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
2023-12-07 21:00:00
AAPL
194.21
194.29
193.85
193.96
1,485,992
194.002
192.4734
193.513624
71.75
0.528865
0.464049
0.064816
0.009052
1
2023-12-07 22:00:00
AAPL
194
194.14
193.97
194.06
11,451
194.173
192.5656
193.56566
72.794118
0.508342
0.472907
0.035434
0.008807
0
2023-12-07 23:00:00
AAPL
194.06
194.17
194.06
194.1
13,662
194.289
192.664
193.61655
72.25
0.489659
0.476258
0.013402
0.008668
0
2023-12-08 00:00:00
AAPL
194.11
194.15
194.05
194.08
12,972
194.308
192.7606
193.660688
71.319797
0.467847
0.474576
-0.006729
0.007956
0
2023-12-08 09:00:00
AAPL
194
194.17
194
194.13
5,108
194.242
192.8622
193.705384
73.71134
0.449414
0.469543
-0.020129
0.007913
1
2023-12-08 10:00:00
AAPL
194.13
194.3
194.13
194.23
8,552
194.178
192.9626
193.755348
73.979592
0.437828
0.4632
-0.025372
0.007884
0
2023-12-08 11:00:00
AAPL
194.22
194.33
194
194
17,778
194.127
193.0682
193.778648
64.88764
0.405414
0.451643
-0.046229
0.00805
0
2023-12-08 12:00:00
AAPL
193.9
194.05
193.78
194.05
25,238
194.1
193.1758
193.804491
53.007519
0.379387
0.437192
-0.057805
0.008031
0
2023-12-08 13:00:00
AAPL
193.85
194.39
193.44
194.1
395,476
194.095
193.2864
193.832635
30.939227
0.35866
0.421485
-0.062825
0.008033
0
2023-12-08 14:00:00
AAPL
194.11
194.55
193.65
193.82
6,380,426
194.053
193.3576
193.831431
23.880597
0.315998
0.400388
-0.08439
0.008256
1
2023-12-08 15:00:00
AAPL
193.82
195
193.82
194.98
7,135,322
194.155
193.4562
193.940819
58.362989
0.371507
0.394612
-0.023104
0.009908
0
2023-12-08 16:00:00
AAPL
194.97
195
194.27
194.45
4,102,574
194.194
193.4914
193.989312
52.063492
0.368485
0.389386
-0.020902
0.010479
1
2023-12-08 17:00:00
AAPL
194.46
195.3
194.34
195.17
5,804,961
194.301
193.5096
194.101759
63.783784
0.419353
0.39538
0.023974
0.010657
1
2023-12-08 18:00:00
AAPL
195.18
195.64
195.02
195.61
4,510,380
194.454
193.5576
194.245401
66.91358
0.489528
0.414209
0.075319
0.009812
1
2023-12-08 19:00:00
AAPL
195.62
195.98
195.45
195.83
4,762,777
194.624
193.6018
194.396315
73.433584
0.55648
0.442664
0.113817
0.008807
0
2023-12-08 20:00:00
AAPL
195.84
195.99
195.41
195.72
7,807,090
194.773
193.658
194.52238
70.75
0.593819
0.472895
0.120924
0.008844
0
2023-12-08 21:00:00
AAPL
195.72
195.77
195.61
195.69
665,740
194.942
193.7074
194.633582
69.924812
0.613912
0.501098
0.112814
0.008586
0
2023-12-08 22:00:00
AAPL
195.71
195.74
195.18
195.71
1,003,411
195.108
193.7516
194.736098
70.426065
0.624254
0.525729
0.098525
0.008484
0
2023-12-08 23:00:00
AAPL
195.72
195.73
195.66
195.71
17,977
195.269
193.7978
194.828851
70.050761
0.625243
0.545632
0.079611
0.008395
0
2023-12-09 00:00:00
AAPL
195.7
195.79
195.68
195.79
9,299
195.466
193.849
194.920389
69.897959
0.625274
0.56156
0.063713
0.008394
0
2023-12-11 09:00:00
AAPL
195.01
195.05
194.8
194.8
43,506
195.448
193.8784
194.908923
58.547009
0.539198
0.557088
-0.01789
0.009876
0
2023-12-11 10:00:00
AAPL
194.83
194.85
194.61
194.64
38,845
195.467
193.8954
194.883311
56.158664
0.452852
0.536241
-0.083389
0.009924
0
2023-12-11 11:00:00
AAPL
194.66
194.7
194.46
194.7
22,212
195.42
193.9184
194.865853
56.25
0.384827
0.505958
-0.121131
0.009925
1
2023-12-11 12:00:00
AAPL
194.75
195.5
194.74
194.95
125,992
195.354
193.9442
194.873867
61.844864
0.347089
0.474184
-0.127095
0.009984
0
2023-12-11 13:00:00
AAPL
194.98
195.48
194.48
194.91
273,564
195.262
193.9734
194.877308
49.041096
0.310376
0.441422
-0.131047
0.009993
0
2023-12-11 14:00:00
AAPL
194.91
195.19
191.54
192.89
13,018,277
194.979
193.9606
194.688041
34.824903
0.116935
0.376525
-0.25959
0.014528
0
2023-12-11 15:00:00
AAPL
192.9
192.99
191.71
191.96
9,494,135
194.606
193.919
194.428227
20
-0.110142
0.279192
-0.389333
0.01519
0
2023-12-11 16:00:00
AAPL
191.97
192.22
191.42
191.98
7,254,982
194.233
193.8956
194.195063
13.184584
-0.2852
0.166313
-0.451513
0.015183
1
2023-12-11 17:00:00
AAPL
191.97
192.39
191.81
192.21
3,691,975
193.883
193.8868
194.006009
13.360324
-0.400756
0.052899
-0.453656
0.015263
1
2023-12-11 18:00:00
AAPL
192.22
192.81
192.15
192.78
4,250,531
193.582
193.8816
193.889247
22.777778
-0.441255
-0.045931
-0.395323
0.015604
1
2023-12-11 19:00:00
AAPL
192.79
193
192.68
192.9
4,084,326
193.392
193.8856
193.795033
24.590164
-0.458383
-0.128422
-0.329961
0.014203
1
2023-12-11 20:00:00
AAPL
192.9
193.31
192.75
193.19
7,733,120
193.247
193.8864
193.73741
28.125
-0.443445
-0.191426
-0.252019
0.014146
0
2023-12-11 21:00:00
AAPL
193.22
193.26
193.18
193.23
536,622
193.1
193.8928
193.689086
28.62069
-0.423497
-0.237841
-0.185657
0.013517
0
2023-12-11 22:00:00
AAPL
193.22
193.23
193.1
193.1
32,271
192.915
193.9082
193.632982
27.008547
-0.413413
-0.272955
-0.140458
0.013204
0
2023-12-11 23:00:00
AAPL
193.09
193.18
193.01
193.18
12,557
192.742
193.9266
193.589841
33.603239
-0.394419
-0.297248
-0.097171
0.013122
1
2023-12-12 00:00:00
AAPL
193.18
193.52
193.18
193.42
32,001
192.795
193.9504
193.573666
37.848606
-0.355897
-0.308978
-0.04692
0.013262
0
2023-12-12 09:00:00
AAPL
193.34
193.38
192.75
192.8
20,153
192.879
193.962
193.499983
32.97491
-0.37112
-0.321406
-0.049713
0.013506
0
2023-12-12 10:00:00
AAPL
192.8
192.84
192.29
192.54
41,377
192.935
193.9688
193.408556
28.443649
-0.399557
-0.337036
-0.062521
0.013489
1
2023-12-12 11:00:00
AAPL
192.54
192.85
192.54
192.64
6,075
192.978
193.9752
193.33536
29.911504
-0.409307
-0.35149
-0.057817
0.013532
1
2023-12-12 12:00:00
AAPL
192.74
193.24
192.65
193.12
60,448
193.012
193.9896
193.31485
52.798054
-0.373991
-0.35599
-0.018
0.013881
0
2023-12-12 13:00:00
AAPL
192.73
193.55
192.23
192.5
1,118,048
192.972
193.9938
193.237245
57.105263
-0.391518
-0.363096
-0.028422
0.013383
0
2023-12-12 14:00:00
AAPL
192.55
193.39
191.72
192.41
6,473,564
192.894
193.995
193.15846
55.555556
-0.407968
-0.37207
-0.035897
0.013381
1
2023-12-12 15:00:00
AAPL
192.42
193.42
192.26
193.21
6,991,844
192.892
194.0004
193.163369
61.261261
-0.352389
-0.368134
0.015745
0.014177
0
2023-01-03 09:00:00
AMZN
85.01
85.66
84.65
85.59
73,576
85.59
85.59
85.59
0
0
0
0
null
0
2023-01-03 10:00:00
AMZN
85.59
85.64
85.25
85.48
26,847
85.535
85.535
85.579524
0
-0.008775
-0.001755
-0.00702
null
0
2023-01-03 11:00:00
AMZN
85.35
85.4
84.63
84.96
57,986
85.343333
85.343333
85.520522
0
-0.057031
-0.01281
-0.044221
0.015173
0
2023-01-03 12:00:00
AMZN
84.78
85.16
84.11
84.96
215,742
85.2475
85.2475
85.467139
0
-0.094189
-0.029086
-0.065103
0.014339
1
2023-01-03 13:00:00
AMZN
84.8
85.35
84.25
85.14
431,815
85.226
85.226
85.435982
22.222222
-0.107869
-0.044843
-0.063026
0.015547
1
2023-01-03 14:00:00
AMZN
85.15
86.96
85
85.47
12,173,826
85.266667
85.266667
85.439222
44.736842
-0.091033
-0.054081
-0.036952
0.016999
0
2023-01-03 15:00:00
AMZN
85.47
85.55
84.48
85.31
9,550,725
85.272857
85.272857
85.426915
39.230769
-0.089568
-0.061178
-0.02839
0.015481
0
2023-01-03 16:00:00
AMZN
85.31
85.5
84.25
84.44
6,011,871
85.16875
85.16875
85.332923
23.502304
-0.156802
-0.080303
-0.076499
0.021591
0
2023-01-03 17:00:00
AMZN
84.43
84.82
84.2
84.45
4,105,915
85.088889
85.088889
85.248835
23.853211
-0.206893
-0.105621
-0.101272
0.020248
1
2023-01-03 18:00:00
AMZN
84.44
85.29
84.26
85.25
4,042,817
85.105
85.105
85.248946
44.295302
-0.179963
-0.120489
-0.059473
0.025188
1
2023-01-03 19:00:00
AMZN
85.25
85.91
85.09
85.88
5,659,288
85.134
85.175455
85.309047
54.01662
-0.106556
-0.117703
0.011146
0.026195
0
2023-01-03 20:00:00
AMZN
85.88
86.49
85.77
85.83
11,460,377
85.169
85.23
85.358661
53.278689
-0.051818
-0.104526
0.052707
0.024883
1
2023-01-03 21:00:00
AMZN
85.82
86.01
85.6
85.94
12,786,724
85.267
85.284615
85.414027
54.64191
0.000433
-0.083534
0.083967
0.023761
0
2023-01-03 22:00:00
AMZN
85.87
85.95
85.82
85.9
37,877
85.361
85.328571
85.46031
54.068241
0.038175
-0.059192
0.097367
0.022772
1
2023-01-03 23:00:00
AMZN
85.84
86.14
85.83
86.14
32,401
85.461
85.382667
85.525042
56.790123
0.086455
-0.030063
0.116518
0.022083
0
2023-01-04 00:00:00
AMZN
86.11
86.3
85.86
85.95
61,742
85.509
85.418125
85.565515
55.690073
0.108139
-0.002423
0.110562
0.021502
1
2023-01-04 09:00:00
AMZN
86.85
87
86.4
86.94
66,905
85.672
85.507647
85.696418
71.521739
0.20287
0.038636
0.164234
0.024271
0
2023-01-04 10:00:00
AMZN
86.85
86.94
86.53
86.79
37,060
85.907
85.578889
85.800569
69.263158
0.262812
0.083471
0.179341
0.023685
0
2023-01-04 11:00:00
AMZN
86.71
86.94
86.65
86.8
60,847
86.142
85.643158
85.895753
68.122271
0.307578
0.128292
0.179285
0.02299
0
2023-01-04 12:00:00
AMZN
86.8
86.85
86.16
86.5
153,672
86.267
85.686
85.9533
61.318681
0.315214
0.165677
0.149537
0.022764
0
2023-01-04 13:00:00
AMZN
86.75
86.98
85.61
86.19
641,818
86.298
85.71
85.975843
59.361702
0.292875
0.191116
0.101758
0.022542
0
2023-01-04 14:00:00
AMZN
86.2
86.98
84.2
84.67
10,732,590
86.182
85.662727
85.851477
52.149533
0.150782
0.183049
-0.032268
0.028847
1
2023-01-04 15:00:00
AMZN
84.65
84.96
83.36
84.84
11,909,558
86.072
85.626957
85.755146
53.53902
0.051298
0.156699
-0.105401
0.028316
1
2023-01-04 16:00:00
AMZN
84.84
86.1
84.75
85.82
8,577,561
86.064
85.635
85.761322
55.008787
0.050947
0.135549
-0.084602
0.030602
0
2023-01-04 17:00:00
AMZN
85.83
86.09
85.39
85.39
4,948,353
85.989
85.6252
85.725958
45.537341
0.01579
0.111597
-0.095807
0.031038
1
2023-01-04 18:00:00
AMZN
85.4
86.29
85.12
85.83
4,729,371
85.977
85.633077
85.735867
50
0.023164
0.09391
-0.070746
0.031225
0
2023-01-04 19:00:00
AMZN
85.82
86.28
84.47
85.42
8,101,351
85.825
85.625185
85.705784
45.79288
-0.004028
0.074323
-0.078351
0.031564
0
2023-01-04 20:00:00
AMZN
85.41
85.69
84.47
85.14
9,857,166
85.66
85.607857
85.6519
44.080997
-0.047623
0.049933
-0.097557
0.029905
0
2023-01-04 21:00:00
AMZN
85.14
85.34
85
85.03
2,572,273
85.483
85.587931
85.592672
41.176471
-0.090011
0.021944
-0.111956
0.029954
1
2023-01-04 22:00:00
AMZN
85.03
85.3
85.01
85.3
909,026
85.363
85.578333
85.564798
44.897959
-0.100657
-0.002576
-0.098081
0.028568
1
2023-01-04 23:00:00
AMZN
85.22
86.77
85.01
86.7
406,325
85.414
85.614516
85.672913
48.230088
0.00383
-0.001295
0.005125
0.032202
0
2023-01-05 00:00:00
AMZN
86.65
86.75
86.45
86.6
204,024
85.607
85.645313
85.761207
48.58841
0.077673
0.014499
0.063174
0.032228
1
2023-01-05 09:00:00
AMZN
86.36
87.3
86.32
87.3
154,446
85.853
85.695455
85.907758
53.369272
0.190482
0.049696
0.140786
0.033113
0
2023-01-05 10:00:00
AMZN
87.33
87.5
87.22
87.34
119,916
86.005
85.743824
86.044162
55.865922
0.279885
0.095734
0.184152
0.033089
0
2023-01-05 11:00:00
AMZN
87.39
87.65
87.33
87.35
81,303
86.201
85.789714
86.168528
58.45481
0.347539
0.146095
0.201444
0.033032
0
2023-01-05 12:00:00
AMZN
87.44
87.45
86.41
86.47
275,638
86.265
85.808611
86.197239
64.469453
0.326384
0.182152
0.144231
0.034663
0
2023-01-05 13:00:00
AMZN
87.3
87.44
85.4
85.6
874,987
86.283
85.802973
86.14036
55.491329
0.236688
0.19306
0.043629
0.034043
0
2023-01-05 14:00:00
AMZN
85.62
85.8
83.87
84.04
8,642,078
86.173
85.756579
85.940325
38.133333
0.039272
0.162302
-0.12303
0.038276
0
2023-01-05 15:00:00
AMZN
84.03
84.44
83.22
83.32
10,768,301
86.002
85.694103
85.69077
36.713736
-0.173282
0.095185
-0.268467
0.038853
1
2023-01-05 16:00:00
AMZN
83.31
84.09
83.11
83.84
6,643,490
85.856
85.64775
85.514507
37.357052
-0.296357
0.016877
-0.313234
0.039674
0
2023-01-05 17:00:00
AMZN
83.84
84.26
83.64
83.68
5,026,339
85.554
85.599756
85.339792
38.582677
-0.40217
-0.066933
-0.335237
0.039618
1
2023-01-05 18:00:00
AMZN
83.68
84.27
83.48
83.91
7,292,112
85.285
85.559524
85.203621
41.875826
-0.46214
-0.145974
-0.316166
0.035918
0
2023-01-05 19:00:00
AMZN
83.92
84.21
83.75
83.85
4,809,836
84.94
85.519767
85.074705
42.154255
-0.508646
-0.218508
-0.290137
0.035827
0
2023-01-05 20:00:00
AMZN
83.86
83.87
83.07
83.1
11,132,573
84.516
85.464773
84.886638
36.25
-0.599114
-0.29463
-0.304485
0.034369
1
2023-01-05 21:00:00
AMZN
83.12
83.25
83.02
83.15
5,405,862
84.096
85.413333
84.721244
23.308271
-0.659178
-0.367539
-0.291639
0.034237
0
2023-01-05 22:00:00
AMZN
83.15
83.17
83.03
83.14
86,480
83.763
85.363913
84.570649
23.628049
-0.699522
-0.433936
-0.265586
0.033591
0
2023-01-05 23:00:00
AMZN
83.15
83.22
83.1
83.16
73,849
83.519
85.317021
84.436301
14.795918
-0.721563
-0.491461
-0.230102
0.03346
1
2023-01-06 00:00:00
AMZN
83.15
83.25
83.14
83.23
87,574
83.438
85.273542
84.321416
15.228426
-0.725025
-0.538174
-0.186851
0.033459
0
2023-01-06 09:00:00
AMZN
83.45
83.45
82.88
83.05
38,739
83.411
85.228163
84.200328
14.638158
-0.733834
-0.577306
-0.156528
0.033476
0
2023-01-06 10:00:00
AMZN
83
83.1
82.91
82.92
14,466
83.319
85.182
84.078392
16.697936
-0.742744
-0.610394
-0.13235
0.033165
1
2023-01-06 11:00:00
AMZN
82.89
83.05
82.89
83
6,516
83.251
85.1302
83.975688
21.365639
-0.734878
-0.63529
-0.099587
0.027562
0
2023-01-06 12:00:00
AMZN
83
83.09
82.74
82.83
106,571
83.143
85.0772
83.866575
30.793651
-0.733901
-0.655013
-0.078889
0.027542
1
2023-01-06 13:00:00
AMZN
82.99
84.24
82.5
83.94
1,068,065
83.152
85.0568
83.873568
58.757062
-0.636226
-0.651255
0.015029
0.030034
0
2023-01-06 14:00:00
AMZN
83.95
83.97
81.43
81.95
13,107,831
83.037
84.9966
83.690371
31.137725
-0.711196
-0.663243
-0.047952
0.036933
1
2023-01-06 15:00:00
AMZN
81.96
84.09
81.96
84.05
14,305,028
83.127
84.9748
83.724621
52.661871
-0.594306
-0.649456
0.05515
0.046798
1
2023-01-06 16:00:00
AMZN
84.06
84.87
83.81
84.64
10,582,117
83.277
84.9582
83.8118
54.99316
-0.448888
-0.609342
0.160454
0.046766
1
2023-01-06 17:00:00
AMZN
84.64
85.14
84.62
84.88
8,047,805
83.449
84.9496
83.913534
56.875834
-0.310696
-0.549613
0.238917
0.045911
1