,95,0,2,Standard Customers,-10.280514,16.937355
169,Female,36,87,27,0,3,Budget Shoppers,4.1463895,5.9677157
170,Male,32,87,63,1,2,Standard Customers,-9.402474,13.720442
171,Male,40,87,13,1,3,Budget Shoppers,4.7138443,5.317368
172,Male,28,87,75,1,2,Standard Customers,-9.875017,14.639981
173,Male,36,87,10,1,3,Budget Shoppers,4.0982084,5.2647576
174,Male,36,87,92,1,2,Standard Customers,-10.381838,16.82474
175,Female,52,88,13,0,3,Budget Shoppers,6.6018853,4.8632956
176,Female,30,88,86,0,2,Standard Customers,-10.179225,15.797893
177,Male,58,88,15,1,3,Budget Shoppers,7.299713,4.6748223
178,Male,27,88,69,1,2,Standard Customers,-9.872795,14.0362
179,Male,59,93,14,1,3,Budget Shoppers,7.3879223,4.9449806
180,Male,35,93,90,1,2,Standard Customers,-10.832036,16.35353
181,Female,37,97,32,0,3,Budget Shoppers,4.4241104,6.590135
182,Female,32,97,86,0,2,Standard Customers,-10.995079,15.662537
183,Male,46,98,15,1,3,Budget Shoppers,5.9157896,5.8295164
184,Female,29,98,88,0,2,Standard Customers,-11.066651,15.765025
185,Female,41,99,39,0,3,Budget Shoppers,4.4084926,6.848466
186,Male,30,99,97,1,2,Standard Customers,-11.4267435,16.469141
187,Female,54,101,24,0,3,Budget Shoppers,6.927248,5.6478515
188,Male,28,101,68,1,2,Standard Customers,-10.847965,14.093683
189,Female,41,103,17,0,3,Budget Shoppers,5.38231,6.4245567
190,Female,36,103,85,0,2,Standard Customers,-11.635326,15.546002
191,Female,34,103,23,0,3,Budget Shoppers,4.756147,6.7787757
192,Female,32,103,69,0,2,Standard Customers,-11.143259,14.282638
193,Male,33,113,8,1,3,Budget Shoppers,5.211533,7.404646
194,Female,38,113,91,0,2,Standard Customers,-12.235369,15.557336
195,Female,47,120,16,0,3,Budget Shoppers,6.2298884,7.0093484
196,Female,35,120,79,0,2,Standard Customers,-12.267272,14.811013
197,Female,45,126,28,0,3,Budget Shoppers,6.115968,7.3866467
198,Male,32,126,74,1,2,Standard Customers,-12.415666,14.541286
199,Male,32,137,18,1,3,Budget Shoppers,5.6375895,7.9013867
200,Male,30,137,83,1,2,Standard Customers,-12.70241,14.639654