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
2023-05-09 08:00:00
AAPL
173.43
173.43
172.64
172.82
23,024
173.436
170.6606
173.035857
43.234323
0.528788
0.765268
-0.236479
0.007364
0
2023-05-09 09:00:00
AAPL
172.85
172.85
172.7
172.72
12,018
173.332
170.803
173.005776
42.810458
0.445701
0.701354
-0.255653
0.006957
0
2023-05-09 10:00:00
AAPL
172.8
172.9
172.64
172.8
8,161
173.268
170.951
172.986178
48.263889
0.381907
0.637465
-0.255558
0.006835
0
2023-05-09 11:00:00
AAPL
172.85
172.98
172.5
172.73
69,686
173.17
171.0974
172.96178
49.116608
0.321989
0.57437
-0.25238
0.006768
0
2023-05-09 12:00:00
AAPL
172.84
173.02
172.51
172.55
2,862,340
173.053
171.2384
172.922563
30.172414
0.257017
0.510899
-0.253882
0.006463
1
2023-05-09 13:00:00
AAPL
172.56
173.54
172.23
172.78
7,250,881
172.979
171.391
172.908985
28.318584
0.221532
0.453026
-0.231494
0.006637
1
2023-06-01 08:00:00
AAPL
177.8
177.95
177.35
177.95
27,285
173.439
171.652
173.389082
81.715893
0.603626
0.483146
0.120481
0.030757
0
2023-06-01 09:00:00
AAPL
177.94
177.94
177.56
177.73
26,675
173.872
171.9034
173.802503
78.470255
0.87856
0.562229
0.316331
0.030819
0
2023-06-01 10:00:00
AAPL
177.72
177.93
177.72
177.75
21,571
174.311
172.1394
174.178455
78.500707
1.085547
0.666892
0.418655
0.030705
0
2023-06-01 11:00:00
AAPL
177.76
178.18
177.67
177.83
74,346
174.766
172.3804
174.526221
81.007194
1.241727
0.781859
0.459868
0.030644
0
2023-06-01 12:00:00
AAPL
177.84
178.18
177.06
177.63
262,020
175.247
172.6014
174.821819
80.659026
1.333985
0.892284
0.441701
0.030626
0
2023-06-01 13:00:00
AAPL
177.6
177.96
176.93
177.31
6,728,968
175.706
172.8202
175.058789
76.965517
1.365538
0.986935
0.378603
0.030768
1
2023-06-01 14:00:00
AAPL
177.32
179.28
177.28
178.95
9,256,590
176.321
173.0868
175.42938
81.581921
1.505524
1.090653
0.414871
0.031662
1
2023-06-01 15:00:00
AAPL
178.96
179.65
178.77
179.58
7,133,040
177.006
173.3628
175.824677
83.510638
1.648298
1.202182
0.446116
0.031721
1
2023-06-01 16:00:00
AAPL
179.58
180
179.58
179.9
5,859,938
177.741
173.613
176.212803
88.228942
1.766902
1.315126
0.451776
0.031675
0
2023-06-01 17:00:00
AAPL
179.91
180
179.47
179.89
6,066,278
178.452
173.8268
176.563013
89.094875
1.838891
1.419879
0.419012
0.031587
0
2023-06-01 18:00:00
AAPL
179.88
180.12
179.56
179.82
7,273,681
178.639
174.0362
176.873202
88.318777
1.868754
1.509654
0.3591
0.031537
1
2023-06-01 19:00:00
AAPL
179.82
180.12
179.22
180.1
11,063,630
178.876
174.2398
177.180516
89.327641
1.89319
1.586361
0.306829
0.031496
1
2023-06-01 20:00:00
AAPL
180.08
180.49
180.01
180.4
2,051,114
179.141
174.4576
177.487133
91.359326
1.914691
1.652027
0.262664
0.031417
0
2023-06-01 21:00:00
AAPL
180.38
180.59
180.38
180.49
3,231,083
179.407
174.6754
177.773121
91.229947
1.916897
1.705001
0.211896
0.031352
0
2023-06-01 22:00:00
AAPL
180.49
180.59
180.44
180.54
30,713
179.698
174.8964
178.036633
80.614657
1.900769
1.744155
0.156614
0.031023
0
2023-06-01 23:00:00
AAPL
180.54
180.68
180.46
180.49
60,760
180.016
175.1044
178.270287
83.990148
1.862483
1.76782
0.094663
0.030996
1
2023-06-02 08:00:00
AAPL
180.68
181.02
180.52
181.02
46,106
180.223
175.3246
178.532164
85.776805
1.853542
1.784965
0.068577
0.030947
1
2023-06-02 09:00:00
AAPL
181
181.38
180.95
181.25
38,737
180.39
175.4872
178.791006
86.228814
1.843761
1.796724
0.047037
0.030835
0
2023-06-02 10:00:00
AAPL
181.25
181.35
181.01
181.09
48,126
180.509
175.6378
179.009958
86.965812
1.802322
1.797844
0.004479
0.030816
1
2023-06-02 11:00:00
AAPL
181.01
181.45
181
181.31
175,767
180.651
175.7882
179.229009
93.668122
1.766867
1.791648
-0.024781
0.030821
0
2023-06-02 12:00:00
AAPL
181.04
181.45
180.52
180.96
613,407
180.765
175.938
179.393866
80.547112
1.691033
1.771525
-0.080492
0.011011
0
2023-06-02 13:00:00
AAPL
180.9
181.78
179.69
179.81
11,180,658
180.736
176.0566
179.433498
53.018373
1.52061
1.721342
-0.200732
0.013032
1
2023-06-02 14:00:00
AAPL
179.81
180.64
179.26
180.52
9,575,006
180.748
176.184
179.536974
57.380952
1.426397
1.662353
-0.235956
0.013443
1
2023-06-02 15:00:00
AAPL
180.53
180.99
180.14
180.97
5,890,188
180.796
176.331
179.673453
61.637931
1.372226
1.604328
-0.232102
0.013546
0
2023-06-02 16:00:00
AAPL
180.98
181.05
180.47
180.85
4,859,485
180.827
176.4782
179.785505
60.98081
1.304574
1.544377
-0.239803
0.013482
0
2023-06-02 17:00:00
AAPL
180.86
180.88
180.3
180.5
4,588,210
180.828
176.6272
179.853552
54.201681
1.208782
1.477258
-0.268476
0.01351
1
2023-06-02 18:00:00
AAPL
180.51
180.83
180.06
180.63
4,888,732
180.789
176.7744
179.927499
52.505447
1.130327
1.407872
-0.277545
0.010261
1
2023-06-02 19:00:00
AAPL
180.62
181.1
180.59
180.95
10,213,901
180.759
176.9318
180.02488
54.771784
1.081506
1.342599
-0.261093
0.009855
1
2023-06-02 20:00:00
AAPL
180.95
181.09
180.83
181.06
3,336,399
180.756
177.0846
180.123463
55.327869
1.039705
1.28202
-0.242315
0.009749
0
2023-06-02 21:00:00
AAPL
181.06
181.11
180.94
180.98
52,198
180.723
177.2348
180.205038
54.989817
0.988725
1.223361
-0.234636
0.009772
0
2023-06-02 22:00:00
AAPL
180.98
181.06
180.95
181.06
21,791
180.733
177.3914
180.286463
50.44843
0.943898
1.167468
-0.223571
0.009745
0
2023-06-02 23:00:00
AAPL
181.01
181.11
180.96
181.11
24,390
180.863
177.5504
180.364895
48.364486
0.902008
1.114376
-0.212368
0.009661
1
2023-06-05 08:00:00
AAPL
181.22
182
181.11
181.68
96,662
180.979
177.726
180.490143
56.289979
0.90438
1.072377
-0.167997
0.009993
1
2023-06-05 09:00:00
AAPL
181.67
182.1
181.61
182.09
75,164
181.091
177.9122
180.642511
57.991803
0.928638
1.043629
-0.114991
0.010172
1
2023-06-05 10:00:00
AAPL
182.14
182.88
181.98
182.77
67,892
181.283
178.0982
180.845129
67.370441
0.991306
1.033165
-0.041858
0.010687
0
2023-06-05 11:00:00
AAPL
182.65
182.8
182.25
182.6
235,955
181.493
178.275
181.012259
82.978723
1.015547
1.029641
-0.014094
0.010764
0
2023-06-05 12:00:00
AAPL
182.61
182.87
181
182.61
576,739
181.691
178.4584
181.164425
79.603399
1.023764
1.028466
-0.004702
0.010483
1
2023-06-05 13:00:00
AAPL
182.62
183.86
181.97
183.38
13,780,269
181.934
178.6518
181.375432
81.298701
1.079959
1.038764
0.041194
0.011124
1
2023-06-05 14:00:00
AAPL
183.4
184.36
183.25
184.26
14,605,667
182.254
178.8626
181.650153
86.984816
1.181878
1.067387
0.114491
0.011766
0
2023-06-05 15:00:00
AAPL
184.26
184.35
183.93
184.09
7,723,161
182.565
179.074
181.882519
90.519187
1.2347
1.10085
0.13385
0.011893
1
2023-06-05 16:00:00
AAPL
184.09
184.72
183.99
184.56
9,781,765
182.915
179.2982
182.137517
91.194969
1.299507
1.140581
0.158926
0.011667
0
2023-06-05 17:00:00
AAPL
184.57
184.95
182.03
182.78
14,870,372
183.082
179.4858
182.198706
64.686998
1.193478
1.15116
0.042317
0.014064
0
2023-06-05 18:00:00
AAPL
182.81
183.69
180.08
181.67
26,192,012
183.081
179.652
182.148353
54.218534
1.008259
1.12258
-0.114321
0.015242
0
2023-06-05 19:00:00
AAPL
181.69
181.78
178.03
179.6
26,481,375
182.832
179.7784
181.905653
42.516269
0.686526
1.035369
-0.348843
0.019019
0
2023-06-05 20:00:00
AAPL
179.58
179.7
179.35
179.53
1,611,332
182.508
179.9126
181.6794
41.693811
0.421048
0.912505
-0.491457
0.019017
1
2023-06-05 21:00:00
AAPL
179.52
180.1
179.43
180.01
190,477
182.249
180.0584
181.52041
44.294606
0.246545
0.779313
-0.532768
0.019172
0
2023-06-05 22:00:00
AAPL
180
180
179
179.13
171,805
181.901
180.185
181.292752
37.18593
0.036817
0.630814
-0.593997
0.019724
0
2023-06-05 23:00:00
AAPL
179.07
179.24
179
179.12
155,583
181.475
180.3128
181.085823
34.450262
-0.128717
0.478908
-0.607625
0.019595
0
2023-06-06 08:00:00
AAPL
179.05
179.51
178.49
178.87
112,475
180.936
180.4392
180.874792
28.618421
-0.276885
0.327749
-0.604634
0.019579
0
2023-06-06 09:00:00
AAPL
178.86
178.9
178.17
178.22
72,968
180.349
180.548
180.621955
27.1875
-0.441667
0.173866
-0.615533
0.01981
1
2023-06-06 10:00:00
AAPL
178.27
178.53
178.2
178.45
45,541
179.738
180.558
180.415102
28.818737
-0.54739
0.029615
-0.577005
0.019883
1
2023-06-06 11:00:00
AAPL
178.45
179
178.33
178.77
168,134
179.337
180.5788
180.258426
25.400213
-0.598456
-0.095999
-0.502456
0.02002
1
2023-06-06 12:00:00
AAPL
178.44
180.21
178.39
179.08
634,338
179.078
180.6054
180.146195
20.568182
-0.606915
-0.198182
-0.408733
0.019787
0
2023-06-06 13:00:00
AAPL
179.1
180.4
177.58
177.88
11,629,105
178.906
180.6064
179.930367
18.413021
-0.702353
-0.299017
-0.403336
0.020391
1
2023-06-06 14:00:00
AAPL
177.88
179.21
177.43
178.52
12,138,200
178.805
180.6242
179.796046
19.8
-0.718068
-0.382827
-0.335241
0.020357
1
2023-06-06 15:00:00
AAPL
178.52
178.86
177.66
178.83
7,892,397
178.687
180.6546
179.704042
26.846424
-0.697468
-0.445755
-0.251713
0.020563
0
2023-06-06 16:00:00
AAPL
178.82
179.11
178.04
178.09
6,383,297
178.583
180.6374
179.550323
28.063725
-0.732411
-0.503086
-0.229325
0.020756
1
2023-06-06 17:00:00
AAPL
178.11
179.28
178.03
178.83
6,853,660
178.554
180.6224
179.481721
44.363104
-0.692411
-0.540951
-0.151459
0.020739
1
2023-06-06 18:00:00
AAPL
178.84
179.48
178.71
179.4
4,873,546
178.607
180.6124
179.473938
49.113233
-0.60771
-0.554303
-0.053407
0.020303
0
2023-06-06 19:00:00
AAPL
179.39
179.7
179.05
179.16
7,804,318
178.701
180.5978
179.444039
44.005642
-0.553569
-0.554156
0.000587
0.020298
0
2023-06-06 20:00:00
AAPL
179.16
179.3
178.93
179.04
569,053
178.76
180.5822
179.405559
49.2891
-0.514416
-0.546208
0.031793
0.019899
0
2023-06-06 21:00:00
AAPL
179.04
179.14
179
179.1
40,576
178.793
180.5622
179.376458
49.84326
-0.473091
-0.531585
0.058494
0.018017
0
2023-06-06 22:00:00
AAPL
179.1
179.1
178.89
178.9
37,185
178.775
180.5322
179.331081
50.236967
-0.451277
-0.515523
0.064246
0.017214
1
2023-06-06 23:00:00
AAPL
178.92
179.05
178.9
179
30,843
178.887
180.5024
179.29955
56.747405
-0.421066
-0.496632
0.075565
0.0131
0
2023-06-07 08:00:00
AAPL
179.07
179.07
178.69
178.75
14,389
178.91
180.4666
179.247212
52.586207
-0.412542
-0.479814
0.067272
0.013157
1
2023-06-07 09:00:00
AAPL
178.75
178.98
178.75
178.98
7,925
178.925
180.4364
179.221763
51.838879
-0.382814
-0.460414
0.0776
0.012907
0
2023-06-07 10:00:00
AAPL
179
179.2
178.2
178.81
39,377
178.997
180.3922
179.182548
47.576302
-0.368722
-0.442075
0.073354
0.011997
1
2023-06-07 11:00:00
AAPL
178.81
179.15
178.58
179.06
126,646
179.02
180.3484
179.170876
62.770563
-0.333536
-0.420367
0.086832
0.012088
0
2023-06-07 12:00:00
AAPL
178.87
179.2
178.58
178.85
263,741
178.965
180.3036
179.140317
53.937947
-0.318919
-0.400078
0.081158
0.012064
1
2023-06-07 13:00:00
AAPL
178.93
181.21
178.15
180.43
9,562,547
179.092
180.286
179.263144
64.652015
-0.177794
-0.355621
0.177827
0.014341
0
2023-06-07 14:00:00
AAPL
180.42
180.64
178.49
178.73
9,651,998
179.061
180.2414
179.212368
54.984424
-0.200811
-0.324659
0.123848
0.017473
1
2023-06-07 15:00:00
AAPL
178.71
179.61
178.57
178.88
6,010,394
179.039
180.2228
179.180714
50.428816
-0.204591
-0.300645
0.096054
0.017401
0
2023-06-07 16:00:00
AAPL
178.91
179.05
178
178.12
5,040,438
178.961
180.1748
179.079694
39.368771
-0.265848
-0.293686
0.027838
0.017811
0
2023-06-07 17:00:00
AAPL
178.12
178.47
177.32
177.8
5,923,433
178.841
180.1114
178.957818
38.852459
-0.336338
-0.302216
-0.034122
0.016577
1
2023-06-07 18:00:00
AAPL
177.79
178.28
177.6
178.25
4,139,100
178.791
180.0594
178.890407
43.856921
-0.351835
-0.31214
-0.039695
0.016365
0
2023-06-07 19:00:00
AAPL
178.24
178.5
177.42
177.83
10,732,027
178.676
180.006
178.789416
40.648012
-0.393472
-0.328406
-0.065065
0.016401
0
2023-06-07 20:00:00
AAPL
177.82
177.92
177.68
177.78
374,075
178.573
179.949
178.693281
41.566265
-0.425597
-0.347845
-0.077753
0.01589
0
2023-06-07 21:00:00
AAPL
177.77
177.82
177.64
177.75
240,973
178.442
179.885
178.603445
40.487062
-0.44831
-0.367938
-0.080372
0.015252
0
2023-06-07 22:00:00
AAPL
177.75
177.87
177.69
177.73
25,447
178.33
179.8184
178.520259
41.955836
-0.462592
-0.386869
-0.075723
0.014809
1
2023-06-07 23:00:00
AAPL
177.76
177.92
177.7
177.92
28,323
178.079
179.7572
178.463092
41.587302
-0.453352
-0.400165
-0.053187
0.014855
0
2023-06-08 08:00:00
AAPL
177.69
177.77
177.21
177.77
16,613
177.983
179.6914
178.397083
41.719745
-0.452913
-0.410715
-0.042198
0.01486
1
2023-06-08 09:00:00
AAPL
177.82
178.27
177.82
178.27
15,107
177.922
179.6346
178.38498
43.950995
-0.407521
-0.410076
0.002555
0.015183
0
2023-06-08 10:00:00
AAPL
178.01
178.36
177.83
177.91
15,684
177.901
179.5592
178.339744
42.964072
-0.396032
-0.407267
0.011235
0.015266
0
2023-06-08 11:00:00
AAPL
177.94
178.1
177.52
177.75
74,247
177.896
179.4724
178.283578
24.524715
-0.395281
-0.40487
0.009589
0.015252
1
2023-06-08 12:00:00
AAPL
177.99
178.5
176.58
177.96
277,430
177.867
179.3762
178.252761
39.787798
-0.373435
-0.398583
0.025148
0.015283
0
2023-06-08 13:00:00
AAPL
177.93
178.75
177.51
177.86
6,064,236
177.87
179.2814
178.215355
36.290323
-0.360041
-0.390875
0.030833
0.015203
1
2023-06-08 14:00:00
AAPL
177.87
179.19
177.46
179.11
7,378,803
178.003
179.2114
178.300559
61.75772
-0.24573
-0.361846
0.116116
0.016852
1
2023-06-08 15:00:00
AAPL
179.12
179.88
178.97
179.51
5,277,395
178.179
179.134
178.415744
69.93007
-0.12146
-0.313769
0.192309
0.016941
1
2023-06-08 16:00:00
AAPL
179.5
180
179.31
179.62
4,655,078
178.368
179.0412
178.530435
67.341772
-0.013938
-0.253802
0.239864
0.01689
0
2023-06-08 17:00:00
AAPL
179.62
179.87
179.01
179.53
3,419,528
178.529
178.95
178.625632
73.480663
0.063281
-0.190386
0.253667
0.014253
1
2023-06-08 18:00:00
AAPL
179.54
180.24
179.47
179.93
5,114,119
178.745
178.8574
178.749857
77.078086
0.154969
-0.121315
0.276284
0.010668
1
2023-06-08 19:00:00
AAPL
179.93
180.84
179.73
180.55
9,425,260
178.973
178.8128
178.921299
80.701754
0.274497
-0.042153
0.316649
0.011107
0
2023-06-08 20:00:00
AAPL
180.58
180.69
180.5
180.56
917,375
179.238
178.7906
179.077366
81.098901
0.365813
0.039441
0.326372
0.009957
0
2023-06-08 21:00:00
AAPL
180.57
180.57
180.43
180.47
74,265
179.51
178.808
179.209998
78.651685
0.426009
0.116754
0.309255
0.009698
0