{
  "task_name": "full_pipeline",
  "max_steps": 15,
  "expected_dtypes": {
    "age": "int",
    "salary": "int",
    "city": "str",
    "department": "str",
    "years_exp": "int",
    "rating": "float"
  },
  "required_features": [
    "age_group"
  ],
  "dataset": [
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      "age": 24,
      "salary": "42000",
      "city": "mumbai",
      "department": "engineering",
      "years_exp": 2,
      "rating": "3.6"
    },
    {
      "age": 27,
      "salary": "43600",
      "city": "Delhi",
      "department": "ENGINEERING",
      "years_exp": 4,
      "rating": "3.9"
    },
    {
      "age": 30,
      "salary": "not_available",
      "city": "Bangalore",
      "department": "Sales",
      "years_exp": 6,
      "rating": "4.2"
    },
    {
      "age": null,
      "salary": "46800",
      "city": "pune",
      "department": "sales",
      "years_exp": 8,
      "rating": "4.5"
    },
    {
      "age": 36,
      "salary": "47400",
      "city": "Chennai",
      "department": "MARKETING",
      "years_exp": 10,
      "rating": "3.6"
    },
    {
      "age": 39,
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      "city": "Hyderabad",
      "department": "Marketing",
      "years_exp": null,
      "rating": "3.9"
    },
    {
      "age": 42,
      "salary": "50600",
      "city": "Mumbai",
      "department": "finance",
      "years_exp": 14,
      "rating": "4.2"
    },
    {
      "age": 24,
      "salary": "52200",
      "city": "delhi",
      "department": "FINANCE",
      "years_exp": 16,
      "rating": null
    },
    {
      "age": 27,
      "salary": "52800",
      "city": "BANGALORE",
      "department": "Support",
      "years_exp": 18,
      "rating": "3.6"
    },
    {
      "age": 30,
      "salary": "54400",
      "city": "Pune",
      "department": "support",
      "years_exp": 3,
      "rating": "3.9"
    },
    {
      "age": 33,
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      "city": "chennai",
      "department": "OPERATIONS",
      "years_exp": 5,
      "rating": "4.2"
    },
    {
      "age": null,
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      "city": "HYDERABAD",
      "department": "Operations",
      "years_exp": 7,
      "rating": "4.5"
    },
    {
      "age": 39,
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      "city": "Mumbai",
      "department": "engineering",
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      "rating": "3.6"
    },
    {
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      "city": "delhi",
      "department": "ENGINEERING",
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      "rating": "3.9"
    },
    {
      "age": 24,
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      "city": "BANGALORE",
      "department": "Sales",
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      "rating": "4.2"
    },
    {
      "age": 27,
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      "city": "Pune",
      "department": "sales",
      "years_exp": 15,
      "rating": "4.5"
    },
    {
      "age": 30,
      "salary": "not_available",
      "city": "chennai",
      "department": "MARKETING",
      "years_exp": 17,
      "rating": "3.6"
    },
    {
      "age": 33,
      "salary": "65200",
      "city": "HYDERABAD",
      "department": "Marketing",
      "years_exp": 2,
      "rating": "3.9"
    },
    {
      "age": 36,
      "salary": "66800",
      "city": "Mumbai",
      "department": "finance",
      "years_exp": 4,
      "rating": null
    },
    {
      "age": null,
      "salary": "68400",
      "city": "delhi",
      "department": "FINANCE",
      "years_exp": 6,
      "rating": "4.5"
    },
    {
      "age": 42,
      "salary": "69000",
      "city": "BANGALORE",
      "department": "Support",
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      "rating": "3.6"
    },
    {
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      "city": "Pune",
      "department": "support",
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      "rating": "3.9"
    },
    {
      "age": 27,
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      "city": "chennai",
      "department": "OPERATIONS",
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      "rating": "4.2"
    },
    {
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      "city": "HYDERABAD",
      "department": "Operations",
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      "rating": "4.5"
    },
    {
      "age": 33,
      "salary": "not_available",
      "city": "Mumbai",
      "department": "engineering",
      "years_exp": 16,
      "rating": "3.6"
    },
    {
      "age": 36,
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      "city": "delhi",
      "department": "ENGINEERING",
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      "rating": "3.9"
    },
    {
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      "city": "BANGALORE",
      "department": "Sales",
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      "rating": "4.2"
    },
    {
      "age": null,
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      "city": "Pune",
      "department": "sales",
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      "rating": "4.5"
    },
    {
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      "rating": "3.6"
    },
    {
      "age": 27,
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      "city": "HYDERABAD",
      "department": "Marketing",
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      "rating": null
    },
    {
      "age": 31,
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      "city": "Mumbai",
      "department": "finance",
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      "rating": "4.2"
    },
    {
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      "city": "delhi",
      "department": "FINANCE",
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      "rating": "4.5"
    },
    {
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      "city": "BANGALORE",
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      "rating": "3.6"
    },
    {
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      "city": "Pune",
      "department": "support",
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      "rating": "3.9"
    },
    {
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      "city": "chennai",
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      "rating": "4.2"
    },
    {
      "age": null,
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      "city": "HYDERABAD",
      "department": "Operations",
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      "rating": "4.5"
    },
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      "city": "Mumbai",
      "department": "engineering",
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      "rating": "3.6"
    },
    {
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      "city": "delhi",
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      "rating": "3.9"
    },
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      "city": "BANGALORE",
      "department": "Sales",
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      "rating": "4.2"
    },
    {
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      "city": "Pune",
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      "rating": "4.5"
    },
    {
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      "city": "chennai",
      "department": "MARKETING",
      "years_exp": 14,
      "rating": null
    },
    {
      "age": 43,
      "salary": "97600",
      "city": "HYDERABAD",
      "department": "Marketing",
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      "rating": "3.9"
    },
    {
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      "city": "Mumbai",
      "department": "finance",
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      "rating": "4.2"
    },
    {
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      "department": "FINANCE",
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      "rating": "4.5"
    },
    {
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      "rating": "3.6"
    },
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      "city": "Pune",
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      "rating": "3.9"
    },
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    },
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      "rating": "4.5"
    },
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      "city": "Mumbai",
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      "rating": "3.6"
    },
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      "city": "delhi",
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    },
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      "city": "BANGALORE",
      "department": "Sales",
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      "rating": "4.2"
    },
    {
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      "city": "Pune",
      "department": "sales",
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      "rating": "4.5"
    },
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      "department": "MARKETING",
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      "rating": null
    },
    {
      "age": 37,
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      "city": "HYDERABAD",
      "department": "Marketing",
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      "rating": "3.9"
    },
    {
      "age": 40,
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    },
    {
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      "rating": "4.5"
    },
    {
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      "city": "BANGALORE",
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      "rating": "3.6"
    },
    {
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      "city": "Pune",
      "department": "support",
      "years_exp": 14,
      "rating": "3.9"
    },
    {
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      "rating": "4.2"
    },
    {
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    },
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      "rating": "3.6"
    },
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    },
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    },
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      "rating": "4.5"
    },
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    },
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      "rating": "3.9"
    },
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    },
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      "rating": "4.5"
    },
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      "city": "BANGALORE",
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    },
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      "rating": "3.9"
    },
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    },
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      "rating": "3.6"
    },
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    },
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      "city": "BANGALORE",
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    },
    {
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      "rating": "4.5"
    },
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    },
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    },
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    },
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      "rating": "4.5"
    },
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      "rating": "3.6"
    },
    {
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    },
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    },
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    },
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    },
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    },
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      "city": "BANGALORE",
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    },
    {
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      "rating": "4.5"
    },
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    },
    {
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      "city": "HYDERABAD",
      "department": "Marketing",
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      "rating": "3.9"
    },
    {
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      "city": "Mumbai",
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      "rating": null
    },
    {
      "age": 27,
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      "city": "delhi",
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      "rating": "4.5"
    },
    {
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      "rating": "3.6"
    },
    {
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    },
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    },
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      "rating": "4.5"
    },
    {
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      "rating": "3.6"
    },
    {
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      "rating": "4.5"
    },
    {
      "age": 41,
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      "city": "BANGALORE",
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      "rating": "3.6"
    },
    {
      "age": 32,
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      "department": "FINANCE",
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      "rating": "4.5"
    }
  ]
}