Datasets:
timestamp
stringlengths 25
25
| ticker
stringlengths 1
18
| open
float64 -354.07
10.4B
⌀ | high
float64 -354.07
10.4B
⌀ | low
float64 -354.07
10.4B
⌀ | close
float64 -354.07
10.4B
| volume
int64 0
47.8B
| source
stringclasses 1
value | retreived
stringlengths 19
26
|
|---|---|---|---|---|---|---|---|---|
2022-07-22T08:00:00+02:00 | 000.SG | 7.43 | 7.43 | 7.43 | 7.43 | 0 | yfinance | 2024-07-21T17:59:30.306155 |
2022-07-25T08:00:00+02:00 | 000.SG | 7.94 | 8.2 | 7.94 | 8.14 | 0 | yfinance | 2024-07-21T17:59:30.306213 |
2022-07-26T08:00:00+02:00 | 000.SG | 8.16 | 8.32 | 8.16 | 8.32 | 0 | yfinance | 2024-07-21T17:59:30.306253 |
2022-07-27T08:00:00+02:00 | 000.SG | 8.31 | 8.75 | 8.31 | 8.66 | 100 | yfinance | 2024-07-21T17:59:30.306290 |
2022-07-28T08:00:00+02:00 | 000.SG | 8.72 | 8.87 | 8.53 | 8.8 | 0 | yfinance | 2024-07-21T17:59:30.306330 |
2022-07-29T08:00:00+02:00 | 000.SG | 8.83 | 9.01 | 8.68 | 8.84 | 220 | yfinance | 2024-07-21T17:59:30.306379 |
2022-08-01T08:00:00+02:00 | 000.SG | 8.7 | 8.73 | 8.64 | 8.66 | 0 | yfinance | 2024-07-21T17:59:30.307428 |
2022-08-02T08:00:00+02:00 | 000.SG | 9.05 | 9.1 | 8.81 | 9.1 | 1,200 | yfinance | 2024-07-21T17:59:30.307472 |
2022-08-03T08:00:00+02:00 | 000.SG | 8.97 | 8.97 | 8.88 | 8.92 | 0 | yfinance | 2024-07-21T17:59:30.307507 |
2022-08-04T08:00:00+02:00 | 000.SG | 8.89 | 8.91 | 8.62 | 8.77 | 0 | yfinance | 2024-07-21T17:59:30.307552 |
2022-08-05T08:00:00+02:00 | 000.SG | 8.79 | 9.01 | 8.79 | 9.01 | 0 | yfinance | 2024-07-21T17:59:30.307586 |
2022-08-08T08:00:00+02:00 | 000.SG | 8.96 | 9.3 | 8.96 | 9.3 | 0 | yfinance | 2024-07-21T17:59:30.307618 |
2022-08-09T08:00:00+02:00 | 000.SG | 9.29 | 9.41 | 9.28 | 9.41 | 0 | yfinance | 2024-07-21T17:59:30.307649 |
2022-08-10T08:00:00+02:00 | 000.SG | 9.41 | 9.41 | 9.41 | 9.41 | 0 | yfinance | 2024-07-21T17:59:30.307679 |
2022-08-11T08:00:00+02:00 | 000.SG | 9.77 | 9.77 | 9.48 | 9.53 | 0 | yfinance | 2024-07-21T17:59:30.307709 |
2022-08-12T08:00:00+02:00 | 000.SG | 9.45 | 9.65 | 9.45 | 9.55 | 0 | yfinance | 2024-07-21T17:59:30.307739 |
2022-08-15T08:00:00+02:00 | 000.SG | 10.2 | 10.4 | 9.81 | 10.38 | 1,230 | yfinance | 2024-07-21T17:59:30.307769 |
2022-08-16T08:00:00+02:00 | 000.SG | 10.06 | 10.38 | 10.06 | 10.36 | 0 | yfinance | 2024-07-21T17:59:30.307800 |
2022-08-17T08:00:00+02:00 | 000.SG | 10.26 | 10.82 | 10.26 | 10.82 | 200 | yfinance | 2024-07-21T17:59:30.307830 |
2022-08-18T08:00:00+02:00 | 000.SG | 10.5 | 10.7 | 10.5 | 10.62 | 0 | yfinance | 2024-07-21T17:59:30.307859 |
2022-08-19T08:00:00+02:00 | 000.SG | 10.64 | 10.64 | 10.48 | 10.5 | 0 | yfinance | 2024-07-21T17:59:30.307888 |
2022-08-22T08:00:00+02:00 | 000.SG | 10.38 | 10.42 | 10.26 | 10.32 | 0 | yfinance | 2024-07-21T17:59:30.307917 |
2022-08-23T08:00:00+02:00 | 000.SG | 10.44 | 10.44 | 10.06 | 10.06 | 0 | yfinance | 2024-07-21T17:59:30.307947 |
2022-08-24T08:00:00+02:00 | 000.SG | 10.2 | 10.28 | 10.2 | 10.28 | 0 | yfinance | 2024-07-21T17:59:30.307978 |
2022-08-25T08:00:00+02:00 | 000.SG | 10.34 | 10.34 | 10.12 | 10.14 | 550 | yfinance | 2024-07-21T17:59:30.308008 |
2022-08-26T08:00:00+02:00 | 000.SG | 10.1 | 10.1 | 9.94 | 9.94 | 500 | yfinance | 2024-07-21T17:59:30.308040 |
2022-08-29T08:00:00+02:00 | 000.SG | 9.99 | 9.99 | 9.88 | 9.99 | 200 | yfinance | 2024-07-21T17:59:30.308072 |
2022-08-30T08:00:00+02:00 | 000.SG | 9.99 | 9.99 | 9.75 | 9.76 | 0 | yfinance | 2024-07-21T17:59:30.308103 |
2022-08-31T08:00:00+02:00 | 000.SG | 9.54 | 9.74 | 9.54 | 9.63 | 0 | yfinance | 2024-07-21T17:59:30.308133 |
2022-09-01T08:00:00+02:00 | 000.SG | 9.56 | 9.56 | 9.38 | 9.46 | 0 | yfinance | 2024-07-21T17:59:30.308163 |
2022-09-02T08:00:00+02:00 | 000.SG | 9.44 | 9.44 | 8.79 | 8.96 | 0 | yfinance | 2024-07-21T17:59:30.308194 |
2022-09-05T08:00:00+02:00 | 000.SG | 8.98 | 8.98 | 8.84 | 8.96 | 0 | yfinance | 2024-07-21T17:59:30.308224 |
2022-09-06T08:00:00+02:00 | 000.SG | 8.96 | 8.96 | 8.96 | 8.96 | 0 | yfinance | 2024-07-21T17:59:30.308254 |
2022-09-07T08:00:00+02:00 | 000.SG | 9.01 | 9.08 | 8.69 | 8.86 | 0 | yfinance | 2024-07-21T17:59:30.308286 |
2022-09-08T08:00:00+02:00 | 000.SG | 8.76 | 8.78 | 8.72 | 8.72 | 0 | yfinance | 2024-07-21T17:59:30.308317 |
2022-09-09T08:00:00+02:00 | 000.SG | 8.93 | 9.24 | 8.93 | 9.24 | 0 | yfinance | 2024-07-21T17:59:30.308347 |
2022-09-12T08:00:00+02:00 | 000.SG | 9.11 | 9.39 | 9.1 | 9.31 | 0 | yfinance | 2024-07-21T17:59:30.308390 |
2022-09-13T08:00:00+02:00 | 000.SG | 9.25 | 9.37 | 9.07 | 9.07 | 0 | yfinance | 2024-07-21T17:59:30.308422 |
2022-09-14T08:00:00+02:00 | 000.SG | 9.01 | 9.01 | 9.01 | 9.01 | 0 | yfinance | 2024-07-21T17:59:30.308452 |
2022-09-15T08:00:00+02:00 | 000.SG | 9.2 | 9.2 | 9.2 | 9.2 | 0 | yfinance | 2024-07-21T17:59:30.308482 |
2022-09-16T08:00:00+02:00 | 000.SG | 9.03 | 9.03 | 9.03 | 9.03 | 0 | yfinance | 2024-07-21T17:59:30.308512 |
2022-09-19T08:00:00+02:00 | 000.SG | 8.95 | 9.05 | 8.86 | 8.86 | 985 | yfinance | 2024-07-21T17:59:30.308554 |
2022-09-20T08:00:00+02:00 | 000.SG | 8.95 | 8.95 | 8.81 | 8.81 | 0 | yfinance | 2024-07-21T17:59:30.308594 |
2022-09-21T08:00:00+02:00 | 000.SG | 8.71 | 8.95 | 8.71 | 8.95 | 0 | yfinance | 2024-07-21T17:59:30.308626 |
2022-09-22T08:00:00+02:00 | 000.SG | 9.11 | 9.11 | 8.75 | 8.75 | 0 | yfinance | 2024-07-21T17:59:30.308656 |
2022-09-23T08:00:00+02:00 | 000.SG | 8.7 | 8.7 | 8.34 | 8.34 | 0 | yfinance | 2024-07-21T17:59:30.308686 |
2022-09-26T08:00:00+02:00 | 000.SG | 8.44 | 8.44 | 8.44 | 8.44 | 0 | yfinance | 2024-07-21T17:59:30.308715 |
2022-09-27T08:00:00+02:00 | 000.SG | 8.36 | 8.62 | 8.36 | 8.62 | 0 | yfinance | 2024-07-21T17:59:30.308744 |
2022-09-28T08:00:00+02:00 | 000.SG | 8.41 | 8.41 | 8.41 | 8.41 | 0 | yfinance | 2024-07-21T17:59:30.308773 |
2022-09-29T08:00:00+02:00 | 000.SG | 8.33 | 8.33 | 8.33 | 8.33 | 0 | yfinance | 2024-07-21T17:59:30.308803 |
2022-09-30T08:00:00+02:00 | 000.SG | 8.31 | 8.31 | 8.31 | 8.31 | 0 | yfinance | 2024-07-21T17:59:30.308832 |
2022-10-03T08:00:00+02:00 | 000.SG | 8.4 | 8.42 | 8.33 | 8.4 | 0 | yfinance | 2024-07-21T17:59:30.308861 |
2022-10-04T08:00:00+02:00 | 000.SG | 8.55 | 8.56 | 8.48 | 8.54 | 0 | yfinance | 2024-07-21T17:59:30.308898 |
2022-10-05T08:00:00+02:00 | 000.SG | 8.42 | 8.42 | 8.19 | 8.19 | 0 | yfinance | 2024-07-21T17:59:30.308929 |
2022-10-06T08:00:00+02:00 | 000.SG | 8.39 | 8.39 | 8.24 | 8.3 | 0 | yfinance | 2024-07-21T17:59:30.308959 |
2022-10-07T08:00:00+02:00 | 000.SG | 8.2 | 8.2 | 8.07 | 8.07 | 0 | yfinance | 2024-07-21T17:59:30.308988 |
2022-10-10T08:00:00+02:00 | 000.SG | 7.89 | 7.89 | 7.8 | 7.83 | 0 | yfinance | 2024-07-21T17:59:30.309017 |
2022-10-11T08:00:00+02:00 | 000.SG | 7.83 | 7.83 | 7.83 | 7.83 | 0 | yfinance | 2024-07-21T17:59:30.309047 |
2022-10-12T08:00:00+02:00 | 000.SG | 7.19 | 7.19 | 6.85 | 6.85 | 250 | yfinance | 2024-07-21T17:59:30.309076 |
2022-10-13T08:00:00+02:00 | 000.SG | 6.83 | 6.97 | 6.75 | 6.84 | 0 | yfinance | 2024-07-21T17:59:30.309105 |
2022-10-14T08:00:00+02:00 | 000.SG | 7.04 | 7.49 | 7.04 | 7.49 | 0 | yfinance | 2024-07-21T17:59:30.309135 |
2022-10-17T08:00:00+02:00 | 000.SG | 7.42 | 7.49 | 7.38 | 7.41 | 0 | yfinance | 2024-07-21T17:59:30.309164 |
2022-10-18T08:00:00+02:00 | 000.SG | 7.52 | 7.52 | 7.35 | 7.4 | 0 | yfinance | 2024-07-21T17:59:30.309194 |
2022-10-19T08:00:00+02:00 | 000.SG | 7.4 | 7.4 | 7.4 | 7.4 | 0 | yfinance | 2024-07-21T17:59:30.309223 |
2022-10-20T08:00:00+02:00 | 000.SG | 7.37 | 7.37 | 7.23 | 7.23 | 0 | yfinance | 2024-07-21T17:59:30.309253 |
2022-10-21T08:00:00+02:00 | 000.SG | 7.28 | 7.43 | 7.28 | 7.43 | 143 | yfinance | 2024-07-21T17:59:30.309282 |
2022-10-24T08:00:00+02:00 | 000.SG | 7.51 | 7.62 | 7.47 | 7.56 | 300 | yfinance | 2024-07-21T17:59:30.309312 |
2022-10-25T08:00:00+02:00 | 000.SG | 7.65 | 7.66 | 7.52 | 7.66 | 0 | yfinance | 2024-07-21T17:59:30.309341 |
2022-10-26T08:00:00+02:00 | 000.SG | 7.63 | 7.71 | 7.6 | 7.71 | 0 | yfinance | 2024-07-21T17:59:30.309379 |
2022-10-27T08:00:00+02:00 | 000.SG | 7.71 | 7.71 | 7.56 | 7.71 | 0 | yfinance | 2024-07-21T17:59:30.309410 |
2022-10-28T08:00:00+02:00 | 000.SG | 7.62 | 7.8 | 7.62 | 7.8 | 0 | yfinance | 2024-07-21T17:59:30.309447 |
2022-10-31T08:00:00+01:00 | 000.SG | 7.79 | 7.79 | 7.68 | 7.72 | 0 | yfinance | 2024-07-21T17:59:30.309478 |
2022-11-01T08:00:00+01:00 | 000.SG | 7.69 | 7.88 | 7.69 | 7.84 | 0 | yfinance | 2024-07-21T17:59:30.309507 |
2022-11-02T08:00:00+01:00 | 000.SG | 7.87 | 7.87 | 7.72 | 7.72 | 0 | yfinance | 2024-07-21T17:59:30.309548 |
2022-11-03T08:00:00+01:00 | 000.SG | 7.71 | 7.75 | 7.62 | 7.75 | 0 | yfinance | 2024-07-21T17:59:30.309581 |
2022-11-04T08:00:00+01:00 | 000.SG | 7.73 | 7.73 | 7.73 | 7.73 | 0 | yfinance | 2024-07-21T17:59:30.309612 |
2022-11-07T08:00:00+01:00 | 000.SG | 7.61 | 7.86 | 7.61 | 7.81 | 0 | yfinance | 2024-07-21T17:59:30.309641 |
2022-11-08T08:00:00+01:00 | 000.SG | 7.79 | 8.08 | 7.79 | 8.07 | 0 | yfinance | 2024-07-21T17:59:30.309672 |
2022-11-09T08:00:00+01:00 | 000.SG | 8.11 | 8.11 | 8.02 | 8.03 | 0 | yfinance | 2024-07-21T17:59:30.309702 |
2022-11-10T08:00:00+01:00 | 000.SG | 8.03 | 8.03 | 8.03 | 8.03 | 0 | yfinance | 2024-07-21T17:59:30.309732 |
2022-11-11T08:00:00+01:00 | 000.SG | 8.54 | 8.54 | 8.36 | 8.36 | 200 | yfinance | 2024-07-21T17:59:30.309762 |
2022-11-14T08:00:00+01:00 | 000.SG | 8.17 | 8.17 | 7.97 | 7.97 | 200 | yfinance | 2024-07-21T17:59:30.309792 |
2022-11-15T08:00:00+01:00 | 000.SG | 8.15 | 8.16 | 8.07 | 8.13 | 0 | yfinance | 2024-07-21T17:59:30.309821 |
2022-11-16T08:00:00+01:00 | 000.SG | 8.19 | 8.19 | 7.98 | 8.19 | 0 | yfinance | 2024-07-21T17:59:30.309851 |
2022-11-17T08:00:00+01:00 | 000.SG | 8.16 | 8.16 | 7.89 | 8.02 | 0 | yfinance | 2024-07-21T17:59:30.309881 |
2022-11-18T08:00:00+01:00 | 000.SG | 8.1 | 8.11 | 7.98 | 7.99 | 0 | yfinance | 2024-07-21T17:59:30.309911 |
2022-11-21T08:00:00+01:00 | 000.SG | 7.94 | 8.06 | 7.94 | 8.05 | 0 | yfinance | 2024-07-21T17:59:30.309948 |
2022-11-22T08:00:00+01:00 | 000.SG | 8.05 | 8.05 | 8.05 | 8.05 | 0 | yfinance | 2024-07-21T17:59:30.309980 |
2022-11-23T08:00:00+01:00 | 000.SG | 8.15 | 8.15 | 8.06 | 8.09 | 0 | yfinance | 2024-07-21T17:59:30.310010 |
2022-11-24T08:00:00+01:00 | 000.SG | 8.08 | 8.08 | 7.96 | 7.96 | 250 | yfinance | 2024-07-21T17:59:30.310040 |
2022-11-25T08:00:00+01:00 | 000.SG | 7.98 | 8.04 | 7.96 | 7.97 | 0 | yfinance | 2024-07-21T17:59:30.310069 |
2022-11-28T08:00:00+01:00 | 000.SG | 7.98 | 7.99 | 7.81 | 7.82 | 0 | yfinance | 2024-07-21T17:59:30.310107 |
2022-11-29T08:00:00+01:00 | 000.SG | 7.81 | 7.81 | 7.67 | 7.81 | 0 | yfinance | 2024-07-21T17:59:30.310138 |
2022-11-30T08:00:00+01:00 | 000.SG | 7.71 | 7.79 | 7.71 | 7.79 | 0 | yfinance | 2024-07-21T17:59:30.310168 |
2022-12-01T08:00:00+01:00 | 000.SG | 7.89 | 8.18 | 7.89 | 8.11 | 0 | yfinance | 2024-07-21T17:59:30.310206 |
2022-12-02T08:00:00+01:00 | 000.SG | 8.07 | 8.16 | 8.04 | 8.04 | 0 | yfinance | 2024-07-21T17:59:30.310237 |
2022-12-05T08:00:00+01:00 | 000.SG | 7.95 | 7.95 | 7.95 | 7.95 | 0 | yfinance | 2024-07-21T17:59:30.310267 |
2022-12-06T08:00:00+01:00 | 000.SG | 7.96 | 7.96 | 7.96 | 7.96 | 0 | yfinance | 2024-07-21T17:59:30.310298 |
2022-12-07T08:00:00+01:00 | 000.SG | 7.96 | 7.96 | 7.96 | 7.96 | 0 | yfinance | 2024-07-21T17:59:30.310328 |
2022-12-08T08:00:00+01:00 | 000.SG | 7.99 | 7.99 | 7.99 | 7.99 | 0 | yfinance | 2024-07-21T17:59:30.310357 |
End of preview. Expand
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BigStock
This dataset contains historical data stock data spanning a period of 720+ days, at one-hour intervals. All values are in USD. It includes full candlestick data (open, close, low, high) as well as volume data. The data (not scraping/processing code) is licensed under GPL v3.
Other Datasets
A sample dataset (<20MB) for a subset of popular stocks is available as well. I may also release a multivariate forecasting model trained on the data, likely based on Tiny Time Mixers or a novel architecture I have been evaluating.
Uses
The data is usable for the following cluster of tasks:
- Time series forecasting
- Financial modeling
- Reinforcement Learning
Limitations
While its breadth is very large, the data is comparatively very short-term (~2yrs). Controlling for biases in economic data is inherently a difficult problem, because we only have one market to sample from. Therefore, models trained on this data may be biased towards recent market trends.
This dataset may have missing, incorrect, or unreliable data. You are encouraged to validate it before use.
Dataset Creation
The source data in this sample was provided purely from the Yahoo Finance website. Data was collected using the yfinance library.
The collection and processing was done on hardware owned and operated entirely by me.
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