diff --git a/docs/source/notebooks/Subset_climate_data_over_watershed.ipynb b/docs/source/notebooks/Subset_climate_data_over_watershed.ipynb index bd2dac17..1a2fe0db 100644 --- a/docs/source/notebooks/Subset_climate_data_over_watershed.ipynb +++ b/docs/source/notebooks/Subset_climate_data_over_watershed.ipynb @@ -15,12 +15,20 @@ }, { "cell_type": "code", + "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:31:24.955099Z", "start_time": "2024-10-16T17:31:24.950060Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:45.318638Z", + "iopub.status.busy": "2025-02-10T20:53:45.318369Z", + "iopub.status.idle": "2025-02-10T20:53:46.193602Z", + "shell.execute_reply": "2025-02-10T20:53:46.192750Z" } }, + "outputs": [], "source": [ "# Import the necessary libraries.\n", "import datetime as dt\n", @@ -28,18 +36,24 @@ "\n", "import birdy\n", "import geopandas as gpd" - ], - "outputs": [], - "execution_count": 2 + ] }, { "cell_type": "code", + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:31:30.620314Z", "start_time": "2024-10-16T17:31:25.099384Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:46.197473Z", + "iopub.status.busy": "2025-02-10T20:53:46.197134Z", + "iopub.status.idle": "2025-02-10T20:53:48.292890Z", + "shell.execute_reply": "2025-02-10T20:53:48.291818Z" } }, + "outputs": [], "source": [ "# Set the links to the servers.\n", "# Note that if Finch is a remote server, Raven needs to be accessible on the next because some cells\n", @@ -56,9 +70,7 @@ "# Establish client connexions to the remote servers\n", "finch = birdy.WPSClient(url_finch)\n", "raven = birdy.WPSClient(url_raven)" - ], - "outputs": [], - "execution_count": 3 + ] }, { "cell_type": "markdown", @@ -71,12 +83,20 @@ }, { "cell_type": "code", + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:31:36.825624Z", "start_time": "2024-10-16T17:31:30.628321Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:48.297026Z", + "iopub.status.busy": "2025-02-10T20:53:48.296274Z", + "iopub.status.idle": "2025-02-10T20:53:53.302214Z", + "shell.execute_reply": "2025-02-10T20:53:53.300609Z" } }, + "outputs": [], "source": [ "# Send a request to the server and get the response.\n", "hydrobasin_resp = raven.hydrobasins_select(\n", @@ -84,49 +104,46 @@ ")\n", "\n", "# Wait for the process to complete before continuing with calculations." - ], - "outputs": [], - "execution_count": 4 + ] }, { "cell_type": "code", + "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:31:37.106752Z", "start_time": "2024-10-16T17:31:36.857307Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:53.308580Z", + "iopub.status.busy": "2025-02-10T20:53:53.308038Z", + "iopub.status.idle": "2025-02-10T20:53:53.329830Z", + "shell.execute_reply": "2025-02-10T20:53:53.329176Z" } }, + "outputs": [], "source": [ "# Collecting the response: the watershed contour and the sub-basins ids\n", "feature_url, sb_ids = hydrobasin_resp.get()\n", "feature, subbasin_ids = hydrobasin_resp.get(asobj=True)" - ], - "outputs": [], - "execution_count": 5 + ] }, { "cell_type": "code", + "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:31:38.034035Z", "start_time": "2024-10-16T17:31:37.132606Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:53.336169Z", + "iopub.status.busy": "2025-02-10T20:53:53.334799Z", + "iopub.status.idle": "2025-02-10T20:53:53.986989Z", + "shell.execute_reply": "2025-02-10T20:53:53.986153Z" } }, - "source": [ - "# Plot our vector shapefile\n", - "df = gpd.GeoDataFrame.from_file(feature_url)\n", - "df.plot()\n", - "\n", - "display(f\"Number of subbasins: {len(subbasin_ids)}\")" - ], "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "ERROR 1: PROJ: proj_create_from_database: Open of /home/tjs/miniforge3/envs/raven/share/proj failed\n" - ] - }, { "data": { "text/plain": [ @@ -138,16 +155,22 @@ }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 6 + "source": [ + "# Plot our vector shapefile\n", + "df = gpd.GeoDataFrame.from_file(feature_url)\n", + "df.plot()\n", + "\n", + "display(f\"Number of subbasins: {len(subbasin_ids)}\")" + ] }, { "cell_type": "markdown", @@ -160,12 +183,20 @@ }, { "cell_type": "code", + "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:37:55.203739Z", "start_time": "2024-10-16T17:37:52.375684Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:53.990556Z", + "iopub.status.busy": "2025-02-10T20:53:53.990172Z", + "iopub.status.idle": "2025-02-10T20:53:56.912818Z", + "shell.execute_reply": "2025-02-10T20:53:56.911694Z" } }, + "outputs": [], "source": [ "# Compute the watershed temperature average.\n", "nc_file = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/birdhouse/testdata/xclim/NRCANdaily/nrcan_canada_daily_tasmin_1990.nc\"\n", @@ -177,53 +208,57 @@ " start_date=dt.datetime(1990, 5, 1),\n", " end_date=dt.datetime(1990, 9, 1),\n", ")" - ], - "outputs": [], - "execution_count": 11 + ] }, { "cell_type": "code", + "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-10-16T17:37:56.145331Z", "start_time": "2024-10-16T17:37:55.274835Z" + }, + "execution": { + "iopub.execute_input": "2025-02-10T20:53:56.918809Z", + "iopub.status.busy": "2025-02-10T20:53:56.918544Z", + "iopub.status.idle": "2025-02-10T20:53:58.158463Z", + "shell.execute_reply": "2025-02-10T20:53:58.156690Z" } }, - "source": [ - "# Get the output files and plot the temperature time series averaged over the sub-basins.\n", - "ds, meta = resp.get(asobj=True)\n", - "ds.tasmin.plot()\n" - ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Downloading to /tmp/tmp972a91sc/nrcan_canada_daily_tasmin_1990_avg.nc.\n" + "Downloading to /tmp/tmp_y1q3qpj/nrcan_canada_daily_tasmin_1990_avg.nc.\n" ] }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 12, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { + "image/png": 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", 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" + ] }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 12 + "source": [ + "# Get the output files and plot the temperature time series averaged over the sub-basins.\n", + "ds, meta = resp.get(asobj=True)\n", + "ds.tasmin.plot()\n" + ] } ], "metadata": { @@ -242,7 +277,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.10" } }, "nbformat": 4,