{
  "$defs": {
    "DimPolicy": {
      "description": "What may happen to a dim's coordinates at score time.",
      "enum": [
        "fixed",
        "extend",
        "new_levels"
      ],
      "title": "DimPolicy",
      "type": "string"
    },
    "DimSpec": {
      "additionalProperties": false,
      "description": "A dimension and its score-time policy.",
      "properties": {
        "description": {
          "anyOf": [
            {
              "maxLength": 2000,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        },
        "freq": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Pandas-style frequency, e.g. 'W-SUN'",
          "title": "Freq"
        },
        "kind": {
          "enum": [
            "categorical",
            "time",
            "integer",
            "float",
            "index"
          ],
          "title": "Kind",
          "type": "string"
        },
        "max_extension": {
          "anyOf": [
            {
              "minimum": 0,
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Periods allowed past the fit",
          "title": "Max Extension"
        },
        "new_level_strategy": {
          "default": "error",
          "enum": [
            "error",
            "hyperprior",
            "pooled",
            "zero"
          ],
          "title": "New Level Strategy",
          "type": "string"
        },
        "ordered": {
          "default": false,
          "title": "Ordered",
          "type": "boolean"
        },
        "policy": {
          "$ref": "#/$defs/DimPolicy",
          "default": "fixed"
        }
      },
      "required": [
        "kind"
      ],
      "title": "DimSpec",
      "type": "object"
    },
    "Role": {
      "description": "What a variable means to a model.",
      "enum": [
        "target",
        "covariate",
        "media",
        "spend",
        "control",
        "index",
        "mask",
        "constant",
        "weight",
        "exposure"
      ],
      "title": "Role",
      "type": "string"
    },
    "VarDerive": {
      "additionalProperties": false,
      "description": "A new variable copied from an existing one (``from``) and then patched.",
      "properties": {
        "append_dims": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "maxItems": 16,
          "title": "Append Dims",
          "type": "array"
        },
        "description": {
          "anyOf": [
            {
              "maxLength": 2000,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        },
        "dtype": {
          "anyOf": [
            {
              "enum": [
                "float64",
                "float32",
                "int64",
                "int32",
                "uint8",
                "bool",
                "str",
                "datetime64[ns]"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Dtype"
        },
        "from": {
          "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
          "title": "From",
          "type": "string"
        },
        "future_required": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Future Required"
        },
        "missing": {
          "anyOf": [
            {
              "enum": [
                "forbid",
                "allow",
                "mask"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Missing"
        },
        "remove_dims": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "maxItems": 16,
          "title": "Remove Dims",
          "type": "array"
        },
        "role": {
          "anyOf": [
            {
              "$ref": "#/$defs/Role"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "units": {
          "anyOf": [
            {
              "maxLength": 64,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Units"
        }
      },
      "required": [
        "from"
      ],
      "title": "VarDerive",
      "type": "object"
    },
    "VarPatch": {
      "additionalProperties": false,
      "description": "Partial update of a variable. ``None`` fields are left unchanged.",
      "properties": {
        "append_dims": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "maxItems": 16,
          "title": "Append Dims",
          "type": "array"
        },
        "description": {
          "anyOf": [
            {
              "maxLength": 2000,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        },
        "dtype": {
          "anyOf": [
            {
              "enum": [
                "float64",
                "float32",
                "int64",
                "int32",
                "uint8",
                "bool",
                "str",
                "datetime64[ns]"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Dtype"
        },
        "future_required": {
          "anyOf": [
            {
              "type": "boolean"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Future Required"
        },
        "missing": {
          "anyOf": [
            {
              "enum": [
                "forbid",
                "allow",
                "mask"
              ],
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Missing"
        },
        "remove_dims": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "maxItems": 16,
          "title": "Remove Dims",
          "type": "array"
        },
        "role": {
          "anyOf": [
            {
              "$ref": "#/$defs/Role"
            },
            {
              "type": "null"
            }
          ],
          "default": null
        },
        "units": {
          "anyOf": [
            {
              "maxLength": 64,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Units"
        }
      },
      "title": "VarPatch",
      "type": "object"
    },
    "VarSpec": {
      "additionalProperties": false,
      "description": "A data variable: its dims (by name), dtype, role, units and missingness.",
      "properties": {
        "bounds": {
          "anyOf": [
            {
              "maxItems": 2,
              "minItems": 2,
              "prefixItems": [
                {
                  "anyOf": [
                    {
                      "type": "number"
                    },
                    {
                      "type": "null"
                    }
                  ]
                },
                {
                  "anyOf": [
                    {
                      "type": "number"
                    },
                    {
                      "type": "null"
                    }
                  ]
                }
              ],
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Bounds"
        },
        "description": {
          "anyOf": [
            {
              "maxLength": 2000,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Description"
        },
        "dims": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "title": "Dims",
          "type": "array"
        },
        "dtype": {
          "enum": [
            "float64",
            "float32",
            "int64",
            "int32",
            "uint8",
            "bool",
            "str",
            "datetime64[ns]"
          ],
          "title": "Dtype",
          "type": "string"
        },
        "future_required": {
          "default": false,
          "description": "Must be supplied over a forecast horizon",
          "title": "Future Required",
          "type": "boolean"
        },
        "index_of": {
          "anyOf": [
            {
              "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "Long layout: this var indexes that dim",
          "title": "Index Of"
        },
        "missing": {
          "default": "forbid",
          "enum": [
            "forbid",
            "allow",
            "mask"
          ],
          "title": "Missing",
          "type": "string"
        },
        "missing_sentinel": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "title": "Missing Sentinel"
        },
        "role": {
          "$ref": "#/$defs/Role",
          "default": "covariate"
        },
        "units": {
          "anyOf": [
            {
              "maxLength": 64,
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "default": null,
          "description": "pint-style, e.g. 'EUR'",
          "title": "Units"
        }
      },
      "required": [
        "dims",
        "dtype"
      ],
      "title": "VarSpec",
      "type": "object"
    }
  },
  "$id": "https://schemas.mapi.dev/v1/schemaeffect.json",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false,
  "description": "How a step changes the schema. See the module docstring for ordering rules.",
  "properties": {
    "adds": {
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "$ref": "#/$defs/VarSpec"
        }
      },
      "title": "Adds",
      "type": "object"
    },
    "derives": {
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "$ref": "#/$defs/VarDerive"
        }
      },
      "title": "Derives",
      "type": "object"
    },
    "drops": {
      "items": {
        "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
        "type": "string"
      },
      "title": "Drops",
      "type": "array"
    },
    "dynamic": {
      "default": false,
      "title": "Dynamic",
      "type": "boolean"
    },
    "renames": {
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
          "type": "string"
        }
      },
      "title": "Renames",
      "type": "object"
    },
    "stacks": {
      "description": "new dim -> component dims stacked into it",
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "type": "array"
        }
      },
      "title": "Stacks",
      "type": "object"
    },
    "template_params": {
      "items": {
        "type": "string"
      },
      "title": "Template Params",
      "type": "array"
    },
    "transforms_dims": {
      "description": "Set (add or replace) a dim spec, e.g. resample freq",
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "$ref": "#/$defs/DimSpec"
        }
      },
      "title": "Transforms Dims",
      "type": "object"
    },
    "unstacks": {
      "description": "stacked dim -> component dims restored from it (inverse of stacks); component specs come from transforms_dims when declared there, else categorical/fixed",
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "items": {
            "pattern": "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$",
            "type": "string"
          },
          "type": "array"
        }
      },
      "title": "Unstacks",
      "type": "object"
    },
    "updates": {
      "patternProperties": {
        "^[A-Za-z_][A-Za-z0-9_.\\-]{0,127}$": {
          "$ref": "#/$defs/VarPatch"
        }
      },
      "title": "Updates",
      "type": "object"
    }
  },
  "title": "SchemaEffect",
  "type": "object",
  "x-mapi-contract-version": "0.2"
}