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
2023-06-08 22:00:00
AAPL
180.47
180.56
180.42
180.43
56,697
179.757
178.826
179.326189
80.645161
0.465125
0.186429
0.278697
0.009555
0
2023-06-08 23:00:00
AAPL
180.45
180.52
180.32
180.5
53,536
180.021
178.8358
179.43798
78.516624
0.496056
0.248354
0.247702
0.009038
0
2023-06-09 08:00:00
AAPL
180.19
180.42
180
180.4
44,313
180.15
178.8612
179.529601
84.109589
0.506659
0.300015
0.206644
0.009075
0
2023-06-09 09:00:00
AAPL
180.39
180.5
180.24
180.24
35,433
180.223
178.8836
179.597258
84.109589
0.496428
0.339298
0.157131
0.009178
1
2023-06-09 10:00:00
AAPL
180.25
180.38
180.13
180.38
27,610
180.299
178.9138
179.671805
83.798883
0.493924
0.370223
0.123701
0.009138
1
2023-06-09 11:00:00
AAPL
180.39
180.7
180.07
180.55
69,976
180.401
178.9604
179.755443
86.849315
0.499894
0.396157
0.103737
0.009135
1
2023-06-09 12:00:00
AAPL
180.45
180.85
180.05
180.77
254,338
180.485
179.0068
179.852067
81.679389
0.516425
0.420211
0.096214
0.008991
1
2023-07-03 08:00:00
AAPL
193.99
194.25
193.71
193.71
76,438
181.801
179.3056
181.17187
96.833773
1.555742
0.647317
0.908425
0.071386
0
2023-07-03 09:00:00
AAPL
193.72
193.8
193.54
193.62
27,391
183.107
179.5964
182.357406
96.235139
2.345113
0.986876
1.358237
0.071258
0
2023-07-03 10:00:00
AAPL
193.63
193.63
193
193.22
30,132
184.382
179.9032
183.391939
94.304207
2.904932
1.370487
1.534445
0.071358
1
2023-07-03 11:00:00
AAPL
193.31
193.65
193.22
193.41
155,057
185.68
180.201
184.34604
94.225722
3.325589
1.761507
1.564081
0.071367
1
2023-07-03 12:00:00
AAPL
193.43
195.27
193.2
193.53
437,210
186.983
180.495
185.220703
94.029851
3.626837
2.134573
1.492264
0.071293
0
2023-07-03 13:00:00
AAPL
193.51
193.95
192.8
192.94
8,237,456
188.237
180.792
185.955874
90.4047
3.774461
2.462551
1.31191
0.071605
0
2023-07-03 14:00:00
AAPL
192.93
193.15
191.76
191.98
8,806,307
189.411
181.055
186.5296
85.546634
3.770526
2.724146
1.04638
0.072136
1
2023-07-03 15:00:00
AAPL
191.97
192.5
191.91
192.23
5,381,866
190.596
181.3116
187.072496
85.97561
3.744417
2.9282
0.816217
0.072111
1
2023-07-03 16:00:00
AAPL
192.22
192.55
192.01
192.47
5,077,987
191.788
181.5778
187.586544
86.119493
3.700435
3.082647
0.617788
0.072029
0
2023-07-03 17:00:00
AAPL
192.46
192.46
192.46
192.46
2,378,042
192.957
181.8462
188.050682
86.589806
3.623008
3.190719
0.432289
0.072111
0
2023-07-03 20:00:00
AAPL
192.39
192.45
192.38
192.45
11,033
192.831
182.1132
188.469665
87.385181
3.520261
3.256628
0.263633
0.072198
0
2023-07-05 08:00:00
AAPL
192.71
192.71
191.5
191.5
20,613
192.619
182.3652
188.758268
82.43874
3.32386
3.270074
0.053786
0.072607
0
2023-07-05 09:00:00
AAPL
191.42
191.43
191.02
191.22
15,590
192.419
182.6096
188.992719
80.927536
3.10977
3.238013
-0.128243
0.072663
1
2023-07-05 10:00:00
AAPL
191.2
191.64
190.99
191.54
29,347
192.232
182.8654
189.235317
81.037464
2.932124
3.176836
-0.244712
0.072599
0
2023-07-05 11:00:00
AAPL
191.58
191.77
191.27
191.27
74,515
192.006
183.1112
189.429096
23.931624
2.73799
3.089066
-0.351077
0.072692
1
2023-07-05 12:00:00
AAPL
191.6
192.88
191.08
191.48
502,349
191.86
183.3646
189.624421
27.708333
2.57144
2.985541
-0.414101
0.072625
1
2023-07-05 13:00:00
AAPL
191.48
192.98
191.39
192.24
7,589,022
191.886
183.6282
189.873523
40.503876
2.472275
2.882888
-0.410613
0.072507
1
2023-07-05 14:00:00
AAPL
192.24
192.74
192.03
192.36
6,502,261
191.899
183.8984
190.110331
39.685658
2.37598
2.781506
-0.405526
0.072512
0
2023-07-05 15:00:00
AAPL
192.36
192.37
190.91
190.93
6,182,796
191.745
184.1084
190.188394
29.6875
2.159384
2.657082
-0.497697
0.073284
1
2023-07-05 16:00:00
AAPL
190.92
191.31
190.68
191.13
5,309,646
191.612
184.3564
190.278071
34.941764
1.981033
2.521872
-0.540839
0.073288
0
2023-07-05 17:00:00
AAPL
191.13
191.29
190.87
190.93
2,870,283
191.46
184.5974
190.34016
40
1.802769
2.378052
-0.575282
0.012092
1
2023-07-05 18:00:00
AAPL
190.94
191.43
190.62
191.31
4,292,896
191.441
184.8612
190.432525
41.449814
1.672872
2.237016
-0.564143
0.012392
0
2023-07-05 19:00:00
AAPL
191.3
191.49
191.22
191.33
5,638,625
191.452
185.1318
190.517999
38.953488
1.553633
2.100339
-0.546706
0.012311
0
2023-07-05 20:00:00
AAPL
191.34
191.34
191.17
191.31
897,473
191.429
185.393
190.593428
38.878143
1.440911
1.968454
-0.527543
0.012222
0
2023-07-05 21:00:00
AAPL
191.3
191.33
191.29
191.32
19,923
191.434
185.6628
190.662625
39.071567
1.336973
1.842157
-0.505184
0.012178
0
2023-07-05 22:00:00
AAPL
191.31
191.37
191.25
191.35
30,376
191.421
185.9342
190.728089
48.235294
1.242697
1.722265
-0.479568
0.01191
0
2023-07-05 23:00:00
AAPL
191.3
191.33
191.21
191.25
30,945
191.322
186.2042
190.777795
50.36855
1.146696
1.607151
-0.460456
0.010903
0
2023-07-06 08:00:00
AAPL
190.53
190.55
190.02
190.34
32,069
191.12
186.4564
190.7361
37.124464
0.98582
1.482885
-0.497065
0.011688
0
2023-07-06 09:00:00
AAPL
190.35
190.4
190.18
190.23
12,980
191.05
186.7026
190.6879
38.444444
0.839769
1.354262
-0.514493
0.011543
0
2023-07-06 10:00:00
AAPL
190.25
190.25
190.04
190.1
32,094
190.947
186.9492
190.63191
34.38914
0.705401
1.22449
-0.519089
0.01153
0
2023-07-06 11:00:00
AAPL
190.07
190.3
190.05
190.11
112,133
190.865
187.186
190.582204
20.980926
0.592886
1.098169
-0.505283
0.011536
0
2023-07-06 12:00:00
AAPL
190.18
191.11
189.26
189.61
717,802
190.695
187.42
190.489613
16.049383
0.45809
0.970153
-0.512063
0.010834
1
2023-07-06 13:00:00
AAPL
189.64
190.46
189.2
189.93
6,917,441
190.555
187.6636
190.436317
32.993197
0.372788
0.85068
-0.477892
0.010994
0
2023-07-06 14:00:00
AAPL
189.94
190.18
189.5
189.54
6,111,073
190.378
187.8952
190.350953
24.600639
0.270596
0.734663
-0.464067
0.010909
1
2023-07-06 15:00:00
AAPL
189.55
190.61
189.53
190.5
5,151,485
190.296
188.148
190.365148
44.473008
0.264029
0.640536
-0.376508
0.012199
1
2023-07-06 16:00:00
AAPL
190.5
191.17
190.49
190.97
4,077,758
190.258
188.3852
190.422753
45.728643
0.293368
0.571103
-0.277735
0.012427
1
2023-07-06 17:00:00
AAPL
190.97
191.41
190.74
191.41
3,468,123
190.274
188.6232
190.516777
50.909091
0.34811
0.526504
-0.178394
0.011952
0
2023-07-06 18:00:00
AAPL
191.41
191.53
190.91
191.43
3,339,311
190.383
188.8594
190.60375
51.363636
0.388628
0.498929
-0.110301
0.011924
1
2023-07-06 19:00:00
AAPL
191.43
192.02
191.32
191.78
7,240,000
190.538
189.1044
190.715774
54.852321
0.443864
0.487916
-0.044052
0.009364
0
2023-07-06 20:00:00
AAPL
191.8
192.05
191.79
191.86
664,604
190.714
189.343
190.824748
55.323591
0.488464
0.488026
0.000438
0.009327
0
2023-07-06 21:00:00
AAPL
191.86
191.87
191.69
191.76
32,742
190.879
189.5672
190.91382
55.323591
0.509863
0.492393
0.01747
0.009268
0
2023-07-06 22:00:00
AAPL
191.76
191.8
191.65
191.76
38,378
191.094
189.7912
190.994408
68.298969
0.520818
0.498078
0.02274
0.009079
0
2023-07-06 23:00:00
AAPL
191.75
191.97
191.75
191.83
36,868
191.284
190.0184
191.073988
70.833333
0.52905
0.504273
0.024778
0.009083
0
2023-07-07 08:00:00
AAPL
192.4
192.46
191.3
191.79
16,517
191.509
190.2456
191.14218
72.533333
0.52628
0.508674
0.017606
0.009086
0
2023-07-07 09:00:00
AAPL
191.75
191.8
191.65
191.73
9,847
191.632
190.4702
191.198163
71.315789
0.513326
0.509604
0.003721
0.009096
0
2023-07-07 10:00:00
AAPL
191.73
191.73
191.44
191.61
9,740
191.696
190.6944
191.237385
79.239766
0.487754
0.505234
-0.017481
0.009126
0
2023-07-07 11:00:00
AAPL
191.65
191.76
191.56
191.56
51,061
191.711
190.9208
191.268111
75.873016
0.458172
0.495822
-0.03765
0.009112
1
2023-07-07 12:00:00
AAPL
191.63
192.44
191.45
191.85
466,569
191.753
191.1502
191.323529
87.868852
0.452907
0.487239
-0.034331
0.007644
0
2023-07-07 13:00:00
AAPL
191.75
191.93
190.71
191.53
6,386,070
191.728
191.3698
191.343193
71.369295
0.418095
0.47341
-0.055315
0.007865
0
2023-07-07 14:00:00
AAPL
191.53
191.72
190.24
190.69
6,325,033
191.611
191.5682
191.280984
44.964029
0.319046
0.442537
-0.123491
0.009141
1
2023-07-07 15:00:00
AAPL
190.68
191.78
190.68
191.75
4,514,445
191.61
191.529
191.325652
55
0.322367
0.418503
-0.096136
0.010615
1
2023-07-07 16:00:00
AAPL
191.76
192.53
191.76
192.31
5,383,469
191.665
191.5028
191.419399
61.167513
0.365967
0.407996
-0.042029
0.010378
0
2023-07-07 17:00:00
AAPL
192.31
192.67
192.16
192.31
4,030,712
191.713
191.4846
191.504219
57.381616
0.395957
0.405588
-0.009631
0.010347
0
2023-07-07 18:00:00
AAPL
192.32
192.5
192.17
192.26
2,999,282
191.76
191.4616
191.576198
55.617978
0.410952
0.406661
0.004291
0.010009
0
2023-07-07 19:00:00
AAPL
192.26
192.38
190.6
190.71
8,357,846
191.658
191.4052
191.493703
39.520958
0.29437
0.384203
-0.089833
0.01234
0
2023-07-07 20:00:00
AAPL
190.68
190.85
190.62
190.75
1,383,467
191.572
191.3614
191.422874
40
0.202867
0.347936
-0.145068
0.01208
0
2023-07-07 21:00:00
AAPL
190.75
190.85
190.75
190.81
11,537
191.497
191.338
191.364505
39.880952
0.133651
0.305079
-0.171427
0.011832
1
2023-07-07 22:00:00
AAPL
190.81
190.97
190.81
190.97
16,745
191.409
191.3128
191.326933
42.054264
0.090663
0.262196
-0.171533
0.011872
0
2023-07-07 23:00:00
AAPL
190.93
190.99
190.88
190.89
15,497
191.345
191.2812
191.28532
41.891892
0.049568
0.21967
-0.170102
0.011696
0
2023-07-10 08:00:00
AAPL
189.9
190.07
189.2
189.22
99,383
191.198
191.2164
191.088623
32.243685
-0.116414
0.152453
-0.268867
0.014433
0
2023-07-10 09:00:00
AAPL
189.44
189.5
188.99
189.19
48,123
190.942
191.1512
190.907802
32.339791
-0.247523
0.072458
-0.319981
0.014442
0
2023-07-10 10:00:00
AAPL
189.13
189.16
188.8
189.16
95,079
190.627
191.1044
190.741345
29.147287
-0.349816
-0.011997
-0.337819
0.014436
1
2023-07-10 11:00:00
AAPL
189.12
190.38
189.12
190.19
213,621
190.415
191.0838
190.688836
40.642458
-0.343808
-0.078359
-0.265449
0.015663
0
2023-07-10 12:00:00
AAPL
189.27
190.42
189.15
189.44
366,391
190.133
191.0418
190.569899
41.15983
-0.395012
-0.14169
-0.253323
0.01605
0
2023-07-10 13:00:00
AAPL
189.45
190.68
187.15
187.62
11,565,116
189.824
190.9688
190.288956
23.627075
-0.575813
-0.228514
-0.347299
0.018389
1
2023-07-10 14:00:00
AAPL
187.62
189.51
187.6
188.15
9,571,481
189.564
190.9022
190.085246
23.333333
-0.668625
-0.316537
-0.352089
0.018797
0
2023-07-10 15:00:00
AAPL
188.16
188.45
187.52
187.53
6,734,957
189.236
190.808
189.841889
21.615202
-0.78318
-0.409865
-0.373315
0.018933
1
2023-07-10 16:00:00
AAPL
187.52
188.13
187.03
188.03
6,096,124
188.942
190.7214
189.669328
26.155581
-0.82412
-0.492716
-0.331404
0.019131
1
2023-07-10 17:00:00
AAPL
188.03
188.35
187.76
188.28
3,848,306
188.681
190.6684
189.537011
33.949802
-0.826861
-0.559545
-0.267316
0.019255
1
2023-07-10 18:00:00
AAPL
188.29
188.7
187.99
188.57
3,925,118
188.616
190.6172
189.444915
36.061381
-0.796451
-0.606926
-0.189525
0.019019
0
2023-07-10 19:00:00
AAPL
188.58
188.79
188.1
188.63
8,109,897
188.56
190.5712
189.367304
36.061381
-0.758763
-0.637294
-0.12147
0.017938
0
2023-07-10 20:00:00
AAPL
188.61
188.74
188.52
188.57
534,464
188.501
190.5164
189.29137
34.455959
-0.725375
-0.65491
-0.070465
0.017516
0
2023-07-10 21:00:00
AAPL
188.56
188.56
188.51
188.54
646,990
188.336
190.4606
189.219811
34.680574
-0.693343
-0.662597
-0.030747
0.017508
0
2023-07-10 22:00:00
AAPL
188.53
188.62
188.45
188.62
32,114
188.254
190.4068
189.162686
45.065789
-0.653964
-0.66087
0.006906
0.017551
0
2023-07-10 23:00:00
AAPL
188.54
188.6
188.45
188.57
27,892
188.349
190.3518
189.10624
44.918033
-0.619647
-0.652626
0.032978
0.015876
0
2023-07-11 08:00:00
AAPL
188.8
189
188.55
188.61
31,051
188.395
190.297
189.058979
45.499182
-0.582508
-0.638602
0.056094
0.015876
1
2023-07-11 09:00:00
AAPL
188.78
189.37
188.78
189.37
31,316
188.579
190.2594
189.0886
42.979452
-0.486146
-0.608111
0.121965
0.016513
0
2023-07-11 10:00:00
AAPL
189.2
189.3
188.91
188.92
17,622
188.668
190.231
189.072543
45.306859
-0.441006
-0.57469
0.133684
0.016578
1
2023-07-11 11:00:00
AAPL
189
189.54
189
189.44
65,906
188.784
190.2152
189.107539
71.462264
-0.359132
-0.531578
0.172446
0.016901
1
2023-07-11 12:00:00
AAPL
189.1
189.96
188.63
189.62
335,444
188.889
190.2056
189.156345
68.894602
-0.276535
-0.48057
0.204035
0.014447
0
2023-07-11 13:00:00
AAPL
189.63
189.67
187.59
187.83
6,455,955
188.809
190.16
189.030026
52.964427
-0.351462
-0.454748
0.103286
0.017324
1
2023-07-11 14:00:00
AAPL
187.84
188.56
187.45
188.16
5,796,747
188.768
190.131
188.947167
51.329243
-0.379836
-0.439766
0.05993
0.017452
0
2023-07-11 15:00:00
AAPL
188.16
188.46
187.26
188.19
4,794,260
188.733
190.0962
188.875055
49.036403
-0.395344
-0.430881
0.035537
0.016403
0
2023-07-11 16:00:00
AAPL
188.2
188.38
187.46
187.7
4,663,054
188.641
190.0594
188.763145
41.067762
-0.442078
-0.433121
-0.008957
0.016162
0
2023-07-11 17:00:00
AAPL
187.7
187.79
187.18
187.47
4,870,216
188.531
189.9988
188.639989
38.492063
-0.492002
-0.444897
-0.047105
0.013036
0
2023-07-11 18:00:00
AAPL
187.47
187.52
186.6
187.36
5,023,367
188.406
189.9266
188.518085
38.113949
-0.534284
-0.462774
-0.07151
0.01269
1
2023-07-11 19:00:00
AAPL
187.35
188.27
186.97
188.06
8,499,223
188.275
189.8596
188.474458
45.833333
-0.505482
-0.471316
-0.034166
0.012836
0
2023-07-11 20:00:00
AAPL
188.08
188.14
187.72
188.05
892,322
188.188
189.792
188.434033
44.991213
-0.477954
-0.472644
-0.00531
0.012559
0
2023-07-11 21:00:00
AAPL
188.04
188.17
188.01
188.08
68,472
188.052
189.718
188.400316
45.679012
-0.448546
-0.467824
0.019278
0.012483
1
2023-07-11 22:00:00
AAPL
188.07
188.2
188.05
188.18
23,785
187.908
189.6444
188.379333
46.247818
-0.412417
-0.456743
0.044326
0.012389
0
2023-07-11 23:00:00
AAPL
188.19
188.26
188.04
188.2
29,869
187.945
189.5732
188.362254
38.276553
-0.377816
-0.440957
0.063142
0.012383
1
2023-07-12 08:00:00
AAPL
188.3
188.5
188.3
188.43
11,769
187.972
189.5066
188.368706
44.863732
-0.328053
-0.418377
0.090324
0.012451
1
2023-07-12 09:00:00
AAPL
188.46
188.79
188.45
188.61
17,718
188.014
189.4422
188.391686
40.632054
-0.270968
-0.388895
0.117927
0.012489
0