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
2023-03-01 21:00:00
AAPL
145.31
145.55
145.23
145.32
3,523,728
146.34
151.203
148.146868
8.625
-1.894548
-1.59847
-0.296078
0.028728
0
2023-03-01 22:00:00
AAPL
145.33
145.4
145.11
145.22
48,564
146.053
151.0588
147.868119
2.628121
-1.889289
-1.656634
-0.232655
0.028789
1
2023-03-01 23:00:00
AAPL
145.21
145.4
145.16
145.33
69,638
145.881
150.9224
147.626393
8.959538
-1.854863
-1.69628
-0.158584
0.028741
0
2023-03-02 00:00:00
AAPL
145.35
145.75
145.1
145.12
64,224
145.701
150.7918
147.387689
3.170029
-1.823506
-1.721725
-0.101781
0.028744
0
2023-03-02 09:00:00
AAPL
144.96
144.96
143.88
143.88
52,863
145.44
150.6358
147.053623
2.401747
-1.877074
-1.752795
-0.12428
0.029174
1
2023-03-02 10:00:00
AAPL
143.85
144.02
143.6
144.02
36,445
145.197
150.4832
146.764707
5.47046
-1.886485
-1.779533
-0.106952
0.029097
1
2023-03-02 11:00:00
AAPL
144.1
144.39
144.06
144.39
23,351
144.998
150.337
146.538544
15.897436
-1.842844
-1.792195
-0.050649
0.029564
0
2023-03-02 12:00:00
AAPL
144.4
144.82
144.11
144.22
95,498
144.832
150.1866
146.317731
15.736041
-1.801212
-1.793998
-0.007214
0.028985
0
2023-03-02 13:00:00
AAPL
144.39
144.95
143.54
143.69
370,332
144.652
150.0208
146.06747
15.346535
-1.790348
-1.793268
0.002921
0.011892
1
2023-03-02 14:00:00
AAPL
143.68
144.79
143.68
144.34
6,606,363
144.553
149.8684
145.902949
27.311828
-1.709581
-1.776531
0.06695
0.013067
1
2023-03-02 15:00:00
AAPL
144.35
144.71
143.9
144.49
7,291,320
144.47
149.7242
145.768383
30.021142
-1.614853
-1.744195
0.129342
0.013282
0
2023-03-02 16:00:00
AAPL
144.49
144.73
143.97
144.35
4,050,711
144.383
149.5784
145.633299
32.494279
-1.533402
-1.702037
0.168634
0.013283
1
2023-03-02 17:00:00
AAPL
144.35
144.66
144.22
144.45
3,963,450
144.295
149.4284
145.520604
37.254902
-1.444135
-1.650456
0.206321
0.011941
1
2023-03-02 18:00:00
AAPL
144.46
145.56
144.28
145.54
4,701,036
144.337
149.3118
145.522451
52.095808
-1.270788
-1.574523
0.303735
0.014619
1
2023-03-02 19:00:00
AAPL
145.55
146.05
145.39
145.85
5,979,599
144.534
149.1824
145.553646
54.990584
-1.095763
-1.478771
0.383008
0.014598
0
2023-03-02 20:00:00
AAPL
145.84
146.71
145.56
145.91
9,840,011
144.723
149.0486
145.587585
56.54649
-0.941362
-1.371289
0.429927
0.014611
0
2023-03-02 21:00:00
AAPL
145.92
146
145.71
145.8
1,062,167
144.864
148.9044
145.607815
54.459203
-0.818439
-1.260719
0.44228
0.014619
0
2023-03-02 22:00:00
AAPL
145.81
145.81
145.3
145.31
42,573
144.973
148.7144
145.579451
51.711712
-0.751894
-1.158954
0.40706
0.014607
1
2023-03-02 23:00:00
AAPL
145.38
145.58
145.32
145.45
15,973
145.149
148.5808
145.567123
67.640449
-0.68002
-1.063167
0.383147
0.014407
1
2023-03-03 00:00:00
AAPL
145.43
145.68
145.3
145.6
27,905
145.275
148.4084
145.570254
67.713004
-0.603994
-0.971333
0.367339
0.014395
1
2023-03-03 09:00:00
AAPL
145.92
147.1
145.92
146.79
51,882
145.505
148.2514
145.68642
72.727273
-0.442617
-0.865589
0.422972
0.0165
1
2023-03-03 10:00:00
AAPL
146.92
147.2
146.92
147.06
25,276
145.776
148.1128
145.817237
76.394052
-0.2896
-0.750391
0.460792
0.016501
1
2023-03-03 11:00:00
AAPL
147.1
147.87
147.02
147.76
76,187
146.107
147.9842
146.002262
86.666667
-0.110574
-0.622428
0.511854
0.017009
0
2023-03-03 12:00:00
AAPL
147.73
147.85
147.16
147.32
176,138
146.285
147.8466
146.127761
77.902622
-0.004151
-0.498772
0.494622
0.017292
1
2023-03-03 13:00:00
AAPL
147.66
148.12
145.23
148.09
410,492
146.509
147.7254
146.314641
80.201342
0.140701
-0.370878
0.511579
0.014796
1
2023-03-03 14:00:00
AAPL
148.12
149.48
147.33
149.47
10,402,618
146.865
147.6412
146.615151
85.555556
0.362671
-0.224168
0.586839
0.01674
1
2023-03-03 15:00:00
AAPL
149.47
150.17
149.03
149.64
11,533,900
147.249
147.5588
146.903232
85.694635
0.546007
-0.070133
0.61614
0.016738
1
2023-03-03 16:00:00
AAPL
149.64
149.98
149.26
149.84
6,179,477
147.702
147.4804
147.182924
83.69906
0.699379
0.083769
0.615609
0.016454
1
2023-03-03 17:00:00
AAPL
149.84
150.24
149.6
150.21
6,234,811
148.178
147.408
147.471217
83.850932
0.841087
0.235233
0.605854
0.015367
0
2023-03-03 18:00:00
AAPL
150.23
150.32
149.88
150.23
6,225,783
148.641
147.3338
147.733958
83.75
0.944123
0.377011
0.567112
0.015303
1
2023-03-03 19:00:00
AAPL
150.22
150.89
150.1
150.83
5,934,798
149.045
147.2814
148.02882
86.502177
1.061953
0.513999
0.547953
0.015391
1
2023-03-03 20:00:00
AAPL
150.84
151.11
150.53
151.1
11,054,019
149.449
147.2402
148.321313
93.403298
1.163706
0.64394
0.519765
0.015045
1
2023-03-03 21:00:00
AAPL
151.03
151.25
150.93
151.22
3,605,146
149.795
147.22
148.597378
93.383459
1.239738
0.7631
0.476638
0.015034
0
2023-03-03 22:00:00
AAPL
151.2
151.23
151.06
151.1
46,351
150.173
147.2064
148.835723
91.540785
1.275607
0.865601
0.410005
0.014263
0
2023-03-03 23:00:00
AAPL
151.1
151.15
151.06
151.1
23,573
150.474
147.1892
149.051369
89.686924
1.289172
0.950316
0.338857
0.014382
1
2023-03-04 00:00:00
AAPL
151.1
151.42
151.08
151.42
43,559
150.669
147.1738
149.276953
89.781022
1.310636
1.02238
0.288256
0.014313
1
2023-03-06 09:00:00
AAPL
152.05
152.86
152.05
152.27
79,078
150.932
147.1804
149.562005
90.053286
1.380323
1.093968
0.286355
0.014504
1
2023-03-06 10:00:00
AAPL
152.32
152.87
152.3
152.81
43,201
151.229
147.188
149.871338
97.905759
1.462267
1.167628
0.294639
0.013324
0
2023-03-06 11:00:00
AAPL
152.76
152.88
152.28
152.75
71,164
151.483
147.2796
150.145496
96.414343
1.505019
1.235106
0.269912
0.013558
1
2023-03-06 12:00:00
AAPL
152.68
153.49
152.5
153.45
331,018
151.805
147.3812
150.460211
95.852535
1.577202
1.303525
0.273677
0.013631
1
2023-03-06 13:00:00
AAPL
152.7
154.01
150.65
153.72
824,683
152.094
147.4908
150.770667
95.945946
1.637321
1.370285
0.267037
0.012334
1
2023-03-06 14:00:00
AAPL
153.74
155.03
153.46
154.43
15,146,191
152.427
147.6176
151.119175
96.363636
1.722402
1.440708
0.281694
0.012533
1
2023-03-06 15:00:00
AAPL
154.41
155.58
154.14
155.15
15,570,019
152.82
147.7796
151.503063
96.603774
1.826868
1.51794
0.308928
0.012515
1
2023-03-06 16:00:00
AAPL
155.15
156.07
155.15
155.74
10,535,718
153.284
147.956
151.906581
96.93356
1.934962
1.601345
0.333617
0.011187
0
2023-03-06 17:00:00
AAPL
155.74
156.3
154.96
155.06
9,899,322
153.68
148.1274
152.206906
85.546218
1.943354
1.669746
0.273608
0.012957
0
2023-03-06 18:00:00
AAPL
155.06
155.44
154.5
154.55
7,941,408
153.993
148.2894
152.430058
77.867528
1.8871
1.713217
0.173882
0.011862
0
2023-03-06 19:00:00
AAPL
154.55
154.63
153.96
154.12
8,513,935
154.178
148.4442
152.591005
72.307692
1.787218
1.728017
0.059201
0.01267
0
2023-03-06 20:00:00
AAPL
154.12
154.3
153.7
153.87
10,506,307
154.284
148.604
152.712814
70.889894
1.668653
1.716144
-0.047492
0.013045
0
2023-03-06 21:00:00
AAPL
153.85
153.87
153.6
153.62
1,950,848
154.371
148.7666
152.799213
68.313953
1.536801
1.680276
-0.143475
0.013309
1
2023-03-06 22:00:00
AAPL
153.62
153.83
153.56
153.7
81,178
154.396
148.934
152.885002
67.168675
1.422367
1.628694
-0.206327
0.013284
1
2023-03-06 23:00:00
AAPL
153.71
153.9
153.65
153.89
93,909
154.413
149.1054
152.980716
63.545151
1.331657
1.569287
-0.237629
0.012944
0
2023-03-07 00:00:00
AAPL
153.85
153.98
153.72
153.78
69,818
154.348
149.2766
153.056838
58.738739
1.236638
1.502757
-0.266119
0.013027
1
2023-03-07 09:00:00
AAPL
154
154.72
153.98
154.15
30,848
154.248
149.453
153.160949
61.945392
1.177616
1.437729
-0.260113
0.013114
0
2023-03-07 10:00:00
AAPL
154.16
154.33
154.16
154.2
7,192
154.094
149.6346
153.259906
57.197697
1.121942
1.374571
-0.252629
0.013004
0
2023-03-07 11:00:00
AAPL
154.26
154.33
154.15
154.18
19,409
154.006
149.8406
153.347534
54.637097
1.063942
1.312446
-0.248504
0.013015
0
2023-03-07 12:00:00
AAPL
154.3
154.38
154.06
154.13
62,970
153.964
150.0428
153.422055
46.511628
1.002387
1.250434
-0.248047
0.013026
0
2023-03-07 13:00:00
AAPL
154.19
154.7
153.45
153.95
255,816
153.947
150.234
153.472335
34.042553
0.928378
1.186023
-0.257645
0.012176
0
2023-03-07 14:00:00
AAPL
153.97
154.03
153.15
153.85
6,347,441
153.945
150.4266
153.508303
21.100917
0.851836
1.119185
-0.267349
0.011807
0
2023-03-07 15:00:00
AAPL
153.86
153.86
151.78
152.19
12,104,180
153.802
150.5966
153.382751
16.235294
0.649739
1.025296
-0.375557
0.016236
0
2023-03-07 16:00:00
AAPL
152.21
152.77
151.97
152.07
6,277,931
153.639
150.7512
153.257727
17.875648
0.474423
0.915122
-0.440698
0.015448
1
2023-03-07 17:00:00
AAPL
152.06
153.09
151.8
152.43
6,599,543
153.493
150.91
153.178896
27.704485
0.360379
0.804173
-0.443794
0.015551
0
2023-03-07 18:00:00
AAPL
152.42
152.69
151.74
151.83
5,016,049
153.298
151.0596
153.050429
25.362319
0.219058
0.68715
-0.468092
0.014978
0
2023-03-07 19:00:00
AAPL
151.82
152.04
151.14
151.18
5,115,961
153.001
151.1942
152.872293
23.127753
0.053989
0.560518
-0.506529
0.014166
1
2023-03-07 20:00:00
AAPL
151.18
151.77
151.13
151.58
7,976,982
152.739
151.315
152.749218
28.1893
-0.044046
0.439605
-0.483651
0.013769
0
2023-03-07 21:00:00
AAPL
151.6
151.72
151.45
151.6
597,006
152.481
151.43
152.639768
25.586354
-0.118756
0.327933
-0.446689
0.013463
0
2023-03-07 22:00:00
AAPL
151.57
151.64
151.53
151.53
17,470
152.221
151.5424
152.534076
25.806452
-0.181521
0.226042
-0.407563
0.01328
1
2023-03-07 23:00:00
AAPL
151.57
151.75
151.57
151.64
27,012
151.99
151.6592
152.448926
21.412301
-0.219852
0.136863
-0.356715
0.013242
0
2023-03-08 00:00:00
AAPL
151.69
151.75
151.37
151.43
33,742
151.748
151.7816
152.351885
19.56044
-0.26413
0.056665
-0.320794
0.013229
1
2023-03-08 09:00:00
AAPL
151.5
151.94
151.5
151.6
11,857
151.689
151.9046
152.280277
22.553191
-0.282249
-0.011118
-0.271131
0.013333
1
2023-03-08 10:00:00
AAPL
151.7
151.89
151.62
151.79
8,230
151.661
152.0284
152.233584
25.826446
-0.278072
-0.064509
-0.213563
0.013421
1
2023-03-08 11:00:00
AAPL
151.87
152.2
151.84
152
49,072
151.618
152.1326
152.211338
29.979466
-0.254878
-0.102583
-0.152296
0.013443
0
2023-03-08 12:00:00
AAPL
151.92
152.1
151.63
151.94
83,393
151.629
152.2302
152.185496
30.227743
-0.238589
-0.129784
-0.108805
0.013444
1
2023-03-08 13:00:00
AAPL
152.02
152.34
151.06
152.25
300,076
151.736
152.32
152.19164
50.862069
-0.198377
-0.143503
-0.054875
0.013363
1
2023-03-08 14:00:00
AAPL
152.19
153.1
152.08
152.65
6,822,224
151.843
152.4266
152.235293
57.712766
-0.132703
-0.141343
0.008639
0.013727
0
2023-03-08 15:00:00
AAPL
152.66
153.21
151.83
152.61
8,799,619
151.944
152.517
152.270979
52.616279
-0.082928
-0.12966
0.046732
0.013724
1
2023-03-08 16:00:00
AAPL
152.6
153.47
152.35
153.34
5,552,332
152.125
152.5944
152.372791
71.148459
0.015248
-0.100678
0.115927
0.01471
0
2023-03-08 17:00:00
AAPL
153.35
153.41
152.35
152.83
4,691,889
152.244
152.6582
152.416335
74.052478
0.05131
-0.070281
0.12159
0.015007
0
2023-03-08 18:00:00
AAPL
152.84
152.94
152.05
152.29
4,176,831
152.33
152.7072
152.404303
59.943978
0.035901
-0.049044
0.084945
0.015339
1
2023-03-08 19:00:00
AAPL
152.28
152.99
152.23
152.5
3,987,920
152.42
152.753
152.413417
61.968085
0.040172
-0.031201
0.071373
0.010948
1
2023-03-08 20:00:00
AAPL
152.51
153.26
152.07
152.89
8,161,088
152.53
152.8062
152.458806
66.666667
0.074171
-0.010127
0.084298
0.01117
0
2023-03-08 21:00:00
AAPL
152.87
152.98
152.79
152.93
485,310
152.623
152.8482
152.503681
66.084788
0.103155
0.01253
0.090625
0.01095
1
2023-03-08 22:00:00
AAPL
152.95
153.04
152.87
153.02
51,554
152.731
152.8866
152.552854
70.437018
0.131867
0.036397
0.095469
0.010065
0
2023-03-08 23:00:00
AAPL
153
153.06
152.87
153
44,557
152.806
152.9222
152.59544
68.716578
0.151263
0.05937
0.091893
0.008814
0
2023-03-09 00:00:00
AAPL
152.95
152.99
152.25
152.65
46,748
152.806
152.9532
152.600636
61.025641
0.136816
0.074859
0.061957
0.008988
0
2023-03-09 09:00:00
AAPL
152.16
152.3
151.86
151.86
28,230
152.731
152.9684
152.530099
48.4375
0.060918
0.072071
-0.011153
0.010556
0
2023-03-09 10:00:00
AAPL
151.87
151.99
151.73
151.91
8,522
152.588
152.9782
152.471042
49.66443
0.004748
0.058607
-0.053859
0.010542
1
2023-03-09 11:00:00
AAPL
151.97
152.39
151.97
152.24
18,605
152.529
152.9776
152.449038
49.888641
-0.012989
0.044287
-0.057277
0.010726
1
2023-03-09 12:00:00
AAPL
152.3
152.66
152.22
152.52
83,300
152.552
152.9718
152.455796
48.512586
-0.004402
0.03455
-0.038951
0.010709
1
2023-03-09 13:00:00
AAPL
152.35
153.65
151.86
153.65
344,856
152.667
152.9898
152.56953
59.52381
0.092519
0.046144
0.046376
0.012817
1
2023-03-09 14:00:00
AAPL
153.65
154.38
152.95
154.29
6,491,818
152.807
153.0066
152.733384
58.845438
0.218454
0.080606
0.137848
0.013278
0
2023-03-09 15:00:00
AAPL
154.29
154.53
153.63
153.89
7,275,482
152.903
153.01
152.843538
60.076046
0.282723
0.121029
0.161694
0.013689
1
2023-04-03 08:00:00
AAPL
164.47
164.47
163.73
163.75
44,988
153.976
153.1964
153.882249
89.300412
1.116406
0.320105
0.796302
0.064848
1
2023-04-03 09:00:00
AAPL
163.79
163.98
163.79
163.9
11,643
155.066
153.3714
154.83632
89.256198
1.768821
0.609848
1.158973
0.064891
0
2023-04-03 10:00:00
AAPL
163.96
164.04
163.87
163.95
26,523
156.196
153.5356
155.70429
88.99859
2.263802
0.940639
1.323164
0.064976
1
2023-04-03 11:00:00
AAPL
163.94
164.35
163.94
164.09
100,775
157.419
153.7162
156.502929
89.07563
2.636979
1.279907
1.357072
0.064914
0
2023-04-03 12:00:00
AAPL
164.07
164.49
163.35
164.14
325,764
158.642
153.908
157.230269
89.044944
2.90329
1.604583
1.298707
0.064992
1
2023-04-03 13:00:00
AAPL
164.14
165.89
163.88
165.31
8,749,251
159.949
154.1318
157.999767
89.993502
3.172187
1.918104
1.254083
0.064676
0
2023-04-03 14:00:00
AAPL
165.31
165.72
164.67
164.8
8,202,906
161.177
154.3504
158.647408
89.067524
3.306027
2.195689
1.110338
0.064622
0
2023-04-03 15:00:00
AAPL
164.81
164.97
164.32
164.53
4,734,271
162.265
154.5686
159.207655
92.149035
3.351673
2.426885
0.924787
0.064823
0
2023-04-03 16:00:00
AAPL
164.53
164.8
164.41
164.56
4,680,361
163.292
154.7858
159.717402
92.138574
3.351633
2.611835
0.739798
0.064919
1