CoCalc -- credit-risk-meta.json

GitHub Repository: ibm/watson-machine-learning-samples
Path: blob/master/cpd3.5/models/spark/credit-risk/meta/credit-risk-meta.json
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{
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  "name": "Spark German Credit Risk Model",
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  "project_id": "...",
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  "space_id": "...",
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  "description": "Classifies person who take credit in bank to good or bad credit risk group.",
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  "type": "mllib_2.4",
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  "software_spec": {
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    "id": "390d21f8-e58b-4fac-9c55-d7ceda621326"
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  },
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  "pipeline": {
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    "id": "...",
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    "rev": "..."
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  },
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  "domain": "finance",
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  "training_data_references": [
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    {
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      "id": "training_data",
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      "type": "data_asset",
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      "connection": {},
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      "location": {
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        "href": "..."
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      },
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      "schema": {
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        "id": "training_schema",
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        "fields": [
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          {
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            "metadata": {},
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            "name": "CheckingStatus",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "CreditHistory",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanPurpose",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanAmount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "ExistingSavings",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "EmploymentDuration",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "InstallmentPercent",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Sex",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "OthersOnLoan",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "CurrentResidenceDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "OwnsProperty",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Age",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "InstallmentPlans",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Housing",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "ExistingCreditsCount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Job",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Dependents",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Telephone",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "ForeignWorker",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "target"
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            },
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            "name": "Risk",
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            "nullable": true,
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            "type": "string"
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          }
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        ]
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      }
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    }
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  ],
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  "schemas": {
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    "input": [
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      {
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        "id": "in_1",
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        "fields": [
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          {
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            "metadata": {},
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            "name": "CheckingStatus",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "CreditHistory",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanPurpose",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "LoanAmount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "ExistingSavings",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "EmploymentDuration",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "InstallmentPercent",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Sex",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "OthersOnLoan",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "CurrentResidenceDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "OwnsProperty",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Age",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "InstallmentPlans",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Housing",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "ExistingCreditsCount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Job",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "Dependents",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {},
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            "name": "Telephone",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {},
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            "name": "ForeignWorker",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "target"
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            },
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            "name": "Risk",
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            "nullable": true,
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            "type": "string"
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          }
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        ]
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      }
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    ],
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    "output": [
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      {
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        "id": "out_1",
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        "fields": [
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "CheckingStatus",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "LoanDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "CreditHistory",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "LoanPurpose",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "LoanAmount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "ExistingSavings",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "EmploymentDuration",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "InstallmentPercent",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "Sex",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "OthersOnLoan",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "CurrentResidenceDuration",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "OwnsProperty",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "Age",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "InstallmentPlans",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "Housing",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "ExistingCreditsCount",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "Job",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "feature"
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            },
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            "name": "Dependents",
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            "nullable": true,
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            "type": "integer"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "Telephone",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "measure": "discrete",
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              "modeling_role": "feature"
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            },
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            "name": "ForeignWorker",
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            "nullable": true,
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            "type": "string"
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          },
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          {
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            "metadata": {
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              "modeling_role": "probability"
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            },
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            "name": "probability",
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            "nullable": true,
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            "type": {
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              "containsNull": true,
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              "elementType": "double",
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              "type": "array"
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            }
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          },
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          {
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            "metadata": {},
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            "name": "prediction",
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            "nullable": true,
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            "type": "double"
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          },
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          {
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            "metadata": {
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              "modeling_role": "prediction",
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              "values": [
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                "No Risk",
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                "Risk"
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              ]
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            },
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            "name": "predictedLabel",
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            "nullable": true,
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            "type": "string"
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          }
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        ]
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      }
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    ]
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  },
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  "label_column": "Risk",
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  "metrics": [
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    {
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      "timestamp": "2018-12-01T10:11:12Z",
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      "iteration": 2,
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      "ml_metrics": {
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        "roc_curve": 0.76
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      }
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    }
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  ]
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}
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