Dataset Viewer
segment_0_price_std_zscore
float64 | segment_0_price_trend_zscore
float64 | segment_0_price_skew_zscore
float64 | segment_0_price_range_zscore
float64 | segment_0_vol_sum_abs_zscore
float64 | segment_0_vol_std_zscore
float64 | segment_0_vol_flow_zscore
float64 | segment_0_vwap_zscore
float64 | segment_0_weighted_volatility_zscore
float64 | segment_0_vol_price_corr_zscore
float64 | segment_0_energy_zscore
float64 | segment_0_flow_ratio_zscore
float64 | segment_0_imbalance_intensity_zscore
float64 | segment_0_vwap_diff_prev_zscore
float64 | segment_0_vwap_slope_ma5_zscore
float64 | segment_1_price_std_zscore
float64 | segment_1_price_trend_zscore
float64 | segment_1_price_skew_zscore
float64 | segment_1_price_range_zscore
float64 | segment_1_vol_sum_abs_zscore
float64 | segment_1_vol_std_zscore
float64 | segment_1_vol_flow_zscore
float64 | segment_1_vwap_zscore
float64 | segment_1_weighted_volatility_zscore
float64 | segment_1_vol_price_corr_zscore
float64 | segment_1_energy_zscore
float64 | segment_1_flow_ratio_zscore
float64 | segment_1_imbalance_intensity_zscore
float64 | segment_1_vwap_diff_prev_zscore
float64 | segment_1_vwap_slope_ma5_zscore
float64 | segment_2_price_std_zscore
float64 | segment_2_price_trend_zscore
float64 | segment_2_price_skew_zscore
float64 | segment_2_price_range_zscore
float64 | segment_2_vol_sum_abs_zscore
float64 | segment_2_vol_std_zscore
float64 | segment_2_vol_flow_zscore
float64 | segment_2_vwap_zscore
float64 | segment_2_weighted_volatility_zscore
float64 | segment_2_vol_price_corr_zscore
float64 | segment_2_energy_zscore
float64 | segment_2_flow_ratio_zscore
float64 | segment_2_imbalance_intensity_zscore
float64 | segment_2_vwap_diff_prev_zscore
float64 | segment_2_vwap_slope_ma5_zscore
float64 | segment_3_price_std_zscore
float64 | segment_3_price_trend_zscore
float64 | segment_3_price_skew_zscore
float64 | segment_3_price_range_zscore
float64 | segment_3_vol_sum_abs_zscore
float64 | segment_3_vol_std_zscore
float64 | segment_3_vol_flow_zscore
float64 | segment_3_vwap_zscore
float64 | segment_3_weighted_volatility_zscore
float64 | segment_3_vol_price_corr_zscore
float64 | segment_3_energy_zscore
float64 | segment_3_flow_ratio_zscore
float64 | segment_3_imbalance_intensity_zscore
float64 | segment_3_vwap_diff_prev_zscore
float64 | segment_3_vwap_slope_ma5_zscore
float64 | response_zscore_t1
float64 | market_id
string |
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End of preview. Expand
in Data Studio
Polymarket ML Dataset
数据集描述
Polymarket 时间序列预测数据集,用于训练 WaveNet 模型。
数据集结构
ml_dataset.parquet: 主数据集文件(Parquet格式)
- 特征维度: (n=4, m=1) 滑动窗口
- 15个因子特征
- 1个时间步预测标签
market_stats.csv: 市场统计信息
数据格式
特征列
segment_0_*到segment_3_*: 4个时间窗口的特征(每个窗口15个因子)- 共 60 个特征列
标签列
response_zscore_t1: 未来1个时间步的标准化响应值
使用示例
import pandas as pd
# 读取数据集
df = pd.read_parquet('ml_dataset.parquet')
# 查看数据形状
print(f"数据集大小: {len(df)} 条")
print(f"特征列数: {len([c for c in df.columns if c.startswith('segment_')])}")
print(f"标签列数: {len([c for c in df.columns if c.startswith('response_zscore_t')])}")
数据来源
- 来源: Polymarket 市场数据
- 处理时间: 2024-11-06
- 参数: n=4, m=1
许可证
MIT License
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