feat: implement project development module, transfer management features, and industrial AVM model integration

libs/ai-services/models/avm_industrial_park_ridge_v1.model_card.json

@@ -0,0 +1,188 @@
+{
+  "version": "ridge-industrial-v1",
+  "trained_at": "2026-04-18T08:19:02.245595+00:00",
+  "n_parks_in_source": 20,
+  "heads": {
+    "land": {
+      "target_column": "landRentUsdM2Year",
+      "n_train": 20,
+      "alpha": 7.847599703514607,
+      "mape_loo": 0.1463,
+      "coverage_80_loo": 0.8,
+      "q80_log": 0.1883,
+      "top_coefficients": [
+        {
+          "feature": "region_central",
+          "coef": -0.0873
+        },
+        {
+          "feature": "log_fdi_province",
+          "coef": 0.0856
+        },
+        {
+          "feature": "occupancy",
+          "coef": 0.0618
+        },
+        {
+          "feature": "ind_electronics",
+          "coef": 0.0502
+        },
+        {
+          "feature": "log_dist_airport_km",
+          "coef": -0.0355
+        },
+        {
+          "feature": "ind_plastics",
+          "coef": -0.0259
+        },
+        {
+          "feature": "ind_garment",
+          "coef": 0.0124
+        },
+        {
+          "feature": "region_north",
+          "coef": -0.0117
+        }
+      ],
+      "slices": {
+        "central": {
+          "n": 2,
+          "mape_in_sample": 0.1158,
+          "median_residual_log": -0.1966
+        },
+        "north": {
+          "n": 7,
+          "mape_in_sample": 0.0697,
+          "median_residual_log": -0.0146
+        },
+        "south": {
+          "n": 11,
+          "mape_in_sample": 0.095,
+          "median_residual_log": 0.0298
+        }
+      }
+    },
+    "rbf": {
+      "target_column": "rbfRentUsdM2Month",
+      "n_train": 20,
+      "alpha": 7.847599703514607,
+      "mape_loo": 0.1118,
+      "coverage_80_loo": 0.8,
+      "q80_log": 0.1268,
+      "top_coefficients": [
+        {
+          "feature": "log_fdi_province",
+          "coef": 0.0582
+        },
+        {
+          "feature": "region_central",
+          "coef": -0.0529
+        },
+        {
+          "feature": "ind_electronics",
+          "coef": 0.0348
+        },
+        {
+          "feature": "occupancy",
+          "coef": 0.0318
+        },
+        {
+          "feature": "log_dist_airport_km",
+          "coef": -0.0239
+        },
+        {
+          "feature": "ind_plastics",
+          "coef": -0.0181
+        },
+        {
+          "feature": "log_dist_highway_km",
+          "coef": -0.0106
+        },
+        {
+          "feature": "ind_food",
+          "coef": 0.0065
+        }
+      ],
+      "slices": {
+        "central": {
+          "n": 2,
+          "mape_in_sample": 0.089,
+          "median_residual_log": -0.1132
+        },
+        "north": {
+          "n": 7,
+          "mape_in_sample": 0.0601,
+          "median_residual_log": -0.0016
+        },
+        "south": {
+          "n": 11,
+          "mape_in_sample": 0.0758,
+          "median_residual_log": 0.0139
+        }
+      }
+    },
+    "rbw": {
+      "target_column": "rbwRentUsdM2Month",
+      "n_train": 20,
+      "alpha": 7.847599703514607,
+      "mape_loo": 0.1243,
+      "coverage_80_loo": 0.8,
+      "q80_log": 0.1214,
+      "top_coefficients": [
+        {
+          "feature": "log_fdi_province",
+          "coef": 0.0604
+        },
+        {
+          "feature": "region_central",
+          "coef": -0.0562
+        },
+        {
+          "feature": "ind_electronics",
+          "coef": 0.0389
+        },
+        {
+          "feature": "occupancy",
+          "coef": 0.0297
+        },
+        {
+          "feature": "ind_plastics",
+          "coef": -0.0217
+        },
+        {
+          "feature": "log_dist_airport_km",
+          "coef": -0.0196
+        },
+        {
+          "feature": "log_dist_highway_km",
+          "coef": -0.0114
+        },
+        {
+          "feature": "region_north",
+          "coef": -0.0054
+        }
+      ],
+      "slices": {
+        "central": {
+          "n": 2,
+          "mape_in_sample": 0.1026,
+          "median_residual_log": -0.1232
+        },
+        "north": {
+          "n": 7,
+          "mape_in_sample": 0.0668,
+          "median_residual_log": -0.0088
+        },
+        "south": {
+          "n": 11,
+          "mape_in_sample": 0.0773,
+          "median_residual_log": 0.0175
+        }
+      }
+    }
+  },
+  "warnings": [
+    "n_train < 30 per head — LOO metrics are noisy; interpret CIs as wide.",
+    "Targets are log1p-transformed rent; CIs use conformal quantile on log residuals."
+  ]
+}