docs(examples): hero chip on xView + h3-rasterize docs pages

docs/docs/notebooks/h3-rasterize.mdx

@@ -9,6 +9,8 @@ An end-to-end example showing how to convert arbitrary polygon isobands — elev
 
 The notebook works through the San Francisco Bay Area: it reads a 1°×1° SRTM DEM tile (`srtm_n37w123.tif`, EPSG:4326) covering the SF Peninsula, Marin headlands, and East Bay hills, extracts eight 100 m elevation bands (0–700 m), polyfills each band with H3 resolution-8 hexagons, computes a shared pixel grid that spans all bands with `rst_h3_gridspec`, burns each band onto that grid with `rst_h3_rasterize_agg`, and assembles all eight single-band tiles into one multi-band GeoTIFF with `rst_frombands_agg`. A coverage-depth composite rendered by `plot_raster` closes the loop, showing at a glance how many elevation bands cover each pixel.
 
+![H3 Rasterize — DEM isobands to a multi-band H3 raster stack](../../../resources/images/h3-rasterize.png)
+
 :::tip View on GitHub
 **[notebooks/examples/h3-rasterize](https://github.com/databrickslabs/geobrix/tree/main/notebooks/examples/h3-rasterize)** — download `h3_rasterize_isobands.ipynb` and import it into your Databricks workspace to run.
 :::

docs/docs/notebooks/xview.mdx

@@ -9,6 +9,8 @@ An end-to-end example showing how to load high-resolution aerial GeoTIFFs from t
 
 The single notebook moves from raw xView TGZ archives → a raster table loaded by the built-in `gtiff` reader → GeoJSON-derived object table (EWKT with SRID) → per-object clipped tiles, written back to a Unity Catalog Volume as individual TIFs by the built-in `gtiff` writer.
 
+![xView — clip aerial rasters to labeled objects](../../../resources/images/xview-clipping.png)
+
 :::tip View on GitHub
 **[notebooks/examples/xview](https://github.com/databrickslabs/geobrix/tree/main/notebooks/examples/xview)** — download `Clipping - xView.ipynb` and import it into your Databricks workspace to run.
 :::

notebooks/examples/eo-series/01. Search STACs.ipynb

@@ -22,7 +22,9 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "![Notebook 01 — AOI polygon → H3 res-2 cells → Planetary Computer STAC search → cell_assets Delta](../../../resources/images/eo-series-01.png)"
+   "source": [
+    "![Notebook 01 — AOI polygon → H3 res-2 cells → Planetary Computer STAC search → cell_assets Delta](https://raw.githubusercontent.com/databrickslabs/geobrix/main/resources/images/eo-series-01.png)"
+   ]
   },
   {
    "metadata": {
@@ -149,7 +151,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -717,7 +719,7 @@
       ],
       "text/plain": [
        "┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001B[1m \u001B[0m\u001B[1mAsset Key         \u001B[0m\u001B[1m \u001B[0m┃\u001B[1m \u001B[0m\u001B[1mDescription                          \u001B[0m\u001B[1m \u001B[0m┃\n",
+       "┃\u001b[1m \u001b[0m\u001b[1mAsset Key         \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mDescription                          \u001b[0m\u001b[1m \u001b[0m┃\n",
        "┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
        "│ AOT                │ Aerosol optical thickness (AOT)       │\n",
        "│ B01                │ Band 1 - Coastal aerosol - 60m        │\n",
@@ -1415,7 +1417,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "total 32K\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[0m\u001B[34;42mB02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42mB03\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42mB04\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42mB08\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42mcell_assets_20260620-164651.delta\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42m_gbxrepair_B02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42m_gbxverify_B02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001B[34;42mout\u001B[0m/\r\n"
+      "total 32K\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[0m\u001b[34;42mB02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42mB03\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42mB04\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42mB08\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42mcell_assets_20260620-164651.delta\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42m_gbxrepair_B02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42m_gbxverify_B02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 18:40 \u001b[34;42mout\u001b[0m/\r\n"
      ]
     }
    ],

notebooks/examples/eo-series/02. Download STACs.ipynb

@@ -27,7 +27,9 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "![Notebook 02 — STAC items fanning out to per-band downloads with retry loop and per-band Delta tables](../../../resources/images/eo-series-02.png)"
+   "source": [
+    "![Notebook 02 — STAC items fanning out to per-band downloads with retry loop and per-band Delta tables](https://raw.githubusercontent.com/databrickslabs/geobrix/main/resources/images/eo-series-02.png)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -120,7 +122,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -170,7 +172,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -259,7 +261,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -748,7 +750,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "total 1.9G\r\n-rwxrwxrwx 1 nobody nogroup  50M Jun 22 19:58 \u001B[0m\u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08UPF_20220602T201121.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup  61M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08UPG_20220602T195342.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup  21M Jun 22 19:58 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08VPH_20220602T200243.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup  88M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUA_20220602T180448.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 136M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUA_20220602T195601.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 200M Jun 22 20:00 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUB_20220602T200742.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 176M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUV_20220602T173354.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup  38M Jun 22 19:58 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVA_20220602T164456.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 204M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVA_20220602T195020.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 220M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVB_20220602T192007.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 198M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVV_20220602T181034.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 161M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VUC_20220602T191925.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 100M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VUD_20220602T193134.tif\u001B[0m*\r\n-rwxrwxrwx 1 nobody nogroup 224M Jun 22 19:59 \u001B[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VVC_20220602T192814.tif\u001B[0m*\r\n"
+      "total 1.9G\r\n-rwxrwxrwx 1 nobody nogroup  50M Jun 22 19:58 \u001b[0m\u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08UPF_20220602T201121.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup  61M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08UPG_20220602T195342.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup  21M Jun 22 19:58 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T08VPH_20220602T200243.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup  88M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUA_20220602T180448.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 136M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUA_20220602T195601.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 200M Jun 22 20:00 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUB_20220602T200742.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 176M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UUV_20220602T173354.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup  38M Jun 22 19:58 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVA_20220602T164456.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 204M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVA_20220602T195020.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 220M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVB_20220602T192007.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 198M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09UVV_20220602T181034.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 161M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VUC_20220602T191925.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 100M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VUD_20220602T193134.tif\u001b[0m*\r\n-rwxrwxrwx 1 nobody nogroup 224M Jun 22 19:59 \u001b[01;32mB02_S2A_MSIL2A_20220601T194911_R085_T09VVC_20220602T192814.tif\u001b[0m*\r\n"
      ]
     }
    ],

notebooks/examples/eo-series/03. Gridded EO Data.ipynb

@@ -27,7 +27,9 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "![Notebook 03 — Sentinel-2 scene → typed tile struct → H3 res-7 tessellation → per-cell timeseries](../../../resources/images/eo-series-03.png)"
+   "source": [
+    "![Notebook 03 — Sentinel-2 scene → typed tile struct → H3 res-7 tessellation → per-cell timeseries](https://raw.githubusercontent.com/databrickslabs/geobrix/main/resources/images/eo-series-03.png)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -149,7 +151,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -227,7 +229,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -517,7 +519,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "total 32K\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[0m\u001B[34;42mB02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42mB03\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42mB04\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42mB08\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42mcell_assets_20260620-164651.delta\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42m_gbxrepair_B02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42m_gbxverify_B02\u001B[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001B[34;42mout\u001B[0m/\r\n"
+      "total 32K\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[0m\u001b[34;42mB02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42mB03\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42mB04\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42mB08\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42mcell_assets_20260620-164651.delta\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42m_gbxrepair_B02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42m_gbxverify_B02\u001b[0m/\r\ndrwxrwxrwx 2 nobody nogroup 4.0K Jun 23 19:06 \u001b[34;42mout\u001b[0m/\r\n"
      ]
     }
    ],

notebooks/examples/eo-series/04. Band Stacking + Clipping.ipynb

@@ -27,7 +27,9 @@
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "![Notebook 04 — per-band cell tables → rst_frombands → multi-band raster → GeoTIFF write-back → CRS-safe clip](../../../resources/images/eo-series-04.png)"
+   "source": [
+    "![Notebook 04 — per-band cell tables → rst_frombands → multi-band raster → GeoTIFF write-back → CRS-safe clip](https://raw.githubusercontent.com/databrickslabs/geobrix/main/resources/images/eo-series-04.png)"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -139,7 +141,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -205,7 +207,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {
@@ -299,7 +301,7 @@
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n\u001B[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001B[0m\n"
+      "\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n\u001b[43mNote: you may need to restart the kernel using %restart_python or dbutils.library.restartPython() to use updated packages.\u001b[0m\n"
      ]
     },
     {