Split (1)

train · 3.45k rows

device_brand stringclasses 34 values	os stringclasses 4 values	screen_size float64 5.08 30.7	4g stringclasses 2 values	5g stringclasses 2 values	rear_camera_mp float64 0.08 48 ⌀	front_camera_mp float64 0 32 ⌀	internal_memory float64 0.01 1.02k ⌀	ram float64 0.02 12 ⌀	battery float64 500 9.72k ⌀	weight float64 69 855 ⌀	release_year int64 2.01k 2.02k	days_used int64 91 1.09k	normalized_used_price float64 1.54 6.62	normalized_new_price float64 2.9 7.85
LG	Android	15.37	yes	no	5	13	32	3	4,000	196.5	2,020	205	4.232801	5.483219
LG	Android	14.5	yes	no	8	8	32	3	3,450	170	2,020	196	4.319752	4.862908
LG	Android	25.43	yes	no	8	5	32	4	8,200	498	2,019	392	5.021971	5.832234
LG	Android	15.34	yes	yes	8	32	256	8	4,000	192	2,019	471	5.789104	7.003347
LG	Android	15.34	yes	no	8	16	64	4	4,000	198	2,019	517	4.955757	5.772655
LG	Android	13.84	yes	no	8	5	16	2	3,000	148	2,019	438	4.367801	4.936917
LG	Android	13.84	yes	no	8	5	16	1	3,000	152	2,019	393	4.043753	4.63502
LG	Android	15.27	yes	no	8	13	32	2	3,500	186	2,019	273	4.396299	5.080286
LG	Android	15.37	yes	no	8	13	32	3	4,000	194	2,019	344	4.707997	5.301562
LG	Android	15.8	yes	no	8	16	64	4	4,050	172	2,019	289	4.541485	5.246761
LG	Android	15.9	yes	no	8	16	32	3	4,000	175	2,019	482	4.486612	4.861903
LG	Android	15.72	yes	no	8	8	32	3	4,000	164	2,019	516	4.105944	4.69254
LG	Android	15.29	yes	no	13	5	32	3	3,500	179	2,019	463	4.170688	5.297617
LG	Android	15.29	yes	no	16	5	64	4	3,300	172	2,018	693	4.989412	5.701112
LG	Android	12.83	yes	no	13	5	16	2	4,500	171	2,018	393	4.539564	5.194511
LG	Android	7.62	no	no	2	1.3	4	0.5	1,540	140.45	2,014	965	3.131137	3.931041
Meizu	Android	15.39	yes	yes	null	20	128	8	4,500	199	2,020	318	5.153581	6.271536
Meizu	Android	15.37	yes	no	null	16	128	6	4,500	183	2,019	348	4.749271	5.52621
Meizu	Android	15.37	yes	no	null	8	32	2	4,000	184	2,019	198	4.319353	5.191623
Meizu	Android	15.29	yes	no	null	20	128	6	3,600	166	2,019	405	4.874892	5.832352
Meizu	Android	15.29	yes	no	null	16	64	6	4,000	165	2,019	499	4.805577	5.395626
Meizu	Android	15.29	yes	no	null	20	128	6	3,600	165	2,019	226	5.218841	6.042918
Micromax	Android	10.16	no	no	2	0.3	0.5	0.25	1,500	146.5	2,014	900	3.118834	3.89182
Micromax	Android	7.75	no	no	0.3	0.3	0.5	0.25	1,500	89	2,014	757	1.572774	3.686126
Micromax	Android	10.03	no	no	2	0.3	0.2	0.25	2,000	85	2,013	652	3.404857	4.268998
Micromax	Android	10.16	no	no	2	0.3	16	4	2,000	89	2,013	1,051	3.302481	4.083957
Micromax	Android	7.75	no	no	0.3	0.3	16	4	2,000	89	2,013	897	2.853016	3.870367
Motorola	Android	15.37	yes	no	null	16	128	6	5,000	210	2,020	92	5.034156	5.697295
Motorola	Android	15.42	yes	yes	null	25	256	12	5,000	203	2,020	188	5.639813	7.087983
Nokia	Android	16.56	yes	no	0.3	8	64	3	4,000	200	2,020	296	4.160756	4.996469
Nokia	Android	13.84	yes	no	0.3	5	16	2	3,000	180	2,020	293	3.690628	4.087488
Nokia	Android	13.84	yes	no	0.3	5	16	2	3,000	180	2,020	260	3.988243	4.617889
Nokia	Others	5.18	no	no	0.3	0	0.06	0.03	1,020	90.5	2,020	322	2.519308	3.386422
Nokia	Others	5.18	no	no	0.3	0	0.1	0.03	1,020	91.3	2,020	148	2.564949	3.011606
Nokia	Android	17.3	yes	yes	0.3	24	64	6	4,500	220	2,020	127	4.602667	6.214388
Nokia	Others	5.18	no	no	0.3	0	0.1	null	1,200	88.2	2,020	327	3.062924	3.689129
Nokia	Others	5.18	yes	no	0.3	0	0.1	0.03	1,200	86.5	2,019	414	2.789323	3.68462
OnePlus	Android	16.64	yes	yes	null	16	128	8	4,300	180	2,020	186	5.482928	6.605054
OnePlus	Android	16.64	yes	yes	null	16	128	8	4,300	180	2,020	232	5.235165	6.478525
OnePlus	Android	16.94	yes	yes	null	16	256	12	4,085	206	2,019	280	5.07985	6.685761
OnePlus	Android	16.94	yes	yes	null	16	128	6	4,000	206	2,019	523	5.342526	6.684362
Oppo	Android	16.64	yes	yes	null	32	128	8	4,000	172	2,020	293	5.269969	6.154455
Oppo	Android	16.33	yes	yes	null	32	128	8	4,000	183	2,020	281	5.047867	5.911609
Oppo	Android	16.69	yes	yes	null	32	128	6	4,000	184	2,020	122	5.126045	5.668017
Oppo	Android	16.64	yes	yes	null	16	128	8	4,000	186	2,020	200	5.094302	6.254136
Oppo	Android	15.29	yes	no	null	8	64	3	4,230	168	2,020	267	4.515027	4.785907
Oppo	Android	15.34	yes	yes	null	32	128	8	4,025	180	2,020	218	5.307178	5.990339
Oppo	Android	15.34	yes	yes	8	32	128	8	4,025	181	2,019	330	4.900225	6.085251
Oppo	Android	15.37	yes	no	8	8	128	4	4,230	180	2,019	277	4.51437	5.006895
Oppo	Android	15.34	yes	no	8	25	128	6	3,600	169.5	2,019	344	5.037212	5.638141
Oppo	Android	15.34	yes	no	8	32	128	4	4,035	186	2,019	463	5.093321	5.793197
Oppo	Android	16.59	yes	no	8	16	128	6	4,020	190	2,019	336	5.032266	5.562027
Oppo	Android	15.39	yes	yes	8	16	256	8	4,065	215	2,019	232	5.598385	6.779649
Oppo	Android	15.27	yes	no	8	5	32	2	4,000	170	2,019	282	4.022849	4.612444
Oppo	Android	15.29	yes	no	13	8	32	3	4,230	168	2,018	587	4.273745	5.440338
Oppo	Android	10.29	yes	no	8	5	8	1	2,000	135	2,015	917	4.097008	4.991928
Others	Android	16.43	yes	yes	8	20	128	6	4,000	171	2,019	486	4.701661	6.803039
Realme	Android	15.37	yes	no	null	16	64	4	4,300	191	2,020	97	4.798514	5.299916
Realme	Android	15.37	yes	no	null	16	128	4	5,000	199	2,020	362	4.932169	5.010769
Realme	Android	15.37	yes	no	null	5	32	3	5,000	195	2,020	321	4.383151	4.600459
Realme	Android	15.27	yes	no	null	5	32	3	4,000	166	2,020	247	2.667228	3.709907
Realme	Android	15.27	yes	no	null	5	32	2	4,000	166	2,019	450	4.335721	4.601062
Samsung	Android	12.88	yes	no	8	5	32	3	4,000	168	2,020	120	4.15167	4.71698
Samsung	Android	12.7	yes	no	8	5	16	1	2,600	154	2,020	226	4.081428	4.792148
Samsung	Android	15.42	yes	yes	8	32	128	8	4,500	185	2,020	258	5.514195	6.218879
Samsung	Android	15.37	yes	yes	8	32	128	6	4,500	187	2,020	248	5.126283	6.061946
Samsung	Android	25.5	yes	no	8	5	64	4	7,040	467	2,020	310	5.28756	5.935529
Samsung	Android	15.29	yes	yes	8	13	128	8	4,000	168.1	2,020	282	5.678499	6.780728
Samsung	Android	25.53	yes	yes	8	8	128	6	7,040	420	2,020	321	5.0837	6.685674
Samsung	Android	12.73	yes	no	12	8	64	4	4,500	256	2,019	320	4.590361	6.927597
Samsung	Android	15.42	yes	no	12	32	128	6	4,500	187	2,019	325	4.955757	5.93611
Samsung	Android	25.43	yes	no	13	8	64	4	7,600	653	2,019	430	4.989071	6.396179
Samsung	Android	15.32	yes	yes	12	10	256	12	3,500	168	2,019	190	4.997685	7.003629
Samsung	Android	25.53	yes	no	12	8	128	6	7,040	420	2,019	517	5.43821	6.39673
Samsung	Android	20.32	yes	no	8	2	32	2	5,100	169	2,019	313	3.984344	4.866149
Samsung	Android	12.7	yes	no	16	5	32	3	2,800	172	2,019	222	4.45458	5.557098
Samsung	Android	20.32	yes	no	5	2	16	2	4,200	338	2,015	852	4.705197	5.401641
Others	Android	16.59	yes	no	2	16	64	4	4,000	193	2,020	168	4.314015	5.43599
Others	Android	15.77	yes	no	2	5	64	4	4,000	184.7	2,020	299	4.358246	4.87122
Others	Android	20.32	no	no	0.3	2	16	1	3,600	330	2,020	290	4.053523	4.488412
Others	Android	15.44	yes	no	2	8	32	2	3,500	191.6	2,020	243	3.99028	5.140435
Others	Android	17.78	no	no	8	0.3	8	1	2,000	242	2,019	513	2.822569	3.873906
Others	Android	25.43	no	no	0.3	2	16	1	4,000	505.2	2,019	452	4.538068	4.60477
Others	Android	12.88	yes	no	8	5	16	2	2,700	138	2,019	440	4.175002	4.626051
Others	Android	16.23	yes	no	8	16	64	4	3,450	176.6	2,019	335	4.995657	5.882459
Others	Android	20.32	no	no	2	2	32	3	4,000	355	2,020	221	4.424248	4.60597
Others	Android	20.32	no	no	2	2	32	2	4,000	355	2,020	276	4.210645	4.386641
Others	Android	20.55	yes	no	8	0.3	16	2	2,000	374	2,013	1,064	4.414978	5.639173
Apple	Others	30.71	yes	no	12	7	128	6	9,720	641	2,020	220	5.847392	6.907335
Apple	Others	27.94	yes	no	12	7	128	6	5,770.5	471	2,020	248	5.691237	6.684724
Apple	Others	25.45	yes	no	8	1.2	32	3	8,827	483	2,019	313	5.204446	5.8518
Apple	iOS	27.94	yes	no	12	7	64	4	7,812	468	2,018	601	5.359836	6.779604
Apple	iOS	18.01	yes	no	8	1.2	16	2	5,124	299	2,015	827	4.56268	5.89181
Asus	Android	15.24	no	no	13	2	16	2	3,230	196	2,014	840	4.539564	5.307079
Asus	Android	15.24	no	no	13	2	16	2	3,300	196	2,014	1,073	4.327966	5.521221
Others	Android	15.24	no	no	8	8	32	1	2,800	185	2,019	513	4.304335	4.351439
Others	Android	12.83	no	no	8	8	32	1	2,200	158	2,019	213	4.170843	4.222738
Others	Android	12.7	no	no	5	5	32	1	3,400	146	2,019	184	3.764219	3.8963
Others	Android	10.29	no	no	5	0.3	4	0.5	1,760	136	2,013	1,091	4.05387	5.303902
Others	Android	12.83	yes	no	13	5	32	3	4,200	206.5	2,020	214	4.796864	5.704815

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