Updated imports, 4-1, changelog

Author: SimonMolinsky

CHANGELOG.rst

@@ -37,6 +37,8 @@ Changes - from version >= 1.x
 * [enhancement] `code_indicator()` function has the new parameters `values` and `geometries`, that might be provided instead of `ds` parameter
 * [enhancement] `ExperimentalIndicatorVariogram` and `IndicatorVariogramData` classes have the new parameters `values` and `geometries`, that might be provided instead of `ds` parameter
 * [enhancement] `PointSupport` has the new parameters `values` and `geometries`, that might be provided instead of `ds` parameter
+* [docs] updated tutorials - new parameters are used in kriging operations, and when experimental variogram is computed
+* # todo [docs] docstring examples - all user-facing API endpoints has examples in docstrings, using new input types (values | geometries)
 
 2025-10-11
 ----------

src/pyinterpolate/idw/idw.py

@@ -14,7 +14,7 @@
 
 from pyinterpolate.core.data_models.points import VariogramPoints
 from pyinterpolate.distance.point import point_distance
-from transform.geo import geometry_and_values_array
+from pyinterpolate.transform.geo import geometry_and_values_array
 
 
 def inverse_distance_weighting(unknown_location: ArrayLike,

src/pyinterpolate/kriging/point/indicator.py

@@ -32,7 +32,7 @@
 from pyinterpolate.kriging.point.ordinary import ordinary_kriging
 from pyinterpolate.kriging.point.simple import simple_kriging
 from pyinterpolate.semivariogram.indicator.indicator import TheoreticalIndicatorVariogram
-from transform.geo import geometry_and_values_array
+from pyinterpolate.transform.geo import geometry_and_values_array
 
 
 class IndicatorKriging:

tutorials/functional/4-1-semivariogram-regularization.ipynb

@@ -565,10 +565,8 @@
   },
   {
    "metadata": {
-    "jupyter": {
-     "is_executing": true
-    },
     "ExecuteTime": {
+     "end_time": "2025-11-07T19:33:32.325108Z",
      "start_time": "2025-11-07T19:28:22.646770Z"
     }
    },
@@ -591,17 +589,17 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "  0%|          | 0/5 [00:00<?, ?it/s]"
+      "100%|██████████| 5/5 [05:09<00:00, 61.93s/it]\n"
      ]
     }
    ],
-   "execution_count": null
+   "execution_count": 16
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-09-23T15:24:23.490817Z",
-     "start_time": "2025-09-23T15:24:23.289745Z"
+     "end_time": "2025-11-07T19:33:32.613291Z",
+     "start_time": "2025-11-07T19:33:32.385559Z"
     }
    },
    "cell_type": "code",
@@ -619,7 +617,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 13
+   "execution_count": 17
   },
   {
    "metadata": {},
@@ -634,8 +632,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-09-23T15:24:23.704059Z",
-     "start_time": "2025-09-23T15:24:23.577389Z"
+     "end_time": "2025-11-07T19:33:32.776494Z",
+     "start_time": "2025-11-07T19:33:32.647360Z"
     }
    },
    "cell_type": "code",
@@ -653,7 +651,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 14
+   "execution_count": 18
   },
   {
    "metadata": {},
@@ -664,8 +662,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-09-23T15:24:23.858975Z",
-     "start_time": "2025-09-23T15:24:23.729886Z"
+     "end_time": "2025-11-07T19:33:32.984235Z",
+     "start_time": "2025-11-07T19:33:32.814545Z"
     }
    },
    "cell_type": "code",
@@ -683,7 +681,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 15
+   "execution_count": 19
   },
   {
    "metadata": {},
@@ -702,8 +700,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-09-23T15:24:24.031051Z",
-     "start_time": "2025-09-23T15:24:23.887714Z"
+     "end_time": "2025-11-07T19:33:33.171799Z",
+     "start_time": "2025-11-07T19:33:33.021459Z"
     }
    },
    "cell_type": "code",
@@ -721,7 +719,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 16
+   "execution_count": 20
   },
   {
    "metadata": {},
@@ -742,15 +740,15 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-09-23T15:24:24.065600Z",
-     "start_time": "2025-09-23T15:24:24.060650Z"
+     "end_time": "2025-11-07T19:33:33.200963Z",
+     "start_time": "2025-11-07T19:33:33.197997Z"
     }
    },
    "cell_type": "code",
    "source": "reg_mod.export_model_to_json(OUTPUT)",
    "id": "d296cbc143ebd686",
    "outputs": [],
-   "execution_count": 17
+   "execution_count": 21
   },
   {
    "metadata": {},