timestamp
string
symbol
string
open
float64
high
float64
low
float64
close
float64
volume
int64
sma_10
float64
sma_50
float64
ema_20
float64
rsi_14
float64
macd
float64
macd_signal
float64
macd_hist
float64
volatility_20
float64
target_up_next
int64
2023-11-08 10:00:00
AAPL
181.88
181.98
181.82
181.9
18,616
181.946
178.172
180.845383
82.66129
1.119446
1.153678
-0.034232
0.011185
0
2023-11-08 11:00:00
AAPL
181.9
181.9
181.81
181.84
21,602
181.973
178.3768
180.940109
80.952381
1.063707
1.135684
-0.071977
0.011172
0
2023-11-08 12:00:00
AAPL
181.82
181.85
181.61
181.85
49,816
181.921
178.5734
181.026765
73.714286
1.008712
1.11029
-0.101578
0.011168
0
2023-11-08 13:00:00
AAPL
181.7
182.06
181.39
181.53
147,883
181.87
178.7614
181.074692
55.555556
0.928603
1.073952
-0.145349
0.010901
1
2023-11-08 14:00:00
AAPL
181.56
183.45
181.51
182.96
8,436,834
181.978
178.9404
181.254245
68.765743
0.969331
1.053028
-0.083697
0.012912
0
2023-11-08 15:00:00
AAPL
182.98
183.33
182.29
182.58
8,513,414
182.052
179.1108
181.380508
61.882353
0.95988
1.034398
-0.074518
0.013235
0
2023-11-08 16:00:00
AAPL
182.59
182.85
182
182.01
5,441,028
182.07
179.244
181.440459
45.522388
0.896067
1.006732
-0.110665
0.013904
1
2023-11-08 17:00:00
AAPL
182.02
182.29
181.59
182.15
4,418,397
182.096
179.3726
181.508035
51.436031
0.847028
0.974791
-0.127764
0.013905
1
2023-11-08 18:00:00
AAPL
182.16
182.75
182
182.59
3,483,346
182.133
179.5158
181.611079
58.63747
0.834053
0.946644
-0.11259
0.012201
0
2023-11-08 19:00:00
AAPL
182.59
182.89
182.37
182.43
3,729,429
182.184
179.6404
181.689071
56.973995
0.80162
0.917639
-0.116019
0.011055
1
2023-11-08 20:00:00
AAPL
182.43
183.01
182.41
182.89
8,050,420
182.283
179.787
181.803446
61.324786
0.803769
0.894865
-0.091096
0.011226
0
2023-11-08 21:00:00
AAPL
182.89
182.94
182.72
182.77
545,602
182.376
179.9202
181.895498
59.2827
0.78672
0.873236
-0.086516
0.011273
0
2023-11-08 22:00:00
AAPL
182.76
182.89
182.76
182.79
33,159
182.47
180.0434
181.980689
56.433409
0.765993
0.851787
-0.085794
0.010426
0
2023-11-08 23:00:00
AAPL
182.79
182.79
182.33
182.6
47,377
182.577
180.1606
182.039671
57.87037
0.725868
0.826603
-0.100736
0.010304
0
2023-11-09 00:00:00
AAPL
182.6
182.72
182.43
182.43
32,875
182.524
180.2764
182.076845
55.928412
0.672597
0.795802
-0.123205
0.010309
0
2023-11-09 09:00:00
AAPL
182.69
182.69
181.51
182.15
47,767
182.481
180.3856
182.083812
53.304904
0.60086
0.756814
-0.155954
0.010442
1
2023-11-09 10:00:00
AAPL
182.11
182.48
182.1
182.4
14,061
182.52
180.5004
182.113925
55.578093
0.557751
0.717001
-0.15925
0.010519
0
2023-11-09 11:00:00
AAPL
182.34
182.34
182.11
182.11
11,763
182.516
180.6034
182.113552
55.918367
0.494487
0.672498
-0.178012
0.010661
1
2023-11-09 12:00:00
AAPL
182.22
182.6
182.2
182.39
63,826
182.496
180.714
182.13988
42.4
0.461621
0.630323
-0.168702
0.010616
1
2023-11-09 13:00:00
AAPL
182.6
182.8
182.16
182.65
128,993
182.518
180.8304
182.188463
50.964187
0.451352
0.594529
-0.143177
0.010544
1
2023-11-09 14:00:00
AAPL
182.6
183.55
182.4
183.3
5,850,573
182.559
180.9682
182.294324
67.385445
0.490015
0.573626
-0.083611
0.011055
0
2023-11-09 15:00:00
AAPL
183.29
183.41
182.48
183.36
6,698,792
182.618
181.1094
182.395817
66.666667
0.519508
0.562802
-0.043294
0.01103
1
2023-11-09 16:00:00
AAPL
183.35
184.12
183.32
183.97
6,760,565
182.736
181.2172
182.545739
68.157895
0.585356
0.567313
0.018043
0.011395
0
2023-11-09 17:00:00
AAPL
183.97
184.01
183.51
183.93
3,990,608
182.869
181.3208
182.677573
70.380435
0.627085
0.579267
0.047817
0.011164
1
2023-12-01 09:00:00
AAPL
189.98
190.28
189.97
190.08
13,601
183.634
181.5372
183.382566
88.367129
1.14323
0.69206
0.45117
0.034151
0
2023-12-01 10:00:00
AAPL
190.08
190.1
189.87
189.87
8,712
184.406
181.7568
184.000417
87.526427
1.517837
0.857215
0.660622
0.034044
0
2023-12-01 11:00:00
AAPL
189.85
190.06
189.85
189.95
3,765
185.161
181.9888
184.567044
87.605042
1.800417
1.045856
0.754561
0.033667
0
2023-12-01 12:00:00
AAPL
189.95
189.97
189.55
189.61
52,767
185.911
182.1968
185.047326
86.246122
1.974172
1.231519
0.742653
0.033875
0
2023-12-01 13:00:00
AAPL
189.75
190.15
189.51
189.54
91,876
186.626
182.4018
185.475199
87.147335
2.082223
1.40166
0.680563
0.033956
1
2023-12-01 14:00:00
AAPL
189.54
190.49
189.23
189.96
4,797,590
187.357
182.6192
185.902323
90.216272
2.176653
1.556658
0.619995
0.033831
1
2023-12-01 15:00:00
AAPL
189.97
190.5
189.91
190.34
6,037,857
188.061
182.8448
186.324959
90.345528
2.256145
1.696556
0.559589
0.033828
1
2023-12-01 16:00:00
AAPL
190.35
191.25
190.18
191.04
6,581,219
188.829
183.086
186.774011
93.560976
2.348555
1.826955
0.521599
0.033743
1
2023-12-01 17:00:00
AAPL
191.04
191.54
190.96
191.5
3,739,484
189.582
183.3364
187.224105
93.6721
2.430886
1.947742
0.483145
0.033669
0
2023-12-01 18:00:00
AAPL
191.5
191.56
190.82
191.17
3,342,601
190.306
183.5898
187.599904
90.571429
2.441364
2.046466
0.394898
0.033748
1
2023-12-01 19:00:00
AAPL
191.18
191.34
190.91
191.28
3,093,770
190.426
183.8456
187.95039
90.060241
2.430526
2.123278
0.307248
0.033629
0
2023-12-01 20:00:00
AAPL
191.26
191.38
189.89
191.26
7,760,007
190.565
184.1026
188.265591
89.818548
2.392741
2.177171
0.21557
0.033483
0
2023-12-01 21:00:00
AAPL
191.27
191.34
191.06
191.15
4,021,046
190.685
184.3524
188.540296
88.110403
2.327095
2.207156
0.119939
0.033606
1
2023-12-01 22:00:00
AAPL
191.14
191.32
191.06
191.32
758,724
190.856
184.6018
188.80503
88.691099
2.262704
2.218265
0.044439
0.03339
0
2023-12-01 23:00:00
AAPL
191.29
191.32
191.15
191.25
62,171
191.027
184.823
189.037884
66.85879
2.180886
2.210789
-0.029903
0.033501
0
2023-12-02 00:00:00
AAPL
191.28
191.33
191.27
191.33
10,300
191.164
185.0252
189.256181
71.856287
2.098312
2.188294
-0.089982
0.033547
0
2023-12-04 09:00:00
AAPL
190.7
190.82
190.19
190.31
27,080
191.161
185.202
189.356545
54.205607
1.928337
2.136302
-0.207966
0.034378
0
2023-12-04 10:00:00
AAPL
190.3
190.36
190.16
190.18
15,806
191.075
185.3742
189.434969
57.002457
1.76282
2.061606
-0.298786
0.034441
0
2023-12-04 11:00:00
AAPL
190.2
190.33
190
190
20,150
190.925
185.5268
189.488781
55.502392
1.598693
1.969023
-0.37033
0.034514
1
2023-12-04 12:00:00
AAPL
190.09
190.25
189.78
190.22
59,864
190.83
185.6904
189.558421
53.266332
1.469435
1.869106
-0.399671
0.034463
0
2023-12-04 13:00:00
AAPL
190.11
191.24
189.76
189.91
149,689
190.693
185.851
189.591905
44.501279
1.32669
1.760623
-0.433933
0.008673
0
2023-12-04 14:00:00
AAPL
189.86
190.05
188.93
189.4
6,501,287
190.507
186.0022
189.573628
27.956989
1.159049
1.640308
-0.481259
0.009014
0
2023-12-04 15:00:00
AAPL
189.4
189.64
187.75
188.03
7,536,712
190.195
186.1262
189.426616
12.526998
0.905211
1.493288
-0.588078
0.011449
1
2023-12-04 16:00:00
AAPL
188.02
188.42
187.45
188.36
4,916,602
189.899
186.2556
189.325034
19.654428
0.722343
1.339099
-0.616756
0.011579
1
2023-12-04 17:00:00
AAPL
188.37
188.77
188.19
188.67
3,251,884
189.641
186.3846
189.262649
22.981366
0.595569
1.190393
-0.594825
0.011745
0
2023-12-04 18:00:00
AAPL
188.67
188.81
188.49
188.66
2,690,416
189.374
186.5194
189.205254
23.029046
0.488659
1.050046
-0.561387
0.011464
1
2023-12-04 19:00:00
AAPL
188.66
189.13
188.5
189.01
3,078,689
189.244
186.6616
189.186659
28.853755
0.427249
0.925487
-0.498238
0.011434
1
2023-12-04 20:00:00
AAPL
189.01
189.66
188.72
189.45
7,523,060
189.171
186.8138
189.211739
32.457786
0.409367
0.822263
-0.412896
0.011005
0
2023-12-04 21:00:00
AAPL
189.43
189.43
189.07
189.18
748,066
189.089
186.9604
189.208716
31.283906
0.369153
0.731641
-0.362488
0.010632
0
2023-12-04 22:00:00
AAPL
189.17
189.43
189.16
189.25
134,524
188.992
187.1148
189.212648
31.15942
0.339024
0.653118
-0.314094
0.010606
0
2023-12-04 23:00:00
AAPL
189.2
189.2
189.05
189.05
9,414
188.906
187.2366
189.197158
36.595745
0.2956
0.581614
-0.286014
0.010557
1
2023-12-05 00:00:00
AAPL
189.09
189.29
189.03
189.21
14,875
188.887
187.3692
189.198381
39.7463
0.270974
0.519486
-0.248512
0.010645
0
2023-12-05 09:00:00
AAPL
188.7
189.38
188.6
188.72
31,917
188.956
187.5034
189.152821
37.301587
0.209503
0.457489
-0.247986
0.010842
0
2023-12-05 10:00:00
AAPL
188.6
188.77
188
188.67
83,886
188.987
187.6338
189.106838
34.086242
0.154966
0.396985
-0.242019
0.010732
0
2023-12-05 11:00:00
AAPL
188.76
188.86
188.56
188.57
46,234
188.977
187.7534
189.05571
35.622318
0.102495
0.338087
-0.235592
0.010728
1
2023-12-05 12:00:00
AAPL
188.64
190.5
188.61
190.26
176,371
189.137
187.91
189.170405
57.363014
0.195031
0.309476
-0.114444
0.014431
0
2023-12-05 13:00:00
AAPL
188.6
190.49
188.15
190.05
224,059
189.241
188.0532
189.254176
71.581197
0.248557
0.297292
-0.048735
0.013458
1
2023-12-05 14:00:00
AAPL
190.06
193.35
189.84
192.69
13,315,815
189.565
188.2516
189.581397
80.972818
0.498259
0.337485
0.160773
0.019353
1
2023-12-05 15:00:00
AAPL
192.66
194.36
192.61
194.26
12,978,943
190.073
188.481
190.026978
83.878788
0.813458
0.43268
0.380778
0.020649
0
2023-12-05 16:00:00
AAPL
194.26
194.4
192.62
193.21
6,880,740
190.469
188.6932
190.330123
74.488698
0.967378
0.539619
0.427758
0.021655
1
2023-12-05 17:00:00
AAPL
193.22
193.83
192.95
193.62
4,982,482
190.926
188.917
190.643445
74.652406
1.109653
0.653626
0.456027
0.021538
0
2023-12-05 18:00:00
AAPL
193.63
193.66
192.85
192.91
5,181,192
191.296
189.1322
190.859307
67.983368
1.151838
0.753268
0.39857
0.021735
1
2023-12-05 19:00:00
AAPL
192.91
193.31
192.75
193.22
4,131,158
191.746
189.3486
191.084135
70.910973
1.196492
0.841913
0.354579
0.019966
1
2023-12-05 20:00:00
AAPL
193.22
193.54
192.87
193.5
9,024,749
192.229
189.5764
191.314217
71.529889
1.240178
0.921566
0.318612
0.019962
0
2023-12-05 21:00:00
AAPL
193.42
193.5
193.31
193.4
1,145,635
192.712
189.7966
191.512863
72.262027
1.252295
0.987712
0.264583
0.020046
0
2023-12-05 22:00:00
AAPL
193.41
193.41
193.2
193.23
916,948
193.009
190.0082
191.6764
70.552147
1.233956
1.036961
0.196995
0.02012
1
2023-12-05 23:00:00
AAPL
193.22
193.42
192.9
193.33
207,371
193.337
190.2088
191.833886
74.547391
1.213503
1.072269
0.141234
0.020119
1
2023-12-06 00:00:00
AAPL
193.33
193.9
193.33
193.79
61,267
193.447
190.4174
192.020182
76.122449
1.220344
1.101884
0.11846
0.020122
0
2023-12-06 09:00:00
AAPL
193.78
193.93
193.54
193.55
40,818
193.376
190.609
192.165879
75.050302
1.192652
1.120038
0.072614
0.020098
1
2023-12-06 10:00:00
AAPL
193.55
193.78
193.55
193.66
6,722
193.421
190.8036
192.308177
70.334928
1.166139
1.129258
0.036881
0.020091
0
2023-12-06 11:00:00
AAPL
193.64
193.69
193.3
193.45
20,398
193.404
190.871
192.416922
70.334928
1.115326
1.126472
-0.011146
0.020094
0
2023-12-06 12:00:00
AAPL
193.45
193.55
193.25
193.53
49,673
193.466
190.9442
192.522929
57.241379
1.069186
1.115015
-0.045828
0.020106
1
2023-12-06 13:00:00
AAPL
193.5
194.05
193.25
194.04
256,120
193.548
191.026
192.667412
47.679325
1.061536
1.104319
-0.042783
0.019762
0
2023-12-06 14:00:00
AAPL
194.04
194.76
192.96
193.15
6,500,297
193.513
191.0968
192.713373
49.344978
0.972448
1.077945
-0.105497
0.0206
0
2023-12-06 15:00:00
AAPL
193.14
193.16
192.21
192.65
6,548,362
193.438
191.159
192.707337
39.614561
0.851682
1.032692
-0.18101
0.020881
1
2023-12-06 16:00:00
AAPL
192.67
193.34
192.47
193.04
4,209,641
193.419
191.2206
192.739019
51.494253
0.778469
0.981848
-0.203378
0.01921
0
2023-12-06 17:00:00
AAPL
193.03
193.1
192.65
192.7
3,170,033
193.356
191.2678
192.735303
44.063927
0.685115
0.922501
-0.237386
0.019288
1
2023-12-06 18:00:00
AAPL
192.69
193.24
192.37
193.15
2,834,615
193.292
191.31
192.774798
46.153846
0.640065
0.866014
-0.225949
0.013589
0
2023-12-06 19:00:00
AAPL
193.15
193.21
192.75
192.91
2,572,402
193.228
191.3382
192.787675
44.776119
0.578329
0.808477
-0.230148
0.010687
0
2023-12-06 20:00:00
AAPL
192.91
192.94
192.11
192.33
7,060,546
193.095
191.3614
192.744087
41.176471
0.477102
0.742202
-0.2651
0.009717
0
2023-12-06 21:00:00
AAPL
192.37
192.45
192.21
192.26
416,689
192.976
191.381
192.697983
39.447732
0.386772
0.671116
-0.284344
0.009398
0
2023-12-06 22:00:00
AAPL
192.3
192.38
192.22
192.23
59,875
192.846
191.4004
192.653413
33.189655
0.3092
0.598733
-0.289533
0.008725
0
2023-12-06 23:00:00
AAPL
192.23
192.31
192.22
192.22
11,850
192.664
191.4218
192.612136
34.920635
0.244103
0.527807
-0.283704
0.008524
0
2023-12-07 00:00:00
AAPL
192.22
192.26
192.11
192.2
17,667
192.569
191.4394
192.572885
33.101852
0.188724
0.45999
-0.271267
0.008336
1
2023-12-07 09:00:00
AAPL
192.22
192.38
191.81
192.32
19,345
192.536
191.4608
192.548801
36.643026
0.152757
0.398544
-0.245786
0.008388
0
2023-12-07 10:00:00
AAPL
192.39
192.4
192.12
192.4
14,757
192.472
191.4822
192.534629
36.643026
0.129219
0.344679
-0.215459
0.00839
0
2023-12-07 11:00:00
AAPL
192.27
192.36
192.22
192.29
5,335
192.431
191.5218
192.511331
27.154047
0.100531
0.295849
-0.195319
0.008361
0
2023-12-07 12:00:00
AAPL
192.3
192.43
192.25
192.35
13,707
192.351
191.5652
192.495966
36.666667
0.081694
0.253018
-0.171324
0.007916
1
2023-12-07 13:00:00
AAPL
192.26
193.17
191.88
192.94
135,138
192.354
191.624
192.538255
54.692557
0.113071
0.225029
-0.111958
0.008564
1
2023-12-07 14:00:00
AAPL
193
194.92
192.93
193.89
8,204,551
192.51
191.6974
192.666993
61.643836
0.212149
0.222453
-0.010304
0.009947
1
2023-12-07 15:00:00
AAPL
193.89
194.98
193.88
194.79
6,422,747
192.763
191.795
192.869184
74.821853
0.359151
0.249792
0.109359
0.010859
0
2023-12-07 16:00:00
AAPL
194.8
194.9
194.02
194.87
4,386,176
193.027
191.9044
193.059738
72.395833
0.476613
0.295156
0.181456
0.010859
0
2023-12-07 17:00:00
AAPL
194.87
195
194.51
194.51
4,137,541
193.256
192.034
193.197858
70.20202
0.534492
0.343023
0.191468
0.01079
0
2023-12-07 18:00:00
AAPL
194.52
194.78
194.23
194.32
4,638,835
193.468
192.1532
193.304729
77.871148
0.55859
0.386137
0.172454
0.009678
0
2023-12-07 19:00:00
AAPL
194.32
194.49
194.13
194.15
2,684,496
193.651
192.2628
193.385231
75.749319
0.557544
0.420418
0.137126
0.009282
0
2023-12-07 20:00:00
AAPL
194.15
194.35
194.01
194.24
6,261,993
193.835
192.3744
193.466637
76.9437
0.557551
0.447845
0.109706
0.009123
0