# ADAPTIVE DISCOUNTING
# First register your data to produce event streams
curl https://api.faraday.ai/datasets --header 'Authorization: Bearer $YOUR_API_TOKEN' --json '{
  "name": "Signup",
  "identity_sets": {
    "shipping": {...}
  },
  "options": {
    "type": "hosted_csv",
    "upload_directory": "signup_data_files"
  },
  "output_to_streams": {
    "signup": {
      "data_map": {
        "datetime": "created_at"
      },
      "value": "total"
    }
  }
}'

# Now organize your customer data into cohorts
curl https://api.faraday.ai/cohorts --header 'Authorization: Bearer $YOUR_API_TOKEN' --json '{
  "name": "Leads",
  "stream_name": "signup"
}'
# Next, declare your prediction objectives
# ⚠️ Uses prerelease features which may not work for your account: Forecast
curl https://api.faraday.ai/forecasts --header 'Authorization: Bearer $YOUR_API_TOKEN' --json '{
  "name": "Forecasted spend",
  "stream_name": "transaction",
  "stream_property_name": "value"
}'
# And finally complete your pipeline to deploy
curl https://api.faraday.ai/scopes --header 'Authorization: Bearer $YOUR_API_TOKEN' --json '{
  "name": "Adaptive discounting",
  "population": {
    "include": [
      "$LEADS_COHORT_ID"
    ]
  },
  "payload": {
    "forecast_ids": [
      "$FORECASTED_SPEND_FORECAST_ID"
    ]
  }
}';