demo.mock.json

{
  "nodes": [
    {
      "id": "2596e632",
      "name": "data_profiling_pandas",
      "tags": ["data-engineering", "eda"],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory", "factory.pandas_profiling"],
      "parameters": {
        "pandas_profiling.factory": {
          "config_report": { "title": "Shuttle Factory", "minimal": true },
          "profiling_dir": "data/base/use_cases/factory_demo/pandas_profiling/",
          "data_name": "factory"
        }
      }
    },
    {
      "id": "0e9ed868",
      "name": "params:pandas_profiling.factory",
      "tags": ["data-engineering", "eda"],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["pandas_profiling"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "73930ef2",
      "name": "factory_historic",
      "tags": ["pre-processing", "data-science", "eda", "data-engineering"],
      "pipelines": ["split", "pandas_profiling", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "raw",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "7a65da0d",
      "name": "data_profiling_pandas",
      "tags": ["data-engineering", "eda"],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out", "in_out.pandas_profiling"],
      "parameters": {
        "pandas_profiling.in_out": {
          "config_report": { "title": "Shuttle Factory", "minimal": true },
          "profiling_dir": "data/base/use_cases/factory_demo/pandas_profiling/",
          "data_name": "in_out"
        }
      }
    },
    {
      "id": "b5b5b6b2",
      "name": "params:pandas_profiling.in_out",
      "tags": ["data-engineering", "eda"],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["pandas_profiling"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "3f69a9b8",
      "name": "in_out_historic",
      "tags": [
        "pre-processing",
        "data-science",
        "eda",
        "visualisation",
        "reporting",
        "data-engineering"
      ],
      "pipelines": ["split", "pandas_profiling", "__default__", "eda"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "raw",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "95cd6bf9",
      "name": "correlation_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.in_out.correlation_plot": {
          "figsize": [16, 9],
          "title": "Model Feature Correlations",
          "mask": true,
          "method": "pearson"
        }
      }
    },
    {
      "id": "7f91c2cc",
      "name": "params:eda.in_out.correlation_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda", "eda.in_out"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "6d337a84",
      "name": "correlation_plot",
      "tags": ["visualisation", "notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "845526ea",
      "name": "density_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.in_out.density_plot": {
          "figsize": [16, 9],
          "title": "In / Out Density",
          "columns": ["inp_quantity", "outp_quantity"]
        }
      }
    },
    {
      "id": "3d29088c",
      "name": "params:eda.in_out.density_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda", "eda.in_out"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "05877538",
      "name": "density_plot",
      "tags": ["visualisation", "notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "16cae681",
      "name": "box_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.in_out.box_plot": {
          "figsize": [16, 9],
          "title": "Output Quantity",
          "subtitle": "Shown by Copper Content",
          "x_label": "Copper Content",
          "y_label": "Output Quantity",
          "column": "outp_quantity",
          "by": { "column": "cu_content", "bins": 5 }
        }
      }
    },
    {
      "id": "3526f0b5",
      "name": "params:eda.in_out.box_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda", "eda.in_out"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "54e2783c",
      "name": "box_plot",
      "tags": ["visualisation", "notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "ddc6c97b",
      "name": "scatter_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.in_out.scatter_plot": {
          "figsize": [16, 9],
          "title": "In / Out Quantity",
          "x_col": "inp_quantity",
          "y_col": "outp_quantity",
          "color_col": "cu_content"
        }
      }
    },
    {
      "id": "bf1ae95c",
      "name": "params:eda.in_out.scatter_plot",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda", "eda.in_out"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "ee95fd1e",
      "name": "scatter_plot",
      "tags": ["visualisation", "notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "3464b488",
      "name": "eda.generate_pdf",
      "tags": ["reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.pdf": {
          "output_path": "data/base/use_cases/factory_demo/eda",
          "report_name": "eda",
          "timestamp": true,
          "title": "EDA Report",
          "author": "Shuttle Factory",
          "subject": "Shuttle Factory EDA Report"
        }
      }
    },
    {
      "id": "47800056",
      "name": "params:eda.pdf",
      "tags": ["reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "a624849b",
      "name": "eda.generate_notebook",
      "tags": ["notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {
        "eda.notebook": {
          "output_file": "data/base/use_cases/factory_demo/eda/eda.ipynb",
          "title": "EDA Report",
          "author": "Shuttle Factory",
          "subject": "Shuttle Factory EDA Report"
        }
      }
    },
    {
      "id": "98b533a3",
      "name": "params:eda.notebook",
      "tags": ["notebooks", "reporting"],
      "pipelines": ["__default__", "eda"],
      "type": "parameters",
      "modular_pipelines": ["eda"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "ff79c0d9",
      "name": "split_data",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["split", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory", "factory.split"],
      "parameters": {
        "split.factory": {
          "type": "frac",
          "train_split_fract": 0.9,
          "datetime_val": "2001-04-26T03:59:59",
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "ca959a2d",
      "name": "params:split.factory",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["split", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["split"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "12ee06f3",
      "name": "factory_test",
      "tags": ["pre-processing", "data-eng", "data-science"],
      "pipelines": ["clean", "split", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "intermediate",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "d28f4db6",
      "name": "factory_train",
      "tags": ["pre-processing", "data-eng", "data-science"],
      "pipelines": ["clean", "split", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "intermediate",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "31fb7cc8",
      "name": "split_data",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["split", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out", "in_out.split"],
      "parameters": {
        "split.in_out": {
          "type": "frac",
          "train_split_fract": 0.9,
          "datetime_val": "2001-04-26T03:59:59",
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "778c88c9",
      "name": "params:split.in_out",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["split", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["split"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "62e203cf",
      "name": "in_out_test",
      "tags": ["pre-processing", "data-eng", "data-science"],
      "pipelines": ["clean", "split", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "intermediate",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "a771381b",
      "name": "in_out_train",
      "tags": ["pre-processing", "data-eng", "data-science"],
      "pipelines": ["clean", "split", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "intermediate",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "dec9c820",
      "name": "remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {}
    },
    {
      "id": "b83dff93",
      "name": "in_out_test.clean.remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "ec0ad2a0",
      "name": "remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {}
    },
    {
      "id": "861c59bf",
      "name": "factory_train.clean.remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "700b6aec",
      "name": "remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {}
    },
    {
      "id": "7a162ddc",
      "name": "in_out_train.clean.remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "f44bd53f",
      "name": "remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {}
    },
    {
      "id": "a99c5c0f",
      "name": "factory_test.clean.remove_null_columns",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "516628d2",
      "name": "unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "456488de",
      "name": "params:clean.factory",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "d9a62050",
      "name": "factory_test.clean.unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "a57429e5",
      "name": "unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "1f876261",
      "name": "params:clean.in_out",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "210adac8",
      "name": "in_out_train.clean.unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "c8f70ca9",
      "name": "unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "073606b6",
      "name": "factory_train.clean.unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "b99ee270",
      "name": "unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "3f156da8",
      "name": "in_out_test.clean.unify_timestamp_col_name",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "7397d2dc",
      "name": "set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "3a8062a5",
      "name": "factory_train.clean.set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "988261ac",
      "name": "set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "c81ae4f9",
      "name": "in_out_train.clean.set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "666587bd",
      "name": "set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "bf34f92f",
      "name": "in_out_test.clean.set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "fa4ebf1b",
      "name": "set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "514660c5",
      "name": "factory_test.clean.set_timezones",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "502829ed",
      "name": "round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "d02bfec9",
      "name": "factory_train.clean.round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "87d52565",
      "name": "round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "4d95b087",
      "name": "in_out_test.clean.round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "44bc2d21",
      "name": "round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "f8d4e465",
      "name": "in_out_train.clean.round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "24710762",
      "name": "round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "ef57a1fc",
      "name": "factory_test.clean.round_timestamps",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "9c13d89f",
      "name": "drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "0a1be393",
      "name": "in_out_train.clean.drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "f7082f22",
      "name": "drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "dec14f64",
      "name": "factory_train.clean.drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "ce9f17e7",
      "name": "drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "4bd93139",
      "name": "in_out_test.clean.drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "88c843ae",
      "name": "drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "ee508f00",
      "name": "factory_test.clean.drop_duplicates",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "b4716bd3",
      "name": "enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {}
    },
    {
      "id": "53578014",
      "name": "expert_input",
      "tags": [
        "imputation",
        "predictions",
        "data-eng",
        "visualisation",
        "optimisation",
        "recommendations",
        "data-science",
        "training",
        "reporting",
        "sensitivity"
      ],
      "pipelines": [
        "clean",
        "recommend",
        "recommend_sensitivity",
        "__default__",
        "impute_fit",
        "on_off_logic",
        "create_features",
        "train_model",
        "recommend_uplift_report",
        "impute_transform"
      ],
      "type": "data",
      "modular_pipelines": [],
      "layer": "raw",
      "dataset_type": "shuttle_factory.utilities.io.tag_dict_datasets.CustomCSVDataset"
    },
    {
      "id": "c3f72bfd",
      "name": "in_out_test.clean.enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "e3fadeda",
      "name": "enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {}
    },
    {
      "id": "a229cbdc",
      "name": "factory_test.clean.enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "8835772a",
      "name": "enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {}
    },
    {
      "id": "61ffca7f",
      "name": "factory_train.clean.enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "277dc1ee",
      "name": "enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {}
    },
    {
      "id": "2996dd8e",
      "name": "in_out_train.clean.enforce_schema",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "data",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "7d7e1704",
      "name": "remove_outlier",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "cf7dcb8f",
      "name": "factory_test_clean",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["clean", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "primary",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "893a3f7f",
      "name": "remove_outlier",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "d2fb21a0",
      "name": "in_out_train_clean",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["clean", "impute_fit", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "primary",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "b10165f4",
      "name": "remove_outlier",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.clean"],
      "parameters": {
        "clean.factory": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "time_col"
        }
      }
    },
    {
      "id": "6d5873ac",
      "name": "factory_train_clean",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["clean", "impute_fit", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "primary",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "93d3a479",
      "name": "remove_outlier",
      "tags": ["data-eng"],
      "pipelines": ["clean", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.clean"],
      "parameters": {
        "clean.in_out": {
          "outlier": "clip",
          "pipeline_timezone": "UTC",
          "timestamp": {
            "type": "timestamp",
            "timezone": "Etc/UTC",
            "format": "%Y-%m-%d %H:%M:%S"
          },
          "dedup": { "subset": ["timestamp"] },
          "round_timestamps": { "frequency": "1min" },
          "datetime_col": "status_time"
        }
      }
    },
    {
      "id": "63186f26",
      "name": "in_out_test_clean",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["clean", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "primary",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "7be9f72e",
      "name": "fit_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory", "factory.impute"],
      "parameters": {
        "impute.factory": { "class": "sklearn.impute.SimpleImputer" }
      }
    },
    {
      "id": "f38b4714",
      "name": "params:impute.factory",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["impute"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "1161a87b",
      "name": "factory_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "11a72273",
      "name": "fit_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out", "in_out.impute"],
      "parameters": {
        "impute.in_out": { "class": "sklearn.impute.SimpleImputer" }
      }
    },
    {
      "id": "5d57686d",
      "name": "params:impute.in_out",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["impute"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "5540a3fb",
      "name": "in_out_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_fit", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "22cfe9cd",
      "name": "transform_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_test", "in_out_test.impute"],
      "parameters": {}
    },
    {
      "id": "7178598e",
      "name": "in_out_test_imputed",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "create_features", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "2978a7f5",
      "name": "transform_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.impute"],
      "parameters": {}
    },
    {
      "id": "eefd807e",
      "name": "factory_test_imputed",
      "tags": ["recommendations", "imputation", "data-eng"],
      "pipelines": ["on_off_logic", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "72ac6e43",
      "name": "transform_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.impute"],
      "parameters": {}
    },
    {
      "id": "d7ff3fc5",
      "name": "factory_train_imputed",
      "tags": ["recommendations", "imputation", "data-eng"],
      "pipelines": ["on_off_logic", "impute_transform", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "1d7fffba",
      "name": "transform_numeric_imputer",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "__default__"],
      "type": "task",
      "modular_pipelines": ["in_out_train", "in_out_train.impute"],
      "parameters": {}
    },
    {
      "id": "f4cccc1a",
      "name": "in_out_train_imputed",
      "tags": ["imputation", "data-eng"],
      "pipelines": ["impute_transform", "create_features", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "fe81cbe2",
      "name": "generate_on_off_factory_b",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.on_off_logic"],
      "parameters": {
        "on_off_logic.factory.tags": {
          "tag_name": "factory_b_power",
          "output_tag_name": "on_off_factory_b",
          "power_threshold": 20,
          "minutes_in_window": 10,
          "depend_on_tag": "on_off_factory_a"
        }
      }
    },
    {
      "id": "0613286f",
      "name": "params:on_off_logic.factory.tags",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "parameters",
      "modular_pipelines": ["on_off_logic", "on_off_logic.factory"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "593a4f96",
      "name": "factory_test_with_derived_on_off_tags",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "690d415b",
      "name": "generate_on_off_factory_b",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.on_off_logic"],
      "parameters": {
        "on_off_logic.factory.tags": {
          "tag_name": "factory_b_power",
          "output_tag_name": "on_off_factory_b",
          "power_threshold": 20,
          "minutes_in_window": 10,
          "depend_on_tag": "on_off_factory_a"
        }
      }
    },
    {
      "id": "42d73649",
      "name": "factory_train_with_derived_on_off_tags",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "eb1aa767",
      "name": "set_off_equipment_to_zero",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_test", "factory_test.on_off_logic"],
      "parameters": {}
    },
    {
      "id": "2d3c0374",
      "name": "factory_test_with_off_equipment_to_zero",
      "tags": ["recommendations", "data-eng"],
      "pipelines": ["on_off_logic", "__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "4b7d240f",
      "name": "set_off_equipment_to_zero",
      "tags": ["recommendations"],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "task",
      "modular_pipelines": ["factory_train", "factory_train.on_off_logic"],
      "parameters": {}
    },
    {
      "id": "6ffb551a",
      "name": "factory_train_with_off_equipment_to_zero",
      "tags": ["recommendations", "data-eng"],
      "pipelines": ["on_off_logic", "__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "feature",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "a8bef9b5",
      "name": "create_time_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["test", "test.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "6ac1368f",
      "name": "params:create_features",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "parameters",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "0c78911d",
      "name": "test.create_features.time_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": ["test", "test.create_features"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "ed0ecc71",
      "name": "create_time_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["train", "train.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "e87168af",
      "name": "train.create_features.time_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": ["train", "train.create_features"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "906b727f",
      "name": "create_features_factory_train_with_off_equipment_to_zero",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["train", "train.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "614a4cd8",
      "name": "train.create_features.factory_train_with_off_equipment_to_zero.static_features",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [
        "train",
        "train.create_features",
        "train.create_features.factory_train_with_off_equipment_to_zero"
      ],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "74555d8b",
      "name": "create_features_in_out_train_imputed",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["train", "train.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "85d157bf",
      "name": "train.create_features.in_out_train_imputed.static_features",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [
        "train",
        "train.create_features",
        "train.create_features.in_out_train_imputed"
      ],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "aebdea6c",
      "name": "create_features_in_out_test_imputed",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["test", "test.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "a12a727e",
      "name": "test.create_features.in_out_test_imputed.static_features",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [
        "test",
        "test.create_features",
        "test.create_features.in_out_test_imputed"
      ],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "7d43885c",
      "name": "create_features_factory_test_with_off_equipment_to_zero",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["test", "test.create_features"],
      "parameters": {
        "create_features": {
          "pipeline_timezone": "UTC",
          "n_jobs": 6,
          "grid": {
            "frequency": "1H",
            "offset_start": "2H",
            "offset_end": "2H"
          }
        }
      }
    },
    {
      "id": "31cb9133",
      "name": "test.create_features.factory_test_with_off_equipment_to_zero.static_features",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [
        "test",
        "test.create_features",
        "test.create_features.factory_test_with_off_equipment_to_zero"
      ],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "35336154",
      "name": "merge_to_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["test", "test.create_features"],
      "parameters": {}
    },
    {
      "id": "ae9b6150",
      "name": "test_static_features_no_run_id",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "dd5a69ac",
      "name": "merge_to_grid",
      "tags": ["data-eng"],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["train", "train.create_features"],
      "parameters": {}
    },
    {
      "id": "a4d73089",
      "name": "train_static_features",
      "tags": [
        "pre-processing",
        "data-eng",
        "data-science",
        "training",
        "reporting"
      ],
      "pipelines": ["__default__", "create_features", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_input",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "2ea5719f",
      "name": "generate_run_id",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "task",
      "modular_pipelines": ["test", "test.create_features"],
      "parameters": {}
    },
    {
      "id": "94dd8ecd",
      "name": "test_static_features",
      "tags": [
        "reporting",
        "data-science",
        "visualisation",
        "optimisation",
        "sensitivity"
      ],
      "pipelines": [
        "recommend",
        "recommend_sensitivity",
        "__default__",
        "create_features",
        "recommend_uplift_report"
      ],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_input",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "602f06fc",
      "name": "split_data",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model.split": {
          "type": "frac",
          "train_split_fract": 0.7,
          "datetime_val": "2020-04-26T03:59:59",
          "datetime_col": "timestamp"
        }
      }
    },
    {
      "id": "048b398b",
      "name": "params:train_model.split",
      "tags": ["data-science", "pre-processing"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": ["train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "721854e3",
      "name": "train.train_model.test_set",
      "tags": ["pre-processing", "predictions", "data-science"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": ["train", "train.train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "2e97b838",
      "name": "train.train_model.train_set",
      "tags": ["pre-processing", "predictions", "data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": ["train", "train.train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "0bc424f4",
      "name": "load_regressor",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model.features": "model_feature",
        "train_model.feature_selection": [
          {
            "class": "sklearn.feature_selection.SelectKBest",
            "kwargs": {
              "score_func": "sklearn.feature_selection.mutual_info_regression",
              "k": 7
            },
            "name": "mutual_information_selector"
          },
          {
            "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
            "kwargs": { "n_random_features": 10 },
            "name": "negative_controls_selector"
          }
        ],
        "train_model.regressor": {
          "class": "xgboost.XGBRegressor",
          "kwargs": {
            "random_state": 42,
            "objective": "reg:squarederror",
            "n_estimators": 300,
            "n_jobs": 1
          }
        }
      }
    },
    {
      "id": "86b7300b",
      "name": "params:train_model.features",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": ["train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "843b0b03",
      "name": "params:train_model.feature_selection",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": ["train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "b633dd0b",
      "name": "params:train_model.regressor",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": ["train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "4faa7a1e",
      "name": "train.train_model.regressor",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": ["train", "train.train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "d89b2a45",
      "name": "add_transformers",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model": {
          "target": "model_target",
          "features": "model_feature",
          "split": {
            "type": "frac",
            "train_split_fract": 0.7,
            "datetime_val": "2020-04-26T03:59:59",
            "datetime_col": "timestamp"
          },
          "feature_selection": [
            {
              "class": "sklearn.feature_selection.SelectKBest",
              "kwargs": {
                "score_func": "sklearn.feature_selection.mutual_info_regression",
                "k": 7
              },
              "name": "mutual_information_selector"
            },
            {
              "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
              "kwargs": { "n_random_features": 10 },
              "name": "negative_controls_selector"
            }
          ],
          "regressor": {
            "class": "xgboost.XGBRegressor",
            "kwargs": {
              "random_state": 42,
              "objective": "reg:squarederror",
              "n_estimators": 300,
              "n_jobs": 1
            }
          },
          "cv": {
            "class": "sklearn.model_selection.KFold",
            "kwargs": { "n_splits": 3, "random_state": null }
          },
          "tuner": {
            "class": "sklearn.model_selection.GridSearchCV",
            "kwargs": {
              "n_jobs": -1,
              "refit": "mae",
              "verbose": true,
              "param_grid": {
                "regressor__max_depth": [2, 3, 5, 8],
                "regressor__learning_rate": [0.2, 0.1, 0.05],
                "regressor__colsample_bytree": [0.5, 1.0],
                "regressor__reg_lambda": [0.1, 1, 10]
              },
              "scoring": {
                "mae": "neg_mean_absolute_error",
                "rmse": "neg_root_mean_squared_error",
                "r2": "r2"
              }
            }
          },
          "xgb_tune": { "p_eval": 0.1, "early_stopping_rounds": 20 },
          "report": {
            "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
            "report_name": "performance_report",
            "timestamp": true,
            "title": "Model Performance Report",
            "author": "Shuttle Factory",
            "subject": "Shuttle Factory Performance Report",
            "shap": {
              "explainer": "shap.TreeExplainer",
              "kwargs": { "tree_limit": 250 }
            }
          }
        }
      }
    },
    {
      "id": "f8948258",
      "name": "params:train_model",
      "tags": ["predictions", "data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "fe300198",
      "name": "train.train_model.regressor_pipeline",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": ["train", "train.train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "e9c51d85",
      "name": "train_model",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model": {
          "target": "model_target",
          "features": "model_feature",
          "split": {
            "type": "frac",
            "train_split_fract": 0.7,
            "datetime_val": "2020-04-26T03:59:59",
            "datetime_col": "timestamp"
          },
          "feature_selection": [
            {
              "class": "sklearn.feature_selection.SelectKBest",
              "kwargs": {
                "score_func": "sklearn.feature_selection.mutual_info_regression",
                "k": 7
              },
              "name": "mutual_information_selector"
            },
            {
              "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
              "kwargs": { "n_random_features": 10 },
              "name": "negative_controls_selector"
            }
          ],
          "regressor": {
            "class": "xgboost.XGBRegressor",
            "kwargs": {
              "random_state": 42,
              "objective": "reg:squarederror",
              "n_estimators": 300,
              "n_jobs": 1
            }
          },
          "cv": {
            "class": "sklearn.model_selection.KFold",
            "kwargs": { "n_splits": 3, "random_state": null }
          },
          "tuner": {
            "class": "sklearn.model_selection.GridSearchCV",
            "kwargs": {
              "n_jobs": -1,
              "refit": "mae",
              "verbose": true,
              "param_grid": {
                "regressor__max_depth": [2, 3, 5, 8],
                "regressor__learning_rate": [0.2, 0.1, 0.05],
                "regressor__colsample_bytree": [0.5, 1.0],
                "regressor__reg_lambda": [0.1, 1, 10]
              },
              "scoring": {
                "mae": "neg_mean_absolute_error",
                "rmse": "neg_root_mean_squared_error",
                "r2": "r2"
              }
            }
          },
          "xgb_tune": { "p_eval": 0.1, "early_stopping_rounds": 20 },
          "report": {
            "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
            "report_name": "performance_report",
            "timestamp": true,
            "title": "Model Performance Report",
            "author": "Shuttle Factory",
            "subject": "Shuttle Factory Performance Report",
            "shap": {
              "explainer": "shap.TreeExplainer",
              "kwargs": { "tree_limit": 250 }
            }
          }
        }
      }
    },
    {
      "id": "dc0abb8b",
      "name": "train_trainset_cv_results",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "10ce7f66",
      "name": "train_trainset_feature_importance",
      "tags": ["data-science", "training", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pandas.json_dataset.JSONDataset"
    },
    {
      "id": "e6c1e1d0",
      "name": "train_trainset_model",
      "tags": ["predictions", "data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "models",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "68d6f757",
      "name": "retrain_model",
      "tags": ["data-science", "training"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model": {
          "target": "model_target",
          "features": "model_feature",
          "split": {
            "type": "frac",
            "train_split_fract": 0.7,
            "datetime_val": "2020-04-26T03:59:59",
            "datetime_col": "timestamp"
          },
          "feature_selection": [
            {
              "class": "sklearn.feature_selection.SelectKBest",
              "kwargs": {
                "score_func": "sklearn.feature_selection.mutual_info_regression",
                "k": 7
              },
              "name": "mutual_information_selector"
            },
            {
              "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
              "kwargs": { "n_random_features": 10 },
              "name": "negative_controls_selector"
            }
          ],
          "regressor": {
            "class": "xgboost.XGBRegressor",
            "kwargs": {
              "random_state": 42,
              "objective": "reg:squarederror",
              "n_estimators": 300,
              "n_jobs": 1
            }
          },
          "cv": {
            "class": "sklearn.model_selection.KFold",
            "kwargs": { "n_splits": 3, "random_state": null }
          },
          "tuner": {
            "class": "sklearn.model_selection.GridSearchCV",
            "kwargs": {
              "n_jobs": -1,
              "refit": "mae",
              "verbose": true,
              "param_grid": {
                "regressor__max_depth": [2, 3, 5, 8],
                "regressor__learning_rate": [0.2, 0.1, 0.05],
                "regressor__colsample_bytree": [0.5, 1.0],
                "regressor__reg_lambda": [0.1, 1, 10]
              },
              "scoring": {
                "mae": "neg_mean_absolute_error",
                "rmse": "neg_root_mean_squared_error",
                "r2": "r2"
              }
            }
          },
          "xgb_tune": { "p_eval": 0.1, "early_stopping_rounds": 20 },
          "report": {
            "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
            "report_name": "performance_report",
            "timestamp": true,
            "title": "Model Performance Report",
            "author": "Shuttle Factory",
            "subject": "Shuttle Factory Performance Report",
            "shap": {
              "explainer": "shap.TreeExplainer",
              "kwargs": { "tree_limit": 250 }
            }
          }
        }
      }
    },
    {
      "id": "f23452a4",
      "name": "train_model",
      "tags": [
        "visualisation",
        "data-science",
        "training",
        "reporting",
        "sensitivity"
      ],
      "pipelines": [
        "recommend",
        "recommend_sensitivity",
        "__default__",
        "train_model"
      ],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "089a8e9a",
      "name": "create_train_predictions",
      "tags": ["data-science", "predictions"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model": {
          "target": "model_target",
          "features": "model_feature",
          "split": {
            "type": "frac",
            "train_split_fract": 0.7,
            "datetime_val": "2020-04-26T03:59:59",
            "datetime_col": "timestamp"
          },
          "feature_selection": [
            {
              "class": "sklearn.feature_selection.SelectKBest",
              "kwargs": {
                "score_func": "sklearn.feature_selection.mutual_info_regression",
                "k": 7
              },
              "name": "mutual_information_selector"
            },
            {
              "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
              "kwargs": { "n_random_features": 10 },
              "name": "negative_controls_selector"
            }
          ],
          "regressor": {
            "class": "xgboost.XGBRegressor",
            "kwargs": {
              "random_state": 42,
              "objective": "reg:squarederror",
              "n_estimators": 300,
              "n_jobs": 1
            }
          },
          "cv": {
            "class": "sklearn.model_selection.KFold",
            "kwargs": { "n_splits": 3, "random_state": null }
          },
          "tuner": {
            "class": "sklearn.model_selection.GridSearchCV",
            "kwargs": {
              "n_jobs": -1,
              "refit": "mae",
              "verbose": true,
              "param_grid": {
                "regressor__max_depth": [2, 3, 5, 8],
                "regressor__learning_rate": [0.2, 0.1, 0.05],
                "regressor__colsample_bytree": [0.5, 1.0],
                "regressor__reg_lambda": [0.1, 1, 10]
              },
              "scoring": {
                "mae": "neg_mean_absolute_error",
                "rmse": "neg_root_mean_squared_error",
                "r2": "r2"
              }
            }
          },
          "xgb_tune": { "p_eval": 0.1, "early_stopping_rounds": 20 },
          "report": {
            "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
            "report_name": "performance_report",
            "timestamp": true,
            "title": "Model Performance Report",
            "author": "Shuttle Factory",
            "subject": "Shuttle Factory Performance Report",
            "shap": {
              "explainer": "shap.TreeExplainer",
              "kwargs": { "tree_limit": 250 }
            }
          }
        }
      }
    },
    {
      "id": "c9058d39",
      "name": "train_trainset_metrics",
      "tags": ["predictions", "data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "9a97cfe0",
      "name": "train_trainset_predictions",
      "tags": ["predictions", "data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "c0020a3e",
      "name": "create_test_predictions",
      "tags": ["data-science", "predictions"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model": {
          "target": "model_target",
          "features": "model_feature",
          "split": {
            "type": "frac",
            "train_split_fract": 0.7,
            "datetime_val": "2020-04-26T03:59:59",
            "datetime_col": "timestamp"
          },
          "feature_selection": [
            {
              "class": "sklearn.feature_selection.SelectKBest",
              "kwargs": {
                "score_func": "sklearn.feature_selection.mutual_info_regression",
                "k": 7
              },
              "name": "mutual_information_selector"
            },
            {
              "class": "shuttle_factory.utilities.core.transformers.feature_selection.SimpleNegControlSelector",
              "kwargs": { "n_random_features": 10 },
              "name": "negative_controls_selector"
            }
          ],
          "regressor": {
            "class": "xgboost.XGBRegressor",
            "kwargs": {
              "random_state": 42,
              "objective": "reg:squarederror",
              "n_estimators": 300,
              "n_jobs": 1
            }
          },
          "cv": {
            "class": "sklearn.model_selection.KFold",
            "kwargs": { "n_splits": 3, "random_state": null }
          },
          "tuner": {
            "class": "sklearn.model_selection.GridSearchCV",
            "kwargs": {
              "n_jobs": -1,
              "refit": "mae",
              "verbose": true,
              "param_grid": {
                "regressor__max_depth": [2, 3, 5, 8],
                "regressor__learning_rate": [0.2, 0.1, 0.05],
                "regressor__colsample_bytree": [0.5, 1.0],
                "regressor__reg_lambda": [0.1, 1, 10]
              },
              "scoring": {
                "mae": "neg_mean_absolute_error",
                "rmse": "neg_root_mean_squared_error",
                "r2": "r2"
              }
            }
          },
          "xgb_tune": { "p_eval": 0.1, "early_stopping_rounds": 20 },
          "report": {
            "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
            "report_name": "performance_report",
            "timestamp": true,
            "title": "Model Performance Report",
            "author": "Shuttle Factory",
            "subject": "Shuttle Factory Performance Report",
            "shap": {
              "explainer": "shap.TreeExplainer",
              "kwargs": { "tree_limit": 250 }
            }
          }
        }
      }
    },
    {
      "id": "320ef4e8",
      "name": "train_testset_metrics",
      "tags": ["data-science", "predictions"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "9b9921db",
      "name": "train_testset_predictions",
      "tags": ["predictions", "data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "c329efd1",
      "name": "generate_performance_report",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "task",
      "modular_pipelines": ["train", "train.train_model"],
      "parameters": {
        "train_model.report": {
          "output_path": "data/base/use_cases/factory_demo/train/08_reporting",
          "report_name": "performance_report",
          "timestamp": true,
          "title": "Model Performance Report",
          "author": "Shuttle Factory",
          "subject": "Shuttle Factory Performance Report",
          "shap": {
            "explainer": "shap.TreeExplainer",
            "kwargs": { "tree_limit": 250 }
          }
        }
      }
    },
    {
      "id": "b46c6fb9",
      "name": "params:train_model.report",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "parameters",
      "modular_pipelines": ["train_model"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "b7bde39a",
      "name": "train_report_figures",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "train_model"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "ae98f5f5",
      "name": "bulk_optimize",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["recommend", "__default__"],
      "type": "task",
      "modular_pipelines": ["recommend"],
      "parameters": {
        "recommend": {
          "solver": {
            "class": "shuttle_factory.optimizer.solvers.DifferentialEvolutionSolver",
            "kwargs": {
              "sense": "maximize",
              "seed": 0,
              "maxiter": 50,
              "mutation": [0.5, 1.0],
              "recombination": 0.7,
              "strategy": "best1bin"
            }
          },
          "stopper": {
            "class": "shuttle_factory.optimizer.stoppers.NoImprovementStopper",
            "kwargs": { "patience": 10, "sense": "maximize", "min_delta": 0.1 }
          },
          "n_jobs": 6,
          "objective_kwargs": {}
        }
      }
    },
    {
      "id": "ce869767",
      "name": "params:recommend",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["recommend", "__default__"],
      "type": "parameters",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "d407a8cf",
      "name": "test_metrics",
      "tags": ["visualisation", "reporting"],
      "pipelines": ["recommend", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "tracking.metrics_dataset.MetricsDataset"
    },
    {
      "id": "d1733133",
      "name": "create_bulk_result_tables",
      "tags": ["data-science", "optimisation"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "task",
      "modular_pipelines": ["uplift"],
      "parameters": {}
    },
    {
      "id": "e4821861",
      "name": "test_recommendations",
      "tags": ["data-science", "optimisation", "sensitivity"],
      "pipelines": [
        "recommend_sensitivity",
        "__default__",
        "recommend_uplift_report"
      ],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pandas.json_dataset.JSONDataset"
    },
    {
      "id": "b7c5a4e0",
      "name": "test_bulk_constraints",
      "tags": ["data-science", "optimisation", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "24c3ce33",
      "name": "test_bulk_ctrl",
      "tags": ["data-science", "optimisation", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "7ba4e963",
      "name": "test_bulk_output",
      "tags": ["data-science", "optimisation", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "70c65095",
      "name": "test_bulk_state",
      "tags": ["data-science", "optimisation", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pickle.pickle_dataset.PickleDataset"
    },
    {
      "id": "55758695",
      "name": "create_bulk_report",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "task",
      "modular_pipelines": ["uplift"],
      "parameters": {}
    },
    {
      "id": "d3f3241a",
      "name": "test_bulk_report",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "model_output",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "bf435119",
      "name": "uplift_report_results",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "task",
      "modular_pipelines": ["uplift"],
      "parameters": {
        "uplift.pdf": {
          "output_path": "data/base/use_cases/factory_demo/test/08_reporting/",
          "report_name": "uplift_report",
          "timestamp": true,
          "title": "Uplift Report",
          "author": "Shuttle Factory",
          "subject": "Shuttle Factory Uplift Report"
        }
      }
    },
    {
      "id": "c58671fa",
      "name": "params:uplift.pdf",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "parameters",
      "modular_pipelines": ["uplift"],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "19040e7c",
      "name": "uplift_report_figures",
      "tags": ["data-science", "reporting"],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "plotly.plotly_dataset.PlotlyDataset"
    },
    {
      "id": "0298a817",
      "name": "generate_sensitivity_data",
      "tags": ["data-science", "sensitivity"],
      "pipelines": ["recommend_sensitivity", "__default__"],
      "type": "task",
      "modular_pipelines": ["sensitivity"],
      "parameters": {
        "recommend_sensitivity": {
          "n_points": 25,
          "unique_ids": ["run_id", "timestamp"],
          "objective_kwargs": {},
          "sensitivity_app_data_mapping": {
            "expert_input": "expert_input",
            "features": "test_static_features",
            "model": "train_trainset_model",
            "recs": "test_recommendations",
            "sensitivity_data": "test_sensitivity_plot_df",
            "timestamp_col": "timestamp"
          }
        }
      }
    },
    {
      "id": "6fd8074d",
      "name": "params:recommend_sensitivity",
      "tags": ["data-science", "sensitivity"],
      "pipelines": ["recommend_sensitivity", "__default__"],
      "type": "parameters",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "9eb96a09",
      "name": "test_sensitivity_plot_df",
      "tags": ["data-science", "sensitivity"],
      "pipelines": ["recommend_sensitivity", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "f8e6b6f3",
      "name": "Apply Types",
      "tags": ["transcoding"],
      "pipelines": ["transcoding_demo", "__default__"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {}
    },
    {
      "id": "3db9b130",
      "name": "in_out_recent",
      "tags": ["transcoding"],
      "pipelines": ["transcoding_demo", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "raw",
      "dataset_type": "pandas.csv_dataset.CSVDataset"
    },
    {
      "id": "6526dd55",
      "name": "in_out_recent_clean",
      "tags": ["transcoding"],
      "pipelines": ["transcoding_demo", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "d6744468",
      "name": "Filter Rows",
      "tags": ["transcoding"],
      "pipelines": ["transcoding_demo", "__default__"],
      "type": "task",
      "modular_pipelines": [],
      "parameters": {}
    },
    {
      "id": "71a945b5",
      "name": "in_out_recent_filtered",
      "tags": ["transcoding"],
      "pipelines": ["transcoding_demo", "__default__"],
      "type": "data",
      "modular_pipelines": [],
      "layer": "primary",
      "dataset_type": "pandas.parquet_dataset.ParquetDataset"
    },
    {
      "id": "factory.pandas_profiling",
      "name": "factory.pandas_profiling",
      "tags": [],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory",
      "name": "factory",
      "tags": [],
      "pipelines": ["__default__", "impute_fit", "split", "pandas_profiling"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out.pandas_profiling",
      "name": "in_out.pandas_profiling",
      "tags": [],
      "pipelines": ["pandas_profiling", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out",
      "name": "in_out",
      "tags": [],
      "pipelines": ["__default__", "impute_fit", "split", "pandas_profiling"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory.split",
      "name": "factory.split",
      "tags": [],
      "pipelines": ["split", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out.split",
      "name": "in_out.split",
      "tags": [],
      "pipelines": ["split", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_test.clean",
      "name": "in_out_test.clean",
      "tags": [],
      "pipelines": ["clean", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_test",
      "name": "in_out_test",
      "tags": [],
      "pipelines": ["clean", "impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_train.clean",
      "name": "factory_train.clean",
      "tags": [],
      "pipelines": ["clean", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_train",
      "name": "factory_train",
      "tags": [],
      "pipelines": ["clean", "__default__", "on_off_logic", "impute_transform"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_train.clean",
      "name": "in_out_train.clean",
      "tags": [],
      "pipelines": ["clean", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_train",
      "name": "in_out_train",
      "tags": [],
      "pipelines": ["clean", "impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_test.clean",
      "name": "factory_test.clean",
      "tags": [],
      "pipelines": ["clean", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_test",
      "name": "factory_test",
      "tags": [],
      "pipelines": ["clean", "__default__", "on_off_logic", "impute_transform"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory.impute",
      "name": "factory.impute",
      "tags": [],
      "pipelines": ["impute_fit", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out.impute",
      "name": "in_out.impute",
      "tags": [],
      "pipelines": ["impute_fit", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_test.impute",
      "name": "in_out_test.impute",
      "tags": [],
      "pipelines": ["impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_test.impute",
      "name": "factory_test.impute",
      "tags": [],
      "pipelines": ["impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_train.impute",
      "name": "factory_train.impute",
      "tags": [],
      "pipelines": ["impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "in_out_train.impute",
      "name": "in_out_train.impute",
      "tags": [],
      "pipelines": ["impute_transform", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_test.on_off_logic",
      "name": "factory_test.on_off_logic",
      "tags": [],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "factory_train.on_off_logic",
      "name": "factory_train.on_off_logic",
      "tags": [],
      "pipelines": ["on_off_logic", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "test.create_features",
      "name": "test.create_features",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "test",
      "name": "test",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "train.create_features",
      "name": "train.create_features",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "train",
      "name": "train",
      "tags": [],
      "pipelines": ["__default__", "create_features", "train_model"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "train.create_features.factory_train_with_off_equipment_to_zero",
      "name": "train.create_features.factory_train_with_off_equipment_to_zero",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "train.create_features.in_out_train_imputed",
      "name": "train.create_features.in_out_train_imputed",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "test.create_features.in_out_test_imputed",
      "name": "test.create_features.in_out_test_imputed",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "test.create_features.factory_test_with_off_equipment_to_zero",
      "name": "test.create_features.factory_test_with_off_equipment_to_zero",
      "tags": [],
      "pipelines": ["__default__", "create_features"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "train.train_model",
      "name": "train.train_model",
      "tags": [],
      "pipelines": ["__default__", "train_model"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "recommend",
      "name": "recommend",
      "tags": [],
      "pipelines": ["recommend", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "uplift",
      "name": "uplift",
      "tags": [],
      "pipelines": ["__default__", "recommend_uplift_report"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    },
    {
      "id": "sensitivity",
      "name": "sensitivity",
      "tags": [],
      "pipelines": ["recommend_sensitivity", "__default__"],
      "type": "modularPipeline",
      "modular_pipelines": null,
      "layer": null,
      "dataset_type": null
    }
  ],
  "edges": [
    { "source": "6ac1368f", "target": "test.create_features" },
    { "source": "53578014", "target": "c329efd1" },
    { "source": "d28f4db6", "target": "factory_train" },
    { "source": "in_out_test.clean", "target": "63186f26" },
    { "source": "2d3c0374", "target": "test.create_features" },
    { "source": "ddc6c97b", "target": "ee95fd1e" },
    { "source": "55758695", "target": "d3f3241a" },
    { "source": "53578014", "target": "factory_train.on_off_logic" },
    { "source": "f8948258", "target": "e9c51d85" },
    { "source": "6d5873ac", "target": "1d7fffba" },
    { "source": "0e9ed868", "target": "2596e632" },
    { "source": "700b6aec", "target": "7a162ddc" },
    { "source": "70c65095", "target": "55758695" },
    { "source": "456488de", "target": "f7082f22" },
    { "source": "089a8e9a", "target": "9a97cfe0" },
    { "source": "53578014", "target": "test.create_features" },
    { "source": "53578014", "target": "d1733133" },
    { "source": "61ffca7f", "target": "b10165f4" },
    { "source": "3f156da8", "target": "666587bd" },
    { "source": "fe300198", "target": "e9c51d85" },
    { "source": "a4d73089", "target": "train.train_model" },
    { "source": "e4821861", "target": "uplift" },
    { "source": "dec14f64", "target": "8835772a" },
    { "source": "778c88c9", "target": "31fb7cc8" },
    { "source": "94dd8ecd", "target": "sensitivity" },
    { "source": "d3f3241a", "target": "bf435119" },
    { "source": "0613286f", "target": "fe81cbe2" },
    { "source": "53578014", "target": "factory_train.impute" },
    { "source": "d7ff3fc5", "target": "factory_train.on_off_logic" },
    { "source": "2e97b838", "target": "089a8e9a" },
    { "source": "53578014", "target": "4b7d240f" },
    { "source": "d1733133", "target": "7ba4e963" },
    { "source": "94dd8ecd", "target": "0298a817" },
    { "source": "ce9f17e7", "target": "4bd93139" },
    { "source": "1f876261", "target": "in_out_train" },
    { "source": "dec9c820", "target": "b83dff93" },
    { "source": "53578014", "target": "22cfe9cd" },
    { "source": "factory", "target": "d28f4db6" },
    { "source": "3f69a9b8", "target": "845526ea" },
    { "source": "f8e6b6f3", "target": "6526dd55" },
    { "source": "988261ac", "target": "c81ae4f9" },
    { "source": "f8d4e465", "target": "9c13d89f" },
    { "source": "6d5873ac", "target": "factory_test" },
    { "source": "277dc1ee", "target": "2996dd8e" },
    { "source": "6ac1368f", "target": "ed0ecc71" },
    { "source": "456488de", "target": "factory_train.clean" },
    { "source": "ff79c0d9", "target": "d28f4db6" },
    { "source": "53578014", "target": "in_out_test.impute" },
    { "source": "31fb7cc8", "target": "a771381b" },
    { "source": "f8948258", "target": "68d6f757" },
    { "source": "in_out", "target": "a771381b" },
    { "source": "54e2783c", "target": "3464b488" },
    { "source": "53578014", "target": "7d7e1704" },
    { "source": "11a72273", "target": "5540a3fb" },
    { "source": "ce869767", "target": "ae98f5f5" },
    { "source": "train", "target": "b7bde39a" },
    { "source": "53578014", "target": "11a72273" },
    { "source": "train.train_model", "target": "b7bde39a" },
    { "source": "502829ed", "target": "d02bfec9" },
    { "source": "0c78911d", "target": "7d43885c" },
    { "source": "f4cccc1a", "target": "train.create_features" },
    { "source": "ce869767", "target": "recommend" },
    { "source": "73930ef2", "target": "2596e632" },
    { "source": "d1733133", "target": "b7c5a4e0" },
    { "source": "53578014", "target": "7be9f72e" },
    { "source": "ca959a2d", "target": "ff79c0d9" },
    { "source": "c0020a3e", "target": "9b9921db" },
    { "source": "d89b2a45", "target": "fe300198" },
    { "source": "ee95fd1e", "target": "a624849b" },
    { "source": "fa4ebf1b", "target": "514660c5" },
    { "source": "53578014", "target": "factory" },
    { "source": "a12a727e", "target": "35336154" },
    { "source": "d2fb21a0", "target": "11a72273" },
    { "source": "8835772a", "target": "61ffca7f" },
    { "source": "73930ef2", "target": "ff79c0d9" },
    { "source": "fe81cbe2", "target": "593a4f96" },
    { "source": "9a97cfe0", "target": "c329efd1" },
    { "source": "74555d8b", "target": "85d157bf" },
    { "source": "factory_train.clean", "target": "6d5873ac" },
    { "source": "53578014", "target": "d89b2a45" },
    { "source": "a4d73089", "target": "68d6f757" },
    { "source": "94dd8ecd", "target": "55758695" },
    { "source": "b7c5a4e0", "target": "55758695" },
    { "source": "1f876261", "target": "in_out_test.clean" },
    { "source": "a771381b", "target": "in_out_train" },
    { "source": "f38b4714", "target": "7be9f72e" },
    { "source": "f38b4714", "target": "factory" },
    { "source": "b5b5b6b2", "target": "7a65da0d" },
    { "source": "e9c51d85", "target": "dc0abb8b" },
    { "source": "e9c51d85", "target": "10ce7f66" },
    { "source": "b46c6fb9", "target": "c329efd1" },
    { "source": "e4821861", "target": "sensitivity" },
    { "source": "0613286f", "target": "factory_test.on_off_logic" },
    { "source": "456488de", "target": "88c843ae" },
    { "source": "048b398b", "target": "602f06fc" },
    { "source": "53578014", "target": "089a8e9a" },
    { "source": "factory_test.on_off_logic", "target": "2d3c0374" },
    { "source": "53578014", "target": "2978a7f5" },
    { "source": "93d3a479", "target": "63186f26" },
    { "source": "cf7dcb8f", "target": "2978a7f5" },
    { "source": "f8948258", "target": "train" },
    { "source": "048b398b", "target": "train" },
    { "source": "e4821861", "target": "0298a817" },
    { "source": "1161a87b", "target": "factory_test" },
    { "source": "1d7fffba", "target": "f4cccc1a" },
    { "source": "53578014", "target": "uplift" },
    { "source": "d1733133", "target": "70c65095" },
    { "source": "ae98f5f5", "target": "d407a8cf" },
    { "source": "53578014", "target": "1d7fffba" },
    { "source": "2ea5719f", "target": "94dd8ecd" },
    { "source": "843b0b03", "target": "train" },
    { "source": "53578014", "target": "in_out.impute" },
    { "source": "d1733133", "target": "24c3ce33" },
    { "source": "sensitivity", "target": "9eb96a09" },
    { "source": "53578014", "target": "ae98f5f5" },
    { "source": "d7ff3fc5", "target": "690d415b" },
    { "source": "1161a87b", "target": "factory_train" },
    { "source": "f8948258", "target": "train.train_model" },
    { "source": "d6744468", "target": "71a945b5" },
    { "source": "53578014", "target": "e3fadeda" },
    { "source": "53578014", "target": "recommend" },
    { "source": "b633dd0b", "target": "0bc424f4" },
    { "source": "5540a3fb", "target": "in_out_train.impute" },
    { "source": "073606b6", "target": "7397d2dc" },
    { "source": "53578014", "target": "72ac6e43" },
    { "source": "d2fb21a0", "target": "1d7fffba" },
    { "source": "62e203cf", "target": "in_out_test" },
    { "source": "d2fb21a0", "target": "in_out.impute" },
    { "source": "ae9b6150", "target": "2ea5719f" },
    { "source": "3f69a9b8", "target": "in_out.split" },
    { "source": "53578014", "target": "b4716bd3" },
    { "source": "d9a62050", "target": "fa4ebf1b" },
    { "source": "24710762", "target": "ef57a1fc" },
    { "source": "843b0b03", "target": "train.train_model" },
    { "source": "5d57686d", "target": "in_out" },
    { "source": "f8948258", "target": "c0020a3e" },
    { "source": "in_out_test.impute", "target": "7178598e" },
    { "source": "f23452a4", "target": "recommend" },
    { "source": "0bc424f4", "target": "4faa7a1e" },
    { "source": "f4cccc1a", "target": "ed0ecc71" },
    { "source": "53578014", "target": "in_out_train.clean" },
    { "source": "53578014", "target": "factory_train.clean" },
    { "source": "6d5873ac", "target": "factory.impute" },
    { "source": "b5b5b6b2", "target": "in_out.pandas_profiling" },
    { "source": "5540a3fb", "target": "in_out_train" },
    { "source": "6fd8074d", "target": "sensitivity" },
    { "source": "bf435119", "target": "19040e7c" },
    { "source": "3f69a9b8", "target": "in_out" },
    { "source": "31fb7cc8", "target": "62e203cf" },
    { "source": "in_out", "target": "62e203cf" },
    { "source": "12ee06f3", "target": "factory_test.clean" },
    { "source": "089a8e9a", "target": "c9058d39" },
    { "source": "6ac1368f", "target": "aebdea6c" },
    { "source": "d02bfec9", "target": "f7082f22" },
    { "source": "f23452a4", "target": "c329efd1" },
    { "source": "6fd8074d", "target": "0298a817" },
    { "source": "456488de", "target": "factory_test.clean" },
    { "source": "3f69a9b8", "target": "7a65da0d" },
    { "source": "6526dd55", "target": "d6744468" },
    { "source": "a8bef9b5", "target": "0c78911d" },
    { "source": "2e97b838", "target": "e9c51d85" },
    { "source": "456488de", "target": "b10165f4" },
    { "source": "22cfe9cd", "target": "7178598e" },
    { "source": "53578014", "target": "aebdea6c" },
    { "source": "7178598e", "target": "a8bef9b5" },
    { "source": "68d6f757", "target": "f23452a4" },
    { "source": "c58671fa", "target": "uplift" },
    { "source": "98b533a3", "target": "a624849b" },
    { "source": "53578014", "target": "277dc1ee" },
    { "source": "1f876261", "target": "ce9f17e7" },
    { "source": "2978a7f5", "target": "eefd807e" },
    { "source": "7d43885c", "target": "31cb9133" },
    { "source": "6d5873ac", "target": "in_out_train" },
    { "source": "53578014", "target": "in_out_test" },
    { "source": "c0020a3e", "target": "320ef4e8" },
    { "source": "in_out_train.clean", "target": "d2fb21a0" },
    { "source": "3db9b130", "target": "f8e6b6f3" },
    { "source": "12ee06f3", "target": "factory_test" },
    { "source": "factory_test", "target": "2d3c0374" },
    { "source": "train", "target": "320ef4e8" },
    { "source": "e3fadeda", "target": "a229cbdc" },
    { "source": "516628d2", "target": "d9a62050" },
    { "source": "86b7300b", "target": "0bc424f4" },
    { "source": "6ac1368f", "target": "906b727f" },
    { "source": "778c88c9", "target": "in_out.split" },
    { "source": "456488de", "target": "factory_test" },
    { "source": "53578014", "target": "sensitivity" },
    { "source": "85d157bf", "target": "dd5a69ac" },
    { "source": "b4716bd3", "target": "c3f72bfd" },
    { "source": "test.create_features", "target": "94dd8ecd" },
    { "source": "5540a3fb", "target": "22cfe9cd" },
    { "source": "53578014", "target": "893a3f7f" },
    { "source": "53578014", "target": "906b727f" },
    { "source": "44bc2d21", "target": "f8d4e465" },
    { "source": "1f876261", "target": "b99ee270" },
    { "source": "456488de", "target": "factory_train" },
    { "source": "53578014", "target": "0298a817" },
    { "source": "666587bd", "target": "bf34f92f" },
    { "source": "778c88c9", "target": "in_out" },
    { "source": "5540a3fb", "target": "in_out_test.impute" },
    { "source": "b10165f4", "target": "6d5873ac" },
    { "source": "e6c1e1d0", "target": "c0020a3e" },
    { "source": "3526f0b5", "target": "16cae681" },
    { "source": "4b7d240f", "target": "6ffb551a" },
    { "source": "35336154", "target": "ae9b6150" },
    { "source": "5d57686d", "target": "11a72273" },
    { "source": "f23452a4", "target": "sensitivity" },
    { "source": "e9c51d85", "target": "e6c1e1d0" },
    { "source": "3f69a9b8", "target": "ddc6c97b" },
    { "source": "aebdea6c", "target": "a12a727e" },
    { "source": "456488de", "target": "516628d2" },
    { "source": "e87168af", "target": "74555d8b" },
    { "source": "7178598e", "target": "test" },
    { "source": "f7082f22", "target": "dec14f64" },
    { "source": "456488de", "target": "502829ed" },
    { "source": "b83dff93", "target": "b99ee270" },
    { "source": "0613286f", "target": "690d415b" },
    { "source": "c9058d39", "target": "c329efd1" },
    { "source": "factory.split", "target": "d28f4db6" },
    { "source": "53578014", "target": "e9c51d85" },
    { "source": "b633dd0b", "target": "train.train_model" },
    { "source": "eb1aa767", "target": "2d3c0374" },
    { "source": "7be9f72e", "target": "1161a87b" },
    { "source": "2d3c0374", "target": "7d43885c" },
    { "source": "bf34f92f", "target": "87d52565" },
    { "source": "6d5873ac", "target": "factory_test.impute" },
    { "source": "7ba4e963", "target": "55758695" },
    { "source": "factory_test.clean", "target": "cf7dcb8f" },
    { "source": "53578014", "target": "bf435119" },
    { "source": "53578014", "target": "7d43885c" },
    { "source": "2d3c0374", "target": "test" },
    { "source": "ee508f00", "target": "e3fadeda" },
    { "source": "6d5873ac", "target": "in_out_test.impute" },
    { "source": "210adac8", "target": "988261ac" },
    { "source": "53578014", "target": "93d3a479" },
    { "source": "861c59bf", "target": "c8f70ca9" },
    { "source": "0a1be393", "target": "277dc1ee" },
    { "source": "a229cbdc", "target": "7d7e1704" },
    { "source": "6ffb551a", "target": "train" },
    { "source": "c8f70ca9", "target": "073606b6" },
    { "source": "train.create_features", "target": "a4d73089" },
    { "source": "53578014", "target": "55758695" },
    { "source": "in_out.impute", "target": "5540a3fb" },
    { "source": "42d73649", "target": "4b7d240f" },
    { "source": "e6c1e1d0", "target": "68d6f757" },
    { "source": "63186f26", "target": "in_out_test.impute" },
    { "source": "a4d73089", "target": "c329efd1" },
    { "source": "1f876261", "target": "9c13d89f" },
    { "source": "factory_train", "target": "6ffb551a" },
    { "source": "53578014", "target": "factory_test.clean" },
    { "source": "906b727f", "target": "614a4cd8" },
    { "source": "1f876261", "target": "a57429e5" },
    { "source": "7f91c2cc", "target": "95cd6bf9" },
    { "source": "6ffb551a", "target": "906b727f" },
    { "source": "53578014", "target": "b10165f4" },
    { "source": "53578014", "target": "68d6f757" },
    { "source": "721854e3", "target": "c0020a3e" },
    { "source": "0e9ed868", "target": "factory" },
    { "source": "c81ae4f9", "target": "44bc2d21" },
    { "source": "3f69a9b8", "target": "31fb7cc8" },
    { "source": "3f69a9b8", "target": "16cae681" },
    { "source": "6ac1368f", "target": "74555d8b" },
    { "source": "0613286f", "target": "factory_train.on_off_logic" },
    { "source": "3f69a9b8", "target": "95cd6bf9" },
    { "source": "c329efd1", "target": "b7bde39a" },
    { "source": "7d7e1704", "target": "cf7dcb8f" },
    { "source": "f23452a4", "target": "ae98f5f5" },
    { "source": "5d57686d", "target": "in_out.impute" },
    { "source": "e87168af", "target": "906b727f" },
    { "source": "5540a3fb", "target": "1d7fffba" },
    { "source": "73930ef2", "target": "factory.pandas_profiling" },
    { "source": "690d415b", "target": "42d73649" },
    { "source": "456488de", "target": "7397d2dc" },
    { "source": "ec0ad2a0", "target": "861c59bf" },
    { "source": "87d52565", "target": "4d95b087" },
    { "source": "53578014", "target": "74555d8b" },
    { "source": "7178598e", "target": "test.create_features" },
    { "source": "845526ea", "target": "05877538" },
    { "source": "0c78911d", "target": "aebdea6c" },
    { "source": "94dd8ecd", "target": "d1733133" },
    { "source": "62e203cf", "target": "in_out_test.clean" },
    { "source": "9c13d89f", "target": "0a1be393" },
    { "source": "53578014", "target": "in_out_train" },
    { "source": "6d337a84", "target": "a624849b" },
    { "source": "53578014", "target": "factory_test" },
    { "source": "7a162ddc", "target": "a57429e5" },
    { "source": "1f876261", "target": "666587bd" },
    { "source": "recommend", "target": "d407a8cf" },
    { "source": "1161a87b", "target": "factory_train.impute" },
    { "source": "6d5873ac", "target": "2978a7f5" },
    { "source": "c58671fa", "target": "bf435119" },
    { "source": "05877538", "target": "3464b488" },
    { "source": "a99c5c0f", "target": "516628d2" },
    { "source": "47800056", "target": "3464b488" },
    { "source": "in_out.split", "target": "a771381b" },
    { "source": "f8948258", "target": "d89b2a45" },
    { "source": "1161a87b", "target": "factory_test.impute" },
    { "source": "a57429e5", "target": "210adac8" },
    { "source": "ca959a2d", "target": "factory" },
    { "source": "53578014", "target": "factory_train" },
    { "source": "95cd6bf9", "target": "6d337a84" },
    { "source": "6d5873ac", "target": "in_out_train.impute" },
    { "source": "d28f4db6", "target": "ec0ad2a0" },
    { "source": "72ac6e43", "target": "d7ff3fc5" },
    { "source": "e87168af", "target": "dd5a69ac" },
    { "source": "6ac1368f", "target": "train" },
    { "source": "uplift", "target": "19040e7c" },
    { "source": "73930ef2", "target": "factory" },
    { "source": "factory_train.on_off_logic", "target": "6ffb551a" },
    { "source": "514660c5", "target": "24710762" },
    { "source": "602f06fc", "target": "2e97b838" },
    { "source": "train", "target": "dc0abb8b" },
    { "source": "53578014", "target": "train" },
    { "source": "53578014", "target": "8835772a" },
    { "source": "train.train_model", "target": "dc0abb8b" },
    { "source": "f8948258", "target": "089a8e9a" },
    { "source": "6ac1368f", "target": "a8bef9b5" },
    { "source": "6d5873ac", "target": "72ac6e43" },
    { "source": "factory_train.impute", "target": "d7ff3fc5" },
    { "source": "2d3c0374", "target": "a8bef9b5" },
    { "source": "eefd807e", "target": "fe81cbe2" },
    { "source": "456488de", "target": "fa4ebf1b" },
    { "source": "train.train_model", "target": "320ef4e8" },
    { "source": "1f876261", "target": "in_out_train.clean" },
    { "source": "test", "target": "94dd8ecd" },
    { "source": "53578014", "target": "in_out_test.clean" },
    { "source": "factory", "target": "12ee06f3" },
    { "source": "6ffb551a", "target": "train.create_features" },
    { "source": "5540a3fb", "target": "in_out_test" },
    { "source": "843b0b03", "target": "0bc424f4" },
    { "source": "1f876261", "target": "44bc2d21" },
    { "source": "ff79c0d9", "target": "12ee06f3" },
    { "source": "53578014", "target": "factory_test.impute" },
    { "source": "53578014", "target": "train.train_model" },
    { "source": "cf7dcb8f", "target": "factory_test.impute" },
    { "source": "7397d2dc", "target": "3a8062a5" },
    { "source": "b633dd0b", "target": "train" },
    { "source": "3f69a9b8", "target": "in_out.pandas_profiling" },
    { "source": "factory.impute", "target": "1161a87b" },
    { "source": "0298a817", "target": "9eb96a09" },
    { "source": "c3f72bfd", "target": "93d3a479" },
    { "source": "e4821861", "target": "d1733133" },
    { "source": "6d337a84", "target": "3464b488" },
    { "source": "factory", "target": "1161a87b" },
    { "source": "53578014", "target": "c0020a3e" },
    { "source": "f23452a4", "target": "0298a817" },
    { "source": "1161a87b", "target": "2978a7f5" },
    { "source": "7ba4e963", "target": "bf435119" },
    { "source": "ca959a2d", "target": "factory.split" },
    { "source": "6d5873ac", "target": "factory_train.impute" },
    { "source": "6ac1368f", "target": "7d43885c" },
    { "source": "factory_test.impute", "target": "eefd807e" },
    { "source": "05877538", "target": "a624849b" },
    { "source": "f4cccc1a", "target": "74555d8b" },
    { "source": "0e9ed868", "target": "factory.pandas_profiling" },
    { "source": "1f876261", "target": "in_out_test" },
    { "source": "24c3ce33", "target": "bf435119" },
    { "source": "6d5873ac", "target": "22cfe9cd" },
    { "source": "456488de", "target": "24710762" },
    { "source": "73930ef2", "target": "factory.split" },
    { "source": "4faa7a1e", "target": "d89b2a45" },
    { "source": "16cae681", "target": "54e2783c" },
    { "source": "6d5873ac", "target": "in_out_test" },
    { "source": "6ac1368f", "target": "test" },
    { "source": "factory.split", "target": "12ee06f3" },
    { "source": "24c3ce33", "target": "55758695" },
    { "source": "a771381b", "target": "in_out_train.clean" },
    { "source": "f44bd53f", "target": "a99c5c0f" },
    { "source": "63186f26", "target": "22cfe9cd" },
    { "source": "62e203cf", "target": "dec9c820" },
    { "source": "53578014", "target": "test" },
    { "source": "3a8062a5", "target": "502829ed" },
    { "source": "94dd8ecd", "target": "uplift" },
    { "source": "b5b5b6b2", "target": "in_out" },
    { "source": "e6c1e1d0", "target": "089a8e9a" },
    { "source": "1f876261", "target": "893a3f7f" },
    { "source": "456488de", "target": "7d7e1704" },
    { "source": "6d5873ac", "target": "7be9f72e" },
    { "source": "53578014", "target": "factory.impute" },
    { "source": "1161a87b", "target": "72ac6e43" },
    { "source": "94dd8ecd", "target": "ae98f5f5" },
    { "source": "88c843ae", "target": "ee508f00" },
    { "source": "4bd93139", "target": "b4716bd3" },
    { "source": "eefd807e", "target": "factory_test.on_off_logic" },
    { "source": "94dd8ecd", "target": "recommend" },
    { "source": "31cb9133", "target": "35336154" },
    { "source": "a771381b", "target": "700b6aec" },
    { "source": "in_out.split", "target": "62e203cf" },
    { "source": "6ac1368f", "target": "train.create_features" },
    { "source": "dd5a69ac", "target": "a4d73089" },
    { "source": "10ce7f66", "target": "c329efd1" },
    { "source": "f4cccc1a", "target": "train" },
    { "source": "53578014", "target": "eb1aa767" },
    { "source": "86b7300b", "target": "train" },
    { "source": "53578014", "target": "in_out_train.impute" },
    { "source": "53578014", "target": "train.create_features" },
    { "source": "ed0ecc71", "target": "e87168af" },
    { "source": "53578014", "target": "factory_test.on_off_logic" },
    { "source": "893a3f7f", "target": "d2fb21a0" },
    { "source": "in_out_test", "target": "7178598e" },
    { "source": "9b9921db", "target": "c329efd1" },
    { "source": "b46c6fb9", "target": "train" },
    { "source": "4d95b087", "target": "ce9f17e7" },
    { "source": "0613286f", "target": "factory_test" },
    { "source": "6ffb551a", "target": "ed0ecc71" },
    { "source": "ef57a1fc", "target": "88c843ae" },
    { "source": "1f876261", "target": "87d52565" },
    { "source": "54e2783c", "target": "a624849b" },
    { "source": "602f06fc", "target": "721854e3" },
    { "source": "f38b4714", "target": "factory.impute" },
    { "source": "12ee06f3", "target": "f44bd53f" },
    { "source": "593a4f96", "target": "eb1aa767" },
    { "source": "d28f4db6", "target": "factory_train.clean" },
    { "source": "53578014", "target": "in_out" },
    { "source": "456488de", "target": "c8f70ca9" },
    { "source": "048b398b", "target": "train.train_model" },
    { "source": "bf1ae95c", "target": "ddc6c97b" },
    { "source": "d2fb21a0", "target": "in_out_train.impute" },
    { "source": "in_out", "target": "5540a3fb" },
    { "source": "0613286f", "target": "factory_train" },
    { "source": "in_out_train.impute", "target": "f4cccc1a" },
    { "source": "86b7300b", "target": "train.train_model" },
    { "source": "1f876261", "target": "93d3a479" },
    { "source": "a4d73089", "target": "602f06fc" },
    { "source": "ee95fd1e", "target": "3464b488" },
    { "source": "614a4cd8", "target": "dd5a69ac" },
    { "source": "in_out_train", "target": "f4cccc1a" },
    { "source": "b46c6fb9", "target": "train.train_model" },
    { "source": "2996dd8e", "target": "893a3f7f" },
    { "source": "7178598e", "target": "aebdea6c" },
    { "source": "b99ee270", "target": "3f156da8" },
    { "source": "1f876261", "target": "988261ac" },
    { "source": "3d29088c", "target": "845526ea" },
    { "source": "0c78911d", "target": "35336154" }
  ],
  "layers": [
    "raw",
    "intermediate",
    "primary",
    "feature",
    "model_input",
    "models",
    "model_output"
  ],
  "tags": [
    { "id": "data-eng", "name": "data-eng" },
    { "id": "data-engineering", "name": "data-engineering" },
    { "id": "data-science", "name": "data-science" },
    { "id": "eda", "name": "eda" },
    { "id": "imputation", "name": "imputation" },
    { "id": "notebooks", "name": "notebooks" },
    { "id": "optimisation", "name": "optimisation" },
    { "id": "pre-processing", "name": "pre-processing" },
    { "id": "predictions", "name": "predictions" },
    { "id": "recommendations", "name": "recommendations" },
    { "id": "reporting", "name": "reporting" },
    { "id": "sensitivity", "name": "sensitivity" },
    { "id": "training", "name": "training" },
    { "id": "transcoding", "name": "transcoding" },
    { "id": "visualisation", "name": "visualisation" }
  ],
  "pipelines": [
    { "id": "pandas_profiling", "name": "pandas_profiling" },
    { "id": "eda", "name": "eda" },
    { "id": "split", "name": "split" },
    { "id": "clean", "name": "clean" },
    { "id": "impute_fit", "name": "impute_fit" },
    { "id": "impute_transform", "name": "impute_transform" },
    { "id": "on_off_logic", "name": "on_off_logic" },
    { "id": "create_features", "name": "create_features" },
    { "id": "train_model", "name": "train_model" },
    { "id": "recommend", "name": "recommend" },
    { "id": "recommend_uplift_report", "name": "recommend_uplift_report" },
    { "id": "recommend_sensitivity", "name": "recommend_sensitivity" },
    { "id": "transcoding_demo", "name": "transcoding_demo" },
    { "id": "__default__", "name": "__default__" }
  ],
  "modular_pipelines": {
    "__root__": {
      "id": "__root__",
      "name": "__root__",
      "inputs": [],
      "outputs": [],
      "children": [
        { "id": "63186f26", "type": "data" },
        { "id": "593a4f96", "type": "data" },
        { "id": "test", "type": "modularPipeline" },
        { "id": "f23452a4", "type": "data" },
        { "id": "d3f3241a", "type": "data" },
        { "id": "54e2783c", "type": "data" },
        { "id": "7ba4e963", "type": "data" },
        { "id": "6fd8074d", "type": "parameters" },
        { "id": "a624849b", "type": "task" },
        { "id": "a771381b", "type": "data" },
        { "id": "b7bde39a", "type": "data" },
        { "id": "sensitivity", "type": "modularPipeline" },
        { "id": "845526ea", "type": "task" },
        { "id": "24c3ce33", "type": "data" },
        { "id": "3f69a9b8", "type": "data" },
        { "id": "d7ff3fc5", "type": "data" },
        { "id": "73930ef2", "type": "data" },
        { "id": "d407a8cf", "type": "data" },
        { "id": "d28f4db6", "type": "data" },
        { "id": "6ffb551a", "type": "data" },
        { "id": "1f876261", "type": "parameters" },
        { "id": "778c88c9", "type": "parameters" },
        { "id": "9eb96a09", "type": "data" },
        { "id": "recommend", "type": "modularPipeline" },
        { "id": "320ef4e8", "type": "data" },
        { "id": "factory_train", "type": "modularPipeline" },
        { "id": "1161a87b", "type": "data" },
        { "id": "f8e6b6f3", "type": "task" },
        { "id": "86b7300b", "type": "parameters" },
        { "id": "in_out_test", "type": "modularPipeline" },
        { "id": "0e9ed868", "type": "parameters" },
        { "id": "b46c6fb9", "type": "parameters" },
        { "id": "5540a3fb", "type": "data" },
        { "id": "in_out_train", "type": "modularPipeline" },
        { "id": "3db9b130", "type": "data" },
        { "id": "7178598e", "type": "data" },
        { "id": "94dd8ecd", "type": "data" },
        { "id": "9b9921db", "type": "data" },
        { "id": "6ac1368f", "type": "parameters" },
        { "id": "b7c5a4e0", "type": "data" },
        { "id": "16cae681", "type": "task" },
        { "id": "train", "type": "modularPipeline" },
        { "id": "95cd6bf9", "type": "task" },
        { "id": "62e203cf", "type": "data" },
        { "id": "f8948258", "type": "parameters" },
        { "id": "048b398b", "type": "parameters" },
        { "id": "e6c1e1d0", "type": "data" },
        { "id": "ae9b6150", "type": "data" },
        { "id": "9a97cfe0", "type": "data" },
        { "id": "6526dd55", "type": "data" },
        { "id": "10ce7f66", "type": "data" },
        { "id": "05877538", "type": "data" },
        { "id": "456488de", "type": "parameters" },
        { "id": "ddc6c97b", "type": "task" },
        { "id": "uplift", "type": "modularPipeline" },
        { "id": "0613286f", "type": "parameters" },
        { "id": "5d57686d", "type": "parameters" },
        { "id": "843b0b03", "type": "parameters" },
        { "id": "ca959a2d", "type": "parameters" },
        { "id": "factory", "type": "modularPipeline" },
        { "id": "f4cccc1a", "type": "data" },
        { "id": "b633dd0b", "type": "parameters" },
        { "id": "71a945b5", "type": "data" },
        { "id": "3464b488", "type": "task" },
        { "id": "f38b4714", "type": "parameters" },
        { "id": "70c65095", "type": "data" },
        { "id": "in_out", "type": "modularPipeline" },
        { "id": "d2fb21a0", "type": "data" },
        { "id": "d6744468", "type": "task" },
        { "id": "ee95fd1e", "type": "data" },
        { "id": "2d3c0374", "type": "data" },
        { "id": "6d337a84", "type": "data" },
        { "id": "factory_test", "type": "modularPipeline" },
        { "id": "42d73649", "type": "data" },
        { "id": "ce869767", "type": "parameters" },
        { "id": "b5b5b6b2", "type": "parameters" },
        { "id": "53578014", "type": "data" },
        { "id": "c9058d39", "type": "data" },
        { "id": "6d5873ac", "type": "data" },
        { "id": "cf7dcb8f", "type": "data" },
        { "id": "a4d73089", "type": "data" },
        { "id": "19040e7c", "type": "data" },
        { "id": "12ee06f3", "type": "data" },
        { "id": "dc0abb8b", "type": "data" },
        { "id": "eefd807e", "type": "data" },
        { "id": "e4821861", "type": "data" }
      ]
    },
    "factory.pandas_profiling": {
      "id": "factory.pandas_profiling",
      "name": "factory.pandas_profiling",
      "inputs": ["73930ef2", "0e9ed868"],
      "outputs": [],
      "children": [{ "id": "2596e632", "type": "task" }]
    },
    "factory": {
      "id": "factory",
      "name": "factory",
      "inputs": [
        "ca959a2d",
        "6d5873ac",
        "73930ef2",
        "0e9ed868",
        "53578014",
        "f38b4714"
      ],
      "outputs": ["d28f4db6", "1161a87b", "12ee06f3"],
      "children": [
        { "id": "factory.split", "type": "modularPipeline" },
        { "id": "factory.impute", "type": "modularPipeline" },
        { "id": "factory.pandas_profiling", "type": "modularPipeline" }
      ]
    },
    "in_out.pandas_profiling": {
      "id": "in_out.pandas_profiling",
      "name": "in_out.pandas_profiling",
      "inputs": ["3f69a9b8", "b5b5b6b2"],
      "outputs": [],
      "children": [{ "id": "7a65da0d", "type": "task" }]
    },
    "in_out": {
      "id": "in_out",
      "name": "in_out",
      "inputs": [
        "b5b5b6b2",
        "d2fb21a0",
        "53578014",
        "778c88c9",
        "3f69a9b8",
        "5d57686d"
      ],
      "outputs": ["a771381b", "5540a3fb", "62e203cf"],
      "children": [
        { "id": "in_out.impute", "type": "modularPipeline" },
        { "id": "in_out.split", "type": "modularPipeline" },
        { "id": "in_out.pandas_profiling", "type": "modularPipeline" }
      ]
    },
    "factory.split": {
      "id": "factory.split",
      "name": "factory.split",
      "inputs": ["ca959a2d", "73930ef2"],
      "outputs": ["d28f4db6", "12ee06f3"],
      "children": [{ "id": "ff79c0d9", "type": "task" }]
    },
    "in_out.split": {
      "id": "in_out.split",
      "name": "in_out.split",
      "inputs": ["3f69a9b8", "778c88c9"],
      "outputs": ["a771381b", "62e203cf"],
      "children": [{ "id": "31fb7cc8", "type": "task" }]
    },
    "in_out_test.clean": {
      "id": "in_out_test.clean",
      "name": "in_out_test.clean",
      "inputs": ["62e203cf", "53578014", "1f876261"],
      "outputs": ["63186f26"],
      "children": [
        { "id": "93d3a479", "type": "task" },
        { "id": "dec9c820", "type": "task" },
        { "id": "b83dff93", "type": "data" },
        { "id": "87d52565", "type": "task" },
        { "id": "4d95b087", "type": "data" },
        { "id": "4bd93139", "type": "data" },
        { "id": "bf34f92f", "type": "data" },
        { "id": "666587bd", "type": "task" },
        { "id": "b4716bd3", "type": "task" },
        { "id": "ce9f17e7", "type": "task" },
        { "id": "c3f72bfd", "type": "data" },
        { "id": "3f156da8", "type": "data" },
        { "id": "b99ee270", "type": "task" }
      ]
    },
    "in_out_test": {
      "id": "in_out_test",
      "name": "in_out_test",
      "inputs": ["6d5873ac", "62e203cf", "5540a3fb", "53578014", "1f876261"],
      "outputs": ["7178598e"],
      "children": [
        { "id": "in_out_test.impute", "type": "modularPipeline" },
        { "id": "in_out_test.clean", "type": "modularPipeline" }
      ]
    },
    "factory_train.clean": {
      "id": "factory_train.clean",
      "name": "factory_train.clean",
      "inputs": ["456488de", "d28f4db6", "53578014"],
      "outputs": ["6d5873ac"],
      "children": [
        { "id": "073606b6", "type": "data" },
        { "id": "c8f70ca9", "type": "task" },
        { "id": "b10165f4", "type": "task" },
        { "id": "61ffca7f", "type": "data" },
        { "id": "7397d2dc", "type": "task" },
        { "id": "8835772a", "type": "task" },
        { "id": "ec0ad2a0", "type": "task" },
        { "id": "f7082f22", "type": "task" },
        { "id": "d02bfec9", "type": "data" },
        { "id": "dec14f64", "type": "data" },
        { "id": "502829ed", "type": "task" },
        { "id": "3a8062a5", "type": "data" },
        { "id": "861c59bf", "type": "data" }
      ]
    },
    "factory_train": {
      "id": "factory_train",
      "name": "factory_train",
      "inputs": ["d28f4db6", "1161a87b", "456488de", "0613286f", "53578014"],
      "outputs": ["6ffb551a"],
      "children": [
        { "id": "factory_train.clean", "type": "modularPipeline" },
        { "id": "factory_train.on_off_logic", "type": "modularPipeline" },
        { "id": "factory_train.impute", "type": "modularPipeline" }
      ]
    },
    "in_out_train.clean": {
      "id": "in_out_train.clean",
      "name": "in_out_train.clean",
      "inputs": ["a771381b", "53578014", "1f876261"],
      "outputs": ["d2fb21a0"],
      "children": [
        { "id": "700b6aec", "type": "task" },
        { "id": "c81ae4f9", "type": "data" },
        { "id": "0a1be393", "type": "data" },
        { "id": "9c13d89f", "type": "task" },
        { "id": "2996dd8e", "type": "data" },
        { "id": "44bc2d21", "type": "task" },
        { "id": "277dc1ee", "type": "task" },
        { "id": "7a162ddc", "type": "data" },
        { "id": "210adac8", "type": "data" },
        { "id": "a57429e5", "type": "task" },
        { "id": "988261ac", "type": "task" },
        { "id": "f8d4e465", "type": "data" },
        { "id": "893a3f7f", "type": "task" }
      ]
    },
    "in_out_train": {
      "id": "in_out_train",
      "name": "in_out_train",
      "inputs": ["6d5873ac", "5540a3fb", "53578014", "a771381b", "1f876261"],
      "outputs": ["f4cccc1a"],
      "children": [
        { "id": "in_out_train.clean", "type": "modularPipeline" },
        { "id": "in_out_train.impute", "type": "modularPipeline" }
      ]
    },
    "factory_test.clean": {
      "id": "factory_test.clean",
      "name": "factory_test.clean",
      "inputs": ["456488de", "53578014", "12ee06f3"],
      "outputs": ["cf7dcb8f"],
      "children": [
        { "id": "d9a62050", "type": "data" },
        { "id": "f44bd53f", "type": "task" },
        { "id": "ef57a1fc", "type": "data" },
        { "id": "a229cbdc", "type": "data" },
        { "id": "fa4ebf1b", "type": "task" },
        { "id": "516628d2", "type": "task" },
        { "id": "24710762", "type": "task" },
        { "id": "ee508f00", "type": "data" },
        { "id": "514660c5", "type": "data" },
        { "id": "7d7e1704", "type": "task" },
        { "id": "88c843ae", "type": "task" },
        { "id": "e3fadeda", "type": "task" },
        { "id": "a99c5c0f", "type": "data" }
      ]
    },
    "factory_test": {
      "id": "factory_test",
      "name": "factory_test",
      "inputs": [
        "6d5873ac",
        "1161a87b",
        "456488de",
        "0613286f",
        "53578014",
        "12ee06f3"
      ],
      "outputs": ["2d3c0374"],
      "children": [
        { "id": "factory_test.impute", "type": "modularPipeline" },
        { "id": "factory_test.on_off_logic", "type": "modularPipeline" },
        { "id": "factory_test.clean", "type": "modularPipeline" }
      ]
    },
    "factory.impute": {
      "id": "factory.impute",
      "name": "factory.impute",
      "inputs": ["6d5873ac", "53578014", "f38b4714"],
      "outputs": ["1161a87b"],
      "children": [{ "id": "7be9f72e", "type": "task" }]
    },
    "in_out.impute": {
      "id": "in_out.impute",
      "name": "in_out.impute",
      "inputs": ["d2fb21a0", "53578014", "5d57686d"],
      "outputs": ["5540a3fb"],
      "children": [{ "id": "11a72273", "type": "task" }]
    },
    "in_out_test.impute": {
      "id": "in_out_test.impute",
      "name": "in_out_test.impute",
      "inputs": ["6d5873ac", "5540a3fb", "53578014", "63186f26"],
      "outputs": ["7178598e"],
      "children": [{ "id": "22cfe9cd", "type": "task" }]
    },
    "factory_test.impute": {
      "id": "factory_test.impute",
      "name": "factory_test.impute",
      "inputs": ["6d5873ac", "1161a87b", "cf7dcb8f", "53578014"],
      "outputs": ["eefd807e"],
      "children": [{ "id": "2978a7f5", "type": "task" }]
    },
    "factory_train.impute": {
      "id": "factory_train.impute",
      "name": "factory_train.impute",
      "inputs": ["6d5873ac", "1161a87b", "53578014"],
      "outputs": ["d7ff3fc5"],
      "children": [{ "id": "72ac6e43", "type": "task" }]
    },
    "in_out_train.impute": {
      "id": "in_out_train.impute",
      "name": "in_out_train.impute",
      "inputs": ["d2fb21a0", "6d5873ac", "5540a3fb", "53578014"],
      "outputs": ["f4cccc1a"],
      "children": [{ "id": "1d7fffba", "type": "task" }]
    },
    "factory_test.on_off_logic": {
      "id": "factory_test.on_off_logic",
      "name": "factory_test.on_off_logic",
      "inputs": ["eefd807e", "0613286f", "53578014"],
      "outputs": ["2d3c0374"],
      "children": [
        { "id": "fe81cbe2", "type": "task" },
        { "id": "eb1aa767", "type": "task" }
      ]
    },
    "factory_train.on_off_logic": {
      "id": "factory_train.on_off_logic",
      "name": "factory_train.on_off_logic",
      "inputs": ["0613286f", "53578014", "d7ff3fc5"],
      "outputs": ["6ffb551a"],
      "children": [
        { "id": "690d415b", "type": "task" },
        { "id": "4b7d240f", "type": "task" }
      ]
    },
    "test.create_features": {
      "id": "test.create_features",
      "name": "test.create_features",
      "inputs": ["7178598e", "6ac1368f", "53578014", "2d3c0374"],
      "outputs": ["94dd8ecd"],
      "children": [
        { "id": "35336154", "type": "task" },
        { "id": "2ea5719f", "type": "task" },
        { "id": "a8bef9b5", "type": "task" },
        {
          "id": "test.create_features.factory_test_with_off_equipment_to_zero",
          "type": "modularPipeline"
        },
        {
          "id": "test.create_features.in_out_test_imputed",
          "type": "modularPipeline"
        },
        { "id": "0c78911d", "type": "data" },
        { "id": "aebdea6c", "type": "task" },
        { "id": "7d43885c", "type": "task" }
      ]
    },
    "test": {
      "id": "test",
      "name": "test",
      "inputs": ["7178598e", "6ac1368f", "53578014", "2d3c0374"],
      "outputs": ["94dd8ecd"],
      "children": [{ "id": "test.create_features", "type": "modularPipeline" }]
    },
    "train.create_features": {
      "id": "train.create_features",
      "name": "train.create_features",
      "inputs": ["f4cccc1a", "6ac1368f", "53578014", "6ffb551a"],
      "outputs": ["a4d73089"],
      "children": [
        {
          "id": "train.create_features.in_out_train_imputed",
          "type": "modularPipeline"
        },
        { "id": "74555d8b", "type": "task" },
        {
          "id": "train.create_features.factory_train_with_off_equipment_to_zero",
          "type": "modularPipeline"
        },
        { "id": "ed0ecc71", "type": "task" },
        { "id": "906b727f", "type": "task" },
        { "id": "e87168af", "type": "data" },
        { "id": "dd5a69ac", "type": "task" }
      ]
    },
    "train": {
      "id": "train",
      "name": "train",
      "inputs": [
        "6ac1368f",
        "86b7300b",
        "b633dd0b",
        "f8948258",
        "b46c6fb9",
        "53578014",
        "048b398b",
        "6ffb551a",
        "f4cccc1a",
        "843b0b03"
      ],
      "outputs": ["dc0abb8b", "320ef4e8", "b7bde39a"],
      "children": [
        { "id": "train.train_model", "type": "modularPipeline" },
        { "id": "train.create_features", "type": "modularPipeline" }
      ]
    },
    "train.create_features.factory_train_with_off_equipment_to_zero": {
      "id": "train.create_features.factory_train_with_off_equipment_to_zero",
      "name": "train.create_features.factory_train_with_off_equipment_to_zero",
      "inputs": [],
      "outputs": [],
      "children": [{ "id": "614a4cd8", "type": "data" }]
    },
    "train.create_features.in_out_train_imputed": {
      "id": "train.create_features.in_out_train_imputed",
      "name": "train.create_features.in_out_train_imputed",
      "inputs": [],
      "outputs": [],
      "children": [{ "id": "85d157bf", "type": "data" }]
    },
    "test.create_features.in_out_test_imputed": {
      "id": "test.create_features.in_out_test_imputed",
      "name": "test.create_features.in_out_test_imputed",
      "inputs": [],
      "outputs": [],
      "children": [{ "id": "a12a727e", "type": "data" }]
    },
    "test.create_features.factory_test_with_off_equipment_to_zero": {
      "id": "test.create_features.factory_test_with_off_equipment_to_zero",
      "name": "test.create_features.factory_test_with_off_equipment_to_zero",
      "inputs": [],
      "outputs": [],
      "children": [{ "id": "31cb9133", "type": "data" }]
    },
    "train.train_model": {
      "id": "train.train_model",
      "name": "train.train_model",
      "inputs": [
        "86b7300b",
        "b633dd0b",
        "f8948258",
        "b46c6fb9",
        "53578014",
        "048b398b",
        "843b0b03",
        "a4d73089"
      ],
      "outputs": ["dc0abb8b", "320ef4e8", "b7bde39a"],
      "children": [
        { "id": "d89b2a45", "type": "task" },
        { "id": "089a8e9a", "type": "task" },
        { "id": "fe300198", "type": "data" },
        { "id": "4faa7a1e", "type": "data" },
        { "id": "e9c51d85", "type": "task" },
        { "id": "602f06fc", "type": "task" },
        { "id": "2e97b838", "type": "data" },
        { "id": "721854e3", "type": "data" },
        { "id": "c0020a3e", "type": "task" },
        { "id": "c329efd1", "type": "task" },
        { "id": "68d6f757", "type": "task" },
        { "id": "0bc424f4", "type": "task" }
      ]
    },
    "recommend": {
      "id": "recommend",
      "name": "recommend",
      "inputs": ["94dd8ecd", "ce869767", "f23452a4", "53578014"],
      "outputs": ["d407a8cf"],
      "children": [{ "id": "ae98f5f5", "type": "task" }]
    },
    "uplift": {
      "id": "uplift",
      "name": "uplift",
      "inputs": ["c58671fa", "94dd8ecd", "53578014", "e4821861"],
      "outputs": ["19040e7c"],
      "children": [
        { "id": "55758695", "type": "task" },
        { "id": "d1733133", "type": "task" },
        { "id": "bf435119", "type": "task" }
      ]
    },
    "sensitivity": {
      "id": "sensitivity",
      "name": "sensitivity",
      "inputs": ["f23452a4", "6fd8074d", "94dd8ecd", "53578014", "e4821861"],
      "outputs": ["9eb96a09"],
      "children": [{ "id": "0298a817", "type": "task" }]
    }
  },
  "selected_pipeline": "__default__"
}