{
  "charts": [], 
  "checklists": {
    "checklists": []
  }, 
  "creationTag": {
    "lastModifiedBy": {
      "displayName": "Administrator", 
      "login": "admin"
    }, 
    "lastModifiedOn": 1430748977745, 
    "versionNumber": 0
  }, 
  "description": "## GOALS\n\n* Using navigational data gathered during the first purchase of customers, we predict the monthly revenue new customers will generate.\n\n## HOW WE PROCEED ?\n\n0. We [enrich the data](/projects/DKU_TSHIRTS/analysis/gPd2KlKo/script/#script) by adding a country column associated to the IP address.\n1. We construct [various models]((/projects/DKU_TSHIRTS/analysis/gPd2KlKo/ml/) to predict revenue based on historical data that we have previously processed.\n2.  the [best predictive model](/projects/DKU_TSHIRTS/analysis/gPd2KlKo/ml/p/60zKZeke/A-DKU_TSHIRTS-gPd2KlKo-60zKZeke-s4-pp1-m1/report/#variables_importance) is deployed for production in the [flow](/projects/DKU_TSHIRTS/flow/)\n3. The model will be [frequently updated](/projects/DKU_TSHIRTS/savedmodels/Vs6j4B8H/versions/) with the most recent data to get prediction that corresponds to latest customers trends.\n4. This updated model will then be used to [predict the monthly revenue on the new customers](/projects/DKU_TSHIRTS/datasets/revenue_prediction/explore/#filters).", 
  "inputDatasetSmartName": "web_history_prepared", 
  "name": "Predict revenue using historical navigational data on the web site", 
  "script": {
    "analysisColumnData": {}, 
    "charts": [], 
    "chartsEngine": "LINO", 
    "coloring": {
      "individualColumns": [], 
      "scheme": "MEANING_AND_STATUS", 
      "valueColoringMode": "HASH"
    }, 
    "columnsSelection": {
      "mode": "ALL"
    }, 
    "explorationFilters": [], 
    "explorationSampling": {
      "_refreshTrigger": 2, 
      "autoRefreshSample": false, 
      "selection": {
        "maxRecords": 30000, 
        "partitionSelectionMethod": "ALL", 
        "samplingMethod": "HEAD_SEQUENTIAL", 
        "targetRatio": 0.02
      }
    }, 
    "exploreUIParams": {
      "autoRefresh": true
    }, 
    "globalSearchQuery": "", 
    "previewMode": "ALL_ROWS", 
    "steps": [
      {
        "alwaysShowComment": false, 
        "disabled": false, 
        "metaType": "PROCESSOR", 
        "params": {
          "extract_city": false, 
          "extract_continentcode": false, 
          "extract_country": true, 
          "extract_countrycode": false, 
          "extract_countrycode3": false, 
          "extract_geopoint": false, 
          "extract_latlng": false, 
          "extract_postalcode": false, 
          "extract_region": false, 
          "extract_timezone": false, 
          "inCol": "ip", 
          "outColPrefix": "ip_"
        }, 
        "preview": false, 
        "type": "GeoIPResolver"
      }
    ], 
    "tags": [], 
    "vizSampling": {
      "_refreshTrigger": 0, 
      "autoRefreshSample": false
    }
  }, 
  "tags": [
    "Model creation", 
    "Model assessment", 
    "Features preparation"
  ], 
  "versionTag": {
    "lastModifiedBy": {
      "displayName": "Administrator", 
      "login": "admin"
    }, 
    "lastModifiedOn": 1458843388981, 
    "versionNumber": 21
  }
}