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
2023-08-08 11:00:00
AAPL
179.25
179.26
178.29
178.64
132,587
178.943
184.3356
180.045126
52.82167
-1.524192
-1.828765
0.304574
0.025202
1
2023-08-08 12:00:00
AAPL
179.17
179.47
178.16
179.02
3,381,272
178.998
184.082
179.947495
60.04415
-1.429326
-1.748878
0.319551
0.024718
0
2023-08-08 13:00:00
AAPL
179.02
179.84
177.58
178.05
10,936,160
178.922
183.8072
179.766781
43.951613
-1.416092
-1.68232
0.266229
0.025078
0
2023-08-08 14:00:00
AAPL
178.04
179.22
177.76
178.13
11,446,319
178.832
183.5352
179.610897
48.917749
-1.383203
-1.622497
0.239294
0.02514
0
2023-08-08 15:00:00
AAPL
178.13
178.35
177.82
177.87
7,677,541
178.708
183.2588
179.445097
38.641686
-1.362414
-1.57048
0.208067
0.025133
1
2023-08-08 16:00:00
AAPL
177.87
178.99
177.84
178.91
5,137,082
178.687
183.0026
179.394136
54.453441
-1.247636
-1.505912
0.258275
0.02609
1
2023-08-08 17:00:00
AAPL
178.92
179.48
178.7
179.04
5,968,924
178.675
182.7486
179.360409
52.43129
-1.133123
-1.431354
0.298231
0.011819
1
2023-08-08 18:00:00
AAPL
179.05
179.55
178.91
179.49
4,443,453
178.754
182.494
179.372751
54.637097
-0.994594
-1.344002
0.349408
0.011886
1
2023-08-08 19:00:00
AAPL
179.49
180.27
179.34
179.8
12,271,211
178.815
182.2626
179.413441
56.647399
-0.849996
-1.245201
0.395205
0.01165
0
2023-08-08 20:00:00
AAPL
179.82
179.94
179.6
179.76
539,885
178.871
182.021
179.446447
56.130268
-0.730211
-1.142203
0.411992
0.011325
0
2023-08-08 21:00:00
AAPL
179.75
179.77
179.62
179.73
38,180
178.98
181.7954
179.473452
55.47025
-0.630434
-1.039849
0.409415
0.010887
1
2023-09-01 08:00:00
AAPL
188.32
188.32
188.15
188.23
10,907
179.901
181.7798
180.307409
85.962264
0.132985
-0.805282
0.938268
0.048105
1
2023-09-01 09:00:00
AAPL
188.28
188.5
188.28
188.36
21,148
180.932
181.807
181.074322
85.570209
0.739961
-0.496234
1.236195
0.048142
1
2023-09-01 10:00:00
AAPL
188.37
188.63
188.35
188.46
15,193
181.965
181.8272
181.77772
85.670262
1.215057
-0.153975
1.369032
0.048168
0
2023-09-01 11:00:00
AAPL
188.49
188.7
188.45
188.46
51,830
183.024
181.8504
182.414128
89.533011
1.573436
0.191507
1.381929
0.048192
1
2023-09-01 12:00:00
AAPL
188.65
189.39
188.03
189.18
620,256
184.051
181.8778
183.058496
89.811912
1.893722
0.53195
1.361772
0.04813
0
2023-09-01 13:00:00
AAPL
189.18
189.92
188.28
188.94
6,621,216
185.041
181.9064
183.61864
95.261845
2.103932
0.846346
1.257586
0.048236
0
2023-09-01 14:00:00
AAPL
188.92
189.49
188.31
188.4
7,533,616
185.932
181.927
184.074007
91.11289
2.201573
1.117392
1.084182
0.048271
1
2023-09-01 15:00:00
AAPL
188.4
188.9
188.35
188.53
4,240,471
186.805
181.9646
184.498388
93.122977
2.263354
1.346584
0.91677
0.048312
1
2023-09-01 16:00:00
AAPL
188.51
189.27
188.48
189.18
4,031,259
187.747
182.028
184.944255
92.898914
2.337817
1.544831
0.792986
0.048243
0
2023-09-01 17:00:00
AAPL
189.17
189.32
188.85
189.17
2,851,110
188.691
182.1056
185.346707
92.742616
2.368717
1.709608
0.659109
0.047945
0
2023-09-01 18:00:00
AAPL
189.18
189.2
188.52
188.89
3,366,469
188.757
182.1762
185.684164
90.239726
2.343596
1.836406
0.507191
0.048144
1
2023-09-01 19:00:00
AAPL
188.88
189.54
188.75
189.47
6,646,072
188.868
182.2536
186.04472
90.460251
2.343475
1.937819
0.405655
0.047371
0
2023-09-01 20:00:00
AAPL
189.45
189.46
189.01
189.24
1,423,319
188.946
182.334
186.349032
89.044481
2.298326
2.009921
0.288405
0.047501
0
2023-09-01 21:00:00
AAPL
189.23
189.24
189.14
189.22
41,370
189.022
182.4202
186.622458
89.11789
2.235166
2.05497
0.180196
0.047384
0
2023-09-01 22:00:00
AAPL
189.22
189.34
189.19
189.25
13,832
189.029
182.5582
186.8727
63.934426
2.162602
2.076496
0.086106
0.047384
0
2023-09-01 23:00:00
AAPL
189.25
189.3
189.2
189.3
17,654
189.065
182.7044
187.103871
63.128492
2.085094
2.078216
0.006878
0.047409
0
2023-09-05 08:00:00
AAPL
188.5
189.2
187.31
187.65
83,863
188.99
182.8148
187.155883
42.105263
1.868983
2.036369
-0.167386
0.0488
0
2023-09-05 09:00:00
AAPL
187.66
188
187.6
187.68
36,163
188.905
182.9316
187.205799
42.44186
1.680759
1.965247
-0.284488
0.048844
0
2023-09-05 10:00:00
AAPL
187.66
187.79
187.54
187.6
63,397
188.747
183.0458
187.243342
32.522124
1.507755
1.873749
-0.365994
0.048855
1
2023-09-05 11:00:00
AAPL
187.65
187.88
187.47
187.78
108,960
188.608
183.1604
187.294452
36.995516
1.369386
1.772876
-0.40349
0.048811
0
2023-09-05 12:00:00
AAPL
187.53
189.75
187.45
187.67
600,770
188.486
183.2556
187.330219
40.942928
1.236598
1.66562
-0.429023
0.011595
1
2023-09-05 13:00:00
AAPL
187.67
188.63
187.2
188.06
8,243,982
188.345
183.3596
187.399722
44.522145
1.14958
1.562412
-0.412833
0.011782
1
2023-09-05 14:00:00
AAPL
188.06
189.31
187.82
189.05
7,895,889
188.326
183.4874
187.556891
48.596112
1.147277
1.479385
-0.332108
0.012933
1
2023-09-05 15:00:00
AAPL
189.06
189.61
188.98
189.4
5,827,897
188.344
183.6246
187.732425
52.313883
1.160319
1.415572
-0.255253
0.013041
1
2023-09-05 16:00:00
AAPL
189.41
189.81
189.37
189.64
4,016,969
188.383
183.7652
187.914099
57.606491
1.176459
1.367749
-0.19129
0.012546
0
2023-09-05 17:00:00
AAPL
189.65
189.7
189.16
189.44
2,626,846
188.397
183.9862
188.059423
49.67033
1.159743
1.326148
-0.166405
0.012523
1
2023-09-05 18:00:00
AAPL
189.44
189.95
189.32
189.94
3,037,844
188.626
184.2228
188.238526
57.261411
1.173316
1.295582
-0.122266
0.012345
0
2023-09-05 19:00:00
AAPL
189.93
189.98
189.47
189.7
6,301,918
188.828
184.4438
188.377714
54.761905
1.151434
1.266752
-0.115318
0.012453
0
2023-09-05 20:00:00
AAPL
189.7
189.78
189.51
189.56
950,596
189.024
184.6704
188.490312
53.009709
1.11
1.235402
-0.125402
0.01204
0
2023-09-05 21:00:00
AAPL
189.55
189.59
189.54
189.55
14,615
189.201
184.8846
188.591235
52.446184
1.06409
1.201139
-0.137049
0.01204
1
2023-09-05 22:00:00
AAPL
189.55
189.73
189.5
189.73
27,949
189.407
185.1098
188.699689
78.571429
1.030353
1.166982
-0.136629
0.011948
0
2023-09-05 23:00:00
AAPL
189.7
189.75
189.53
189.7
24,606
189.571
185.3276
188.794957
77.747253
0.989787
1.131543
-0.141757
0.011569
0
2023-09-06 08:00:00
AAPL
188.8
188.8
188.02
188.2
62,774
189.486
185.511
188.738294
55.928854
0.827066
1.070648
-0.243582
0.014023
1
2023-09-06 09:00:00
AAPL
188.16
188.46
188.13
188.44
29,289
189.39
185.6976
188.709885
56.445312
0.709298
0.998378
-0.28908
0.014108
0
2023-09-06 10:00:00
AAPL
188.4
188.48
188.21
188.38
40,498
189.264
185.8828
188.678467
57.001972
0.60416
0.919534
-0.315374
0.014103
1
2023-09-06 11:00:00
AAPL
188.48
188.82
188.38
188.5
124,557
189.17
186.0696
188.661471
54.583333
0.524475
0.840522
-0.316048
0.014122
0
2023-09-06 12:00:00
AAPL
188.46
189.5
188.15
188.4
320,337
189.016
186.2636
188.636569
41.68798
0.448089
0.762036
-0.313947
0.010945
0
2023-09-06 13:00:00
AAPL
188.37
188.85
186.5
186.54
9,232,747
188.7
186.4106
188.436895
23.616236
0.23476
0.65658
-0.42182
0.014878
0
2023-09-06 14:00:00
AAPL
186.53
186.53
183.93
184.02
16,373,172
188.146
186.507
188.016239
13.506494
-0.136079
0.498049
-0.634127
0.0199
1
2023-09-06 15:00:00
AAPL
184.02
184.31
183.53
184.15
7,900,776
187.606
186.6172
187.648025
15.334207
-0.414701
0.315499
-0.7302
0.019876
0
2023-09-06 16:00:00
AAPL
184.15
184.32
182.8
183.12
7,273,540
186.945
186.6992
187.216785
8.210784
-0.710434
0.110312
-0.820746
0.020399
0
2023-09-06 17:00:00
AAPL
183.12
183.42
182.67
182.97
6,277,740
186.272
186.7976
186.812329
8.302354
-0.946003
-0.100951
-0.845052
0.02011
0
2023-09-06 18:00:00
AAPL
182.97
183.01
182.13
182.2
7,704,140
185.672
186.879
186.37306
7.701149
-1.18121
-0.317003
-0.864207
0.019027
1
2023-09-06 19:00:00
AAPL
182.19
183.02
181.47
182.9
17,505,663
185.118
186.9796
186.042292
14.589989
-1.296187
-0.51284
-0.783348
0.01953
0
2023-09-06 20:00:00
AAPL
182.9
183
182.73
182.75
1,691,296
184.555
187.0564
185.728741
12.713675
-1.383463
-0.686964
-0.696499
0.019302
0
2023-09-06 21:00:00
AAPL
182.75
182.83
182.32
182.65
178,484
183.97
187.1286
185.435527
12.6193
-1.444054
-0.838382
-0.605671
0.019331
0
2023-09-06 22:00:00
AAPL
182.7
182.84
182.65
182.66
51,323
183.396
187.192
185.171191
15.11335
-1.47427
-0.96556
-0.508711
0.018871
0
2023-09-06 23:00:00
AAPL
182.68
182.8
182.56
182.56
62,174
182.998
187.2472
184.922506
12.307692
-1.489121
-1.070272
-0.418849
0.018912
0
2023-09-07 08:00:00
AAPL
181.48
181.9
177
177.8
484,076
182.376
187.208
184.244172
7.68
-1.863501
-1.228918
-0.634583
0.030613
1
2023-09-07 09:00:00
AAPL
177.99
178.36
177.25
177.9
202,892
181.751
187.1714
183.639966
7.532051
-2.127605
-1.408655
-0.71895
0.030685
0
2023-09-07 10:00:00
AAPL
177.96
178.9
177.22
177.43
260,874
181.182
186.9554
183.04854
7.315175
-2.347771
-1.596478
-0.751292
0.03039
1
2023-09-07 11:00:00
AAPL
177.45
178.49
177.4
178.39
596,015
180.724
186.756
182.60487
15.899582
-2.416929
-1.760568
-0.65636
0.03149
0
2023-09-07 12:00:00
AAPL
177.55
182.52
176.06
176.17
2,245,255
180.121
186.5102
181.992025
16.309013
-2.620663
-1.932587
-0.688076
0.032537
0
2023-09-07 13:00:00
AAPL
176.17
177.79
173.54
176.23
31,438,065
179.454
186.2656
181.443261
15.803109
-2.745633
-2.095196
-0.650436
0.032413
1
2023-09-07 14:00:00
AAPL
176.23
177.18
175.69
176.7
18,503,632
178.849
186.016
180.991522
20.871143
-2.774761
-2.231109
-0.543652
0.032839
1
2023-09-07 15:00:00
AAPL
176.69
178.21
176.65
176.97
12,095,931
178.281
185.7766
180.60852
23.070018
-2.744423
-2.333772
-0.410651
0.032959
0
2023-09-07 16:00:00
AAPL
176.97
177.68
176.65
176.74
7,440,188
177.689
185.5434
180.240089
24.245283
-2.707726
-2.408563
-0.299163
0.032904
1
2023-09-07 17:00:00
AAPL
176.73
177.1
175.95
177.03
8,022,882
177.136
185.3134
179.934366
21.197252
-2.624983
-2.451847
-0.173136
0.032444
1
2023-09-07 18:00:00
AAPL
177.03
177.39
176.49
177.19
7,439,908
177.075
185.0736
179.672998
22.745098
-2.517479
-2.464973
-0.052505
0.030479
1
2023-09-07 19:00:00
AAPL
177.19
178.14
176.78
177.56
14,243,229
177.041
184.8414
179.47176
25.692455
-2.375047
-2.446988
0.071941
0.030633
1
2023-09-07 20:00:00
AAPL
177.58
178.3
176.71
178.22
1,444,336
177.12
184.628
179.352545
30.035971
-2.183739
-2.394338
0.210599
0.030833
0
2023-09-07 21:00:00
AAPL
178.2
178.3
177.94
178.01
153,222
177.082
184.3988
179.224684
29.741763
-2.02572
-2.320614
0.294895
0.030829
0
2023-09-07 22:00:00
AAPL
178.01
178.14
177.95
178.03
39,633
177.268
184.1746
179.110904
51.771957
-1.877235
-2.231939
0.354703
0.030709
0
2023-09-07 23:00:00
AAPL
178.04
178.22
177.77
178.04
74,416
177.449
183.951
179.008913
51.09375
-1.738711
-2.133293
0.394582
0.030294
0
2023-09-08 08:00:00
AAPL
179
179
177.51
177.75
91,077
177.554
183.721
178.889017
52.572347
-1.6335
-2.033334
0.399835
0.030291
0
2023-09-08 09:00:00
AAPL
177.73
177.77
177.18
177.53
105,373
177.61
183.4856
178.759587
42.153285
-1.550004
-1.936668
0.386665
0.030279
1
2023-09-08 10:00:00
AAPL
177.52
177.82
177.16
177.8
65,184
177.716
183.2886
178.668197
73.087819
-1.445384
-1.838411
0.393027
0.030389
0
2023-09-08 11:00:00
AAPL
177.78
177.89
177.24
177.48
208,886
177.761
183.0846
178.555036
66.490765
-1.372473
-1.745224
0.372751
0.030381
1
2023-09-08 12:00:00
AAPL
177.79
179.75
177.06
178.19
658,277
177.861
182.8964
178.52027
68.486352
-1.24307
-1.644793
0.401723
0.016263
1
2023-09-08 13:00:00
AAPL
178.19
180.24
178.15
179.07
11,823,081
178.012
182.7222
178.572626
72.62931
-1.05732
-1.527298
0.469978
0.016963
0
2023-09-08 14:00:00
AAPL
179.08
180.03
178.93
178.94
10,321,708
178.084
182.5476
178.607614
74.229075
-0.910111
-1.403861
0.49375
0.016715
1
2023-09-08 15:00:00
AAPL
178.94
180.2
178.7
179.54
8,763,328
178.237
182.3772
178.696412
75.876289
-0.736541
-1.270397
0.533856
0.016189
0
2023-09-08 16:00:00
AAPL
179.55
179.99
179.21
179.62
5,490,580
178.396
182.1886
178.784373
75.471698
-0.585778
-1.133473
0.547695
0.009035
0
2023-09-08 17:00:00
AAPL
179.61
179.91
179.26
179.7
4,159,743
178.562
181.9946
178.871576
73.883929
-0.454601
-0.997699
0.543097
0.009027
0
2023-09-08 18:00:00
AAPL
179.7
179.89
178.02
178.21
7,874,040
178.608
181.766
178.808568
49.905838
-0.465508
-0.891261
0.425753
0.012752
0
2023-09-08 19:00:00
AAPL
178.2
178.41
177.79
178.19
10,097,754
178.674
181.541
178.749657
51.757813
-0.470343
-0.807077
0.336734
0.012708
1
2023-09-08 20:00:00
AAPL
178.19
178.76
178.17
178.59
628,579
178.753
181.314
178.734452
55.090909
-0.436862
-0.733034
0.296172
0.012719
0
2023-09-08 21:00:00
AAPL
178.62
178.76
178.18
178.65
105,278
178.87
181.093
178.726409
55.495495
-0.400866
-0.6666
0.265734
0.012665
1
2023-09-08 22:00:00
AAPL
178.68
178.86
178.68
178.76
27,419
178.927
180.877
178.729608
59.404097
-0.359321
-0.605145
0.245824
0.012658
0
2023-09-08 23:00:00
AAPL
178.76
178.78
178.66
178.71
28,132
178.891
180.6602
178.72774
61.346154
-0.326665
-0.549449
0.222784
0.012555
1
2023-09-11 08:00:00
AAPL
179.35
179.95
179.35
179.43
69,474
178.94
180.4542
178.794622
64.424779
-0.239921
-0.487543
0.247622
0.012648
1
2023-09-11 09:00:00
AAPL
179.48
179.7
179.48
179.56
32,932
178.942
180.2514
178.867515
69.047619
-0.158855
-0.421806
0.26295
0.01255
1
2023-09-11 10:00:00
AAPL
179.57
179.74
179.45
179.65
43,020
178.945
180.0804
178.942038
65.082645
-0.086352
-0.354715
0.268363
0.012545
1
2023-09-11 11:00:00
AAPL
179.58
180.11
179.25
180.04
275,612
178.979
179.9124
179.046606
61.149425
0.002548
-0.283262
0.28581
0.012652
1
2023-09-11 12:00:00
AAPL
179.66
180.8
179.2
180.68
528,260
179.226
179.7584
179.202167
67.901235
0.123223
-0.201965
0.325189
0.012768
0
2023-09-11 13:00:00
AAPL
180.66
180.8
177.48
178.01
10,520,655
179.208
179.5486
179.088627
38.961039
0.003374
-0.160897
0.164272
0.020126
0
2023-09-11 14:00:00
AAPL
178.01
178.33
177.34
177.8
9,812,726
179.129
179.3366
178.965901
37.110482
-0.107315
-0.150181
0.042866
0.020113
1
2023-09-11 15:00:00
AAPL
177.79
178.95
177.75
178.42
6,539,290
179.106
179.1742
178.91391
41.578947
-0.143356
-0.148816
0.00546
0.020306
1
2023-09-11 16:00:00
AAPL
178.42
178.86
178.25
178.66
5,040,903
179.096
179.067
178.889728
53.543307
-0.150814
-0.149216
-0.001599
0.019964
1