README.md

metadata

language:
  - en
license: other
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dataset_info:
  features:
    - name: symbol
      dtype: string
    - name: datetime
      dtype: string
    - name: market_impact
      dtype: float64
    - name: market_impact_percentage
      dtype: float64
    - name: percentage_shares
      dtype: float64
    - name: transaction_value
      dtype: float64
    - name: transaction_shares
      dtype: int64
    - name: days_to_file
      dtype: float64
    - name: row_number
      dtype: int64
    - name: cumulative_market_impact
      dtype: float64
    - name: relative_transaction_size
      dtype: float64
    - name: holding_period
      dtype: float64
    - name: sale_to_purchase_ratio
      dtype: float64
    - name: holding_period_pert
      dtype: float64
    - name: sale_to_purchase_ratio_pert
      dtype: float64
    - name: derivative_nonderivative_value_abs_ratio
      dtype: float64
    - name: long_term_alignment_ratio_relativesize_abs_ratio
      dtype: float64
    - name: relative_transaction_size_pert
      dtype: float64
    - name: derivative_nonderivative_impact_abs_ratio
      dtype: float64
    - name: tenpercent_nintypercent_impactperc_net_ratio
      dtype: float64
    - name: none_to_manager_shares_net_ratio
      dtype: float64
    - name: tenpercent_nintypercent_percshares_abs_ratio
      dtype: float64
    - name: direct_indirect_value_net_ratio_pert
      dtype: float64
    - name: direct_indirect_insiderscore_abs_ratio
      dtype: float64
    - name: director_officer_impactperc_net_ratio
      dtype: float64
    - name: director_officer_shares_net_ratio
      dtype: float64
    - name: director_officer_occurrences_abs_ratio
      dtype: float64
    - name: both_to_all_value_net_ratio
      dtype: float64
    - name: both_to_all_percshares_abs_ratio
      dtype: float64
    - name: none_to_manager_percshares_abs_ratio
      dtype: float64
    - name: sale_purchase_ratio_impactperc_abs_ratio_pert
      dtype: float64
    - name: sale_purchase_ratio_insiderscore_abs_ratio
      dtype: float64
    - name: willing_acquisitions_ratio_occurrences_abs_ratio
      dtype: float64
    - name: liquidity_situation_ratio_impact_abs_ratio
      dtype: float64
    - name: liquidity_situation_ratio_percshares_abs_ratio
      dtype: float64
    - name: sale_press_impactperc_director_to_officer_net_ratio_pert
      dtype: float64
    - name: sale_press_shares_director_to_officer_net_ratio_pert
      dtype: float64
    - name: sale_press_impactperc_director_to_officer_abs_ratio_pert
      dtype: float64
    - name: sale_press_value_director_to_officer_abs_ratio
      dtype: float64
    - name: sale_press_impact_ten_ninety_net_ratio
      dtype: float64
    - name: sale_press_percshares_ten_ninety_net_ratio
      dtype: float64
    - name: sale_press_impact_ten_ninety_abs_ratio
      dtype: float64
    - name: sale_press_insiderscore_ten_ninety_abs_ratio
      dtype: float64
    - name: sale_press_impact_direct_to_indirect_net_ratio
      dtype: float64
    - name: sale_press_percshares_direct_to_indirect_net_ratio_pert
      dtype: float64
    - name: sale_press_impactperc_direct_to_indirect_abs_ratio_pert
      dtype: float64
    - name: sale_press_relativesize_direct_to_indirect_abs_ratio
      dtype: float64
    - name: row_number_pert
      dtype: float64
    - name: derivative_nonderivative_value_net_ratio_pert
      dtype: float64
    - name: derivative_nonderivative_occurrences_abs_ratio_pert
      dtype: float64
    - name: tenpercent_nintypercent_impact_net_ratio_pert
      dtype: float64
    - name: tenpercent_nintypercent_percshares_net_ratio_pert
      dtype: float64
    - name: tenpercent_nintypercent_value_net_ratio_pert
      dtype: float64
    - name: tenpercent_nintypercent_percshares_abs_ratio_pert
      dtype: float64
    - name: direct_indirect_percshares_abs_ratio_pert
      dtype: float64
    - name: director_officer_impact_net_ratio_pert
      dtype: float64
    - name: director_officer_percshares_abs_ratio_pert
      dtype: float64
    - name: both_to_all_impact_net_ratio_pert
      dtype: float64
    - name: both_to_all_percshares_abs_ratio_pert
      dtype: float64
    - name: none_to_manager_percshares_abs_ratio_pert
      dtype: float64
    - name: sale_purchase_ratio_value_abs_ratio_pert
      dtype: float64
    - name: willing_acquisitions_ratio_occurrences_abs_ratio_pert
      dtype: float64
    - name: long_term_alignment_ratio_occurrences_abs_ratio_pert
      dtype: float64
    - name: liquidity_situation_ratio_value_abs_ratio_pert
      dtype: float64
    - name: sale_press_relativesize_director_to_officer_abs_ratio_pert
      dtype: float64
    - name: sale_press_value_ten_ninety_net_ratio_pert
      dtype: float64
    - name: sale_press_impact_ten_ninety_abs_ratio_pert
      dtype: float64
    - name: sale_press_occurrences_ten_ninety_abs_ratio_pert
      dtype: float64
    - name: sale_press_impact_direct_to_indirect_net_ratio_pert
      dtype: float64
    - name: sale_press_occurrences_direct_to_indirect_abs_ratio_pert
      dtype: float64
    - name: flow_prediction
      dtype: float64

Dataset Information

Weekly Insider Trading Flow Prediction metrics sourced from SOV.AI. The dataset aggregates insider filings and market data to produce more than sixty features, including percentile-based flow predictions and detailed ownership dynamics.

• Coverage: 4,700+ US-listed tickers with insider trading activity (history back to 2008-12-30)
• Update cadence: Weekly (data refreshed each Friday after US market close)
• Highlights:
  • Market impact, transaction size, and filing delay metrics
  • Ownership concentration ratios across directors, officers, and large shareholders
  • Sales pressure diagnostics and variability ("pert") indicators
  • Machine learning-derived flow_prediction percentile output for insider trading flows

Data Source

Insider Flow Prediction feed.