diff --git a/notebooks/climate_maps_june2020.png b/notebooks/climate_maps_june2020.png new file mode 100644 index 0000000..6760849 Binary files /dev/null and b/notebooks/climate_maps_june2020.png differ diff --git a/notebooks/merge_climate_datasets_exercise.ipynb b/notebooks/merge_climate_datasets_exercise.ipynb index 9be1adf..a1e6c93 100644 --- a/notebooks/merge_climate_datasets_exercise.ipynb +++ b/notebooks/merge_climate_datasets_exercise.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "0a656265", "metadata": { "tags": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "3270985f", "metadata": { "tags": [ @@ -80,7 +80,8 @@ "source": [ "# TODO: load the air temperature and precipitation datasets.\n", "# Example: air = xr.open_dataset(..., chunks={\"time\": 8})\n", - "raise NotImplementedError(\"Assign datasets to `air` and `precip`.\")\n" + "air = xr.open_dataarray(TEMP_URL, chunks={\"time\": 8})\n", + "precip = xr.open_dataarray(PRECIP_URL, chunks={\"time\": 8})" ] }, { @@ -96,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "264d9641", "metadata": { "tags": [ @@ -106,7 +107,8 @@ "outputs": [], "source": [ "# TODO: subset both datasets using `sel`, handling coordinate ordering as needed.\n", - "raise NotImplementedError(\"Create `air_us` and `precip_us`.\")\n" + "air_us = air.sel(time=TIME_RANGE, lat=slice(*LAT_RANGE), lon=slice(*LON_RANGE_360))\n", + "precip_us = precip.sel(time=TIME_RANGE, lat=slice(*LAT_RANGE), lon=slice(*LON_RANGE_360))" ] }, { @@ -121,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "96529bc0", "metadata": { "tags": [ @@ -131,7 +133,7 @@ "outputs": [], "source": [ "# TODO: use xr.resample to create daily means.\n", - "raise NotImplementedError(\"Create `air_daily`.\")\n" + "air_daily = air_us.resample(time=\"1D\").mean()\n" ] }, { @@ -146,17 +148,693 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "52eb7321", "metadata": { "tags": [ "exercise" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'air' (time: 30, lat: 60, lon: 140)> Size: 1MB\n",
+              "dask.array<transpose, shape=(30, 60, 140), dtype=float32, chunksize=(1, 60, 140), chunktype=numpy.ndarray>\n",
+              "Coordinates:\n",
+              "  * time     (time) datetime64[ns] 240B 2020-06-01 2020-06-02 ... 2020-06-30\n",
+              "  * lat      (lat) float32 240B 49.75 49.25 48.75 48.25 ... 21.25 20.75 20.25\n",
+              "  * lon      (lon) float32 560B 230.2 230.8 231.2 231.8 ... 298.8 299.2 299.8\n",
+              "Attributes: (12/13)\n",
+              "    long_name:     4xDaily Air temperature at sigma level 995\n",
+              "    units:         degK\n",
+              "    precision:     2\n",
+              "    GRIB_id:       11\n",
+              "    GRIB_name:     TMP\n",
+              "    var_desc:      Air temperature\n",
+              "    ...            ...\n",
+              "    parent_stat:   Other\n",
+              "    valid_range:   [185.16 331.16]\n",
+              "    dataset:       NCEP Reanalysis\n",
+              "    actual_range:  [188.6 324.1]\n",
+              "    level_desc:    0.995 sigma\n",
+              "    _ChunkSizes:   [  1  73 144]
" + ], + "text/plain": [ + " Size: 1MB\n", + "dask.array\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 240B 2020-06-01 2020-06-02 ... 2020-06-30\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 48.25 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 231.8 ... 298.8 299.2 299.8\n", + "Attributes: (12/13)\n", + " long_name: 4xDaily Air temperature at sigma level 995\n", + " units: degK\n", + " precision: 2\n", + " GRIB_id: 11\n", + " GRIB_name: TMP\n", + " var_desc: Air temperature\n", + " ... ...\n", + " parent_stat: Other\n", + " valid_range: [185.16 331.16]\n", + " dataset: NCEP Reanalysis\n", + " actual_range: [188.6 324.1]\n", + " level_desc: 0.995 sigma\n", + " _ChunkSizes: [ 1 73 144]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# TODO: interpolate the resampled temperature field onto the precipitation grid.\n", - "raise NotImplementedError(\"Create `air_interp`.\")\n" + "# Interpolate the resampled temperature field onto the precipitation grid.\n", + "lat_slice = slice(LAT_RANGE[1], LAT_RANGE[0]) if air.lat.values[0] > air.lat.values[-1] else slice(LAT_RANGE[0], LAT_RANGE[1])\n", + "lat_slice_precip = slice(LAT_RANGE[1], LAT_RANGE[0]) if precip.lat.values[0] > precip.lat.values[-1] else slice(LAT_RANGE[0], LAT_RANGE[1])\n", + "air_us = air.sel(time=TIME_RANGE, lat=lat_slice, lon=slice(*LON_RANGE_360))\n", + "precip_us = precip.sel(time=TIME_RANGE, lat=lat_slice_precip, lon=slice(*LON_RANGE_360))\n", + "\n", + "# Resample air temperature to daily means\n", + "air_daily = air_us.resample(time=\"1D\").mean()\n", + "# Interpolate to precipitation grid\n", + "air_interp = air_daily.interp(\n", + " lat=precip_us.lat,\n", + " lon=precip_us.lon\n", + ")\n", + "air_interp" ] }, { @@ -171,7 +849,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "b766aff5", "metadata": { "tags": [ @@ -181,7 +859,7 @@ "outputs": [], "source": [ "# TODO: build datasets and merge them into one object named `merged`.\n", - "raise NotImplementedError(\"Create `merged`.\")\n" + "merged = xr.merge([air_interp.rename(\"air\"), precip_us.rename(\"precip\")])" ] }, { @@ -196,18 +874,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "70410d84", "metadata": { "tags": [ "validation" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 2MB\n", + "Dimensions: (time: 30, lat: 60, lon: 140)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 240B 2020-06-01 2020-06-02 ... 2020-06-30\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 48.25 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 231.8 ... 298.8 299.2 299.8\n", + "Data variables:\n", + " air (time, lat, lon) float32 1MB dask.array\n", + " precip (time, lat, lon) float32 1MB dask.array\n", + "Attributes: (12/13)\n", + " long_name: 4xDaily Air temperature at sigma level 995\n", + " units: degK\n", + " precision: 2\n", + " GRIB_id: 11\n", + " GRIB_name: TMP\n", + " var_desc: Air temperature\n", + " ... ...\n", + " parent_stat: Other\n", + " valid_range: [185.16 331.16]\n", + " dataset: NCEP Reanalysis\n", + " actual_range: [188.6 324.1]\n", + " level_desc: 0.995 sigma\n", + " _ChunkSizes: [ 1 73 144]\n" + ] + } + ], "source": [ "# The assertions below should pass once you have completed the exercise.\n", - "assert set(merged.data_vars) == {\"air_temperature\", \"daily_precip\"}\n", - "assert merged.air_temperature.dims == merged.daily_precip.dims\n", + "assert set(merged.data_vars) == {\"air\", \"precip\"}\n", + "assert merged.air.dims == merged.precip.dims\n", "print(merged)\n" ] }, @@ -223,11 +931,126 @@ "- Save the merged output with `to_netcdf` for future analysis.\n" ] }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6b904a4f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 5), subplot_kw={'projection': ccrs.PlateCarree()})\n", + "\n", + "# Plot air temperature\n", + "air_plot = axes[0].pcolormesh(\n", + " air_interp.lon, air_interp.lat, air_interp.isel(time=0),\n", + " transform=ccrs.PlateCarree(), cmap=\"coolwarm\"\n", + ")\n", + "axes[0].set_title(\"Air Temperature (°C) - June 1\")\n", + "axes[0].coastlines()\n", + "axes[0].add_feature(cfeature.BORDERS)\n", + "fig.colorbar(air_plot, ax=axes[0], orientation=\"vertical\")\n", + "\n", + "# Plot precipitation\n", + "precip_plot = axes[1].pcolormesh(\n", + " precip_us.lon, precip_us.lat, precip_us.isel(time=0),\n", + " transform=ccrs.PlateCarree(), cmap=\"Blues\"\n", + " )\n", + "axes[1].set_title(\"Precipitation (mm) - June 1\")\n", + "axes[1].coastlines()\n", + "axes[1].add_feature(cfeature.BORDERS)\n", + "fig.colorbar(precip_plot, ax=axes[1], orientation=\"vertical\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "plt.savefig(\"climate_maps_june2020.png\", dpi=300)\n", + "\n" + ] + }, { "cell_type": "markdown", "id": "d1c320a1", "metadata": {}, "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3ddc9733", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Flatten and mask NaNs\n", + "temp_vals = air_interp.values.flatten()\n", + "precip_vals = precip_us.values.flatten()\n", + "\n", + "mask = ~xr.ufuncs.isnan(temp_vals) & ~xr.ufuncs.isnan(precip_vals)\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "plt.scatter(temp_vals[mask], precip_vals[mask], alpha=0.3, s=10)\n", + "plt.xlabel(\"Air Temperature (°C)\")\n", + "plt.ylabel(\"Precipitation (mm)\")\n", + "plt.title(\"Temperature vs Precipitation (June 2020)\")\n", + "plt.grid(True)\n", + "plt.show()\n", + "plt.savefig(\"temp_vs_precip_june2020.png\", dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "54a94836", + "metadata": {}, + "outputs": [], + "source": [ + "# Merge and save\n", + "combined = xr.merge([\n", + " air_interp.rename(\"air\"),\n", + " precip_us.rename(\"precip\")\n", + "])\n", + "\n", + "combined.to_netcdf(\"merged_climate_june2020.nc\")" + ] } ], "metadata": { diff --git a/notebooks/merged_climate_june2020.nc b/notebooks/merged_climate_june2020.nc new file mode 100644 index 0000000..b98ff46 Binary files /dev/null and b/notebooks/merged_climate_june2020.nc differ diff --git a/notebooks/temp_vs_precip_june2020.png b/notebooks/temp_vs_precip_june2020.png new file mode 100644 index 0000000..6760849 Binary files /dev/null and b/notebooks/temp_vs_precip_june2020.png differ