MysticQuant42's picture
Upload README.md with huggingface_hub
3971b9e verified
metadata
language:
  - en
license: other
extra_gated_prompt: >-
  To get access to this dataset, you must subscribe to Papers With Backtest. To
  subscribe, go to https://paperswithbacktest.com/ > Login > Choose Your Plan >
  Subscribe.
dataset_info:
  features:
    - name: symbol
      dtype: string
    - name: datetime
      dtype: string
    - name: source
      dtype: string
    - name: subsidiary
      dtype: string
    - name: sponsor
      dtype: string
    - name: class
      dtype: string
    - name: trial_id
      dtype: string
    - name: sponsor_study_id
      dtype: string
    - name: official_title
      dtype: string
    - name: brief_title
      dtype: string
    - name: lead_sponsor
      dtype: string
    - name: lead_sponsor_name
      dtype: string
    - name: sponsor_type
      dtype: string
    - name: lead_sponsor_type
      dtype: string
    - name: study_type
      dtype: string
    - name: phase_category
      dtype: string
    - name: enrollment_type
      dtype: string
    - name: enrollment_count
      dtype: int64
    - name: study_size_category
      dtype: string
    - name: healthy_volunteers
      dtype: bool
    - name: condition_keywords
      dtype: string
    - name: primary_condition
      dtype: string
    - name: intervention_type
      dtype: string
    - name: primary_intervention
      dtype: string
    - name: intervention_name
      dtype: string
    - name: intervention_arm_group_labels
      dtype: string
    - name: intervention_description
      dtype: string
    - name: has_data_monitoring_committee
      dtype: bool
    - name: responsible_party_investigator_affiliation
      dtype: string
    - name: responsible_party_investigator_title
      dtype: string
    - name: responsible_party_investigator_name
      dtype: string
    - name: first_posted_date
      dtype: string
    - name: last_update_posted_date
      dtype: string
    - name: start_date
      dtype: string
    - name: primary_completion_date
      dtype: string
    - name: study_completion_date
      dtype: string
    - name: study_locations_city
      dtype: string
    - name: study_locations_state
      dtype: string
    - name: study_locations_country
      dtype: string
    - name: study_locations_zip
      dtype: string
    - name: study_locations_facility
      dtype: string
    - name: study_locations_geopoint
      dtype: string
    - name: standard_age_groups
      dtype: string
    - name: sex
      dtype: string
    - name: minimum_age
      dtype: int64
    - name: maximum_age
      dtype: int64
    - name: overall_status
      dtype: string
    - name: status_category
      dtype: string
    - name: status_verified_date
      dtype: string
    - name: primary_outcomes_measures
      dtype: string
    - name: primary_outcomes_timeframes
      dtype: string
    - name: primary_outcomes_descriptions
      dtype: string
    - name: secondary_outcomes_measures
      dtype: string
    - name: secondary_outcomes_timeframes
      dtype: string
    - name: secondary_outcomes_descriptions
      dtype: string
    - name: has_results
      dtype: bool
    - name: conditions
      dtype: string
    - name: brief_summary
      dtype: string
    - name: detailed_description
      dtype: string
    - name: masking
      dtype: string
    - name: allocation
      dtype: string
    - name: intervention_model
      dtype: string
    - name: primary_purpose
      dtype: string
    - name: has_expanded_access
      dtype: bool
    - name: study_duration_days
      dtype: int64
    - name: trial_duration
      dtype: float64
    - name: references_type
      dtype: string
    - name: references_citation
      dtype: string
    - name: references_pmid
      dtype: string
    - name: collaborators_name
      dtype: string
    - name: collaborators_class
      dtype: string
    - name: ipd_sharing
      dtype: string
    - name: success_prediction
      dtype: float64
    - name: economic_effect
      dtype: float64
    - name: duration_prediction
      dtype: float64
    - name: success_composite
      dtype: float64

Dataset Information

Weekly clinical trial intelligence covering regulatory progress, sponsor metadata, and modelled outcomes, sourced from SOV.AI. Each row describes a single trial snapshot with rich metadata plus predictive scores for success, duration, and economic impact.

  • Coverage: Global clinical trials mapped to corporate tickers or sponsor labels
  • Update cadence: Weekly, with an average of 1,052 new trials added per week
  • Performance: Predictive models achieving 87% ROC-AUC on held-out validation data
  • Contents: Trial identifiers, sponsor information, design details, eligibility, outcomes, site geography, and SOV.AI predictive scores

Data Source

Data provided by SOV.AI. Access programmatically via:

import sovai as sov
df_clinical = sov.data("clinical/trials", full_history=True)

Notes

  • Date fields are normalised to ISO-8601 (YYYY-MM-DD).
  • Boolean columns use nullable boolean semantics to preserve missing values.
  • success_prediction, success_composite, and economic_effect are probabilistic or index scores between 0–1.
  • duration_prediction and trial_duration express durations in days.