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
2023-02-01 14:00:00
AAPL
144.2
144.36
142.59
143.19
7,353,957
138.674
131.4916
136.397262
90.470723
3.722758
2.339254
1.383504
0.103111
0
2023-02-01 15:00:00
AAPL
143.19
143.4
142.35
142.59
8,928,616
139.858
131.8454
136.987047
88.489613
3.739616
2.619326
1.12029
0.103507
0
2023-02-01 16:00:00
AAPL
142.59
143.02
142.25
142.34
5,357,477
141.022
132.1642
137.496852
86.635677
3.690265
2.833514
0.856751
0.103424
0
2023-02-01 17:00:00
AAPL
142.34
142.44
141.72
142.19
6,274,954
142.169
132.492
137.943818
85.477178
3.597579
2.986327
0.611252
0.103302
1
2023-02-01 18:00:00
AAPL
142.18
142.71
141.84
142.48
4,964,269
143.342
132.7934
138.375836
86.225088
3.507097
3.090481
0.416616
0.103257
1
2023-02-01 19:00:00
AAPL
142.45
145.17
141.32
144.35
15,002,706
143.369
133.1228
138.944804
87.15847
3.545414
3.181468
0.363946
0.103492
1
2023-02-01 20:00:00
AAPL
144.37
146.61
144.33
145.46
18,631,415
143.522
133.4728
139.565299
88.119835
3.623578
3.26989
0.353688
0.102675
1
2023-02-01 21:00:00
AAPL
145.43
146.25
144.71
145.69
3,496,733
143.681
133.8098
140.148604
88.247317
3.66187
3.348286
0.313585
0.102466
1
2023-02-01 22:00:00
AAPL
145.69
146.2
145.62
145.99
248,674
143.846
134.1326
140.704927
88.407258
3.674073
3.413443
0.26063
0.102557
0
2023-02-01 23:00:00
AAPL
145.99
146.3
145.88
146
216,019
144.028
134.4626
141.20922
64.723926
3.642561
3.459267
0.183294
0.102714
0
2023-02-02 00:00:00
AAPL
146
146.1
145.62
146.07
184,928
144.316
134.7972
141.672151
66.614907
3.581946
3.483803
0.098143
0.102636
1
2023-02-02 09:00:00
AAPL
147.14
147.49
146.56
146.98
156,985
144.755
135.1504
142.177661
70.05571
3.566228
3.500288
0.06594
0.102628
0
2023-02-02 10:00:00
AAPL
146.98
147.15
146.83
146.96
69,356
145.217
135.5026
142.633121
68.821839
3.511677
3.502565
0.009111
0.102612
0
2023-02-02 11:00:00
AAPL
147
147.09
146.7
146.94
56,473
145.692
135.8562
143.0433
70.234604
3.427323
3.487517
-0.060194
0.10263
1
2023-02-02 12:00:00
AAPL
146.95
147.7
146.7
147.69
283,749
146.213
136.2042
143.485843
84.194529
3.382005
3.466414
-0.08441
0.102452
1
2023-02-02 13:00:00
AAPL
147.66
148.38
146
148.33
1,306,440
146.611
136.5658
143.947191
93.353474
3.359012
3.444934
-0.085922
0.019432
1
2023-02-02 14:00:00
AAPL
148.33
149.51
148.06
148.59
12,870,652
146.924
136.9332
144.389364
97.134238
3.323459
3.420639
-0.09718
0.019253
1
2023-02-02 15:00:00
AAPL
148.59
150.5
148.17
150.15
14,491,673
147.37
137.3312
144.937996
99.502488
3.382175
3.412946
-0.030771
0.021195
0
2023-02-02 16:00:00
AAPL
150.16
150.44
149.57
149.76
9,616,347
147.747
137.7224
145.397234
94.717445
3.358522
3.402061
-0.043539
0.021703
1
2023-02-02 17:00:00
AAPL
149.77
150.28
149.43
149.92
8,000,514
148.139
138.0806
145.827974
93.312597
3.314481
3.384545
-0.070064
0.021498
1
2023-02-02 18:00:00
AAPL
149.93
150.99
149.9
150.96
8,973,266
148.628
138.445
146.316738
93.238994
3.325167
3.37267
-0.047503
0.019902
0
2023-02-02 19:00:00
AAPL
150.96
151.18
148.95
149.04
11,011,044
148.834
138.767
146.576096
70.807453
3.142483
3.326632
-0.184149
0.024325
1
2023-02-02 20:00:00
AAPL
149.05
150.92
148.72
150.92
17,616,037
149.23
139.1362
146.989802
75.597092
3.113515
3.284009
-0.170494
0.026032
0
2023-02-02 21:00:00
AAPL
150.82
152.08
142.3
145
12,664,367
149.036
139.4082
146.800297
46.782497
2.583086
3.143824
-0.560738
0.049561
1
2023-02-02 22:00:00
AAPL
144.9
151.51
143.95
149.88
5,158,870
149.255
139.7924
147.093602
59.361179
2.527359
3.020531
-0.493172
0.059351
0
2023-02-02 23:00:00
AAPL
149.77
149.89
145.75
145.9
1,477,970
149.012
140.1066
146.979925
47.694278
2.137403
2.843906
-0.706502
0.064957
1
2023-02-03 00:00:00
AAPL
145.85
146.22
145.17
145.99
574,180
148.752
140.4244
146.885647
47.935292
1.814704
2.638065
-0.823361
0.064532
0
2023-02-03 09:00:00
AAPL
145.45
146.24
144.8
146.05
133,878
148.342
140.7446
146.806061
48.108797
1.545983
2.419649
-0.873666
0.064518
0
2023-02-03 10:00:00
AAPL
146.01
146.2
145.65
145.78
51,706
147.944
141.0594
146.708341
45.856833
1.29629
2.194977
-0.898687
0.064519
1
2023-02-03 11:00:00
AAPL
145.77
146.93
145.51
146.71
142,239
147.623
141.3966
146.708499
46.529563
1.160077
1.987997
-0.82792
0.064831
1
2023-02-03 12:00:00
AAPL
146.71
149
146.63
148.4
1,036,523
147.367
141.762
146.869595
49.616472
1.174953
1.825388
-0.650436
0.065788
0
2023-02-03 13:00:00
AAPL
147.62
150.09
144
147.74
5,336,895
147.237
142.1068
146.95249
44.951822
1.120567
1.684424
-0.563857
0.065743
1
2023-02-03 14:00:00
AAPL
147.76
153.45
147.5
153.25
22,482,392
147.47
142.5694
147.552253
56.019317
1.504732
1.648486
-0.143753
0.075393
1
2023-02-03 15:00:00
AAPL
153.24
157.38
152.57
155.77
38,818,576
148.547
143.0898
148.334896
59.330144
1.989594
1.716707
0.272886
0.076657
0
2023-02-03 16:00:00
AAPL
155.79
157.2
155.52
155.72
17,365,798
149.131
143.6072
149.038239
57.839262
2.342809
1.841928
0.500881
0.076697
0
2023-02-03 17:00:00
AAPL
155.72
156.99
154.44
154.58
12,791,547
149.999
144.099
149.566026
59.364435
2.501906
1.973923
0.527982
0.077333
1
2023-02-03 18:00:00
AAPL
154.58
155.84
154.26
155.35
12,692,219
150.935
144.6242
150.11688
57.780119
2.659467
2.111032
0.548435
0.07738
0
2023-02-03 19:00:00
AAPL
155.35
155.69
154.4
154.68
10,070,902
151.798
145.1402
150.551463
70.8441
2.699158
2.228657
0.4705
0.07716
0
2023-02-03 20:00:00
AAPL
154.68
155.32
154.09
154.5
15,277,173
152.67
145.6356
150.927514
62.473002
2.685136
2.319953
0.365183
0.07709
0
2023-02-03 21:00:00
AAPL
154.5
154.77
154.11
154.44
3,682,097
153.443
146.12
151.262037
79.246575
2.638764
2.383715
0.255049
0.077117
0
2023-02-03 22:00:00
AAPL
154.43
154.5
154.03
154.2
155,453
154.023
146.6016
151.541843
77.830508
2.553216
2.417615
0.135601
0.076968
1
2023-02-03 23:00:00
AAPL
154.15
154.35
154.05
154.28
49,726
154.677
147.0722
151.80262
77.860528
2.463476
2.426787
0.036689
0.075574
1
2023-02-04 00:00:00
AAPL
154.29
154.39
154.25
154.39
39,258
154.791
147.546
152.049037
79.466119
2.373869
2.416204
-0.042335
0.074724
0
2023-02-06 09:00:00
AAPL
153.51
153.51
152.87
152.96
118,275
154.51
147.9908
152.135795
70.681668
2.162537
2.36547
-0.202934
0.062666
0
2023-02-06 10:00:00
AAPL
153.03
153.04
152.65
152.93
62,859
154.231
148.4344
152.211434
66.840149
1.969926
2.286361
-0.316436
0.053588
0
2023-02-06 11:00:00
AAPL
152.84
152.93
152.5
152.7
71,538
154.043
148.6068
152.257964
69.047619
1.778223
2.184734
-0.406511
0.045189
1
2023-02-06 12:00:00
AAPL
152.85
153.24
152.6
152.97
269,014
153.805
148.7876
152.325777
48.200514
1.629302
2.073647
-0.444345
0.045158
0
2023-02-06 13:00:00
AAPL
152.97
154.11
152.55
152.87
541,086
153.624
148.963
152.377608
22.947761
1.486081
1.956134
-0.470053
0.04522
0
2023-02-06 14:00:00
AAPL
152.89
153.24
151.71
152.48
13,369,271
153.422
149.1258
152.387359
21.578947
1.325825
1.830072
-0.504247
0.045293
0
2023-02-06 15:00:00
AAPL
152.48
152.71
150.9
152.27
11,712,519
153.205
149.2876
152.376182
25.786164
1.168407
1.697739
-0.529332
0.045222
0
2023-02-06 16:00:00
AAPL
152.28
153.1
151.98
152.04
7,054,270
152.989
149.4646
152.344165
10.874704
1.013411
1.560873
-0.547463
0.044172
1
2023-02-06 17:00:00
AAPL
152.03
152.79
151.81
152.43
5,281,817
152.804
149.6614
152.35234
21.518987
0.911537
1.431006
-0.519469
0.043773
0
2023-02-06 18:00:00
AAPL
152.42
152.52
151.59
152.15
5,545,299
152.58
149.8576
152.333069
20.987654
0.798998
1.304604
-0.505607
0.022526
0
2023-02-06 19:00:00
AAPL
152.16
152.52
151.51
151.65
5,982,102
152.449
150.0468
152.268015
18.930958
0.661834
1.17605
-0.514216
0.014115
0
2023-02-06 20:00:00
AAPL
151.64
152.15
150.78
151.68
10,222,684
152.324
150.2308
152.212014
20.560748
0.549221
1.050685
-0.501464
0.014164
0
2023-02-06 21:00:00
AAPL
151.73
152.03
151.58
151.65
4,565,029
152.219
150.3768
152.158488
18.91253
0.452339
0.931015
-0.478676
0.012696
0
2023-02-06 22:00:00
AAPL
151.67
151.73
151.63
151.7
28,128
152.092
150.5016
152.114823
17.745803
0.375268
0.819866
-0.444598
0.011168
0
2023-02-06 23:00:00
AAPL
151.68
151.89
151.64
151.74
45,780
151.979
150.6226
152.079125
28.057554
0.313799
0.718653
-0.404853
0.010748
1
2023-02-07 00:00:00
AAPL
151.82
152
151.82
151.98
48,037
151.929
150.7424
152.069685
34.113712
0.281209
0.631164
-0.349955
0.011039
0
2023-02-07 09:00:00
AAPL
151.79
152.09
151.67
151.96
47,532
151.898
150.8616
152.059239
36.690647
0.250876
0.555106
-0.304231
0.011053
0
2023-02-07 10:00:00
AAPL
152.01
152.01
151.7
151.7
14,038
151.864
150.9742
152.025026
27.075812
0.20351
0.484787
-0.281277
0.011065
0
2023-02-07 11:00:00
AAPL
151.71
151.77
151.6
151.64
15,073
151.785
151.0674
151.988356
27.472527
0.159295
0.419689
-0.260394
0.010987
1
2023-02-07 12:00:00
AAPL
151.78
152.1
151.68
151.95
99,205
151.765
151.1672
151.984703
40
0.147568
0.365265
-0.217697
0.011264
0
2023-02-07 13:00:00
AAPL
151.7
152.39
151.19
151.37
3,578,633
151.737
151.2558
151.92616
35.099338
0.09043
0.310298
-0.219868
0.00771
1
2023-02-07 14:00:00
AAPL
151.39
152.93
150.33
152.32
9,779,468
151.801
151.3484
151.963669
53.743316
0.120417
0.272321
-0.151905
0.010284
1
2023-02-07 15:00:00
AAPL
152.31
153.19
151.84
152.6
8,987,444
151.896
151.4338
152.024272
52.341598
0.164875
0.250832
-0.085957
0.01038
1
2023-02-07 16:00:00
AAPL
152.6
153.6
152.56
153.01
6,336,625
152.027
151.5222
152.118151
61.43617
0.230534
0.246773
-0.016238
0.010586
1
2023-02-07 17:00:00
AAPL
153.01
155.23
152.38
154.81
8,505,195
152.334
151.6154
152.374517
81.225296
0.422939
0.282006
0.140933
0.015772
0
2023-02-07 18:00:00
AAPL
154.83
155.15
151.36
152.13
11,896,849
152.349
151.6628
152.35123
52.918288
0.355075
0.29662
0.058455
0.023784
1
2023-02-07 19:00:00
AAPL
152.12
154.47
152.05
154.22
8,120,321
152.575
151.7488
152.529208
63.152508
0.464582
0.330212
0.13437
0.027451
1
2023-02-07 20:00:00
AAPL
154.22
155.22
153.43
154.64
14,232,697
152.869
151.8224
152.730236
64.497041
0.578588
0.379887
0.198701
0.027426
0
2023-02-07 21:00:00
AAPL
154.62
154.66
153.87
153.99
1,280,555
153.104
151.9214
152.850213
60.465116
0.609464
0.425803
0.183661
0.027817
1
2023-02-07 22:00:00
AAPL
154
154.2
153.99
154.19
52,367
153.328
151.9868
152.977812
60.31746
0.642663
0.469175
0.173488
0.027713
0
2023-02-07 23:00:00
AAPL
154.15
154.6
154.12
154.2
103,632
153.611
152.1708
153.094211
60.46729
0.662148
0.507769
0.154378
0.027409
0
2023-02-08 00:00:00
AAPL
154.19
154.25
153.91
154.15
59,336
153.794
152.2562
153.194762
61.677788
0.665879
0.539391
0.126488
0.027427
0
2023-02-08 09:00:00
AAPL
154.15
154.38
153.55
153.68
75,941
153.902
152.4118
153.240975
59.357798
0.623721
0.556257
0.067464
0.027686
1
2023-02-08 10:00:00
AAPL
153.86
153.88
153.5
153.76
57,844
153.977
152.5672
153.290406
58.481724
0.589966
0.562999
0.026967
0.027684
0
2023-02-08 11:00:00
AAPL
153.76
153.88
153.52
153.76
23,982
153.872
152.7214
153.33513
61.843409
0.556795
0.561758
-0.004963
0.027689
0
2023-02-08 12:00:00
AAPL
153.74
154.24
153.7
153.83
142,034
154.042
152.8824
153.38226
58.197611
0.530046
0.555416
-0.02537
0.027674
1
2023-02-08 13:00:00
AAPL
153.91
154.5
153.55
153.94
322,749
154.014
153.027
153.435378
57.411504
0.511823
0.546697
-0.034874
0.027662
0
2023-02-08 14:00:00
AAPL
153.9
154.58
153.16
153.45
7,940,849
153.895
153.128
153.436771
52.412281
0.452625
0.527883
-0.075258
0.027834
0
2023-02-08 15:00:00
AAPL
153.44
153.77
152.25
153.16
9,478,562
153.812
153.2364
153.410412
39.159001
0.377953
0.497897
-0.119944
0.02793
0
2023-02-08 16:00:00
AAPL
153.16
153.19
151.46
152.23
8,590,683
153.616
153.216
153.297991
50.853242
0.240954
0.446508
-0.205555
0.028633
0
2023-02-08 17:00:00
AAPL
152.24
152.25
151.17
151.78
5,594,603
153.374
153.1362
153.153421
21.090047
0.094975
0.376202
-0.281227
0.028522
1
2023-02-08 18:00:00
AAPL
151.78
152.14
151.22
151.96
5,013,861
153.155
153.061
153.039762
16.331658
-0.006119
0.299737
-0.305857
0.027817
1
2023-02-08 19:00:00
AAPL
151.96
152.31
151.67
152.19
4,741,319
153.006
153.0132
152.958832
24.719101
-0.066907
0.226408
-0.293316
0.027795
0
2023-02-08 20:00:00
AAPL
152.19
152.3
151.49
151.94
11,024,021
152.824
152.945
152.8618
18.836565
-0.133713
0.154384
-0.288097
0.027673
1
2023-02-08 21:00:00
AAPL
151.92
152.49
151.92
152.43
2,334,009
152.691
152.9
152.820677
28.361858
-0.145442
0.094419
-0.239861
0.024924
0
2023-03-01 09:00:00
AAPL
147.66
148.33
147.66
148.17
34,022
152.125
152.7734
152.377755
13.975904
-0.492803
-0.023026
-0.469778
0.033241
1
2023-03-01 10:00:00
AAPL
148.16
148.45
148.12
148.37
16,324
151.568
152.652
151.996064
16.936488
-0.743382
-0.167097
-0.576285
0.029435
0
2023-03-01 11:00:00
AAPL
148.4
148.49
148.19
148.24
23,520
151.047
152.5328
151.638344
15.841584
-0.941602
-0.321998
-0.619605
0.029057
0
2023-03-01 12:00:00
AAPL
148.19
148.25
148.04
148.09
79,203
150.54
152.409
151.300406
15.552855
-1.098139
-0.477226
-0.620913
0.028988
0
2023-03-01 13:00:00
AAPL
148.14
148.2
147.05
147.05
272,910
150.022
152.2622
150.895606
13.152174
-1.29123
-0.640027
-0.651203
0.029205
0
2023-03-01 14:00:00
AAPL
147.07
147.31
146.31
146.92
6,488,874
149.536
152.1414
150.516976
11.930586
-1.438168
-0.799655
-0.638513
0.029138
0
2023-03-01 15:00:00
AAPL
146.93
147.15
145.49
146.49
8,563,494
148.989
152.0126
150.133455
12.008734
-1.571203
-0.953965
-0.617238
0.029059
0
2023-03-01 16:00:00
AAPL
146.47
146.63
145.41
146.45
7,343,256
148.415
151.8876
149.78265
12.345679
-1.660718
-1.095315
-0.565402
0.029139
0
2023-03-01 17:00:00
AAPL
146.46
146.88
146.31
146.38
3,692,826
147.859
151.7558
149.458588
13.664596
-1.717509
-1.219754
-0.497755
0.029051
0
2023-03-01 18:00:00
AAPL
146.38
146.4
145.72
145.88
3,327,109
147.204
151.616
149.11777
13.580247
-1.782317
-1.332267
-0.45005
0.02895
0
2023-03-01 19:00:00
AAPL
145.88
145.93
145.26
145.49
4,774,092
146.936
151.4762
148.772268
11.070999
-1.843892
-1.434592
-0.4093
0.028771
0
2023-03-01 20:00:00
AAPL
145.49
145.69
145.01
145.33
10,671,850
146.632
151.3374
148.444433
8.373786
-1.883885
-1.524451
-0.359435
0.028596
0