From c0814bbd6b1afc2b3f34979c2fc2dadc3397e87b Mon Sep 17 00:00:00 2001
From: Qiusheng Wu <giswqs@gmail.com>
Date: Mon, 7 Oct 2024 15:30:11 -0500
Subject: [PATCH 1/4] Add zonal stats to region groups

---
 samgeo/common.py  | 49 +++++++++++++++++++++++++++++++++++++++++++++--
 samgeo/samgeo2.py |  4 ++++
 2 files changed, 51 insertions(+), 2 deletions(-)

diff --git a/samgeo/common.py b/samgeo/common.py
index b145c069..d316a360 100644
--- a/samgeo/common.py
+++ b/samgeo/common.py
@@ -3529,6 +3529,7 @@ def region_groups(
     max_size: Optional[int] = None,
     threshold: Optional[int] = None,
     properties: Optional[List[str]] = None,
+    intensity_image: Optional[Union[str, "xr.DataArray", np.ndarray]] = None,
     out_csv: Optional[str] = None,
     out_vector: Optional[str] = None,
     out_image: Optional[str] = None,
@@ -3550,6 +3551,8 @@ def region_groups(
         properties (Optional[List[str]], optional): List of properties to measure.
             See https://scikit-image.org/docs/stable/api/skimage.measure.html#skimage.measure.regionprops
             Defaults to None.
+        intensity_image (Optional[Union[str, xr.DataArray, np.ndarray]], optional):
+            Intensity image to measure properties. Defaults to None.
         out_csv (Optional[str], optional): Path to save the properties as a CSV file.
             Defaults to None.
         out_vector (Optional[str], optional): Path to save the vector file.
@@ -3583,6 +3586,17 @@ def region_groups(
     if threshold is None:
         threshold = min_size
 
+    # Define a custom function to calculate median intensity
+    def intensity_median(region, intensity_image):
+        # Extract the intensity values for the region
+        return np.median(intensity_image[region])
+
+    # Add your custom function to the list of extra properties
+    if intensity_image is not None:
+        extra_props = (intensity_median,)
+    else:
+        extra_props = None
+
     if properties is None:
         properties = [
             "label",
@@ -3600,8 +3614,33 @@ def region_groups(
             "solidity",
         ]
 
+        if intensity_image is not None:
+
+            properties += [
+                "intensity_max",
+                "intensity_mean",
+                "intensity_min",
+                "intensity_std",
+            ]
+
+    if intensity_image is not None:
+        if isinstance(intensity_image, str):
+            ds = rxr.open_rasterio(intensity_image)
+            intensity_da = ds.sel(band=1)
+            intensity_image = intensity_da.values.squeeze()
+        elif isinstance(intensity_image, xr.DataArray):
+            intensity_image = intensity_image.values.squeeze()
+        elif isinstance(intensity_image, np.ndarray):
+            pass
+        else:
+            raise ValueError(
+                "The intensity_image must be a file path, xarray DataArray, or numpy array."
+            )
+
     label_image = measure.label(array, connectivity=connectivity)
-    props = measure.regionprops_table(label_image, properties=properties)
+    props = measure.regionprops_table(
+        label_image, properties=properties, intensity_image=intensity_image, **kwargs
+    )
 
     df = pd.DataFrame(props)
 
@@ -3654,7 +3693,13 @@ def region_groups(
     label_image, num_labels = measure.label(
         label_image, connectivity=connectivity, return_num=True
     )
-    props = measure.regionprops_table(label_image, properties=properties)
+    props = measure.regionprops_table(
+        label_image,
+        properties=properties,
+        intensity_image=intensity_image,
+        extra_properties=extra_props,
+        **kwargs,
+    )
 
     df = pd.DataFrame(props)
     df["elongation"] = df["axis_major_length"] / df["axis_minor_length"]
diff --git a/samgeo/samgeo2.py b/samgeo/samgeo2.py
index f0e7555a..0860fb17 100644
--- a/samgeo/samgeo2.py
+++ b/samgeo/samgeo2.py
@@ -1523,6 +1523,7 @@ def region_groups(
         max_size: Optional[int] = None,
         threshold: Optional[int] = None,
         properties: Optional[List[str]] = None,
+        intensity_image: Optional[Union[str, "xr.DataArray", np.ndarray]] = None,
         out_csv: Optional[str] = None,
         out_vector: Optional[str] = None,
         out_image: Optional[str] = None,
@@ -1546,6 +1547,8 @@ def region_groups(
             properties (Optional[List[str]], optional): List of properties to measure.
                 See https://scikit-image.org/docs/stable/api/skimage.measure.html#skimage.measure.regionprops
                 Defaults to None.
+            intensity_image (Optional[Union[str, xr.DataArray, np.ndarray]], optional):
+                Intensity image to use for properties. Defaults to None.
             out_csv (Optional[str], optional): Path to save the properties as a CSV file.
                 Defaults to None.
             out_vector (Optional[str], optional): Path to save the vector file.
@@ -1563,6 +1566,7 @@ def region_groups(
             max_size=max_size,
             threshold=threshold,
             properties=properties,
+            intensity_image=intensity_image,
             out_csv=out_csv,
             out_vector=out_vector,
             out_image=out_image,

From ae966ced38ace9021f2512547baea8a51fec9aea Mon Sep 17 00:00:00 2001
From: Qiusheng Wu <giswqs@gmail.com>
Date: Mon, 7 Oct 2024 17:37:22 -0500
Subject: [PATCH 2/4] Update IPPN notebook

---
 docs/workshops/IPPN_2024.ipynb | 263 +++++++++++++++++++++++++--------
 1 file changed, 199 insertions(+), 64 deletions(-)

diff --git a/docs/workshops/IPPN_2024.ipynb b/docs/workshops/IPPN_2024.ipynb
index c0dda3cf..47143860 100644
--- a/docs/workshops/IPPN_2024.ipynb
+++ b/docs/workshops/IPPN_2024.ipynb
@@ -637,6 +637,62 @@
   {
    "cell_type": "markdown",
    "id": "50",
+   "metadata": {},
+   "source": [
+    "### Visualize CHM\n",
+    "\n",
+    "Similarly, you can visualize the Canopy Height Model (CHM) from D2S using the code below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Example of creating new collection of data products with the \"chm\" data type\n",
+    "chm_data_products = data_products.filter_by_data_type(\"chm\")\n",
+    "print(chm_data_products)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "52",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chm_data = chm_data_products[0]\n",
+    "chm_url_202206 = chm_data.url\n",
+    "chm_url_202206 = leafmap.d2s_tile(chm_url_202206)\n",
+    "m.add_cog_layer(chm_url_202206, colormap_name=\"jet\", name=\"CHM 202206\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "leafmap.cog_stats(chm_url_202206)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "54",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m.add_colormap(cmap=\"jet\", vmin=0, vmax=13, label=\"Elevation (m)\")\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "55",
    "metadata": {
     "id": "37"
    },
@@ -647,7 +703,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51",
+   "id": "56",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -656,7 +712,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52",
+   "id": "57",
    "metadata": {},
    "source": [
     "Add tree boundaries to the map."
@@ -665,7 +721,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53",
+   "id": "58",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -676,7 +732,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "54",
+   "id": "59",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -685,7 +741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55",
+   "id": "60",
    "metadata": {},
    "source": [
     "### Get another flight\n",
@@ -696,7 +752,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "56",
+   "id": "61",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -710,7 +766,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57",
+   "id": "62",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -724,7 +780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58",
+   "id": "63",
    "metadata": {},
    "source": [
     "### Compare two ortho images\n",
@@ -735,7 +791,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "59",
+   "id": "64",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -755,7 +811,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60",
+   "id": "65",
    "metadata": {},
    "source": [
     "## Download data from D2S\n",
@@ -766,7 +822,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61",
+   "id": "66",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -776,7 +832,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "62",
+   "id": "67",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -787,7 +843,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "63",
+   "id": "68",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -798,7 +854,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64",
+   "id": "69",
    "metadata": {},
    "source": [
     "Draw an area of interest (AOI) on the map. If an AOI is not provided, a default AOI will be used."
@@ -807,7 +863,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "65",
+   "id": "70",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -820,7 +876,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66",
+   "id": "71",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -832,7 +888,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "67",
+   "id": "72",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -843,7 +899,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "68",
+   "id": "73",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -853,7 +909,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69",
+   "id": "74",
    "metadata": {},
    "source": [
     "Resample the ortho imagery from 1 cm to 10 cm resolution."
@@ -862,7 +918,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70",
+   "id": "75",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -872,7 +928,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71",
+   "id": "76",
    "metadata": {},
    "source": [
     "Clip the ortho image to the AOI."
@@ -881,7 +937,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72",
+   "id": "77",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -891,7 +947,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73",
+   "id": "78",
    "metadata": {},
    "source": [
     "Save the clipped ortho image to a GeoTIFF file."
@@ -900,7 +956,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74",
+   "id": "79",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -910,7 +966,59 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75",
+   "id": "80",
+   "metadata": {},
+   "source": [
+    "Read the CHM dataset from D2S as a DataArray."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chm_data = rxr.open_rasterio(chm_url_202206)\n",
+    "chm_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "resampled_chm_data = chm_data.rio.reproject(crs, resolution=(0.1, 0.1))\n",
+    "resampled_chm_data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clipped_chm_data = resampled_chm_data.rio.clip(gdf.geometry, gdf.crs)\n",
+    "clipped_chm_data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "84",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chm_image = \"chm_202206.tif\"\n",
+    "clipped_chm_data.sel(band=[1]).rio.to_raster(chm_image)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85",
    "metadata": {},
    "source": [
     "Visualize the clipped ortho image."
@@ -919,7 +1027,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "76",
+   "id": "86",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -931,7 +1039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77",
+   "id": "87",
    "metadata": {},
    "source": [
     "## Segmenting Drone Imagery using Samgeo\n",
@@ -942,7 +1050,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "78",
+   "id": "88",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -952,7 +1060,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79",
+   "id": "89",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -961,7 +1069,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80",
+   "id": "90",
    "metadata": {},
    "source": [
     "### Automatic mask generation"
@@ -970,7 +1078,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "81",
+   "id": "91",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -980,7 +1088,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "82",
+   "id": "92",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -990,7 +1098,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "83",
+   "id": "93",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -999,7 +1107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84",
+   "id": "94",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/fec9ad33-338e-4d1f-95e5-5f7b58e15edb)"
@@ -1008,7 +1116,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85",
+   "id": "95",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1017,7 +1125,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86",
+   "id": "96",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/32036cec-96a2-46c7-b948-a859925d8600)"
@@ -1025,7 +1133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87",
+   "id": "97",
    "metadata": {},
    "source": [
     "Show the object annotations (objects with random color) on the map."
@@ -1034,7 +1142,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "88",
+   "id": "98",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1043,7 +1151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89",
+   "id": "99",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/8a05f797-5a08-4bb2-b6b3-ee8f82d8bd32)"
@@ -1051,7 +1159,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90",
+   "id": "100",
    "metadata": {},
    "source": [
     "Compare images with a slider."
@@ -1060,7 +1168,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91",
+   "id": "101",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1074,7 +1182,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92",
+   "id": "102",
    "metadata": {},
    "source": [
     "Add segmentation result to the map."
@@ -1083,7 +1191,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93",
+   "id": "103",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1093,7 +1201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94",
+   "id": "104",
    "metadata": {},
    "source": [
     "Convert the object masks to vector format, such as GeoPackage, Shapefile, or GeoJSON."
@@ -1102,7 +1210,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95",
+   "id": "105",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1112,7 +1220,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "96",
+   "id": "106",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1121,7 +1229,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97",
+   "id": "107",
    "metadata": {},
    "source": [
     "### Automatic mask generation options\n",
@@ -1132,7 +1240,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "98",
+   "id": "108",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1155,7 +1263,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "99",
+   "id": "109",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1165,7 +1273,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "100",
+   "id": "110",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1174,7 +1282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "101",
+   "id": "111",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/ff07bff9-f0d1-41c6-a641-ce9f4734fd61)"
@@ -1183,7 +1291,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "102",
+   "id": "112",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1192,7 +1300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "103",
+   "id": "113",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/1e1df62c-ec44-4c5e-aa5a-4025d078ff6b)"
@@ -1201,7 +1309,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "104",
+   "id": "114",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1215,7 +1323,34 @@
   },
   {
    "cell_type": "markdown",
-   "id": "105",
+   "id": "115",
+   "metadata": {},
+   "source": [
+    "Remove small objects."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "116",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sam2.region_groups(\n",
+    "    image,\n",
+    "    connectivity=1,\n",
+    "    min_size=10,\n",
+    "    max_size=1000,\n",
+    "    intensity_image=\"chm_202206.tif\",\n",
+    "    out_image=\"objects.tif\",\n",
+    "    out_csv=\"objects.csv\",\n",
+    "    out_vector=\"objects.gpkg\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "117",
    "metadata": {},
    "source": [
     "### Using box prompts"
@@ -1224,7 +1359,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "106",
+   "id": "118",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1235,7 +1370,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "107",
+   "id": "119",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1246,7 +1381,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "108",
+   "id": "120",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1265,7 +1400,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "109",
+   "id": "121",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1279,7 +1414,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "110",
+   "id": "122",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1289,7 +1424,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "111",
+   "id": "123",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1301,7 +1436,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "112",
+   "id": "124",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1313,7 +1448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "113",
+   "id": "125",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/0a9b794d-cf94-4e5c-9134-8799e67d338c)"
@@ -1339,7 +1474,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "version": "3.12.7"
   }
  },
  "nbformat": 4,

From 2ab500a34879c2920c9601386bfb965e1855d30e Mon Sep 17 00:00:00 2001
From: Qiusheng Wu <giswqs@gmail.com>
Date: Mon, 7 Oct 2024 17:38:14 -0500
Subject: [PATCH 3/4] Pin numpy version

---
 docs/workshops/IPPN_2024.ipynb | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/docs/workshops/IPPN_2024.ipynb b/docs/workshops/IPPN_2024.ipynb
index 47143860..b35d6aa1 100644
--- a/docs/workshops/IPPN_2024.ipynb
+++ b/docs/workshops/IPPN_2024.ipynb
@@ -70,6 +70,16 @@
     "# %pip install -U \"leafmap[raster]\" segment-geospatial d2spy"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c24c3abd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# %pip install numpy==1.26.4"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "2",

From c99db08b28e3a8aa3fad6a8f718890e14f715d8b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 22:38:27 +0000
Subject: [PATCH 4/4] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/workshops/IPPN_2024.ipynb | 250 ++++++++++++++++-----------------
 1 file changed, 125 insertions(+), 125 deletions(-)

diff --git a/docs/workshops/IPPN_2024.ipynb b/docs/workshops/IPPN_2024.ipynb
index b35d6aa1..91860ad4 100644
--- a/docs/workshops/IPPN_2024.ipynb
+++ b/docs/workshops/IPPN_2024.ipynb
@@ -73,7 +73,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c24c3abd",
+   "id": "2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2",
+   "id": "3",
    "metadata": {
     "id": "3"
    },
@@ -95,7 +95,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3",
+   "id": "4",
    "metadata": {
     "id": "4"
    },
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4",
+   "id": "5",
    "metadata": {
     "id": "9"
    },
@@ -119,7 +119,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5",
+   "id": "6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6",
+   "id": "7",
    "metadata": {
     "id": "11"
    },
@@ -139,7 +139,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7",
+   "id": "8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -148,7 +148,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8",
+   "id": "9",
    "metadata": {
     "id": "13"
    },
@@ -159,7 +159,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9",
+   "id": "10",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -169,7 +169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10",
+   "id": "11",
    "metadata": {
     "id": "17"
    },
@@ -184,7 +184,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11",
+   "id": "12",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -194,7 +194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12",
+   "id": "13",
    "metadata": {
     "id": "19"
    },
@@ -205,7 +205,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13",
+   "id": "14",
    "metadata": {
     "id": "20",
     "outputId": "b1fea60d-6a8c-4c9e-fc13-0e3525c4a917"
@@ -217,7 +217,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14",
+   "id": "15",
    "metadata": {
     "id": "21"
    },
@@ -228,7 +228,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15",
+   "id": "16",
    "metadata": {
     "id": "22",
     "outputId": "c4f2108b-8a2b-4903-db1a-bcc0690a3651"
@@ -241,7 +241,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16",
+   "id": "17",
    "metadata": {
     "id": "23"
    },
@@ -252,7 +252,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17",
+   "id": "18",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -263,7 +263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18",
+   "id": "19",
    "metadata": {
     "id": "25"
    },
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19",
+   "id": "20",
    "metadata": {
     "id": "de1a9ee4-d27e-49cb-9dcf-db32aab48ccc"
    },
@@ -287,7 +287,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20",
+   "id": "21",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -303,7 +303,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "21",
+   "id": "22",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -318,7 +318,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "22",
+   "id": "23",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -331,7 +331,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23",
+   "id": "24",
    "metadata": {
     "id": "TOx4ytjZKLOC"
    },
@@ -344,7 +344,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24",
+   "id": "25",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -356,7 +356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25",
+   "id": "26",
    "metadata": {
     "id": "zTQJkyxaKxKn"
    },
@@ -367,7 +367,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26",
+   "id": "27",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -378,7 +378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27",
+   "id": "28",
    "metadata": {
     "id": "O6fdeffmLIN5"
    },
@@ -389,7 +389,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28",
+   "id": "29",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -398,7 +398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29",
+   "id": "30",
    "metadata": {},
    "source": [
     "### Get the project boundary"
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30",
+   "id": "31",
    "metadata": {
     "id": "yqo000pqLYn4"
    },
@@ -417,7 +417,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "31",
+   "id": "32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -428,7 +428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32",
+   "id": "33",
    "metadata": {
     "id": "OvFhMBNtLv9X"
    },
@@ -441,7 +441,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "33",
+   "id": "34",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -454,7 +454,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34",
+   "id": "35",
    "metadata": {
     "id": "eT8rrteTMM4z"
    },
@@ -467,7 +467,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35",
+   "id": "36",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -481,7 +481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36",
+   "id": "37",
    "metadata": {
     "id": "dOlbqBhRNX4e"
    },
@@ -492,7 +492,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37",
+   "id": "38",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -502,7 +502,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38",
+   "id": "39",
    "metadata": {
     "id": "ngIYB3tANljF"
    },
@@ -515,7 +515,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39",
+   "id": "40",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -528,7 +528,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40",
+   "id": "41",
    "metadata": {
     "id": "yiKBMsv7N4cy"
    },
@@ -539,7 +539,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41",
+   "id": "42",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -550,7 +550,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42",
+   "id": "43",
    "metadata": {
     "id": "ZryOKEuROOnu"
    },
@@ -563,7 +563,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "43",
+   "id": "44",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -578,7 +578,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44",
+   "id": "45",
    "metadata": {
     "id": "33"
    },
@@ -591,7 +591,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "45",
+   "id": "46",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -603,7 +603,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46",
+   "id": "47",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -616,7 +616,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "47",
+   "id": "48",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -625,7 +625,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48",
+   "id": "49",
    "metadata": {
     "id": "35"
    },
@@ -636,7 +636,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "49",
+   "id": "50",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -646,7 +646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50",
+   "id": "51",
    "metadata": {},
    "source": [
     "### Visualize CHM\n",
@@ -657,7 +657,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51",
+   "id": "52",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -669,7 +669,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "52",
+   "id": "53",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -682,7 +682,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53",
+   "id": "54",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -692,7 +692,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "54",
+   "id": "55",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -702,7 +702,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55",
+   "id": "56",
    "metadata": {
     "id": "37"
    },
@@ -713,7 +713,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "56",
+   "id": "57",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -722,7 +722,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57",
+   "id": "58",
    "metadata": {},
    "source": [
     "Add tree boundaries to the map."
@@ -731,7 +731,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58",
+   "id": "59",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -742,7 +742,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "59",
+   "id": "60",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -751,7 +751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60",
+   "id": "61",
    "metadata": {},
    "source": [
     "### Get another flight\n",
@@ -762,7 +762,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61",
+   "id": "62",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -776,7 +776,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "62",
+   "id": "63",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -790,7 +790,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "63",
+   "id": "64",
    "metadata": {},
    "source": [
     "### Compare two ortho images\n",
@@ -801,7 +801,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "64",
+   "id": "65",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -821,7 +821,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65",
+   "id": "66",
    "metadata": {},
    "source": [
     "## Download data from D2S\n",
@@ -832,7 +832,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66",
+   "id": "67",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -842,7 +842,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "67",
+   "id": "68",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -853,7 +853,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "68",
+   "id": "69",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -864,7 +864,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69",
+   "id": "70",
    "metadata": {},
    "source": [
     "Draw an area of interest (AOI) on the map. If an AOI is not provided, a default AOI will be used."
@@ -873,7 +873,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70",
+   "id": "71",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -886,7 +886,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71",
+   "id": "72",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -898,7 +898,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72",
+   "id": "73",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -909,7 +909,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "73",
+   "id": "74",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -919,7 +919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74",
+   "id": "75",
    "metadata": {},
    "source": [
     "Resample the ortho imagery from 1 cm to 10 cm resolution."
@@ -928,7 +928,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75",
+   "id": "76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -938,7 +938,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76",
+   "id": "77",
    "metadata": {},
    "source": [
     "Clip the ortho image to the AOI."
@@ -947,7 +947,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77",
+   "id": "78",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -957,7 +957,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78",
+   "id": "79",
    "metadata": {},
    "source": [
     "Save the clipped ortho image to a GeoTIFF file."
@@ -966,7 +966,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79",
+   "id": "80",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -976,7 +976,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80",
+   "id": "81",
    "metadata": {},
    "source": [
     "Read the CHM dataset from D2S as a DataArray."
@@ -985,7 +985,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "81",
+   "id": "82",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -996,7 +996,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "82",
+   "id": "83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1007,7 +1007,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "83",
+   "id": "84",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1018,7 +1018,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84",
+   "id": "85",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1028,7 +1028,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85",
+   "id": "86",
    "metadata": {},
    "source": [
     "Visualize the clipped ortho image."
@@ -1037,7 +1037,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86",
+   "id": "87",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1049,7 +1049,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87",
+   "id": "88",
    "metadata": {},
    "source": [
     "## Segmenting Drone Imagery using Samgeo\n",
@@ -1060,7 +1060,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "88",
+   "id": "89",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1070,7 +1070,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "89",
+   "id": "90",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1079,7 +1079,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90",
+   "id": "91",
    "metadata": {},
    "source": [
     "### Automatic mask generation"
@@ -1088,7 +1088,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91",
+   "id": "92",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1098,7 +1098,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92",
+   "id": "93",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1108,7 +1108,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93",
+   "id": "94",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1117,7 +1117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94",
+   "id": "95",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/fec9ad33-338e-4d1f-95e5-5f7b58e15edb)"
@@ -1126,7 +1126,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95",
+   "id": "96",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1135,7 +1135,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96",
+   "id": "97",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/32036cec-96a2-46c7-b948-a859925d8600)"
@@ -1143,7 +1143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97",
+   "id": "98",
    "metadata": {},
    "source": [
     "Show the object annotations (objects with random color) on the map."
@@ -1152,7 +1152,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "98",
+   "id": "99",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1161,7 +1161,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "99",
+   "id": "100",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/8a05f797-5a08-4bb2-b6b3-ee8f82d8bd32)"
@@ -1169,7 +1169,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "100",
+   "id": "101",
    "metadata": {},
    "source": [
     "Compare images with a slider."
@@ -1178,7 +1178,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "101",
+   "id": "102",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1192,7 +1192,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "102",
+   "id": "103",
    "metadata": {},
    "source": [
     "Add segmentation result to the map."
@@ -1201,7 +1201,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "103",
+   "id": "104",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1211,7 +1211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "104",
+   "id": "105",
    "metadata": {},
    "source": [
     "Convert the object masks to vector format, such as GeoPackage, Shapefile, or GeoJSON."
@@ -1220,7 +1220,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "105",
+   "id": "106",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1230,7 +1230,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "106",
+   "id": "107",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1239,7 +1239,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "107",
+   "id": "108",
    "metadata": {},
    "source": [
     "### Automatic mask generation options\n",
@@ -1250,7 +1250,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "108",
+   "id": "109",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1273,7 +1273,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "109",
+   "id": "110",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1283,7 +1283,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "110",
+   "id": "111",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1292,7 +1292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "111",
+   "id": "112",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/ff07bff9-f0d1-41c6-a641-ce9f4734fd61)"
@@ -1301,7 +1301,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "112",
+   "id": "113",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1310,7 +1310,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "113",
+   "id": "114",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/1e1df62c-ec44-4c5e-aa5a-4025d078ff6b)"
@@ -1319,7 +1319,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "114",
+   "id": "115",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1333,7 +1333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "115",
+   "id": "116",
    "metadata": {},
    "source": [
     "Remove small objects."
@@ -1342,7 +1342,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "116",
+   "id": "117",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1360,7 +1360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "117",
+   "id": "118",
    "metadata": {},
    "source": [
     "### Using box prompts"
@@ -1369,7 +1369,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "118",
+   "id": "119",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1380,7 +1380,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "119",
+   "id": "120",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1391,7 +1391,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "120",
+   "id": "121",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1410,7 +1410,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "121",
+   "id": "122",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1424,7 +1424,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "122",
+   "id": "123",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1434,7 +1434,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "123",
+   "id": "124",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1446,7 +1446,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "124",
+   "id": "125",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1458,7 +1458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "125",
+   "id": "126",
    "metadata": {},
    "source": [
     "![image](https://github.com/user-attachments/assets/0a9b794d-cf94-4e5c-9134-8799e67d338c)"