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
2023-04-03 17:00:00
AAPL
164.55
164.8
164.31
164.71
4,970,111
164.374
155.0022
160.192888
92.043156
3.325372
2.754542
0.57083
0.064885
1
2023-04-03 18:00:00
AAPL
164.71
165.75
164.48
165.74
5,403,382
164.573
155.2414
160.721184
92.426187
3.349067
2.873447
0.47562
0.064836
1
2023-04-03 19:00:00
AAPL
165.75
166.29
165.62
166.1
11,163,905
164.793
155.4804
161.233452
92.032411
3.358183
2.970395
0.387789
0.064718
0
2023-04-03 20:00:00
AAPL
166.12
166.31
166.01
166.05
3,342,790
165.003
155.7174
161.692171
91.350211
3.323067
3.040929
0.282138
0.064539
0
2023-04-03 21:00:00
AAPL
166.05
166.17
165.96
165.99
82,111
165.193
155.9536
162.101488
93.587896
3.252898
3.083323
0.169575
0.063971
0
2023-04-03 22:00:00
AAPL
165.97
166.05
165.97
165.98
10,869
165.377
156.1906
162.47087
77.667494
3.160055
3.098669
0.061386
0.063999
0
2023-04-03 23:00:00
AAPL
165.98
166.02
165.95
166.02
29,605
165.448
156.432
162.808883
77.040816
3.054493
3.089834
-0.035341
0.064103
0
2023-04-04 08:00:00
AAPL
165.91
166.1
165.8
166.1
18,576
165.578
156.677
163.122322
77.21519
2.943361
3.06054
-0.117178
0.064175
1
2023-04-04 09:00:00
AAPL
166.09
166.98
166.09
166.92
23,327
165.817
156.9716
163.484006
80.561555
2.888162
3.026064
-0.137902
0.0641
0
2023-04-04 10:00:00
AAPL
166.89
167
166.72
166.77
19,442
166.038
157.2656
163.796958
77.801268
2.800036
2.980858
-0.180823
0.064306
0
2023-04-04 11:00:00
AAPL
166.77
166.9
166.65
166.74
76,657
166.241
157.5518
164.077248
69.916435
2.696689
2.924024
-0.227336
0.064091
0
2023-04-04 12:00:00
AAPL
166.85
166.9
165.33
166.57
168,981
166.324
157.8466
164.314653
77.230769
2.571426
2.853505
-0.282079
0.01131
0
2023-04-04 13:00:00
AAPL
166.54
166.7
165.42
166.29
6,107,456
166.343
158.1488
164.502781
76.993865
2.421645
2.767133
-0.345488
0.011591
0
2023-04-04 14:00:00
AAPL
166.3
166.84
165.89
166.11
7,166,920
166.349
158.4394
164.655849
72.727273
2.26234
2.666174
-0.403834
0.011726
0
2023-04-04 15:00:00
AAPL
166.11
166.42
165.75
166.18
5,225,253
166.368
158.731
164.801007
72.072072
2.11733
2.556405
-0.439075
0.011727
0
2023-04-04 16:00:00
AAPL
166.18
166.29
165.59
165.94
4,346,926
166.364
159.0192
164.909482
53.937008
1.960444
2.437213
-0.476769
0.011908
0
2023-04-04 17:00:00
AAPL
165.94
166.23
165.72
166.01
3,175,077
166.363
159.3066
165.014293
48
1.820771
2.313925
-0.493154
0.009689
0
2023-04-04 18:00:00
AAPL
166.01
166.11
165.33
165.41
3,904,289
166.294
159.5862
165.05198
38.571429
1.642727
2.179685
-0.536958
0.009891
1
2023-04-04 19:00:00
AAPL
165.41
165.66
165.11
165.65
6,975,240
166.167
159.8672
165.108934
44.295302
1.503659
2.04448
-0.540821
0.009773
0
2023-04-04 20:00:00
AAPL
165.64
165.67
165.53
165.64
1,630,578
166.054
160.1442
165.159512
44.295302
1.376769
1.910938
-0.534169
0.00978
0
2023-04-04 21:00:00
AAPL
165.61
165.64
165.52
165.52
1,769,419
165.932
160.4146
165.193844
41.830065
1.252092
1.779169
-0.527077
0.009814
1
2023-04-04 22:00:00
AAPL
165.57
165.68
165.53
165.64
11,712
165.839
160.6886
165.236335
42.580645
1.149714
1.653278
-0.503564
0.007548
1
2023-04-04 23:00:00
AAPL
165.6
165.85
165.6
165.79
28,951
165.789
160.9594
165.289065
26.748971
1.068367
1.536295
-0.467929
0.00726
0
2023-04-05 08:00:00
AAPL
165.68
165.68
165.1
165.34
18,569
165.712
161.2132
165.293916
23.809524
0.956561
1.420348
-0.463788
0.00772
0
2023-04-05 09:00:00
AAPL
165.29
165.35
165.17
165.2
21,369
165.614
161.465
165.284972
22.887324
0.846894
1.305658
-0.458763
0.007745
1
2023-04-05 10:00:00
AAPL
165.25
165.39
165.22
165.38
22,386
165.558
161.7058
165.294022
29.122807
0.765681
1.197662
-0.431981
0.007857
1
2023-04-05 11:00:00
AAPL
165.32
165.79
165.3
165.6
105,833
165.517
161.9612
165.323163
37.634409
0.710877
1.100305
-0.389428
0.007993
0
2023-04-05 12:00:00
AAPL
165.46
165.8
165.06
165.18
252,445
165.494
162.219
165.309528
34.653465
0.626333
1.005511
-0.379177
0.008315
0
2023-04-05 13:00:00
AAPL
165.18
165.3
164.21
164.62
6,674,309
165.391
162.4614
165.243859
27.840909
0.508286
0.906066
-0.39778
0.006863
0
2023-04-05 14:00:00
AAPL
164.65
164.92
163.27
163.29
7,893,794
165.156
162.6694
165.057777
21.258134
0.303909
0.785634
-0.481726
0.010088
0
2023-04-05 15:00:00
AAPL
163.28
163.77
162.68
162.96
6,111,437
164.9
162.87
164.857989
18.685832
0.113996
0.651307
-0.53731
0.010089
0
2023-04-05 16:00:00
AAPL
162.98
163
161.8
162.33
6,714,013
164.569
163.0562
164.617228
18.571429
-0.086351
0.503775
-0.590126
0.010447
1
2023-04-05 17:00:00
AAPL
162.33
163.09
162.26
162.94
4,922,902
164.284
163.255
164.457492
24.288425
-0.193673
0.364285
-0.557959
0.011584
1
2023-04-05 18:00:00
AAPL
162.95
163.31
162.65
163.24
4,232,667
164.074
163.4668
164.34154
28.417266
-0.251619
0.241105
-0.492724
0.01193
1
2023-04-05 19:00:00
AAPL
163.24
163.95
162.93
163.76
8,498,564
163.93
163.7048
164.286155
35.234899
-0.252669
0.14235
-0.395019
0.012549
0
2023-04-05 20:00:00
AAPL
163.73
163.86
163.3
163.65
1,152,055
163.757
163.9396
164.225569
33.277311
-0.259387
0.062002
-0.32139
0.012526
0
2023-04-05 21:00:00
AAPL
163.63
163.76
163.32
163.6
67,465
163.557
164.1668
164.165991
31.282051
-0.265683
-0.003535
-0.262149
0.012479
0
2023-04-05 22:00:00
AAPL
163.5
163.59
163.35
163.47
24,205
163.386
164.3858
164.099706
33.092224
-0.277959
-0.05842
-0.219539
0.012105
0
2023-04-05 23:00:00
AAPL
163.46
163.61
163.03
163.55
32,412
163.279
164.5838
164.047353
34.917733
-0.278027
-0.102341
-0.175686
0.011972
0
2023-04-06 08:00:00
AAPL
161.79
163.6
160.18
162.74
53,046
163.224
164.7528
163.922844
28.360656
-0.339528
-0.149778
-0.189749
0.012703
0
2023-04-06 09:00:00
AAPL
162.71
162.82
162.29
162.29
23,485
163.157
164.9208
163.767335
23.85466
-0.41974
-0.203771
-0.215969
0.01284
1
2023-04-06 10:00:00
AAPL
162.31
162.73
162.1
162.71
33,107
163.195
164.9
163.666636
30.489731
-0.444297
-0.251876
-0.192421
0.01323
1
2023-04-06 11:00:00
AAPL
162.66
163
162.66
162.91
66,374
163.192
164.8802
163.594576
35.678392
-0.442519
-0.290004
-0.152514
0.01328
0
2023-04-06 12:00:00
AAPL
162.76
163
162.23
162.36
266,229
163.104
164.8484
163.476997
41.040462
-0.479957
-0.327995
-0.151962
0.013392
1
2023-04-06 13:00:00
AAPL
162.36
162.74
161.92
162.69
5,985,329
162.997
164.8204
163.402045
47.398844
-0.477495
-0.357895
-0.1196
0.013711
1
2023-04-06 14:00:00
AAPL
162.69
163.59
162.54
163.27
6,958,638
162.959
164.803
163.389469
59.143969
-0.423857
-0.371087
-0.052769
0.014275
1
2023-04-06 15:00:00
AAPL
163.28
164.75
163.18
164.53
6,187,810
163.052
164.7874
163.498091
63.73057
-0.276489
-0.352168
0.075678
0.016463
0
2023-04-06 16:00:00
AAPL
164.53
164.96
164.41
164.47
4,346,849
163.152
164.7808
163.590654
61.081081
-0.162666
-0.314267
0.151601
0.016297
1
2023-04-06 17:00:00
AAPL
164.47
164.81
164.3
164.81
3,773,985
163.278
164.7864
163.706782
59.776536
-0.044512
-0.260316
0.215804
0.016088
0
2023-04-06 18:00:00
AAPL
164.81
164.94
164.56
164.65
3,236,861
163.469
164.7882
163.796612
59.225092
0.035803
-0.201092
0.236895
0.013693
0
2023-04-06 19:00:00
AAPL
164.65
164.82
164.32
164.65
6,704,083
163.705
164.787
163.877887
59.776536
0.098319
-0.14121
0.239529
0.013461
0
2023-04-06 20:00:00
AAPL
164.66
164.7
164.55
164.6
2,069,259
163.894
164.7642
163.94666
60.680529
0.14219
-0.08453
0.22672
0.012688
0
2023-04-06 21:00:00
AAPL
164.6
164.66
164.57
164.58
30,743
164.061
164.7338
164.006978
59.847036
0.173347
-0.032955
0.206301
0.01229
0
2023-04-06 22:00:00
AAPL
164.58
164.6
164.51
164.52
23,269
164.277
164.7032
164.055837
69.866071
0.190995
0.011835
0.17916
0.012236
0
2023-04-06 23:00:00
AAPL
164.57
164.59
164.51
164.59
16,673
164.467
164.6752
164.10671
78.04878
0.208229
0.051114
0.157115
0.011879
0
2023-04-10 08:00:00
AAPL
164.49
164.49
163.56
163.75
21,402
164.515
164.6306
164.072738
61.504425
0.152351
0.071361
0.080989
0.013016
0
2023-04-10 09:00:00
AAPL
163.77
163.97
163.57
163.8
15,854
164.442
164.5862
164.046763
60.183066
0.110823
0.079254
0.03157
0.013013
0
2023-04-10 10:00:00
AAPL
163.8
163.98
163.23
163.32
26,325
164.327
164.5306
163.977547
61.162791
0.038734
0.07115
-0.032416
0.013333
0
2023-04-10 11:00:00
AAPL
163.6
163.64
162.5
162.75
107,486
164.121
164.4472
163.860638
50.660793
-0.063657
0.044188
-0.107846
0.013753
0
2023-04-10 12:00:00
AAPL
163.35
163.75
162.33
162.55
304,970
163.911
164.3628
163.735815
41.346154
-0.159108
0.003529
-0.162637
0.012887
0
2023-04-10 13:00:00
AAPL
162.55
162.61
160.08
160.47
10,158,533
163.493
164.2374
163.424785
9.236948
-0.398003
-0.076777
-0.321226
0.017998
0
2023-04-10 14:00:00
AAPL
160.47
160.82
160.09
160.54
8,031,491
163.087
164.1168
163.150044
10.621242
-0.575053
-0.176432
-0.39862
0.017729
1
2023-04-10 15:00:00
AAPL
160.54
161.61
160.53
161.1
5,432,647
162.739
164.013
162.954801
14.395393
-0.662541
-0.273654
-0.388887
0.018123
1
2023-04-10 16:00:00
AAPL
161.1
161.61
160.6
161.4
4,414,848
162.427
163.9188
162.806725
19.626168
-0.699604
-0.358844
-0.34076
0.01802
0
2023-04-10 17:00:00
AAPL
161.41
161.63
161.17
161.44
3,592,170
162.112
163.824
162.676561
20.222635
-0.717478
-0.430571
-0.286907
0.017866
1
2023-04-10 18:00:00
AAPL
161.44
161.84
161.34
161.72
3,476,072
161.909
163.7396
162.58546
24.377224
-0.70097
-0.484651
-0.216319
0.017531
1
2023-04-10 19:00:00
AAPL
161.73
162.03
161.5
162.03
6,783,141
161.732
163.66
162.532559
28.426396
-0.655318
-0.518784
-0.136534
0.015524
0
2023-04-10 20:00:00
AAPL
162.01
162.19
161.93
162.06
1,521,702
161.606
163.593
162.487553
29.081633
-0.60969
-0.536965
-0.072725
0.015549
0
2023-04-10 21:00:00
AAPL
162.04
162.1
161.91
161.93
37,150
161.524
163.5186
162.434453
27.609428
-0.577364
-0.545045
-0.032319
0.015267
0
2023-04-10 22:00:00
AAPL
161.91
162.1
161.91
162.01
24,517
161.47
163.446
162.394029
33.204633
-0.539076
-0.543851
0.004775
0.015328
1
2023-04-10 23:00:00
AAPL
162.01
162.2
162.01
162.2
20,589
161.643
163.3796
162.37555
34.962406
-0.487778
-0.532636
0.044859
0.015437
1
2023-04-11 08:00:00
AAPL
162.02
162.65
162.02
162.33
23,190
161.822
163.3134
162.371212
40.040241
-0.431658
-0.512441
0.080783
0.01551
1
2023-04-11 09:00:00
AAPL
162.4
162.52
162.2
162.52
9,390
161.964
163.248
162.385382
47.494553
-0.367614
-0.483475
0.115862
0.015613
0
2023-04-11 10:00:00
AAPL
162.71
162.74
162.18
162.22
23,626
162.046
163.1856
162.369631
46.481876
-0.337179
-0.454216
0.117037
0.015657
0
2023-04-11 11:00:00
AAPL
162.21
162.35
161.8
161.9
78,718
162.092
163.1196
162.324905
74.40273
-0.335018
-0.430377
0.095358
0.01566
0
2023-04-11 12:00:00
AAPL
162.1
162.36
161.57
161.8
190,780
162.1
163.048
162.274914
71.283784
-0.337485
-0.411798
0.074313
0.014996
0
2023-04-11 13:00:00
AAPL
161.8
162.36
161.08
161.23
6,366,182
162.02
162.9606
162.175398
52.188552
-0.381042
-0.405647
0.024605
0.015241
0
2023-04-11 14:00:00
AAPL
161.22
161.38
160.56
160.73
8,288,368
161.887
162.8716
162.037741
39.432177
-0.450711
-0.41466
-0.036051
0.015267
1
2023-04-11 15:00:00
AAPL
160.74
161.12
160.51
160.97
4,763,036
161.791
162.7986
161.936052
43.026706
-0.481014
-0.427931
-0.053083
0.015153
1
2023-04-11 16:00:00
AAPL
160.98
161.52
160.84
161.38
4,475,491
161.728
162.7604
161.883094
45.142857
-0.466567
-0.435658
-0.030909
0.015441
1
2023-04-11 17:00:00
AAPL
161.38
161.81
161.07
161.78
3,701,350
161.686
162.7368
161.873276
46.518106
-0.418022
-0.432131
0.014108
0.008468
0
2023-04-11 18:00:00
AAPL
161.78
161.83
161.49
161.59
4,022,192
161.612
162.722
161.846297
43.733333
-0.390382
-0.423781
0.033399
0.008614
0
2023-04-11 19:00:00
AAPL
161.59
161.62
160.55
160.8
8,425,943
161.44
162.6792
161.74665
37.188209
-0.427297
-0.424484
-0.002813
0.009415
0
2023-04-11 20:00:00
AAPL
160.79
160.88
160.71
160.8
3,271,990
161.298
162.6304
161.656493
36.027714
-0.45135
-0.429857
-0.021493
0.009189
0
2023-04-11 21:00:00
AAPL
160.81
160.83
160.65
160.7
89,296
161.178
162.5692
161.565398
32.311321
-0.473028
-0.438492
-0.034537
0.009188
1
2023-04-11 22:00:00
AAPL
160.75
160.88
160.72
160.86
15,810
161.084
162.5134
161.498217
32.786885
-0.471859
-0.445165
-0.026694
0.00905
1
2023-04-11 23:00:00
AAPL
160.86
161
160.78
161
25,314
161.061
162.4614
161.450768
31.990521
-0.454397
-0.447011
-0.007386
0.008843
0
2023-04-12 08:00:00
AAPL
160.7
160.95
160.7
160.85
25,095
161.073
162.409
161.393552
33.169533
-0.447504
-0.44711
-0.000394
0.008847
0
2023-04-12 09:00:00
AAPL
160.9
160.9
160.82
160.9
10,865
161.066
162.356
161.346547
36.842105
-0.433014
-0.444291
0.011276
0.00886
0
2023-04-12 10:00:00
AAPL
160.98
161.1
160.62
160.62
14,221
160.99
162.3136
161.277352
35.175879
-0.439064
-0.443245
0.004181
0.008926
1
2023-04-12 11:00:00
AAPL
160.63
160.92
160.62
160.91
18,327
160.903
162.286
161.242366
45.675676
-0.415666
-0.43773
0.022063
0.009067
1
2023-04-12 12:00:00
AAPL
160.62
162.3
160.4
161.59
593,765
160.903
162.2636
161.275474
61.082474
-0.338353
-0.417854
0.079501
0.010128
0
2023-04-12 13:00:00
AAPL
161.6
162.06
160.49
160.98
7,235,692
160.921
162.225
161.247334
50.117647
-0.322585
-0.3988
0.076216
0.010606
0
2023-04-12 14:00:00
AAPL
160.97
162.05
160.66
160.66
7,720,983
160.907
162.191
161.191397
41.346154
-0.332082
-0.385457
0.053375
0.010626
1
2023-04-12 15:00:00
AAPL
160.66
161.66
160.26
161.56
5,478,399
160.993
162.1684
161.226502
47.639485
-0.263943
-0.361154
0.097211
0.012104
0
2023-04-12 16:00:00
AAPL
161.57
161.72
161.36
161.54
3,949,689
161.061
162.1338
161.256359
49.443207
-0.209145
-0.330752
0.121607
0.012092
0
2023-04-12 17:00:00
AAPL
161.54
161.8
161.23
161.32
3,130,648
161.093
162.0696
161.26242
56.632653
-0.181379
-0.300878
0.119498
0.011628
0
2023-04-12 18:00:00
AAPL
161.32
161.74
160.41
160.78
5,450,629
161.086
161.9958
161.216475
49.775785
-0.200635
-0.280829
0.080194
0.0117
0
2023-04-12 19:00:00
AAPL
160.77
160.98
159.78
160.13
9,593,778
161.009
161.9022
161.113002
44.311377
-0.265287
-0.277721
0.012434
0.012262
0
2023-04-12 20:00:00
AAPL
160.13
160.34
160.01
160.06
2,328,505
160.953
161.8104
161.012716
41.869919
-0.318501
-0.285877
-0.032624
0.011901
0