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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 52 new columns ({'label_s025_t040_h08', 'vix_close', 'funding_last', 'rsi14_5m', 'session', 'taker_buy_ratio_1h', 'held_s025_t040_h08', 'bb_pct_5m', 'day_of_week', 'bb_pct_1h', 'dxy_close', 'macd_1h', 'rs_vs_btc_4h', 'us10y_chg_7d', 'bb_width_5m', 'vix_chg_7d', 'label_s015_t025_h04', 'mom_1h', 'pnl_s015_t025_h04', 'rsi14_1m', 'trades_1h', 'atr_pct_1h', 'gold_close', 'rsi14_4h', 'bb_width_1h', 'gold_chg_7d', 'pnl_s025_t040_h08', 'spread_proxy_5m', 'dist_ma20_1m', 'rsi14_1h', 'dist_ma20_1h', 'dxy_chg_7d', 'vol_ratio_1h', 'label_s020_t035_h06', 'sp500_close', 'dist_ma50_1h', 'atr_pct_1m', 'fng_delta_7d', 'pnl_s020_t035_h06', 'held_s015_t025_h04', 'cvd_1h', 'dist_ma50_4h', 'us10y_close', 'vol_zscore_7d', 'dist_ma50_1m', 'funding_avg_24h', 'ts_ms', 'eth_trend_24h', 'atr_pct_5m', 'sp500_chg_7d', 'held_s020_t035_h06', 'is_weekend'}) and 14 missing columns ({'label_s020_t030_h6', 'dist_ma20', 'pnl_s020_t030_h6', 'vol_ratio', 'held_s025_t040_h8', 'atr_pct', 'btc_dom_proxy', 'pnl_s025_t040_h8', 'held_s020_t030_h6', 'dt_iso', 'rsi14', 'dist_ma50', 'label_s025_t040_h8', 'ts'}).

This happened while the csv dataset builder was generating data using

hf://datasets/jponfiru/crypto-trading-bot-data/features_extended.csv (at revision 42ad16fb49031d31fa7b0f9093227a45f09c9b21), ['hf://datasets/jponfiru/crypto-trading-bot-data@42ad16fb49031d31fa7b0f9093227a45f09c9b21/features_d.csv', 'hf://datasets/jponfiru/crypto-trading-bot-data@42ad16fb49031d31fa7b0f9093227a45f09c9b21/features_extended.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              atr_pct_1h: double
              atr_pct_1m: double
              atr_pct_5m: double
              bb_pct_1h: double
              bb_pct_5m: double
              bb_width_1h: double
              bb_width_5m: double
              btc_trend_24h: double
              cvd_1h: double
              day_of_week: int64
              dist_ma20_1h: double
              dist_ma20_1m: double
              dist_ma50_1h: double
              dist_ma50_1m: double
              dist_ma50_4h: double
              drawdown_7d: double
              dxy_chg_7d: int64
              dxy_close: int64
              entry_price: double
              eth_trend_24h: double
              fng_delta_7d: int64
              fng_value: int64
              funding_avg_24h: double
              funding_last: double
              gold_chg_7d: int64
              gold_close: int64
              held_s015_t025_h04: double
              held_s020_t035_h06: double
              held_s025_t040_h08: double
              held_s030_t050_h12: double
              held_s035_t060_h16: double
              held_s040_t080_h24: double
              hour_of_day: int64
              is_weekend: int64
              label_s015_t025_h04: string
              label_s020_t035_h06: string
              label_s025_t040_h08: string
              label_s030_t050_h12: string
              label_s035_t060_h16: string
              label_s040_t080_h24: string
              macd_1h: double
              mom_12h: double
              mom_1h: double
              mom_24h: double
              mom_4h: double
              pair: string
              pnl_s015_t025_h04: double
              pnl_s020_t035_h06: double
              pnl_s025_t040_h08: double
              pnl_s030_t050_h12: double
              pnl_s035_t060_h16: double
              pnl_s040_t080_h24: double
              rs_vs_btc_4h: double
              rsi14_1h: double
              rsi14_1m: double
              rsi14_4h: double
              rsi14_5m: double
              session: int64
              sp500_chg_7d: int64
              sp500_close: int64
              spread_proxy_5m: double
              taker_buy_ratio_1h: double
              trades_1h: int64
              ts_ms: int64
              us10y_chg_7d: int64
              us10y_close: int64
              vix_chg_7d: int64
              vix_close: int64
              vol_ratio_1h: double
              vol_zscore_7d: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 8960
              to
              {'pair': Value('string'), 'ts': Value('int64'), 'dt_iso': Value('string'), 'entry_price': Value('float64'), 'rsi14': Value('float64'), 'drawdown_7d': Value('float64'), 'atr_pct': Value('float64'), 'vol_ratio': Value('float64'), 'mom_4h': Value('float64'), 'mom_12h': Value('float64'), 'mom_24h': Value('float64'), 'dist_ma20': Value('float64'), 'dist_ma50': Value('float64'), 'btc_trend_24h': Value('float64'), 'btc_dom_proxy': Value('float64'), 'fng_value': Value('int64'), 'hour_of_day': Value('int64'), 'label_s020_t030_h6': Value('string'), 'pnl_s020_t030_h6': Value('float64'), 'held_s020_t030_h6': Value('int64'), 'label_s025_t040_h8': Value('string'), 'pnl_s025_t040_h8': Value('float64'), 'held_s025_t040_h8': Value('int64'), 'label_s030_t050_h12': Value('string'), 'pnl_s030_t050_h12': Value('float64'), 'held_s030_t050_h12': Value('int64'), 'label_s035_t060_h16': Value('string'), 'pnl_s035_t060_h16': Value('float64'), 'held_s035_t060_h16': Value('int64'), 'label_s040_t080_h24': Value('string'), 'pnl_s040_t080_h24': Value('float64'), 'held_s040_t080_h24': Value('int64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1342, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 52 new columns ({'label_s025_t040_h08', 'vix_close', 'funding_last', 'rsi14_5m', 'session', 'taker_buy_ratio_1h', 'held_s025_t040_h08', 'bb_pct_5m', 'day_of_week', 'bb_pct_1h', 'dxy_close', 'macd_1h', 'rs_vs_btc_4h', 'us10y_chg_7d', 'bb_width_5m', 'vix_chg_7d', 'label_s015_t025_h04', 'mom_1h', 'pnl_s015_t025_h04', 'rsi14_1m', 'trades_1h', 'atr_pct_1h', 'gold_close', 'rsi14_4h', 'bb_width_1h', 'gold_chg_7d', 'pnl_s025_t040_h08', 'spread_proxy_5m', 'dist_ma20_1m', 'rsi14_1h', 'dist_ma20_1h', 'dxy_chg_7d', 'vol_ratio_1h', 'label_s020_t035_h06', 'sp500_close', 'dist_ma50_1h', 'atr_pct_1m', 'fng_delta_7d', 'pnl_s020_t035_h06', 'held_s015_t025_h04', 'cvd_1h', 'dist_ma50_4h', 'us10y_close', 'vol_zscore_7d', 'dist_ma50_1m', 'funding_avg_24h', 'ts_ms', 'eth_trend_24h', 'atr_pct_5m', 'sp500_chg_7d', 'held_s020_t035_h06', 'is_weekend'}) and 14 missing columns ({'label_s020_t030_h6', 'dist_ma20', 'pnl_s020_t030_h6', 'vol_ratio', 'held_s025_t040_h8', 'atr_pct', 'btc_dom_proxy', 'pnl_s025_t040_h8', 'held_s020_t030_h6', 'dt_iso', 'rsi14', 'dist_ma50', 'label_s025_t040_h8', 'ts'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/jponfiru/crypto-trading-bot-data/features_extended.csv (at revision 42ad16fb49031d31fa7b0f9093227a45f09c9b21), ['hf://datasets/jponfiru/crypto-trading-bot-data@42ad16fb49031d31fa7b0f9093227a45f09c9b21/features_d.csv', 'hf://datasets/jponfiru/crypto-trading-bot-data@42ad16fb49031d31fa7b0f9093227a45f09c9b21/features_extended.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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pair
string
ts
int64
dt_iso
string
entry_price
float64
rsi14
float64
drawdown_7d
float64
atr_pct
float64
vol_ratio
float64
mom_4h
float64
mom_12h
float64
mom_24h
float64
dist_ma20
float64
dist_ma50
float64
btc_trend_24h
float64
btc_dom_proxy
float64
fng_value
int64
hour_of_day
int64
label_s020_t030_h6
string
pnl_s020_t030_h6
float64
held_s020_t030_h6
int64
label_s025_t040_h8
string
pnl_s025_t040_h8
float64
held_s025_t040_h8
int64
label_s030_t050_h12
string
pnl_s030_t050_h12
float64
held_s030_t050_h12
int64
label_s035_t060_h16
string
pnl_s035_t060_h16
float64
held_s035_t060_h16
int64
label_s040_t080_h24
string
pnl_s040_t080_h24
float64
held_s040_t080_h24
int64
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BTCUSDT
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2024-01-10T20:00:00+00:00
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BTCUSDT
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BTCUSDT
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2024-01-11T07:00:00+00:00
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BTCUSDT
1,704,985,200
2024-01-11T15:00:00+00:00
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BTCUSDT
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2024-01-11T16:00:00+00:00
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BTCUSDT
1,704,992,400
2024-01-11T17:00:00+00:00
46,497.14
49.96
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1.586
2.028
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0.927
0.205
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52.45
76
17
TIMEOUT
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6
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12
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16
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22
BTCUSDT
1,704,996,000
2024-01-11T18:00:00+00:00
46,609.99
51.57
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1.61
1.993
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1.531
0.178
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0.833
0.178
43.51
76
18
TIMEOUT
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6
TIMEOUT
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8
TIMEOUT
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12
TIMEOUT
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16
LOSS
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21
BTCUSDT
1,704,999,600
2024-01-11T19:00:00+00:00
46,692.3
54.83
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1.597
1.95
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1.282
0.437
0.083
1.012
0.437
43.28
76
19
TIMEOUT
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6
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TIMEOUT
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12
TIMEOUT
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16
LOSS
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20
BTCUSDT
1,705,003,200
2024-01-11T20:00:00+00:00
46,241.92
52.49
-4.796
1.671
1.838
0.51
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0.249
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0.055
0.249
52.13
76
20
TIMEOUT
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6
TIMEOUT
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TIMEOUT
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12
TIMEOUT
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16
LOSS
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19
BTCUSDT
1,705,006,800
2024-01-11T21:00:00+00:00
46,156.01
50.41
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1.681
1.73
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0.457
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0.457
39.71
76
21
TIMEOUT
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6
TIMEOUT
0.082
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TIMEOUT
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12
TIMEOUT
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16
LOSS
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19
BTCUSDT
1,705,010,400
2024-01-11T22:00:00+00:00
46,399.99
50.92
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1.684
1.64
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0.439
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35.42
76
22
TIMEOUT
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6
TIMEOUT
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TIMEOUT
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12
TIMEOUT
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16
LOSS
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17
BTCUSDT
1,705,014,000
2024-01-11T23:00:00+00:00
46,339.16
50.89
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1.695
1.497
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0.268
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34.81
76
23
TIMEOUT
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6
TIMEOUT
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TIMEOUT
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12
LOSS
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16
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16
BTCUSDT
1,705,017,600
2024-01-12T00:00:00+00:00
46,293.43
45.35
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1.674
1.478
0.111
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0.167
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39.6
71
0
TIMEOUT
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6
TIMEOUT
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8
TIMEOUT
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12
LOSS
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15
LOSS
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15
BTCUSDT
1,705,021,200
2024-01-12T01:00:00+00:00
46,135.48
42.36
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1.677
1.486
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33.99
71
1
TIMEOUT
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6
TIMEOUT
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8
TIMEOUT
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12
LOSS
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14
LOSS
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15
BTCUSDT
1,705,024,800
2024-01-12T02:00:00+00:00
46,144.01
38.49
-4.997
1.635
1.49
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31.72
71
2
TIMEOUT
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6
TIMEOUT
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8
TIMEOUT
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12
LOSS
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13
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14
BTCUSDT
1,705,028,400
2024-01-12T03:00:00+00:00
45,994
38.32
-5.306
1.575
1.475
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34.58
71
3
TIMEOUT
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6
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8
LOSS
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12
LOSS
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12
LOSS
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13
BTCUSDT
1,705,032,000
2024-01-12T04:00:00+00:00
45,956.34
20.88
-5.384
1.343
1.472
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36.36
71
4
TIMEOUT
0.233
6
TIMEOUT
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LOSS
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11
LOSS
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11
LOSS
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12
BTCUSDT
1,705,035,600
2024-01-12T05:00:00+00:00
46,194.01
39.97
-4.894
1.044
1.454
0.127
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0.269
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0.269
35.17
71
5
TIMEOUT
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6
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8
LOSS
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10
LOSS
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10
LOSS
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10
BTCUSDT
1,705,039,200
2024-01-12T06:00:00+00:00
46,100.85
52.07
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0.896
1.434
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0.422
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27.43
71
6
TIMEOUT
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LOSS
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9
LOSS
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9
LOSS
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10
BTCUSDT
1,705,042,800
2024-01-12T07:00:00+00:00
46,008.19
36.85
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0.814
1.441
0.031
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39.47
71
7
TIMEOUT
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8
LOSS
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8
LOSS
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8
LOSS
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9
BTCUSDT
1,705,046,400
2024-01-12T08:00:00+00:00
45,860.01
30.21
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0.815
1.439
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33.31
71
8
TIMEOUT
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6
LOSS
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7
LOSS
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7
LOSS
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8
LOSS
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8
BTCUSDT
1,705,050,000
2024-01-12T09:00:00+00:00
45,925.92
29.6
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0.828
1.454
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39.53
71
9
LOSS
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6
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6
LOSS
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6
LOSS
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7
LOSS
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7
BTCUSDT
1,705,053,600
2024-01-12T10:00:00+00:00
46,063.62
44.31
-5.163
0.738
1.438
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37.54
71
10
LOSS
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5
LOSS
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5
LOSS
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5
LOSS
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5
LOSS
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6
BTCUSDT
1,705,057,200
2024-01-12T11:00:00+00:00
45,954.35
43.66
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0.739
1.416
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27.46
71
11
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4
LOSS
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4
LOSS
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4
LOSS
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4
LOSS
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5
BTCUSDT
1,705,060,800
2024-01-12T12:00:00+00:00
45,866.56
31.39
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0.755
1.393
0.014
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24.92
71
12
LOSS
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3
LOSS
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3
LOSS
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3
LOSS
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4
LOSS
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4
BTCUSDT
1,705,064,400
2024-01-12T13:00:00+00:00
45,779.02
30.81
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0.784
1.353
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32.47
71
13
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2
LOSS
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2
LOSS
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2
LOSS
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3
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3
BTCUSDT
1,705,068,000
2024-01-12T14:00:00+00:00
45,442.02
25.69
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0.814
1.171
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46.43
71
14
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1
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2
LOSS
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2
LOSS
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2
LOSS
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2
BTCUSDT
1,705,071,600
2024-01-12T15:00:00+00:00
44,462.01
17.48
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0.944
1.094
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48.91
71
15
LOSS
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1
LOSS
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1
LOSS
-3
7
LOSS
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7
LOSS
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7
BTCUSDT
1,705,075,200
2024-01-12T16:00:00+00:00
43,624
12.97
-10.185
1.16
1.112
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54.07
71
16
LOSS
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6
LOSS
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6
LOSS
-3
6
LOSS
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6
LOSS
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6
BTCUSDT
1,705,078,800
2024-01-12T17:00:00+00:00
43,803.99
18.1
-9.815
1.203
1.127
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41.95
71
17
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5
LOSS
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5
LOSS
-3
5
LOSS
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5
LOSS
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5
BTCUSDT
1,705,082,400
2024-01-12T18:00:00+00:00
43,472
16.67
-10.498
1.282
1.152
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52.3
71
18
LOSS
-2
4
LOSS
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4
LOSS
-3
4
LOSS
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4
LOSS
-4
4
BTCUSDT
1,705,086,000
2024-01-12T19:00:00+00:00
43,472.55
11.01
-10.497
1.304
1.163
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52.26
71
19
LOSS
-2
3
LOSS
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3
LOSS
-3
3
LOSS
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3
LOSS
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3
BTCUSDT
1,705,089,600
2024-01-12T20:00:00+00:00
43,653.38
15.79
-10.125
1.35
1.162
0.067
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61.53
71
20
LOSS
-2
2
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2
LOSS
-3
2
LOSS
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2
LOSS
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2
BTCUSDT
1,705,093,200
2024-01-12T21:00:00+00:00
43,449
15.31
-10.546
1.397
1.183
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33.98
71
21
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1
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1
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-3
1
LOSS
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1
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1
BTCUSDT
1,705,096,800
2024-01-12T22:00:00+00:00
42,510
12.61
-12.479
1.693
1.313
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51.88
71
22
TIMEOUT
0.776
6
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1.506
8
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0.447
12
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0.816
16
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1.131
24
BTCUSDT
1,705,100,400
2024-01-12T23:00:00+00:00
42,782.73
16.47
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1.672
1.351
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47.94
71
23
TIMEOUT
0.744
6
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0.749
8
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-0.371
12
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0.869
16
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0.153
24
BTCUSDT
1,705,104,000
2024-01-13T00:00:00+00:00
42,801.76
14.3
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1.661
1.361
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46.2
64
0
TIMEOUT
0.814
6
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0.86
8
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-0.273
12
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0.219
16
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24
BTCUSDT
1,705,107,600
2024-01-13T01:00:00+00:00
42,673.83
14.24
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1.675
1.38
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40.98
64
1
TIMEOUT
1.006
6
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0.584
8
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0.153
12
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0.526
16
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0.223
24
BTCUSDT
1,705,111,200
2024-01-13T02:00:00+00:00
42,530
14.07
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1.661
1.395
0.047
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39.02
64
2
TIMEOUT
1.505
6
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0.4
8
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0.769
12
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0.649
16
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0.586
24
BTCUSDT
1,705,114,800
2024-01-13T03:00:00+00:00
42,609.94
15.82
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1.637
1.401
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44.58
64
3
TIMEOUT
0.735
6
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0.033
8
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1.278
12
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0.414
16
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0.169
24
BTCUSDT
1,705,118,400
2024-01-13T04:00:00+00:00
42,840.01
21.27
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1.568
1.399
0.089
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46.2
64
4
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-0.327
6
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-0.362
8
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0.129
12
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0.07
16
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24
BTCUSDT
1,705,122,000
2024-01-13T05:00:00+00:00
43,101.09
32.14
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1.433
1.406
1.001
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42.18
64
5
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-1.107
6
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8
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12
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16
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24
BTCUSDT
1,705,125,600
2024-01-13T06:00:00+00:00
43,149.99
42.15
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1.228
1.416
1.458
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42.69
64
6
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-1.078
6
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8
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12
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16
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24
BTCUSDT
1,705,129,200
2024-01-13T07:00:00+00:00
43,102.97
37.86
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1.168
1.402
1.157
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41.21
64
7
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-0.844
6
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0.12
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-0.735
12
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-0.592
16
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24
BTCUSDT
1,705,132,800
2024-01-13T08:00:00+00:00
43,170.01
44.24
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1.086
1.398
0.77
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32.22
64
8
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6
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8
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12
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16
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24
BTCUSDT
1,705,136,400
2024-01-13T09:00:00+00:00
42,923.21
40.42
-11.628
1.081
1.387
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37.38
64
9
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0.539
6
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-0.058
8
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0.094
12
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-0.359
16
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0.301
24
BTCUSDT
1,705,140,000
2024-01-13T10:00:00+00:00
42,700.12
33.63
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1.039
1.391
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0.447
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43.36
64
10
TIMEOUT
0.457
6
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0.248
8
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0.68
12
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0.185
16
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0.442
24
BTCUSDT
1,705,143,600
2024-01-13T11:00:00+00:00
42,624
35.18
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0.981
1.387
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46.54
64
11
TIMEOUT
0.644
6
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0.381
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0.526
12
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0.136
16
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0.483
24
BTCUSDT
1,705,147,200
2024-01-13T12:00:00+00:00
42,684.88
54.59
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0.694
1.377
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-4.975
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35.92
64
12
TIMEOUT
0.284
6
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0.434
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0.006
12
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-0.246
16
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0.171
24
BTCUSDT
1,705,150,800
2024-01-13T13:00:00+00:00
42,739.14
48.71
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0.645
1.359
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0.153
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31.35
64
13
TIMEOUT
0.11
6
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0.525
8
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0.07
12
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0.025
16
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0.357
24
BTCUSDT
1,705,154,400
2024-01-13T14:00:00+00:00
42,856.92
51.55
-11.765
0.658
1.298
0.367
0.769
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36.97
64
14
TIMEOUT
0.031
6
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0.312
8
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-0.182
12
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0.331
16
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-0.105
24
BTCUSDT
1,705,168,800
2024-01-13T18:00:00+00:00
42,806.01
49.08
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0.652
0.873
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27.59
64
18
TIMEOUT
-0.277
6
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8
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0.451
12
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0.194
16
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0.22
24
BTCUSDT
1,705,172,400
2024-01-13T19:00:00+00:00
42,786.25
40.24
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0.627
0.842
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22.36
64
19
TIMEOUT
-0.04
6
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8
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0.526
12
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0.102
16
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-0.295
24
BTCUSDT
1,705,176,000
2024-01-13T20:00:00+00:00
42,870
41.51
-11.738
0.624
0.781
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-1.795
0.033
-3.127
-1.795
27.16
64
20
TIMEOUT
-0.212
6
TIMEOUT
-0.676
8
TIMEOUT
0.294
12
TIMEOUT
-0.261
16
TIMEOUT
-0.845
24
BTCUSDT
1,705,179,600
2024-01-13T21:00:00+00:00
42,963.44
45.88
-11.545
0.617
0.745
0.152
0.094
-1.118
0.217
-2.752
-1.118
25.28
64
21
TIMEOUT
-0.655
6
TIMEOUT
-0.497
8
TIMEOUT
0.207
12
TIMEOUT
-0.167
16
TIMEOUT
-0.951
24
BTCUSDT
1,705,183,200
2024-01-13T22:00:00+00:00
42,990.65
44.58
-11.489
0.611
0.59
0.431
0.68
1.131
0.227
-2.547
1.131
28.64
64
22
TIMEOUT
-0.955
6
TIMEOUT
0.019
8
TIMEOUT
-0.236
12
TIMEOUT
-0.416
16
TIMEOUT
-1.674
24
BTCUSDT
1,705,186,800
2024-01-13T23:00:00+00:00
42,847.99
47.57
-11.783
0.583
0.543
0.144
0.526
0.153
-0.133
-2.725
0.153
22.35
64
23
TIMEOUT
-0.229
6
TIMEOUT
0.381
8
TIMEOUT
-0.042
12
TIMEOUT
0.132
16
TIMEOUT
-2.604
24
BTCUSDT
1,705,190,400
2024-01-14T00:00:00+00:00
42,687.36
49.57
-12.114
0.574
0.516
-0.426
0.006
-0.267
-0.49
-2.926
-0.267
28.28
60
0
TIMEOUT
0.73
6
TIMEOUT
0.724
8
TIMEOUT
0.165
12
TIMEOUT
0.568
16
TIMEOUT
-0.955
24
BTCUSDT
1,705,194,000
2024-01-14T01:00:00+00:00
42,769.19
54.86
-11.945
0.551
0.479
-0.452
0.07
0.223
-0.261
-2.581
0.223
27.19
60
1
TIMEOUT
0.566
6
TIMEOUT
0.662
8
TIMEOUT
0.286
12
TIMEOUT
0.477
16
TIMEOUT
-1.155
24
BTCUSDT
1,705,197,600
2024-01-14T02:00:00+00:00
42,779.06
53.26
-11.925
0.538
0.453
-0.492
-0.182
0.586
-0.195
-2.403
0.586
21.81
60
2
TIMEOUT
0.508
6
TIMEOUT
0.257
8
TIMEOUT
0.077
12
TIMEOUT
0.283
16
TIMEOUT
-0.887
24
BTCUSDT
1,705,201,200
2024-01-14T03:00:00+00:00
42,681.82
48.07
-12.125
0.534
0.436
-0.388
-1.095
0.169
-0.373
-2.471
0.169
23.26
60
3
TIMEOUT
0.868
6
TIMEOUT
0.347
8
TIMEOUT
0.521
12
TIMEOUT
-0.051
16
TIMEOUT
-0.271
24
BTCUSDT
1,705,204,800
2024-01-14T04:00:00+00:00
42,580.01
40.58
-12.335
0.505
0.425
-0.251
-0.735
-0.607
-0.542
-2.545
-0.607
20.26
60
4
TIMEOUT
0.726
6
TIMEOUT
0.418
8
TIMEOUT
0.822
12
TIMEOUT
-0.169
16
TIMEOUT
0.028
24
BTCUSDT
1,705,208,400
2024-01-14T05:00:00+00:00
42,749.99
34.94
-11.985
0.475
0.406
-0.045
-0.346
-0.815
-0.124
-2.01
-0.815
20.01
60
5
TIMEOUT
0.187
6
TIMEOUT
0.331
8
TIMEOUT
0.522
12
TIMEOUT
-0.456
16
TIMEOUT
-0.024
24
BTCUSDT
1,705,212,000
2024-01-14T06:00:00+00:00
42,998.99
53.89
-11.472
0.447
0.393
0.514
0.451
-0.35
0.422
-1.306
-0.35
28.12
60
6
TIMEOUT
-0.56
6
TIMEOUT
-0.435
8
TIMEOUT
-0.23
12
TIMEOUT
-1.693
16
TIMEOUT
-0.809
24
BTCUSDT
1,705,215,600
2024-01-14T07:00:00+00:00
43,011.44
54.21
-11.447
0.439
0.387
0.772
0.526
-0.212
0.406
-1.133
-0.212
32.23
60
7
TIMEOUT
-0.278
6
TIMEOUT
-0.249
8
TIMEOUT
-0.817
12
TIMEOUT
-2.974
16
TIMEOUT
-0.69
24
BTCUSDT
1,705,226,400
2024-01-14T10:00:00+00:00
42,889.04
50.69
-11.699
0.437
0.344
-0.256
-0.236
0.442
0.043
-1.003
0.442
25.63
60
10
TIMEOUT
0.095
6
TIMEOUT
0.026
8
TIMEOUT
-1.441
12
TIMEOUT
-1.141
16
TIMEOUT
-0.755
24
BTCUSDT
1,705,230,000
2024-01-14T11:00:00+00:00
42,829.99
45.04
-11.82
0.442
0.326
-0.422
-0.042
0.483
-0.056
-0.998
0.483
31.9
60
11
TIMEOUT
0.335
6
TIMEOUT
-0.397
8
TIMEOUT
-2.563
12
TIMEOUT
-0.616
16
TIMEOUT
-0.308
24
BTCUSDT
1,705,233,600
2024-01-14T12:00:00+00:00
42,758
41.64
-11.968
0.439
0.32
-0.554
0.165
0.171
-0.208
-1.013
0.171
33.1
60
12
TIMEOUT
0.332
6
TIMEOUT
-0.585
8
TIMEOUT
-1.119
12
TIMEOUT
-0.389
16
TIMEOUT
-0.22
24
BTCUSDT
1,705,237,200
2024-01-14T13:00:00+00:00
42,891.69
51.58
-11.693
0.436
0.315
-0.373
0.286
0.357
0.104
-0.562
0.357
24.5
60
13
TIMEOUT
-0.54
6
TIMEOUT
-0.785
8
TIMEOUT
-1.437
12
TIMEOUT
-0.354
16
TIMEOUT
-0.091
24
BTCUSDT
1,705,240,800
2024-01-14T14:00:00+00:00
42,811.99
54.79
-11.857
0.435
0.304
-0.18
0.077
-0.105
-0.082
-0.606
-0.105
33.64
60
14
TIMEOUT
-0.71
6
TIMEOUT
-1.264
8
TIMEOUT
-0.963
12
TIMEOUT
-0.376
16
TIMEOUT
-1.432
24
BTCUSDT
1,705,258,800
2024-01-14T19:00:00+00:00
42,660
46.58
-12.17
0.437
0.288
-0.57
-0.817
-0.295
-0.427
-0.555
-0.295
29.21
60
19
LOSS
-2
4
TIMEOUT
-0.22
8
TIMEOUT
0.128
12
TIMEOUT
0.089
16
TIMEOUT
0.78
24
BTCUSDT
1,705,262,400
2024-01-14T20:00:00+00:00
42,507.92
29.84
-12.483
0.491
0.317
-0.983
-1.136
-0.845
-0.761
-0.865
-0.845
46.94
60
20
TIMEOUT
-0.255
6
TIMEOUT
0.197
8
TIMEOUT
0.406
12
TIMEOUT
0.367
16
TIMEOUT
1.064
24
BTCUSDT
1,705,266,000
2024-01-14T21:00:00+00:00
42,554.89
31.78
-12.387
0.562
0.354
-0.974
-1.156
-0.951
-0.626
-0.713
-0.951
53.98
60
21
TIMEOUT
0.026
6
TIMEOUT
0.435
8
TIMEOUT
0.461
12
TIMEOUT
0.699
16
TIMEOUT
0.379
24
BTCUSDT
1,705,269,600
2024-01-14T22:00:00+00:00
42,270.99
26.17
-12.971
0.639
0.369
-1.466
-1.441
-1.674
-1.231
-1.312
-1.674
45.12
60
22
TIMEOUT
0.759
6
TIMEOUT
0.899
8
TIMEOUT
0.696
12
TIMEOUT
-0.17
16
TIMEOUT
0.845
24
BTCUSDT
1,705,273,200
2024-01-14T23:00:00+00:00
41,732.35
17.06
-14.08
0.705
0.42
-2.175
-2.563
-2.604
-2.381
-2.492
-2.604
44.84
60
23
TIMEOUT
2.414
6
TIMEOUT
2.354
8
TIMEOUT
2.314
12
TIMEOUT
1.31
16
TIMEOUT
1.866
24
BTCUSDT
1,705,276,800
2024-01-15T00:00:00+00:00
42,279.75
37.24
-12.953
0.769
0.441
-0.537
-1.119
-0.955
-1.066
-1.202
-0.955
39.53
52
0
TIMEOUT
0.878
6
TIMEOUT
0.948
8
TIMEOUT
0.908
12
TIMEOUT
0.574
16
TIMEOUT
0.757
24
BTCUSDT
1,705,280,400
2024-01-15T01:00:00+00:00
42,275.18
38.11
-12.962
0.777
0.453
-0.657
-1.437
-1.155
-1.021
-1.189
-1.155
32.23
52
1
TIMEOUT
1.04
6
TIMEOUT
1.125
8
TIMEOUT
1.366
12
TIMEOUT
0.997
16
TIMEOUT
0.731
24
BTCUSDT
1,705,284,000
2024-01-15T02:00:00+00:00
42,399.72
42.49
-12.706
0.788
0.459
0.305
-0.963
-0.887
-0.66
-0.879
-0.887
24.64
52
2
TIMEOUT
0.662
6
TIMEOUT
0.39
8
TIMEOUT
-0.473
12
TIMEOUT
1.453
16
TIMEOUT
0.732
24
BTCUSDT
1,705,287,600
2024-01-15T03:00:00+00:00
42,565.99
43.27
-12.364
0.796
0.467
1.998
-0.789
-0.271
-0.218
-0.486
-0.271
30.3
52
3
TIMEOUT
0.434
6
TIMEOUT
0.31
8
TIMEOUT
-0.674
12
TIMEOUT
1.002
16
TIMEOUT
0.842
24
BTCUSDT
1,705,291,200
2024-01-15T04:00:00+00:00
42,591.77
45.34
-12.311
0.782
0.473
0.738
-0.788
0.028
-0.111
-0.428
0.028
27.76
52
4
TIMEOUT
-0.062
6
TIMEOUT
0.169
8
TIMEOUT
-0.162
12
TIMEOUT
0.865
16
TIMEOUT
0.496
24
BTCUSDT
1,705,294,800
2024-01-15T05:00:00+00:00
42,739.85
46.6
-12.006
0.794
0.483
1.099
-0.543
-0.024
0.273
-0.088
-0.024
28.56
52
5
TIMEOUT
-0.098
6
TIMEOUT
0.264
8
TIMEOUT
-0.101
12
TIMEOUT
-0.056
16
TIMEOUT
0.079
24
End of preview.

Crypto Trading Bot - Datasets

Datasets de OHLCV y features generados para entrenar los modelos del proyecto crypto_bot.

Contenido

Archivo Tamaño Descripción
data_extended.db 3.5 GB SQLite con 4.6M klines de los TOP 20 pares (timeframe 5min, 2024-2026)
data_2026.db 901 MB SQLite con klines 2026 separados
features_extended.csv 2.0 GB Features de eventos (11,563 ventanas) ya extraídos
features_d.csv 43 MB Subset compacto de features para entrenar el Modelo D

Cómo descargar

from huggingface_hub import snapshot_download
snapshot_download(
    repo_id="jponfiru/crypto-trading-bot-data",
    repo_type="dataset",
    local_dir="model_d_training/state",
)

O usando el script incluido en el repo:

python scripts/download_datasets_from_hf.py

Esquema de data_extended.db

Tabla klines:

  • symbol (TEXT): par de trading, ej. BTCUSDT
  • timestamp (INTEGER): unix ms
  • open, high, low, close (REAL): precios
  • volume (REAL): volumen del par base
  • quote_volume (REAL): volumen en USDT
  • num_trades (INTEGER)
  • taker_buy_base, taker_buy_quote (REAL): volumen del lado comprador

Licencia

MIT — uso libre con atribución. Datos descargados de Binance Spot Public Data.

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