From 84543e48cc2fc6f9d7d05c377a8d7ee7a4e855ff Mon Sep 17 00:00:00 2001
From: tlogan2000 <logan.travis@ouranos.ca>
Date: Tue, 23 Apr 2024 10:06:04 -0400
Subject: [PATCH 1/5] WPS returns datasets : access `band_data` variable

---
 ...ct_geographical_watershed_properties.ipynb | 427 ++++++++++++++++--
 1 file changed, 393 insertions(+), 34 deletions(-)

diff --git a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
index 4e3ca434..1c33a92b 100644
--- a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
+++ b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "tags": []
    },
@@ -62,11 +62,112 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>COAST</th>\n",
+       "      <th>DIST_MAIN</th>\n",
+       "      <th>DIST_SINK</th>\n",
+       "      <th>ENDO</th>\n",
+       "      <th>HYBAS_ID</th>\n",
+       "      <th>LAKE</th>\n",
+       "      <th>NEXT_DOWN</th>\n",
+       "      <th>NEXT_SINK</th>\n",
+       "      <th>ORDER</th>\n",
+       "      <th>PFAF_ID</th>\n",
+       "      <th>SIDE</th>\n",
+       "      <th>SORT</th>\n",
+       "      <th>SUB_AREA</th>\n",
+       "      <th>UP_AREA</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>141.3</td>\n",
+       "      <td>141.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7120319552</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7120319551</td>\n",
+       "      <td>7120034330</td>\n",
+       "      <td>1</td>\n",
+       "      <td>724083033100</td>\n",
+       "      <td>R</td>\n",
+       "      <td>96044</td>\n",
+       "      <td>56.2</td>\n",
+       "      <td>73072.4</td>\n",
+       "      <td>USGS_HydroBASINS_lake_na_lev12.96044</td>\n",
+       "      <td>POLYGON ((-71.40830 48.44170, -71.42300 48.442...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   COAST  DIST_MAIN  DIST_SINK  ENDO    HYBAS_ID  LAKE   NEXT_DOWN  \\\n",
+       "0      0      141.3      141.3     0  7120319552     0  7120319551   \n",
+       "\n",
+       "    NEXT_SINK  ORDER       PFAF_ID SIDE   SORT  SUB_AREA  UP_AREA  \\\n",
+       "0  7120034330      1  724083033100    R  96044      56.2  73072.4   \n",
+       "\n",
+       "                                     id  \\\n",
+       "0  USGS_HydroBASINS_lake_na_lev12.96044   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((-71.40830 48.44170, -71.42300 48.442...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# The contour can be generated using notebook \"01_Delineating watersheds, where it would be placed\n",
     "# in the same folder as the notebooks and available in your workspace. The contour could then be accessed\n",
@@ -95,7 +196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
@@ -113,11 +214,52 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': 'USGS_HydroBASINS_lake_na_lev12.96044',\n",
+       " 'COAST': 0,\n",
+       " 'DIST_MAIN': 141.3,\n",
+       " 'DIST_SINK': 141.3,\n",
+       " 'ENDO': 0,\n",
+       " 'HYBAS_ID': 7120319552,\n",
+       " 'LAKE': 0,\n",
+       " 'NEXT_DOWN': 7120319551,\n",
+       " 'NEXT_SINK': 7120034330,\n",
+       " 'ORDER': 1,\n",
+       " 'PFAF_ID': 724083033100,\n",
+       " 'SIDE': 'R',\n",
+       " 'SORT': 96044,\n",
+       " 'SUB_AREA': 56.2,\n",
+       " 'UP_AREA': 73072.4,\n",
+       " 'area': 55919453.46888515,\n",
+       " 'centroid': [-71.41715786806483, 48.47239495054429],\n",
+       " 'perimeter': 45133.04400352313,\n",
+       " 'gravelius': 1.7025827715870572}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'area': 55.91945346888515,\n",
+       " 'longitude': -71.41715786806483,\n",
+       " 'latitude': 48.47239495054429,\n",
+       " 'gravelius': 1.7025827715870572,\n",
+       " 'perimeter': 45133.04400352313}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "(properties,) = shape_resp.get(asobj=True)\n",
     "prop = properties[0]\n",
@@ -154,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "tags": []
    },
@@ -174,15 +316,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Already downloaded subset_1.tiff.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x7f91c8b3a2f0>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "features, statistics, raster = stats_resp.get(asobj=True)\n",
     "grid = raster[0]\n",
-    "grid.plot()"
+    "grid.band_data.plot()"
    ]
   },
   {
@@ -194,11 +365,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Land use ratios'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Ocean': 0.0,\n",
+       " 'Forest': 0.9095753879046077,\n",
+       " 'Shrubs': 0.004920532612284039,\n",
+       " 'Grass': 0.005753721840562167,\n",
+       " 'Wetland': 0.0009589536400936945,\n",
+       " 'Crops': 0.045605319834619795,\n",
+       " 'Urban': 0.02361226831837261,\n",
+       " 'Water': 0.009573815849459998,\n",
+       " 'SnowIce': 0.0}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'Land use percentages'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Ocean': '0.0 %',\n",
+       " 'Forest': '90.96 %',\n",
+       " 'Shrubs': '0.49 %',\n",
+       " 'Grass': '0.58 %',\n",
+       " 'Wetland': '0.1 %',\n",
+       " 'Crops': '4.56 %',\n",
+       " 'Urban': '2.36 %',\n",
+       " 'Water': '0.96 %',\n",
+       " 'SnowIce': '0.0 %'}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "lu = statistics[0]\n",
     "total = sum(lu.values())\n",
@@ -220,13 +444,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The land-use categories available are: [ 1.  5.  6.  8. 10. 14. 15. 16. 17. 18. nan]\n",
+      "The number of occurrences of each land-use category is: [18949  9163 29747   313    72    61  2901   294  1502   609 51649]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "unique, counts = np.unique(grid, return_counts=True)\n",
+    "unique, counts = np.unique(grid.band_data, return_counts=True)\n",
     "print(\"The land-use categories available are: \" + str(unique))\n",
     "print(\"The number of occurrences of each land-use category is: \" + str(counts))\n",
     "\n",
@@ -245,8 +498,8 @@
     "plt.ylabel(\"Number of pixels\")\n",
     "plt.show()\n",
     "\n",
-    "grid.where(grid != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n",
-    "grid.name = \"Land-use categories\"\n",
+    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n",
+    "grid.band_data.name = \"Land-use categories\"\n",
     "plt.show()"
    ]
   },
@@ -287,11 +540,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import cartopy.crs as ccrs\n",
     "\n",
@@ -301,8 +565,8 @@
     ")\n",
     "\n",
     "ax = plt.subplot(projection=crs)\n",
-    "grid.name = \"Land-use categories\"\n",
-    "grid.where(grid != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n",
+    "grid.band_data.name = \"Land-use categories\"\n",
+    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n",
     "plt.show()"
    ]
   },
@@ -321,7 +585,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
     "tags": []
    },
@@ -334,11 +598,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'elevation': 165.37033101757254,\n",
+       " 'slope': 3.8477161303214786,\n",
+       " 'aspect': 5.4659402646877995}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "properties, dem = terrain_resp.get(asobj=True)\n",
     "\n",
@@ -352,30 +628,75 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "crs = ccrs.LambertConformal(\n",
     "    central_latitude=49, central_longitude=-95, standard_parallels=(49, 77)\n",
     ")\n",
     "\n",
-    "dem.name = \"Elevation\"\n",
-    "dem.attrs[\"units\"] = \"m\"\n",
+    "dem.band_data.name = \"Elevation\"\n",
+    "dem.band_data.attrs[\"units\"] = \"m\"\n",
     "ax = plt.subplot(projection=crs)\n",
-    "dem.where(dem != -32768).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"gnuplot\")\n",
+    "dem.band_data.where(dem.band_data != -32768).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"gnuplot\")\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'https://pavics.ouranos.ca/wpsoutputs/raven/ead30c56-0179-11ef-8b03-0242ac130008/input.json'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'https://pavics.ouranos.ca/wpsoutputs/raven/ead30c56-0179-11ef-8b03-0242ac130008/clipped_14hm7f33.tiff'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[-32768, -32768,     86, ..., -32768, -32768, -32768],\n",
+       "       [   120,    103,     86, ..., -32768, -32768, -32768],\n",
+       "       [   120,    104,     93, ..., -32768, -32768, -32768],\n",
+       "       ...,\n",
+       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768],\n",
+       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768],\n",
+       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768]], dtype=int16)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# We can also access the files directly via their URLs:\n",
     "properties, dem = terrain_resp.get(asobj=False)\n",
@@ -396,18 +717,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'area': 55.91945346888515,\n",
+       " 'longitude': -71.41715786806483,\n",
+       " 'latitude': 48.47239495054429,\n",
+       " 'gravelius': 1.7025827715870572,\n",
+       " 'perimeter': 45133.04400352313,\n",
+       " 'Ocean': 0.0,\n",
+       " 'Forest': 0.9095753879046077,\n",
+       " 'Shrubs': 0.004920532612284039,\n",
+       " 'Grass': 0.005753721840562167,\n",
+       " 'Wetland': 0.0009589536400936945,\n",
+       " 'Crops': 0.045605319834619795,\n",
+       " 'Urban': 0.02361226831837261,\n",
+       " 'Water': 0.009573815849459998,\n",
+       " 'SnowIce': 0.0,\n",
+       " 'elevation': 165.37033101757254,\n",
+       " 'slope': 3.8477161303214786,\n",
+       " 'aspect': 5.4659402646877995}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "all_properties = {**shape_info, **land_use, **terrain}\n",
     "display(all_properties)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
@@ -418,7 +777,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,

From b045753179f2381a586be198bff27e2032a271fc Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 23 Apr 2024 14:17:15 +0000
Subject: [PATCH 2/5] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 ...ct_geographical_watershed_properties.ipynb | 408 ++----------------
 1 file changed, 30 insertions(+), 378 deletions(-)

diff --git a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
index 1c33a92b..714803d8 100644
--- a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
+++ b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -62,112 +62,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>COAST</th>\n",
-       "      <th>DIST_MAIN</th>\n",
-       "      <th>DIST_SINK</th>\n",
-       "      <th>ENDO</th>\n",
-       "      <th>HYBAS_ID</th>\n",
-       "      <th>LAKE</th>\n",
-       "      <th>NEXT_DOWN</th>\n",
-       "      <th>NEXT_SINK</th>\n",
-       "      <th>ORDER</th>\n",
-       "      <th>PFAF_ID</th>\n",
-       "      <th>SIDE</th>\n",
-       "      <th>SORT</th>\n",
-       "      <th>SUB_AREA</th>\n",
-       "      <th>UP_AREA</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>141.3</td>\n",
-       "      <td>141.3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7120319552</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7120319551</td>\n",
-       "      <td>7120034330</td>\n",
-       "      <td>1</td>\n",
-       "      <td>724083033100</td>\n",
-       "      <td>R</td>\n",
-       "      <td>96044</td>\n",
-       "      <td>56.2</td>\n",
-       "      <td>73072.4</td>\n",
-       "      <td>USGS_HydroBASINS_lake_na_lev12.96044</td>\n",
-       "      <td>POLYGON ((-71.40830 48.44170, -71.42300 48.442...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   COAST  DIST_MAIN  DIST_SINK  ENDO    HYBAS_ID  LAKE   NEXT_DOWN  \\\n",
-       "0      0      141.3      141.3     0  7120319552     0  7120319551   \n",
-       "\n",
-       "    NEXT_SINK  ORDER       PFAF_ID SIDE   SORT  SUB_AREA  UP_AREA  \\\n",
-       "0  7120034330      1  724083033100    R  96044      56.2  73072.4   \n",
-       "\n",
-       "                                     id  \\\n",
-       "0  USGS_HydroBASINS_lake_na_lev12.96044   \n",
-       "\n",
-       "                                            geometry  \n",
-       "0  POLYGON ((-71.40830 48.44170, -71.42300 48.442...  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: >"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# The contour can be generated using notebook \"01_Delineating watersheds, where it would be placed\n",
     "# in the same folder as the notebooks and available in your workspace. The contour could then be accessed\n",
@@ -196,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -214,52 +113,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'id': 'USGS_HydroBASINS_lake_na_lev12.96044',\n",
-       " 'COAST': 0,\n",
-       " 'DIST_MAIN': 141.3,\n",
-       " 'DIST_SINK': 141.3,\n",
-       " 'ENDO': 0,\n",
-       " 'HYBAS_ID': 7120319552,\n",
-       " 'LAKE': 0,\n",
-       " 'NEXT_DOWN': 7120319551,\n",
-       " 'NEXT_SINK': 7120034330,\n",
-       " 'ORDER': 1,\n",
-       " 'PFAF_ID': 724083033100,\n",
-       " 'SIDE': 'R',\n",
-       " 'SORT': 96044,\n",
-       " 'SUB_AREA': 56.2,\n",
-       " 'UP_AREA': 73072.4,\n",
-       " 'area': 55919453.46888515,\n",
-       " 'centroid': [-71.41715786806483, 48.47239495054429],\n",
-       " 'perimeter': 45133.04400352313,\n",
-       " 'gravelius': 1.7025827715870572}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'area': 55.91945346888515,\n",
-       " 'longitude': -71.41715786806483,\n",
-       " 'latitude': 48.47239495054429,\n",
-       " 'gravelius': 1.7025827715870572,\n",
-       " 'perimeter': 45133.04400352313}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "(properties,) = shape_resp.get(asobj=True)\n",
     "prop = properties[0]\n",
@@ -296,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -316,40 +174,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Already downloaded subset_1.tiff.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f91c8b3a2f0>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "features, statistics, raster = stats_resp.get(asobj=True)\n",
     "grid = raster[0]\n",
@@ -365,64 +194,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Land use ratios'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'Ocean': 0.0,\n",
-       " 'Forest': 0.9095753879046077,\n",
-       " 'Shrubs': 0.004920532612284039,\n",
-       " 'Grass': 0.005753721840562167,\n",
-       " 'Wetland': 0.0009589536400936945,\n",
-       " 'Crops': 0.045605319834619795,\n",
-       " 'Urban': 0.02361226831837261,\n",
-       " 'Water': 0.009573815849459998,\n",
-       " 'SnowIce': 0.0}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Land use percentages'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'Ocean': '0.0 %',\n",
-       " 'Forest': '90.96 %',\n",
-       " 'Shrubs': '0.49 %',\n",
-       " 'Grass': '0.58 %',\n",
-       " 'Wetland': '0.1 %',\n",
-       " 'Crops': '4.56 %',\n",
-       " 'Urban': '2.36 %',\n",
-       " 'Water': '0.96 %',\n",
-       " 'SnowIce': '0.0 %'}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "lu = statistics[0]\n",
     "total = sum(lu.values())\n",
@@ -444,40 +220,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The land-use categories available are: [ 1.  5.  6.  8. 10. 14. 15. 16. 17. 18. nan]\n",
-      "The number of occurrences of each land-use category is: [18949  9163 29747   313    72    61  2901   294  1502   609 51649]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "unique, counts = np.unique(grid.band_data, return_counts=True)\n",
     "print(\"The land-use categories available are: \" + str(unique))\n",
@@ -540,22 +287,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import cartopy.crs as ccrs\n",
     "\n",
@@ -566,7 +302,9 @@
     "\n",
     "ax = plt.subplot(projection=crs)\n",
     "grid.band_data.name = \"Land-use categories\"\n",
-    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n",
+    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(\n",
+    "    ax=ax, transform=crs, cmap=\"tab20\"\n",
+    ")\n",
     "plt.show()"
    ]
   },
@@ -585,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -598,23 +336,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'elevation': 165.37033101757254,\n",
-       " 'slope': 3.8477161303214786,\n",
-       " 'aspect': 5.4659402646877995}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "properties, dem = terrain_resp.get(asobj=True)\n",
     "\n",
@@ -628,22 +354,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "crs = ccrs.LambertConformal(\n",
     "    central_latitude=49, central_longitude=-95, standard_parallels=(49, 77)\n",
@@ -652,51 +367,19 @@
     "dem.band_data.name = \"Elevation\"\n",
     "dem.band_data.attrs[\"units\"] = \"m\"\n",
     "ax = plt.subplot(projection=crs)\n",
-    "dem.band_data.where(dem.band_data != -32768).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"gnuplot\")\n",
+    "dem.band_data.where(dem.band_data != -32768).sel(band=1).plot.imshow(\n",
+    "    ax=ax, transform=crs, cmap=\"gnuplot\"\n",
+    ")\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'https://pavics.ouranos.ca/wpsoutputs/raven/ead30c56-0179-11ef-8b03-0242ac130008/input.json'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'https://pavics.ouranos.ca/wpsoutputs/raven/ead30c56-0179-11ef-8b03-0242ac130008/clipped_14hm7f33.tiff'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([[-32768, -32768,     86, ..., -32768, -32768, -32768],\n",
-       "       [   120,    103,     86, ..., -32768, -32768, -32768],\n",
-       "       [   120,    104,     93, ..., -32768, -32768, -32768],\n",
-       "       ...,\n",
-       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768],\n",
-       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768],\n",
-       "       [-32768, -32768, -32768, ..., -32768, -32768, -32768]], dtype=int16)"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# We can also access the files directly via their URLs:\n",
     "properties, dem = terrain_resp.get(asobj=False)\n",
@@ -717,37 +400,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'area': 55.91945346888515,\n",
-       " 'longitude': -71.41715786806483,\n",
-       " 'latitude': 48.47239495054429,\n",
-       " 'gravelius': 1.7025827715870572,\n",
-       " 'perimeter': 45133.04400352313,\n",
-       " 'Ocean': 0.0,\n",
-       " 'Forest': 0.9095753879046077,\n",
-       " 'Shrubs': 0.004920532612284039,\n",
-       " 'Grass': 0.005753721840562167,\n",
-       " 'Wetland': 0.0009589536400936945,\n",
-       " 'Crops': 0.045605319834619795,\n",
-       " 'Urban': 0.02361226831837261,\n",
-       " 'Water': 0.009573815849459998,\n",
-       " 'SnowIce': 0.0,\n",
-       " 'elevation': 165.37033101757254,\n",
-       " 'slope': 3.8477161303214786,\n",
-       " 'aspect': 5.4659402646877995}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "all_properties = {**shape_info, **land_use, **terrain}\n",
     "display(all_properties)"
@@ -762,11 +419,6 @@
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",

From 62d8d139a63ed0f8ed98b674b1327084201ae361 Mon Sep 17 00:00:00 2001
From: tlogan2000 <logan.travis@ouranos.ca>
Date: Tue, 7 May 2024 09:59:07 -0400
Subject: [PATCH 3/5] Update paper notebook for py311

---
 ...e_change_impact_study_on_a_watershed.ipynb | 440 +++++++++++++++---
 1 file changed, 381 insertions(+), 59 deletions(-)

diff --git a/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb b/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
index c3bde7b2..97409f02 100644
--- a/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
+++ b/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "tags": []
    },
@@ -55,6 +55,7 @@
     "import warnings\n",
     "from pathlib import Path\n",
     "\n",
+    "\n",
     "# Packages for data extraction on remote servers/filesystems\n",
     "import fsspec\n",
     "import gcsfs\n",
@@ -77,6 +78,7 @@
     "import xclim.sdba as sdba\n",
     "from birdy import WPSClient\n",
     "from clisops.core import average, subset\n",
+    "from dask.diagnostics import ProgressBar\n",
     "\n",
     "from ravenpy import Emulator\n",
     "from ravenpy.config import commands as rc\n",
@@ -94,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "tags": []
    },
@@ -125,7 +127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
@@ -152,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
     "tags": []
    },
@@ -181,11 +183,88 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>features</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>OfficialID</th>\n",
+       "      <th>FlagPAVICS</th>\n",
+       "      <th>Source</th>\n",
+       "      <th>Area</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MI...</td>\n",
+       "      <td>02RD003</td>\n",
+       "      <td>1</td>\n",
+       "      <td>HYDAT</td>\n",
+       "      <td>9870</td>\n",
+       "      <td>POLYGON ((-72.26250 48.87917, -72.27720 48.881...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   features                                               Name OfficialID  \\\n",
+       "0         1  MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MI...    02RD003   \n",
+       "\n",
+       "   FlagPAVICS Source  Area                                           geometry  \n",
+       "0           1  HYDAT  9870  POLYGON ((-72.26250 48.87917, -72.27720 48.881...  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Prepare a plot of the catchment to see what we are working with.\n",
     "df = gpd.read_file(basin_contour)\n",
@@ -206,11 +285,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': '0',\n",
+       " 'features': 1,\n",
+       " 'Name': 'MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MISTASSIBI',\n",
+       " 'OfficialID': '02RD003',\n",
+       " 'FlagPAVICS': 1,\n",
+       " 'Source': 'HYDAT',\n",
+       " 'Area': 9870,\n",
+       " 'area': 9569368968.087273,\n",
+       " 'centroid': [-72.7431067594341, 49.848278236356585],\n",
+       " 'perimeter': 727186.9587075961,\n",
+       " 'gravelius': 2.097005162538472}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'area': 9569.368968087272,\n",
+       " 'longitude': -72.7431067594341,\n",
+       " 'latitude': 49.848278236356585,\n",
+       " 'gravelius': 2.097005162538472,\n",
+       " 'perimeter': 727186.9587075961}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "shape_resp = wps.shape_properties(shape=basin_contour)\n",
     "\n",
@@ -251,7 +363,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "tags": []
    },
@@ -271,11 +383,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading to /tmp/tmpwkeedej7/subset_1.tiff.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'Land use ratios'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Ocean': 0.0,\n",
+       " 'Forest': 0.7246596208414477,\n",
+       " 'Shrubs': 0.14616312094792794,\n",
+       " 'Grass': 0.04322426804857576,\n",
+       " 'Wetland': 0.013300924493021603,\n",
+       " 'Crops': 0.00395034960218003,\n",
+       " 'Urban': 0.0035571063310866975,\n",
+       " 'Water': 0.06514460973576021,\n",
+       " 'SnowIce': 0.0}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'Land use percentages'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'Ocean': '0.0 %',\n",
+       " 'Forest': '72.47 %',\n",
+       " 'Shrubs': '14.62 %',\n",
+       " 'Grass': '4.32 %',\n",
+       " 'Wetland': '1.33 %',\n",
+       " 'Crops': '0.4 %',\n",
+       " 'Urban': '0.36 %',\n",
+       " 'Water': '6.51 %',\n",
+       " 'SnowIce': '0.0 %'}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "features, statistics, grid0 = stats_resp.get(asobj=True)\n",
     "lu = statistics[0]\n",
@@ -303,11 +475,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'elevation': 423.6657935442332,\n",
+       " 'slope': 3.949426174669343,\n",
+       " 'aspect': 148.55915312059147}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "terrain_resp = wps.terrain_analysis(\n",
     "    shape=basin_contour, select_all_touching=True, projected_crs=3978\n",
@@ -334,11 +518,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'area': 9569.368968087272,\n",
+       " 'longitude': -72.7431067594341,\n",
+       " 'latitude': 49.848278236356585,\n",
+       " 'gravelius': 2.097005162538472,\n",
+       " 'perimeter': 727186.9587075961,\n",
+       " 'Ocean': 0.0,\n",
+       " 'Forest': 0.7246596208414477,\n",
+       " 'Shrubs': 0.14616312094792794,\n",
+       " 'Grass': 0.04322426804857576,\n",
+       " 'Wetland': 0.013300924493021603,\n",
+       " 'Crops': 0.00395034960218003,\n",
+       " 'Urban': 0.0035571063310866975,\n",
+       " 'Water': 0.06514460973576021,\n",
+       " 'SnowIce': 0.0,\n",
+       " 'elevation': 423.6657935442332,\n",
+       " 'slope': 3.949426174669343,\n",
+       " 'aspect': 148.55915312059147}"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "all_properties = {**shape_info, **land_use, **terrain}\n",
     "display(all_properties)"
@@ -357,7 +567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "tags": []
    },
@@ -399,7 +609,7 @@
     "    ERA5_pr = ERA5_pr.mean({\"latitude\", \"longitude\"})\n",
     "\n",
     "    # Ensure that the precipitation is non-negative, which can happen with some reanalysis models.\n",
-    "    ERA5_pr[ERA5_pr < 0] = 0\n",
+    "    ERA5_pr = np.maximum(ERA5_pr, 0)\n",
     "\n",
     "    # Transform them to a dataset such that they can be written with attributes to netcdf\n",
     "    ERA5_tmin = ERA5_tmin.to_dataset(name=\"tmin\", promote_attrs=True)\n",
@@ -423,11 +633,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "historical tasmin\n",
+      "historical tasmax\n",
+      "historical pr\n",
+      "ssp585 tasmin\n",
+      "ssp585 tasmax\n",
+      "ssp585 pr\n"
+     ]
+    }
+   ],
    "source": [
     "# Climate model to use\n",
     "climate_model = \"MIROC6\"\n",
@@ -462,22 +685,19 @@
     "            )\n",
     "            col_subset = col.search(require_all_on=[\"source_id\"], **query)\n",
     "            mapper = fsCMIP.get_mapper(col_subset.df.zstore[0])\n",
-    "\n",
-    "            # special case for precipitation, which does not have the \"height\" variable that we need to discard as for tasmax and tasmin.\n",
-    "            if variable == \"pr\":\n",
-    "                out[exp][variable] = average.average_shape(\n",
-    "                    xr.open_zarr(mapper, consolidated=True).sel(\n",
+    "            \n",
+    "            ds = xr.open_zarr(mapper, consolidated=True).sel(\n",
     "                        time=slice(period_start, period_end)\n",
-    "                    )[variable],\n",
-    "                    basin_contour,\n",
-    "                ).chunk(-1)\n",
-    "            else:\n",
-    "                out[exp][variable] = average.average_shape(\n",
-    "                    xr.open_zarr(mapper, consolidated=True)\n",
-    "                    .sel(time=slice(period_start, period_end))\n",
-    "                    .reset_coords(\"height\", drop=True)[variable],\n",
-    "                    basin_contour,\n",
-    "                ).chunk(-1)\n",
+    "                    )\n",
+    "            \n",
+    "            if \"height\" in ds.coords:\n",
+    "                ds = ds.drop_vars(\"height\")\n",
+    "\n",
+    "            out[exp][variable] = average.average_shape(\n",
+    "                ds,\n",
+    "                basin_contour,\n",
+    "            )[variable].chunk(-1)\n",
+    "            \n",
     "\n",
     "# We can now extract the variables that we will need later:\n",
     "historical_tasmax = out[\"historical\"][\"tasmax\"]\n",
@@ -499,7 +719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
@@ -535,7 +755,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "tags": []
    },
@@ -605,11 +825,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[########################################] | 100% Completed | 101.67 ms\n",
+      "[########################################] | 100% Completed | 100.90 ms\n",
+      "[########################################] | 100% Completed | 100.93 ms\n",
+      "[########################################] | 100% Completed | 100.84 ms\n",
+      "[########################################] | 100% Completed | 100.94 ms\n",
+      "[########################################] | 100% Completed | 100.86 ms\n",
+      "[########################################] | 100% Completed | 101.00 ms\n",
+      "[########################################] | 100% Completed | 101.22 ms\n",
+      "[########################################] | 100% Completed | 101.03 ms\n",
+      "[########################################] | 100% Completed | 44.71 ss\n"
+     ]
+    }
+   ],
    "source": [
     "# Convert the reference corrected data into netCDF file. We will then apply a special code to remove a dimension in the dataset to make it applicable to the RAVEN models.\n",
     "ref_dataset = xr.merge(\n",
@@ -633,15 +870,16 @@
     "    ]\n",
     ")\n",
     "# Write to temporary folder\n",
-    "fn_tmp_fut = tmp / \"future_dataset_tmp.nc\"\n",
-    "fut_dataset.to_netcdf(fn_tmp_fut)\n",
+    "with ProgressBar():\n",
+    "    fn_tmp_fut = tmp / \"future_dataset_tmp.nc\"\n",
+    "    fut_dataset.to_netcdf(fn_tmp_fut)\n",
     "\n",
-    "# Write the data to disk to a temporary location for future use.\n",
-    "ref_dataset = xr.open_dataset(fn_tmp_ref)\n",
-    "ref_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"reference_dataset.nc\")\n",
+    "    # Write the data to disk to a temporary location for future use.\n",
+    "    ref_dataset = xr.open_dataset(fn_tmp_ref)\n",
+    "    ref_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"reference_dataset.nc\")\n",
     "\n",
-    "fut_dataset = xr.open_dataset(fn_tmp_fut)\n",
-    "fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")"
+    "    fut_dataset = xr.open_dataset(fn_tmp_fut)\n",
+    "    fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")\n"
    ]
   },
   {
@@ -657,7 +895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "tags": []
    },
@@ -744,11 +982,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initializing the  Dynamically Dimensioned Search (DDS) algorithm  with  200  repetitions\n",
+      "The objective function will be maximized\n",
+      "Starting the DDS algotrithm with 200 repetitions...\n",
+      "Finding best starting point for trial 1 using 5 random samples.\n",
+      "Initialize database...\n",
+      "['csv', 'hdf5', 'ram', 'sql', 'custom', 'noData']\n",
+      "41 of 200, maximal objective function=0.513714, time remaining: 00:00:08\n",
+      "82 of 200, maximal objective function=0.563485, time remaining: 00:00:06\n",
+      "122 of 200, maximal objective function=0.582534, time remaining: 00:00:04\n",
+      "161 of 200, maximal objective function=0.625077, time remaining: 00:00:02\n",
+      "Best solution found has obj function value of 0.626782 at 5\n",
+      "\n",
+      "\n",
+      "\n",
+      "*** Final SPOTPY summary ***\n",
+      "Total Duration: 9.95 seconds\n",
+      "Total Repetitions: 200\n",
+      "Maximal objective value: 0.626782\n",
+      "Corresponding parameter setting:\n",
+      "GR4J_X1: 0.604489\n",
+      "GR4J_X2: 5.43047\n",
+      "GR4J_X3: 260.868\n",
+      "GR4J_X4: 6.33189\n",
+      "CEMANEIGE_X1: 15.9962\n",
+      "CEMANEIGE_X2: 0.816799\n",
+      "******************************\n",
+      "\n",
+      "Run number 198 has the highest objectivefunction with: 0.6268\n",
+      "[0.6044885693017288, 5.430471495913945, 260.8681872558836, 6.331893990665917, 15.996220284183813, 0.81679852837543]\n"
+     ]
+    }
+   ],
    "source": [
     "# In order to calibrate your model, you need to give the lower and higher bounds of the model. In this case,\n",
     "# we are passing the boundaries for a GR4JCN, but it's important to change them, if you are using another model.\n",
@@ -818,19 +1092,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Copy the configuration of the previous model that we will modify for our validation:\n",
     "model_validation = model_config.duplicate(\n",
-    "    params=optimized_parameters,\n",
     "    StartDate=dt.datetime(1986, 1, 1),\n",
     "    EndDate=dt.datetime(1990, 12, 31),\n",
     "    SuppressOutput=False,\n",
-    ")\n",
+    ").set_params(optimized_parameters)\n",
     "\n",
     "sim_output = Emulator(config=model_validation).run()\n",
     "\n",
@@ -860,11 +1144,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Setup a gauge for Raven to read-in the reference climate data, just like for ERA5\n",
     "gauge_ref = [\n",
@@ -908,11 +1203,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Setup a gauge for Raven to read-in the future climate data, just like for the reference data\n",
     "gauge_fut = [\n",
@@ -960,11 +1266,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Extract the mean annual hydrograph for each simulation.\n",
     "observed_flows = ref_output.hydrograph.q_obs.groupby(\"time.dayofyear\").mean()\n",
@@ -997,6 +1314,11 @@
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
@@ -1007,7 +1329,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.11.6"
   }
  },
  "nbformat": 4,

From ecd1a656aa784a541132397052753930278c4354 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 7 May 2024 13:59:41 +0000
Subject: [PATCH 4/5] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 ...e_change_impact_study_on_a_watershed.ipynb | 406 ++----------------
 1 file changed, 42 insertions(+), 364 deletions(-)

diff --git a/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb b/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
index 97409f02..41b2d4c5 100644
--- a/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
+++ b/docs/notebooks/paper/Perform_a_climate_change_impact_study_on_a_watershed.ipynb
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -55,7 +55,6 @@
     "import warnings\n",
     "from pathlib import Path\n",
     "\n",
-    "\n",
     "# Packages for data extraction on remote servers/filesystems\n",
     "import fsspec\n",
     "import gcsfs\n",
@@ -96,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -127,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -154,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -183,88 +182,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>features</th>\n",
-       "      <th>Name</th>\n",
-       "      <th>OfficialID</th>\n",
-       "      <th>FlagPAVICS</th>\n",
-       "      <th>Source</th>\n",
-       "      <th>Area</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MI...</td>\n",
-       "      <td>02RD003</td>\n",
-       "      <td>1</td>\n",
-       "      <td>HYDAT</td>\n",
-       "      <td>9870</td>\n",
-       "      <td>POLYGON ((-72.26250 48.87917, -72.27720 48.881...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   features                                               Name OfficialID  \\\n",
-       "0         1  MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MI...    02RD003   \n",
-       "\n",
-       "   FlagPAVICS Source  Area                                           geometry  \n",
-       "0           1  HYDAT  9870  POLYGON ((-72.26250 48.87917, -72.27720 48.881...  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: >"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Prepare a plot of the catchment to see what we are working with.\n",
     "df = gpd.read_file(basin_contour)\n",
@@ -285,44 +207,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'id': '0',\n",
-       " 'features': 1,\n",
-       " 'Name': 'MISTASSINI (RIVIERE) EN AMONT DE LA RIVIERE MISTASSIBI',\n",
-       " 'OfficialID': '02RD003',\n",
-       " 'FlagPAVICS': 1,\n",
-       " 'Source': 'HYDAT',\n",
-       " 'Area': 9870,\n",
-       " 'area': 9569368968.087273,\n",
-       " 'centroid': [-72.7431067594341, 49.848278236356585],\n",
-       " 'perimeter': 727186.9587075961,\n",
-       " 'gravelius': 2.097005162538472}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'area': 9569.368968087272,\n",
-       " 'longitude': -72.7431067594341,\n",
-       " 'latitude': 49.848278236356585,\n",
-       " 'gravelius': 2.097005162538472,\n",
-       " 'perimeter': 727186.9587075961}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "shape_resp = wps.shape_properties(shape=basin_contour)\n",
     "\n",
@@ -363,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -383,71 +272,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Downloading to /tmp/tmpwkeedej7/subset_1.tiff.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Land use ratios'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'Ocean': 0.0,\n",
-       " 'Forest': 0.7246596208414477,\n",
-       " 'Shrubs': 0.14616312094792794,\n",
-       " 'Grass': 0.04322426804857576,\n",
-       " 'Wetland': 0.013300924493021603,\n",
-       " 'Crops': 0.00395034960218003,\n",
-       " 'Urban': 0.0035571063310866975,\n",
-       " 'Water': 0.06514460973576021,\n",
-       " 'SnowIce': 0.0}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'Land use percentages'"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'Ocean': '0.0 %',\n",
-       " 'Forest': '72.47 %',\n",
-       " 'Shrubs': '14.62 %',\n",
-       " 'Grass': '4.32 %',\n",
-       " 'Wetland': '1.33 %',\n",
-       " 'Crops': '0.4 %',\n",
-       " 'Urban': '0.36 %',\n",
-       " 'Water': '6.51 %',\n",
-       " 'SnowIce': '0.0 %'}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "features, statistics, grid0 = stats_resp.get(asobj=True)\n",
     "lu = statistics[0]\n",
@@ -475,23 +304,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'elevation': 423.6657935442332,\n",
-       " 'slope': 3.949426174669343,\n",
-       " 'aspect': 148.55915312059147}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "terrain_resp = wps.terrain_analysis(\n",
     "    shape=basin_contour, select_all_touching=True, projected_crs=3978\n",
@@ -518,37 +335,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'area': 9569.368968087272,\n",
-       " 'longitude': -72.7431067594341,\n",
-       " 'latitude': 49.848278236356585,\n",
-       " 'gravelius': 2.097005162538472,\n",
-       " 'perimeter': 727186.9587075961,\n",
-       " 'Ocean': 0.0,\n",
-       " 'Forest': 0.7246596208414477,\n",
-       " 'Shrubs': 0.14616312094792794,\n",
-       " 'Grass': 0.04322426804857576,\n",
-       " 'Wetland': 0.013300924493021603,\n",
-       " 'Crops': 0.00395034960218003,\n",
-       " 'Urban': 0.0035571063310866975,\n",
-       " 'Water': 0.06514460973576021,\n",
-       " 'SnowIce': 0.0,\n",
-       " 'elevation': 423.6657935442332,\n",
-       " 'slope': 3.949426174669343,\n",
-       " 'aspect': 148.55915312059147}"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "all_properties = {**shape_info, **land_use, **terrain}\n",
     "display(all_properties)"
@@ -567,7 +358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -633,24 +424,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "historical tasmin\n",
-      "historical tasmax\n",
-      "historical pr\n",
-      "ssp585 tasmin\n",
-      "ssp585 tasmax\n",
-      "ssp585 pr\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Climate model to use\n",
     "climate_model = \"MIROC6\"\n",
@@ -685,19 +463,21 @@
     "            )\n",
     "            col_subset = col.search(require_all_on=[\"source_id\"], **query)\n",
     "            mapper = fsCMIP.get_mapper(col_subset.df.zstore[0])\n",
-    "            \n",
+    "\n",
     "            ds = xr.open_zarr(mapper, consolidated=True).sel(\n",
-    "                        time=slice(period_start, period_end)\n",
-    "                    )\n",
-    "            \n",
+    "                time=slice(period_start, period_end)\n",
+    "            )\n",
+    "\n",
     "            if \"height\" in ds.coords:\n",
     "                ds = ds.drop_vars(\"height\")\n",
     "\n",
     "            out[exp][variable] = average.average_shape(\n",
     "                ds,\n",
     "                basin_contour,\n",
-    "            )[variable].chunk(-1)\n",
-    "            \n",
+    "            )[\n",
+    "                variable\n",
+    "            ].chunk(-1)\n",
+    "\n",
     "\n",
     "# We can now extract the variables that we will need later:\n",
     "historical_tasmax = out[\"historical\"][\"tasmax\"]\n",
@@ -719,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -755,7 +535,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -825,28 +605,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[########################################] | 100% Completed | 101.67 ms\n",
-      "[########################################] | 100% Completed | 100.90 ms\n",
-      "[########################################] | 100% Completed | 100.93 ms\n",
-      "[########################################] | 100% Completed | 100.84 ms\n",
-      "[########################################] | 100% Completed | 100.94 ms\n",
-      "[########################################] | 100% Completed | 100.86 ms\n",
-      "[########################################] | 100% Completed | 101.00 ms\n",
-      "[########################################] | 100% Completed | 101.22 ms\n",
-      "[########################################] | 100% Completed | 101.03 ms\n",
-      "[########################################] | 100% Completed | 44.71 ss\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Convert the reference corrected data into netCDF file. We will then apply a special code to remove a dimension in the dataset to make it applicable to the RAVEN models.\n",
     "ref_dataset = xr.merge(\n",
@@ -879,7 +642,7 @@
     "    ref_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"reference_dataset.nc\")\n",
     "\n",
     "    fut_dataset = xr.open_dataset(fn_tmp_fut)\n",
-    "    fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")\n"
+    "    fut_dataset.isel(geom=0).squeeze().to_netcdf(tmp / \"future_dataset.nc\")"
    ]
   },
   {
@@ -895,7 +658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -982,47 +745,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Initializing the  Dynamically Dimensioned Search (DDS) algorithm  with  200  repetitions\n",
-      "The objective function will be maximized\n",
-      "Starting the DDS algotrithm with 200 repetitions...\n",
-      "Finding best starting point for trial 1 using 5 random samples.\n",
-      "Initialize database...\n",
-      "['csv', 'hdf5', 'ram', 'sql', 'custom', 'noData']\n",
-      "41 of 200, maximal objective function=0.513714, time remaining: 00:00:08\n",
-      "82 of 200, maximal objective function=0.563485, time remaining: 00:00:06\n",
-      "122 of 200, maximal objective function=0.582534, time remaining: 00:00:04\n",
-      "161 of 200, maximal objective function=0.625077, time remaining: 00:00:02\n",
-      "Best solution found has obj function value of 0.626782 at 5\n",
-      "\n",
-      "\n",
-      "\n",
-      "*** Final SPOTPY summary ***\n",
-      "Total Duration: 9.95 seconds\n",
-      "Total Repetitions: 200\n",
-      "Maximal objective value: 0.626782\n",
-      "Corresponding parameter setting:\n",
-      "GR4J_X1: 0.604489\n",
-      "GR4J_X2: 5.43047\n",
-      "GR4J_X3: 260.868\n",
-      "GR4J_X4: 6.33189\n",
-      "CEMANEIGE_X1: 15.9962\n",
-      "CEMANEIGE_X2: 0.816799\n",
-      "******************************\n",
-      "\n",
-      "Run number 198 has the highest objectivefunction with: 0.6268\n",
-      "[0.6044885693017288, 5.430471495913945, 260.8681872558836, 6.331893990665917, 15.996220284183813, 0.81679852837543]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# In order to calibrate your model, you need to give the lower and higher bounds of the model. In this case,\n",
     "# we are passing the boundaries for a GR4JCN, but it's important to change them, if you are using another model.\n",
@@ -1092,22 +819,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Copy the configuration of the previous model that we will modify for our validation:\n",
     "model_validation = model_config.duplicate(\n",
@@ -1144,22 +860,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Setup a gauge for Raven to read-in the reference climate data, just like for ERA5\n",
     "gauge_ref = [\n",
@@ -1203,22 +908,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Setup a gauge for Raven to read-in the future climate data, just like for the reference data\n",
     "gauge_fut = [\n",
@@ -1266,22 +960,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Extract the mean annual hydrograph for each simulation.\n",
     "observed_flows = ref_output.hydrograph.q_obs.groupby(\"time.dayofyear\").mean()\n",
@@ -1314,11 +997,6 @@
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",

From 42874256580663b3050b91f84f1a697359a8a168 Mon Sep 17 00:00:00 2001
From: David Huard <huard.david@ouranos.ca>
Date: Tue, 7 May 2024 16:37:20 -0400
Subject: [PATCH 5/5] removed band_data

---
 ...ct_geographical_watershed_properties.ipynb | 22 ++++++++-----------
 1 file changed, 9 insertions(+), 13 deletions(-)

diff --git a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
index 714803d8..84be4db0 100644
--- a/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
+++ b/docs/notebooks/02_Extract_geographical_watershed_properties.ipynb
@@ -182,7 +182,7 @@
    "source": [
     "features, statistics, raster = stats_resp.get(asobj=True)\n",
     "grid = raster[0]\n",
-    "grid.band_data.plot()"
+    "grid.plot()"
    ]
   },
   {
@@ -226,7 +226,7 @@
    },
    "outputs": [],
    "source": [
-    "unique, counts = np.unique(grid.band_data, return_counts=True)\n",
+    "unique, counts = np.unique(grid, return_counts=True)\n",
     "print(\"The land-use categories available are: \" + str(unique))\n",
     "print(\"The number of occurrences of each land-use category is: \" + str(counts))\n",
     "\n",
@@ -245,8 +245,8 @@
     "plt.ylabel(\"Number of pixels\")\n",
     "plt.show()\n",
     "\n",
-    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n",
-    "grid.band_data.name = \"Land-use categories\"\n",
+    "grid.where(grid != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n",
+    "grid.name = \"Land-use categories\"\n",
     "plt.show()"
    ]
   },
@@ -301,10 +301,8 @@
     ")\n",
     "\n",
     "ax = plt.subplot(projection=crs)\n",
-    "grid.band_data.name = \"Land-use categories\"\n",
-    "grid.band_data.where(grid.band_data != 127).sel(band=1).plot.imshow(\n",
-    "    ax=ax, transform=crs, cmap=\"tab20\"\n",
-    ")\n",
+    "grid.name = \"Land-use categories\"\n",
+    "grid.where(grid != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n",
     "plt.show()"
    ]
   },
@@ -364,12 +362,10 @@
     "    central_latitude=49, central_longitude=-95, standard_parallels=(49, 77)\n",
     ")\n",
     "\n",
-    "dem.band_data.name = \"Elevation\"\n",
-    "dem.band_data.attrs[\"units\"] = \"m\"\n",
+    "dem.name = \"Elevation\"\n",
+    "dem.attrs[\"units\"] = \"m\"\n",
     "ax = plt.subplot(projection=crs)\n",
-    "dem.band_data.where(dem.band_data != -32768).sel(band=1).plot.imshow(\n",
-    "    ax=ax, transform=crs, cmap=\"gnuplot\"\n",
-    ")\n",
+    "dem.where(dem != -32768).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"gnuplot\")\n",
     "plt.show()"
    ]
   },