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
2023-10-09 19:00:00
AAPL
178.89
179.05
177.71
179
7,552,111
177.33
175.3968
177.090254
60.856721
0.835294
0.68086
0.154434
0.014372
0
2023-10-09 20:00:00
AAPL
178.99
179.01
178.81
178.87
571,056
177.617
175.5126
177.259754
59.710145
0.87473
0.719634
0.155096
0.014428
0
2023-10-09 21:00:00
AAPL
178.84
178.9
178.81
178.82
13,479
177.898
175.6158
177.408349
58.136095
0.891669
0.754041
0.137628
0.01429
0
2023-10-09 22:00:00
AAPL
178.87
178.89
178.79
178.85
21,036
178.149
175.7228
177.545649
75.428571
0.897173
0.782668
0.114505
0.01425
0
2023-10-09 23:00:00
AAPL
178.85
179
178.82
178.88
26,173
178.319
175.8342
177.67273
80.120482
0.893654
0.804865
0.088789
0.014236
1
2023-10-10 08:00:00
AAPL
179
179.35
178.85
179.35
32,811
178.617
175.9546
177.83247
81.425891
0.918206
0.827533
0.090673
0.01441
0
2023-10-10 09:00:00
AAPL
179.3
179.3
179.1
179.12
14,167
178.81
176.0716
177.955092
78.018018
0.90863
0.843752
0.064877
0.014505
0
2023-10-10 10:00:00
AAPL
179.14
179.18
178.82
178.82
23,594
178.932
176.1896
178.037464
72.463768
0.866841
0.84837
0.018471
0.014656
0
2023-10-10 11:00:00
AAPL
178.89
178.89
177.7
177.7
129,518
178.83
176.2826
178.005325
54.482759
0.734877
0.825671
-0.090794
0.016053
1
2023-10-10 12:00:00
AAPL
178.25
179.11
177.7
178.15
218,372
178.756
176.376
178.019103
66.360294
0.659009
0.792339
-0.13333
0.013372
1
2023-10-10 13:00:00
AAPL
178.03
179.16
177.85
178.63
5,026,454
178.719
176.4732
178.077284
64.117647
0.630349
0.759941
-0.129592
0.013312
1
2023-10-10 14:00:00
AAPL
178.63
179.43
178.35
179.32
6,376,259
178.764
176.5936
178.195638
65.98513
0.655754
0.739104
-0.083349
0.013662
1
2023-10-10 15:00:00
AAPL
179.33
179.68
179.13
179.56
4,425,046
178.838
176.7074
178.325577
59.333333
0.687331
0.728749
-0.041418
0.013635
0
2023-10-10 16:00:00
AAPL
179.56
179.72
179.35
179.51
2,802,223
178.904
176.8376
178.438379
57.077626
0.700249
0.723049
-0.0228
0.01366
0
2023-10-10 17:00:00
AAPL
179.5
179.5
178.04
178.28
5,700,852
178.844
176.9336
178.423296
43.454545
0.60427
0.699293
-0.095023
0.015065
0
2023-10-10 18:00:00
AAPL
178.27
178.63
177.95
178.18
4,464,779
178.727
177.0182
178.400125
43.69287
0.514209
0.662276
-0.148067
0.014204
1
2023-10-10 19:00:00
AAPL
178.18
178.91
178.07
178.41
8,197,017
178.656
177.0886
178.401065
46.371681
0.456137
0.621049
-0.164912
0.013558
0
2023-10-10 20:00:00
AAPL
178.39
178.58
178.3
178.37
617,975
178.611
177.1494
178.398106
45.759717
0.402249
0.577289
-0.175039
0.013407
0
2023-10-10 21:00:00
AAPL
178.35
178.49
178.31
178.31
35,971
178.672
177.2162
178.389715
44.991213
0.350659
0.531963
-0.181303
0.01178
0
2023-11-01 08:00:00
AAPL
170.6
170.6
170.1
170.17
19,861
177.874
177.1228
177.606885
15.643713
-0.343101
0.35695
-0.700051
0.046971
0
2023-11-01 09:00:00
AAPL
170.14
170.15
169.94
170
10,923
177.011
177.0274
176.88242
15.714286
-0.896297
0.106301
-1.002597
0.046888
0
2023-11-01 10:00:00
AAPL
170.1
170.1
169.85
170.03
5,937
176.082
176.9326
176.229809
16.270146
-1.317105
-0.17838
-1.138724
0.046933
0
2023-11-01 11:00:00
AAPL
170.01
170.1
169.5
169.5
27,094
175.076
176.8276
175.588874
17.041801
-1.674067
-0.477518
-1.196549
0.046879
1
2023-11-01 12:00:00
AAPL
170.1
170.81
169.45
170.6
205,365
174.185
176.742
175.113744
21.161192
-1.846911
-0.751396
-1.095515
0.047694
1
2023-11-01 13:00:00
AAPL
170.5
171.54
170.12
171.08
5,560,006
173.465
176.662
174.729578
21.161192
-1.922993
-0.985716
-0.937277
0.047911
1
2023-11-01 14:00:00
AAPL
171.11
172.08
170.78
171.46
8,625,115
172.793
176.5842
174.418189
19.248826
-1.930373
-1.174647
-0.755726
0.04787
1
2023-11-01 15:00:00
AAPL
171.46
172
171
171.95
4,493,756
172.147
176.5202
174.183124
20.798158
-1.875068
-1.314731
-0.560337
0.048131
0
2023-11-01 16:00:00
AAPL
171.94
172.18
171.61
172.03
3,396,539
171.513
176.495
173.978064
21.36294
-1.803988
-1.412583
-0.391405
0.048193
1
2023-11-01 17:00:00
AAPL
172.03
172.38
171.77
172.19
3,651,859
170.901
176.4582
173.807772
24.603837
-1.714977
-1.473062
-0.241915
0.04804
1
2023-11-01 18:00:00
AAPL
172.2
173.27
171.91
173.2
8,449,898
171.204
176.4196
173.749889
30.697674
-1.545125
-1.487474
-0.057651
0.04845
1
2023-11-01 19:00:00
AAPL
173.19
174.23
173.18
173.91
12,112,444
171.595
176.3618
173.765138
33.183857
-1.337804
-1.45754
0.119736
0.048594
1
2023-11-01 20:00:00
AAPL
173.92
175.01
173.78
174.29
1,354,605
172.021
176.3112
173.815125
35.131195
-1.129814
-1.391995
0.262181
0.048435
1
2023-11-01 21:00:00
AAPL
174.27
174.7
173.97
174.45
396,098
172.516
176.2546
173.875589
36.034732
-0.941219
-1.30184
0.36062
0.048412
1
2023-11-01 22:00:00
AAPL
174.4
174.75
174.36
174.71
42,207
172.927
176.198
173.955057
88.215488
-0.761993
-1.19387
0.431877
0.048487
0
2023-11-01 23:00:00
AAPL
174.7
175.05
174.7
174.75
60,023
173.294
176.1432
174.030766
90.877797
-0.6097
-1.077036
0.467337
0.048149
1
2023-11-02 08:00:00
AAPL
174.99
175.23
174.7
175.2
46,678
173.668
176.0958
174.142121
91.492777
-0.447536
-0.951136
0.5036
0.048277
1
2023-11-02 09:00:00
AAPL
175.21
175.63
175.18
175.6
42,380
174.033
176.0572
174.280967
0
-0.283475
-0.817604
0.534129
0.048332
0
2023-11-02 10:00:00
AAPL
175.48
175.67
175.33
175.64
30,144
174.394
176.0194
174.410399
0
-0.148516
-0.683787
0.53527
0.04834
0
2023-11-02 11:00:00
AAPL
175.66
175.93
175.51
175.63
127,914
174.738
175.9776
174.526551
99.781182
-0.041885
-0.555406
0.513521
0.048343
1
2023-11-02 12:00:00
AAPL
175.6
176.8
174.75
176.48
416,057
175.066
175.9836
174.712594
99.801587
0.109942
-0.422336
0.532279
0.010402
0
2023-11-02 13:00:00
AAPL
176.4
176.79
175.25
176.36
7,344,660
175.311
175.9932
174.86949
97.216274
0.218069
-0.294255
0.512325
0.010315
1
2023-11-02 14:00:00
AAPL
176.35
177.54
176.11
177.44
9,446,442
175.626
176.022
175.1143
97.707231
0.386453
-0.158114
0.544567
0.010997
0
2023-11-02 15:00:00
AAPL
177.44
177.66
176.44
176.8
7,439,859
175.861
176.0378
175.274843
87.479675
0.46292
-0.033907
0.496827
0.011252
1
2023-11-02 16:00:00
AAPL
176.8
177.31
176.41
176.97
6,666,688
176.087
176.0504
175.436287
85.499058
0.531115
0.079097
0.452018
0.010307
1
2023-11-02 17:00:00
AAPL
176.97
177.61
176.78
177.31
5,124,829
176.343
176.053
175.614735
84.412955
0.605614
0.184401
0.421214
0.010256
1
2023-11-02 18:00:00
AAPL
177.3
177.5
177.09
177.46
5,440,823
176.569
176.0748
175.790475
83.651805
0.669047
0.28133
0.387717
0.010288
1
2023-11-02 19:00:00
AAPL
177.45
177.78
177.17
177.78
14,603,728
176.787
176.0866
175.979954
84.188912
0.736648
0.372394
0.364254
0.010219
0
2023-11-02 20:00:00
AAPL
177.57
181.9
173.45
175.9
5,923,178
176.813
176.0526
175.972339
59.167951
0.631245
0.424164
0.207081
0.015948
0
2023-11-02 21:00:00
AAPL
175.9
177.57
169.33
171.53
4,420,607
176.403
175.9088
175.549259
35.120148
0.192866
0.377904
-0.185038
0.030478
1
2023-11-02 22:00:00
AAPL
171.56
173.11
171.11
172.28
990,464
175.983
175.7766
175.237901
36.870504
-0.092961
0.283731
-0.376692
0.030202
0
2023-11-02 23:00:00
AAPL
172.16
172.38
171.2
171.57
613,974
175.504
175.628
174.888577
32.370954
-0.372479
0.152489
-0.524968
0.030076
0
2023-11-03 08:00:00
AAPL
172.08
172.63
171.51
171.6
166,363
174.92
175.4826
174.575379
32.311734
-0.584837
0.005024
-0.589861
0.029943
1
2023-11-03 09:00:00
AAPL
171.52
172.11
171.5
172.02
80,970
174.442
175.3466
174.33201
34.742181
-0.711044
-0.13819
-0.572855
0.030071
1
2023-11-03 10:00:00
AAPL
172.09
172.3
171.88
172.13
60,691
173.958
175.2122
174.122295
30.387737
-0.793047
-0.269161
-0.523886
0.030019
1
2023-11-03 11:00:00
AAPL
172.02
174.53
172
174.01
651,298
173.628
175.1148
174.1116
40.856031
-0.698285
-0.354986
-0.343299
0.032201
0
2023-11-03 12:00:00
AAPL
172.02
175.3
171.89
174.06
2,310,038
173.288
175.009
174.106686
35.7022
-0.612095
-0.406408
-0.205688
0.032075
1
2023-11-03 13:00:00
AAPL
174.11
176.4
173.33
175.35
17,622,542
173.045
174.9336
174.225097
44.186047
-0.434686
-0.412064
-0.022623
0.032909
1
2023-11-03 14:00:00
AAPL
175.36
175.94
174.46
175.72
13,436,678
173.027
174.8716
174.367468
45.067088
-0.261221
-0.381895
0.120674
0.032979
0
2023-11-03 15:00:00
AAPL
175.72
175.79
174.6
175.43
7,267,699
173.417
174.8262
174.468662
42.551506
-0.145473
-0.334611
0.189138
0.033023
1
2023-11-03 16:00:00
AAPL
175.44
176.49
175.31
176.2
7,425,003
173.809
174.7872
174.633551
45.241692
0.008296
-0.266029
0.274325
0.032956
0
2023-11-03 17:00:00
AAPL
176.18
176.42
175.18
175.56
5,559,454
174.208
174.7258
174.721784
41.814159
0.077621
-0.197299
0.27492
0.033147
1
2023-11-03 18:00:00
AAPL
175.56
176.24
175.07
176.11
5,772,563
174.659
174.6616
174.853995
50.858545
0.174926
-0.122854
0.29778
0.032678
1
2023-11-03 19:00:00
AAPL
176.11
176.82
175.85
176.63
10,561,078
175.12
174.603
175.023139
80.429594
0.29065
-0.040153
0.330803
0.032648
1
2023-11-03 20:00:00
AAPL
176.65
176.85
176.61
176.74
999,245
175.581
174.5476
175.186649
78.81137
0.38678
0.045233
0.341546
0.032639
0
2023-11-03 21:00:00
AAPL
176.72
176.81
176.62
176.64
434,511
175.844
174.5148
175.325064
85.553997
0.44971
0.126129
0.323581
0.032577
0
2023-11-03 22:00:00
AAPL
176.64
176.69
176.64
176.69
21,390
176.107
174.485
175.455058
85.594406
0.497878
0.200478
0.297399
0.032563
0
2023-11-03 23:00:00
AAPL
176.69
176.71
176.61
176.66
44,032
176.238
174.45
175.569814
84.319527
0.527549
0.265893
0.261657
0.032496
1
2023-11-06 09:00:00
AAPL
177.03
177.2
176.75
176.96
45,348
176.362
174.4218
175.702213
84.748201
0.568716
0.326457
0.242259
0.030673
0
2023-11-06 10:00:00
AAPL
176.95
176.98
176.8
176.86
10,913
176.505
174.3928
175.812478
77.562863
0.586511
0.378468
0.208043
0.01562
0
2023-11-06 11:00:00
AAPL
176.79
176.83
176.58
176.83
20,301
176.568
174.526
175.909385
76.893204
0.591375
0.42105
0.170326
0.015411
0
2023-11-06 12:00:00
AAPL
176.8
176.83
176.32
176.41
144,562
176.653
174.6542
175.957063
62.383178
0.554943
0.447828
0.107115
0.014852
0
2023-11-06 13:00:00
AAPL
176.8
177.2
176.07
176.3
2,505,172
176.672
174.7796
175.989723
57.21393
0.5113
0.460523
0.050778
0.014942
1
2023-11-06 14:00:00
AAPL
176.23
178.75
176.01
178.58
11,266,170
176.867
174.9612
176.236416
76.206323
0.653161
0.49905
0.15411
0.018902
1
2023-11-06 15:00:00
AAPL
178.59
179.06
177.9
178.75
9,569,604
177.068
175.1242
176.475805
73.567468
0.770423
0.553325
0.217098
0.018882
1
2023-11-06 16:00:00
AAPL
178.75
179.43
178.72
179.26
6,799,666
177.33
175.2878
176.740967
85.037879
0.894199
0.6215
0.272699
0.016381
0
2023-11-06 17:00:00
AAPL
179.25
179.26
178.64
178.89
4,605,871
177.55
175.4364
176.945636
77.254902
0.951468
0.687493
0.263975
0.016729
0
2023-11-06 18:00:00
AAPL
178.89
178.89
178.01
178.35
4,777,940
177.719
175.5644
177.079385
66.796875
0.942418
0.738478
0.20394
0.016004
1
2023-11-06 19:00:00
AAPL
178.36
179.22
178.12
179.21
4,825,856
177.944
175.708
177.282301
71.039182
0.993191
0.789421
0.20377
0.016451
0
2023-11-06 20:00:00
AAPL
179.21
179.33
178.7
179.29
9,287,753
178.187
175.85
177.47351
72.649573
1.028034
0.837143
0.190891
0.016229
0
2023-11-06 21:00:00
AAPL
179.23
179.28
178.97
179.09
3,997,303
178.413
175.9678
177.627462
70
1.027663
0.875247
0.152415
0.015984
0
2023-11-06 22:00:00
AAPL
179.09
179.16
179.04
179.06
34,602
178.678
176.0708
177.763894
70
1.013267
0.902851
0.110416
0.015331
0
2023-11-06 23:00:00
AAPL
179.07
179.07
178.91
178.98
23,642
178.946
176.1646
177.879714
67.474048
0.98406
0.919093
0.064967
0.015222
0
2023-11-07 00:00:00
AAPL
178.95
178.98
178.85
178.98
16,942
178.986
176.2552
177.984503
68.661972
0.949962
0.925267
0.024696
0.015071
0
2023-11-07 09:00:00
AAPL
178.88
178.88
178.47
178.5
10,494
178.961
176.331
178.033598
63.621533
0.874131
0.91504
-0.040908
0.015439
0
2023-11-07 10:00:00
AAPL
178.4
178.68
178.4
178.49
8,382
178.884
176.4058
178.077065
68.181818
0.80396
0.892824
-0.088864
0.015411
0
2023-11-07 11:00:00
AAPL
178.5
178.5
178.22
178.41
38,064
178.836
176.47
178.108773
68.541301
0.733439
0.860947
-0.127508
0.01544
1
2023-11-07 12:00:00
AAPL
178.5
178.69
178.33
178.66
42,496
178.867
176.5312
178.161271
51.092896
0.689772
0.826712
-0.13694
0.015449
1
2023-11-07 13:00:00
AAPL
178.48
178.97
178.36
178.85
2,281,444
178.831
176.5954
178.226864
51.358696
0.662857
0.793941
-0.131084
0.015413
1
2023-11-07 14:00:00
AAPL
178.85
180.53
178.65
180.19
8,794,464
178.921
176.6866
178.413829
60.310421
0.741109
0.783375
-0.042265
0.016846
1
2023-11-07 15:00:00
AAPL
180.19
181.27
180.14
181.22
9,733,906
179.134
176.7814
178.681084
72.533849
0.876138
0.801927
0.074211
0.017456
1
2023-11-07 16:00:00
AAPL
181.22
181.64
181.08
181.47
6,287,323
179.375
176.8836
178.946695
81.967213
0.991888
0.83992
0.151969
0.017037
1
2023-11-07 17:00:00
AAPL
181.48
181.59
180.52
181.57
7,121,512
179.634
176.9662
179.196533
78.640777
1.079249
0.887786
0.191464
0.016929
1
2023-11-07 18:00:00
AAPL
181.58
182.44
181.53
182.37
6,979,732
179.973
177.0776
179.498768
81.818182
1.199213
0.950071
0.249142
0.012398
0
2023-11-07 19:00:00
AAPL
182.37
182.43
181.9
182.04
4,694,482
180.327
177.179
179.74079
79.678068
1.253211
1.010699
0.242512
0.012726
0
2023-11-07 20:00:00
AAPL
182.05
182.34
181.55
181.88
11,025,536
180.666
177.2704
179.944525
77.647059
1.268472
1.062254
0.206218
0.012675
0
2023-11-07 21:00:00
AAPL
181.87
181.94
181.71
181.84
2,950,682
181.009
177.358
180.125046
78.26087
1.262782
1.102359
0.160423
0.012378
0
2023-11-07 22:00:00
AAPL
181.86
181.94
181.82
181.83
201,982
181.326
177.439
180.287423
78.106509
1.243136
1.130515
0.112621
0.011748
0
2023-11-07 23:00:00
AAPL
181.83
181.94
181.73
181.89
24,823
181.63
177.5588
180.440049
86.451613
1.218363
1.148084
0.070279
0.011035
1
2023-11-08 00:00:00
AAPL
181.86
182.3
181.75
182.22
43,304
181.833
177.7726
180.609568
87.525151
1.211394
1.160746
0.050648
0.011081
0
2023-11-08 09:00:00
AAPL
181.86
181.96
181.66
181.92
23,299
181.903
177.9654
180.734371
83.815029
1.168198
1.162236
0.005961
0.01119
0