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
2023-07-12 10:00:00
AAPL
188.53
188.64
188.43
188.5
15,769
188.094
189.3764
188.402002
37.155963
-0.23193
-0.357502
0.125572
0.012496
1
2023-07-12 11:00:00
AAPL
188.52
188.74
188.52
188.65
38,543
188.212
189.3148
188.425621
65.073529
-0.186735
-0.323348
0.136613
0.01252
1
2023-07-12 12:00:00
AAPL
188.59
189.5
188.11
189.23
624,053
188.399
189.2672
188.502228
68.013468
-0.102931
-0.279265
0.176334
0.012887
1
2023-07-12 13:00:00
AAPL
189.22
191.7
189.21
190.71
11,846,559
188.664
189.2502
188.712492
78.506787
0.081963
-0.207019
0.288983
0.014535
0
2023-07-12 14:00:00
AAPL
190.72
190.99
189.56
189.67
9,208,729
188.826
189.2066
188.803684
69.818913
0.142927
-0.13703
0.279957
0.015442
0
2023-07-12 15:00:00
AAPL
189.67
189.9
188.47
188.64
7,303,031
188.882
189.1488
188.788095
60.138648
0.106896
-0.088245
0.195141
0.016171
1
2023-07-12 16:00:00
AAPL
188.63
189.82
188.57
189.36
4,693,964
189
189.1222
188.842562
65.673981
0.134884
-0.043619
0.178503
0.016634
1
2023-07-12 17:00:00
AAPL
189.37
190.03
189.37
189.92
3,602,106
189.172
189.0856
188.945175
64.903846
0.199948
0.005094
0.194854
0.013624
0
2023-07-12 18:00:00
AAPL
189.93
190.4
189.81
189.98
3,930,602
189.327
189.039
189.04373
65.341812
0.253431
0.054762
0.19867
0.013567
0
2023-07-12 19:00:00
AAPL
189.99
190.24
189.57
189.82
8,095,601
189.448
188.9892
189.11766
63.551402
0.279683
0.099746
0.179937
0.013629
0
2023-07-12 20:00:00
AAPL
189.78
189.85
189.61
189.65
1,549,568
189.563
188.937
189.168359
61.325116
0.283501
0.136497
0.147004
0.013332
0
2023-07-12 21:00:00
AAPL
189.68
189.77
189.53
189.66
643,152
189.664
188.916
189.215182
61.265432
0.28406
0.16601
0.118051
0.013216
1
2023-07-12 22:00:00
AAPL
189.72
190
189.69
189.99
34,267
189.74
188.9008
189.288974
61.854103
0.307586
0.194325
0.113261
0.013204
0
2023-07-12 23:00:00
AAPL
189.98
189.99
189.8
189.99
27,976
189.668
188.8844
189.355739
60.78125
0.322512
0.219962
0.10255
0.012823
1
2023-07-13 08:00:00
AAPL
190.55
190.86
190.55
190.85
26,946
189.786
188.882
189.498049
66.433566
0.399135
0.255797
0.143338
0.013414
0
2023-07-13 09:00:00
AAPL
190.83
190.83
190.55
190.67
15,845
189.989
188.8776
189.609664
64.066852
0.44026
0.292689
0.14757
0.01351
0
2023-07-13 10:00:00
AAPL
190.68
190.86
190.65
190.72
9,820
190.125
188.9076
189.71541
61.203008
0.471452
0.328442
0.14301
0.013515
1
2023-08-01 08:00:00
AAPL
196.35
196.35
195.89
195.95
16,159
190.728
189.0428
190.30918
75.192308
0.907725
0.444298
0.463426
0.029936
0
2023-08-01 09:00:00
AAPL
195.98
196.02
195.8
195.87
8,809
191.317
189.177
190.838782
82.838983
1.232808
0.602
0.630808
0.030027
1
2023-08-01 10:00:00
AAPL
195.9
196.15
195.88
196.15
4,518
191.95
189.2962
191.344613
93.210587
1.49579
0.780758
0.715032
0.030014
0
2023-08-01 11:00:00
AAPL
196.17
196.21
195.8
195.9
85,627
192.575
189.4254
191.778459
89.781022
1.664841
0.957575
0.707266
0.030084
0
2023-08-01 12:00:00
AAPL
196.18
196.99
195.79
195.88
163,404
193.197
189.5906
192.169082
88.802083
1.77672
1.121404
0.655316
0.030133
1
2023-08-01 13:00:00
AAPL
195.9
196.73
195.8
196.46
4,604,559
193.844
189.7568
192.577741
89.512195
1.890396
1.275202
0.615193
0.030129
0
2023-08-01 14:00:00
AAPL
196.46
196.68
195.28
195.8
7,305,749
194.425
189.9222
192.884623
84.367816
1.905265
1.401215
0.50405
0.029889
1
2023-08-01 15:00:00
AAPL
195.81
196.18
195.6
195.91
3,157,395
194.931
190.0798
193.172754
86.226852
1.903977
1.501767
0.40221
0.029043
0
2023-08-01 16:00:00
AAPL
195.91
195.92
195.35
195.78
2,761,559
195.442
190.2298
193.421063
84.931507
1.8709
1.575594
0.295306
0.028201
1
2023-08-01 17:00:00
AAPL
195.78
196.13
195.53
196.07
2,616,619
195.977
190.3798
193.673343
84.862385
1.846797
1.629834
0.216963
0.028128
0
2023-08-01 18:00:00
AAPL
196.07
196.27
195.68
195.88
3,034,581
195.97
190.5248
193.883501
83.05275
1.791711
1.66221
0.129502
0.028226
0
2023-08-01 19:00:00
AAPL
195.88
196.1
195.5
195.6
5,354,912
195.943
190.6654
194.046977
78.511405
1.705798
1.670927
0.034871
0.028361
1
2023-08-01 20:00:00
AAPL
195.61
195.98
195.45
195.72
1,111,747
195.9
190.809
194.206312
80.532044
1.62862
1.662466
-0.033846
0.028273
0
2023-08-01 21:00:00
AAPL
195.77
195.81
195.05
195.2
312,499
195.83
190.9406
194.300949
75.629291
1.508112
1.631595
-0.123483
0.028488
1
2023-08-01 22:00:00
AAPL
195.15
195.33
194.09
195.33
148,476
195.775
191.0758
194.398954
41.483516
1.406881
1.586653
-0.179771
0.028462
0
2023-08-01 23:00:00
AAPL
195.28
195.33
195.02
195.3
38,580
195.659
191.2096
194.484768
42.061281
1.309143
1.531151
-0.222008
0.028508
0
2023-08-02 08:00:00
AAPL
193.56
194.09
193.12
193.49
86,762
195.428
191.292
194.390028
24.023438
1.073261
1.439573
-0.366312
0.030428
1
2023-08-02 09:00:00
AAPL
193.52
194.1
193.5
193.82
35,677
195.219
191.39
194.33574
30
0.902547
1.332168
-0.42962
0.030208
1
2023-08-02 10:00:00
AAPL
193.9
194.75
193.76
194.55
90,558
195.096
191.4922
194.356145
38.747885
0.816745
1.229083
-0.412338
0.03029
1
2023-08-02 11:00:00
AAPL
194.6
194.95
194.53
194.74
125,316
194.963
191.5946
194.392703
34.42029
0.75537
1.134341
-0.37897
0.030279
0
2023-08-02 12:00:00
AAPL
194.79
194.98
193.82
194.69
232,169
194.844
191.7318
194.421017
38.696538
0.694688
1.04641
-0.351722
0.012127
0
2023-08-02 13:00:00
AAPL
194.64
195.18
193.37
194
6,412,934
194.684
191.8486
194.38092
32.604736
0.584185
0.953965
-0.36978
0.012549
0
2023-08-02 14:00:00
AAPL
194
194.27
192.75
192.8
6,655,395
194.392
191.9408
194.230356
27.286585
0.395225
0.842217
-0.446992
0.013599
0
2023-08-02 15:00:00
AAPL
192.8
193.27
192.52
192.58
5,137,550
194.13
192.0384
194.07318
23.112481
0.225126
0.718799
-0.493673
0.013595
1
2023-08-02 16:00:00
AAPL
192.59
192.84
191.85
192.84
5,633,714
193.881
192.1458
193.955734
26.829268
0.110032
0.597045
-0.487013
0.013756
0
2023-08-02 17:00:00
AAPL
192.83
193.25
192.69
192.83
3,357,390
193.634
192.2552
193.848521
27.980922
0.017807
0.481198
-0.46339
0.013213
0
2023-08-02 18:00:00
AAPL
192.84
193.26
192.59
192.77
3,192,029
193.562
192.3494
193.745805
26.324238
-0.059438
0.373071
-0.432508
0.012972
0
2023-08-02 19:00:00
AAPL
192.76
192.98
192.22
192.59
8,407,463
193.439
192.4402
193.635728
27.843803
-0.133639
0.271729
-0.405368
0.012896
0
2023-08-02 20:00:00
AAPL
192.6
192.68
192.06
192.32
2,182,399
193.216
192.525
193.510421
25.041459
-0.211789
0.175025
-0.386815
0.012906
0
2023-08-02 21:00:00
AAPL
192.32
192.58
192.03
192.25
561,403
192.967
192.6064
193.390381
24.876442
-0.276189
0.084782
-0.360971
0.012679
1
2023-08-02 22:00:00
AAPL
192.28
192.9
192.28
192.88
91,958
192.786
192.7
193.341773
43.762781
-0.27324
0.013178
-0.286418
0.013375
0
2023-08-02 23:00:00
AAPL
192.9
192.97
192.66
192.81
73,893
192.667
192.7876
193.291128
39.092873
-0.2734
-0.044138
-0.229263
0.013362
0
2023-08-03 08:00:00
AAPL
191.9
191.9
190.74
191.48
72,705
192.535
192.845
193.11864
20.650096
-0.376507
-0.110612
-0.265895
0.014627
1
2023-08-03 09:00:00
AAPL
191.48
192.1
191.48
191.83
21,469
192.46
192.9116
192.995912
23.005566
-0.425078
-0.173505
-0.251573
0.014808
0
2023-08-03 10:00:00
AAPL
191.91
192.07
191.7
191.7
18,452
192.346
192.9726
192.872492
22.669104
-0.468658
-0.232535
-0.236122
0.014722
0
2023-08-03 11:00:00
AAPL
191.75
192.25
191.65
191.79
104,772
192.242
193.0238
192.769397
27.310062
-0.490282
-0.284085
-0.206197
0.01477
0
2023-08-03 12:00:00
AAPL
191.8
193
191.45
191.73
316,873
192.138
193.0442
192.670407
35.656836
-0.506422
-0.328552
-0.17787
0.011858
0
2023-08-03 13:00:00
AAPL
191.77
192.28
190.69
191.69
6,139,385
192.048
193.0846
192.577035
37.464789
-0.516488
-0.366139
-0.150348
0.011644
0
2023-08-03 14:00:00
AAPL
191.68
192.03
190.84
191.72
7,421,285
191.988
193.1462
192.495413
33.13253
-0.516095
-0.39613
-0.119964
0.010762
0
2023-08-03 15:00:00
AAPL
191.72
192.37
191.62
191.74
5,291,243
191.937
193.1938
192.423469
33.633634
-0.50831
-0.418566
-0.089744
0.010651
1
2023-08-03 16:00:00
AAPL
191.74
192.36
191.61
192.22
3,880,645
191.871
193.2398
192.404091
42.666667
-0.458128
-0.426479
-0.031649
0.011138
0
2023-08-03 17:00:00
AAPL
192.22
192.3
191.24
191.37
4,320,548
191.727
193.2676
192.305606
36.199095
-0.481396
-0.437462
-0.043934
0.011411
1
2023-08-03 18:00:00
AAPL
191.37
191.95
191.2
191.84
4,840,980
191.763
193.308
192.261262
44.805195
-0.456648
-0.441299
-0.015349
0.010233
0
2023-08-03 19:00:00
AAPL
191.85
191.95
190.99
191.01
11,149,414
191.681
193.3352
192.142095
38.475836
-0.498265
-0.452692
-0.045573
0.010993
0
2023-08-03 20:00:00
AAPL
191.14
196.11
187.21
189.01
8,622,712
191.412
193.3222
191.8438
21.333333
-0.684737
-0.499101
-0.185636
0.014727
0
2023-08-03 21:00:00
AAPL
189.01
189.48
185
187
3,460,130
190.933
193.2624
191.382486
16.570771
-0.983372
-0.595955
-0.387416
0.017544
1
2023-08-03 22:00:00
AAPL
187
187.45
185.85
187.45
843,160
190.505
193.2116
191.007963
24.199744
-1.170241
-0.710812
-0.459428
0.017948
0
2023-08-03 23:00:00
AAPL
187.45
187.8
186.68
187.3
426,961
190.066
193.1406
190.654824
20.236531
-1.315278
-0.831706
-0.483573
0.017952
1
2023-08-04 08:00:00
AAPL
187.31
188.92
187.04
187.81
135,063
189.675
193.0834
190.383888
25.657071
-1.373239
-0.940012
-0.433226
0.018416
0
2023-08-04 09:00:00
AAPL
187.83
188
187.51
187.51
55,751
189.252
193.0192
190.110185
23.902439
-1.426931
-1.037396
-0.389535
0.0184
0
2023-08-04 10:00:00
AAPL
187.58
187.75
187.22
187.37
60,555
188.767
192.8476
189.849215
23.671498
-1.463905
-1.122698
-0.341207
0.01779
0
2023-08-04 11:00:00
AAPL
187.42
187.44
186.22
186.65
401,346
188.295
192.6632
189.544527
21.875
-1.533626
-1.204884
-0.328743
0.017908
0
2023-08-04 12:00:00
AAPL
187.31
191.17
185.01
186.01
1,915,730
187.712
192.4604
189.207906
20.167189
-1.621828
-1.288273
-0.333556
0.017151
0
2023-08-04 13:00:00
AAPL
186
187.38
183.25
185.29
26,038,947
187.14
192.2482
188.834772
18.597858
-1.729886
-1.376595
-0.353291
0.016953
0
2023-08-04 14:00:00
AAPL
185.3
185.77
184.27
185.36
15,572,770
186.775
192.0378
188.503841
15.212982
-1.789248
-1.459126
-0.330123
0.017054
1
2023-08-04 15:00:00
AAPL
185.37
186.38
184.93
185.6
10,404,984
186.635
191.8206
188.227285
18.810811
-1.796222
-1.526545
-0.269677
0.017183
0
2023-08-04 16:00:00
AAPL
185.6
185.68
185.08
185.22
5,459,832
186.412
191.609
187.940877
13.864629
-1.811529
-1.583542
-0.227987
0.01713
0
2023-08-04 17:00:00
AAPL
185.23
185.26
184.79
184.91
7,819,266
186.173
191.389
187.652222
14.699074
-1.827607
-1.632355
-0.195252
0.017057
0
2023-08-04 18:00:00
AAPL
184.91
184.91
182.07
182.35
17,166,024
185.627
191.1204
187.147248
13.804348
-2.023593
-1.710603
-0.31299
0.020725
0
2023-08-04 19:00:00
AAPL
182.35
183.24
181.92
181.99
18,197,697
185.075
190.8388
186.656082
16.821192
-2.1828
-1.805042
-0.377758
0.020554
1
2023-08-04 20:00:00
AAPL
181.99
182.2
181.72
182.13
4,618,329
184.551
190.5638
186.225026
13.259669
-2.271492
-1.898332
-0.37316
0.020171
0
2023-08-04 21:00:00
AAPL
182.09
182.17
181.81
181.84
222,541
184.07
190.2886
185.807405
13.00813
-2.338228
-1.986311
-0.351916
0.020113
0
2023-08-04 22:00:00
AAPL
181.86
181.91
181.83
181.89
81,678
183.658
190.012
185.434319
7.225434
-2.359878
-2.061025
-0.298854
0.019655
1
2023-08-04 23:00:00
AAPL
181.9
182.05
181.85
182.05
95,581
183.334
189.749
185.112003
9.734513
-2.337185
-2.116257
-0.220928
0.019876
1
2023-08-07 08:00:00
AAPL
183.04
183.49
182.54
182.91
111,127
183.089
189.5006
184.902288
20.266667
-2.224166
-2.137838
-0.086327
0.019169
0
2023-08-07 09:00:00
AAPL
182.82
183.2
182.77
182.86
34,775
182.815
189.2518
184.707784
22.254758
-2.11426
-2.133123
0.018862
0.016685
0
2023-08-07 10:00:00
AAPL
182.82
182.88
182.38
182.66
55,622
182.559
189.0352
184.512757
23.787167
-2.020012
-2.110501
0.090488
0.01627
0
2023-08-07 11:00:00
AAPL
182.69
182.97
182.26
182.54
138,619
182.322
188.8096
184.324876
26.252159
-1.932724
-2.074945
0.142221
0.016275
0
2023-08-07 12:00:00
AAPL
182.62
183.88
182.1
182.61
2,923,954
182.348
188.5708
184.161554
26.252159
-1.836726
-2.027302
0.190575
0.015832
0
2023-08-07 13:00:00
AAPL
182.63
183.13
178.21
178.39
20,665,485
181.988
188.2438
183.611882
13.101331
-2.077221
-2.037286
-0.039936
0.026879
0
2023-08-07 14:00:00
AAPL
178.4
179.79
178.06
178.11
16,314,625
181.586
187.9122
183.087894
13.236815
-2.264307
-2.08269
-0.181617
0.026836
1
2023-08-07 15:00:00
AAPL
178.1
178.78
177.35
178.65
13,411,890
181.267
187.6052
182.665237
18.383838
-2.342004
-2.134553
-0.207451
0.027353
0
2023-08-07 16:00:00
AAPL
178.66
178.83
177.74
178.23
7,968,433
180.901
187.3138
182.242834
23.453608
-2.409692
-2.18958
-0.220111
0.027322
1
2023-08-07 17:00:00
AAPL
178.24
178.86
177.97
178.84
6,937,279
180.58
187.039
181.918754
30.337079
-2.386602
-2.228985
-0.157617
0.027798
0
2023-08-07 18:00:00
AAPL
178.84
179.04
178.31
178.47
6,090,062
180.136
186.7516
181.590301
27.791262
-2.370829
-2.257354
-0.113476
0.027709
1
2023-08-07 19:00:00
AAPL
178.48
179.22
178.22
178.81
13,391,320
179.731
186.4712
181.325511
31.72497
-2.304332
-2.266749
-0.037582
0.027789
1
2023-08-07 20:00:00
AAPL
178.85
179.09
178.69
179.03
2,270,424
179.368
186.1964
181.106891
33.096927
-2.208422
-2.255084
0.046662
0.027956
0
2023-08-07 21:00:00
AAPL
179.04
179.15
179.03
179.11
184,528
179.025
185.9268
180.916711
32.458234
-2.10173
-2.224413
0.122683
0.028037
0
2023-08-07 22:00:00
AAPL
179.11
179.15
179
179.12
51,605
178.676
185.6628
180.745595
24.833997
-1.993391
-2.178209
0.184818
0.024904
0
2023-08-07 23:00:00
AAPL
179.11
179.16
179.03
179.16
69,980
178.753
185.401
180.594586
25.398936
-1.882602
-2.119087
0.236485
0.024899
0
2023-08-08 08:00:00
AAPL
178.78
178.78
178.25
178.7
35,308
178.812
185.1174
180.414149
24.550129
-1.811042
-2.057478
0.246436
0.024905
1
2023-08-08 09:00:00
AAPL
178.73
179.19
178.48
179.19
46,913
178.866
184.845
180.297564
29.447853
-1.69525
-1.985033
0.289782
0.025161
0
2023-08-08 10:00:00
AAPL
179.18
179.5
179.1
179.2
42,627
178.963
184.5994
180.193034
28.924598
-1.584413
-1.904909
0.320496
0.025153
0