crop-yield-regressor / preprocessing_metadata.json
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{
"categorical_encoding": "one_hot_encoder",
"categorical_features": [
"Area",
"Item"
],
"categorical_imputation": "most_frequent",
"categories": {
"Area": [
"Albania",
"Algeria",
"Angola",
"Argentina",
"Armenia",
"Australia",
"Austria",
"Azerbaijan",
"Bahamas",
"Bahrain",
"Bangladesh",
"Belarus",
"Belgium",
"Botswana",
"Brazil",
"Bulgaria",
"Burkina Faso",
"Burundi",
"Cameroon",
"Canada",
"Central African Republic",
"Chile",
"Colombia",
"Croatia",
"Denmark",
"Dominican Republic",
"Ecuador",
"Egypt",
"El Salvador",
"Eritrea",
"Estonia",
"Finland",
"France",
"Germany",
"Ghana",
"Greece",
"Guatemala",
"Guinea",
"Guyana",
"Haiti",
"Honduras",
"Hungary",
"India",
"Indonesia",
"Iraq",
"Ireland",
"Italy",
"Jamaica",
"Japan",
"Kazakhstan",
"Kenya",
"Latvia",
"Lebanon",
"Lesotho",
"Libya",
"Lithuania",
"Madagascar",
"Malawi",
"Malaysia",
"Mali",
"Mauritania",
"Mauritius",
"Mexico",
"Montenegro",
"Morocco",
"Mozambique",
"Namibia",
"Nepal",
"Netherlands",
"New Zealand",
"Nicaragua",
"Niger",
"Norway",
"Pakistan",
"Papua New Guinea",
"Peru",
"Poland",
"Portugal",
"Qatar",
"Romania",
"Rwanda",
"Saudi Arabia",
"Senegal",
"Slovenia",
"South Africa",
"Spain",
"Sri Lanka",
"Sudan",
"Suriname",
"Sweden",
"Switzerland",
"Tajikistan",
"Thailand",
"Tunisia",
"Turkey",
"Uganda",
"Ukraine",
"United Kingdom",
"Uruguay",
"Zambia",
"Zimbabwe"
],
"Item": [
"Cassava",
"Maize",
"Plantains and others",
"Potatoes",
"Rice, paddy",
"Sorghum",
"Soybeans",
"Sweet potatoes",
"Wheat",
"Yams"
]
},
"encoded_feature_count": 115,
"encoded_feature_names": [
"numeric__Year",
"numeric__average_rain_fall_mm_per_year",
"numeric__pesticides_tonnes",
"numeric__avg_temp",
"categorical__Area_Albania",
"categorical__Area_Algeria",
"categorical__Area_Angola",
"categorical__Area_Argentina",
"categorical__Area_Armenia",
"categorical__Area_Australia",
"categorical__Area_Austria",
"categorical__Area_Azerbaijan",
"categorical__Area_Bahamas",
"categorical__Area_Bahrain",
"categorical__Area_Bangladesh",
"categorical__Area_Belarus",
"categorical__Area_Belgium",
"categorical__Area_Botswana",
"categorical__Area_Brazil",
"categorical__Area_Bulgaria",
"categorical__Area_Burkina Faso",
"categorical__Area_Burundi",
"categorical__Area_Cameroon",
"categorical__Area_Canada",
"categorical__Area_Central African Republic",
"categorical__Area_Chile",
"categorical__Area_Colombia",
"categorical__Area_Croatia",
"categorical__Area_Denmark",
"categorical__Area_Dominican Republic",
"categorical__Area_Ecuador",
"categorical__Area_Egypt",
"categorical__Area_El Salvador",
"categorical__Area_Eritrea",
"categorical__Area_Estonia",
"categorical__Area_Finland",
"categorical__Area_France",
"categorical__Area_Germany",
"categorical__Area_Ghana",
"categorical__Area_Greece",
"categorical__Area_Guatemala",
"categorical__Area_Guinea",
"categorical__Area_Guyana",
"categorical__Area_Haiti",
"categorical__Area_Honduras",
"categorical__Area_Hungary",
"categorical__Area_India",
"categorical__Area_Indonesia",
"categorical__Area_Iraq",
"categorical__Area_Ireland",
"categorical__Area_Italy",
"categorical__Area_Jamaica",
"categorical__Area_Japan",
"categorical__Area_Kazakhstan",
"categorical__Area_Kenya",
"categorical__Area_Latvia",
"categorical__Area_Lebanon",
"categorical__Area_Lesotho",
"categorical__Area_Libya",
"categorical__Area_Lithuania",
"categorical__Area_Madagascar",
"categorical__Area_Malawi",
"categorical__Area_Malaysia",
"categorical__Area_Mali",
"categorical__Area_Mauritania",
"categorical__Area_Mauritius",
"categorical__Area_Mexico",
"categorical__Area_Montenegro",
"categorical__Area_Morocco",
"categorical__Area_Mozambique",
"categorical__Area_Namibia",
"categorical__Area_Nepal",
"categorical__Area_Netherlands",
"categorical__Area_New Zealand",
"categorical__Area_Nicaragua",
"categorical__Area_Niger",
"categorical__Area_Norway",
"categorical__Area_Pakistan",
"categorical__Area_Papua New Guinea",
"categorical__Area_Peru",
"categorical__Area_Poland",
"categorical__Area_Portugal",
"categorical__Area_Qatar",
"categorical__Area_Romania",
"categorical__Area_Rwanda",
"categorical__Area_Saudi Arabia",
"categorical__Area_Senegal",
"categorical__Area_Slovenia",
"categorical__Area_South Africa",
"categorical__Area_Spain",
"categorical__Area_Sri Lanka",
"categorical__Area_Sudan",
"categorical__Area_Suriname",
"categorical__Area_Sweden",
"categorical__Area_Switzerland",
"categorical__Area_Tajikistan",
"categorical__Area_Thailand",
"categorical__Area_Tunisia",
"categorical__Area_Turkey",
"categorical__Area_Uganda",
"categorical__Area_Ukraine",
"categorical__Area_United Kingdom",
"categorical__Area_Uruguay",
"categorical__Area_Zambia",
"categorical__Area_Zimbabwe",
"categorical__Item_Cassava",
"categorical__Item_Maize",
"categorical__Item_Plantains and others",
"categorical__Item_Potatoes",
"categorical__Item_Rice, paddy",
"categorical__Item_Sorghum",
"categorical__Item_Soybeans",
"categorical__Item_Sweet potatoes",
"categorical__Item_Wheat",
"categorical__Item_Yams"
],
"feature_columns": [
"Area",
"Item",
"Year",
"average_rain_fall_mm_per_year",
"pesticides_tonnes",
"avg_temp"
],
"model_version": "v3.0.0",
"numeric_features": [
"Year",
"average_rain_fall_mm_per_year",
"pesticides_tonnes",
"avg_temp"
],
"numeric_imputation": "median",
"numeric_scaling": "standard_scaler",
"unknown_category_policy": "ignore"
}