{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gridding agricultural census data - HiResIreland\n",
"\n",
"Gridding based on\n",
"
<xarray.Dataset>\n",
"Dimensions: (time: 11323, rlon: 90, rlat: 116, bnds: 2)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2040-01-01T10:30:00 ... 2070-12-31T10...\n",
" * rlon (rlon) float64 -1.68 -1.645 -1.61 -1.575 ... 1.365 1.4 1.435\n",
" * rlat (rlat) float64 -1.98 -1.945 -1.91 -1.875 ... 1.975 2.01 2.045\n",
" lon (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" lat (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" height_2m float32 ...\n",
" spatial_ref int64 ...\n",
" time_bnds (time, bnds) datetime64[ns] dask.array<chunksize=(11323, 2), meta=np.ndarray>\n",
" rotated_pole int64 ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" PET (time, rlat, rlon) float32 dask.array<chunksize=(7481, 76, 59), meta=np.ndarray>\n",
" PP (time, rlat, rlon) float32 dask.array<chunksize=(7481, 76, 59), meta=np.ndarray>\n",
" T (time, rlat, rlon) float32 dask.array<chunksize=(7481, 76, 59), meta=np.ndarray>\n",
" PAR (time, rlat, rlon) float32 dask.array<chunksize=(7481, 76, 59), meta=np.ndarray>\n",
"Attributes: (12/13)\n",
" CDI: Climate Data Interface version 1.9.5 (http://mpimet.mpg....\n",
" Conventions: CF-1.4\n",
" title: COSMO5_EC-EARTH_rcp45_4km\n",
" experiment_id: COSMO5_EC-EARTH_rcp45_4km\n",
" realization: 1\n",
" conventionsURL: http://www.cfconventions.org/\n",
" ... ...\n",
" references: http://www.ichec.ie\n",
" creation_date: 2018-05-21 20:31:05\n",
" frequency: day\n",
" CDO: Climate Data Operators version 1.9.5 (http://mpimet.mpg....\n",
" dataset: IE_HiResIreland_COSMO5_EC-EARTH_rcp45\n",
" comment: This dataset has been clipped with the Island of Ireland...<xarray.Dataset>\n",
"Dimensions: (time: 11323, rlon: 90, rlat: 116, bnds: 2)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2040-01-01T10:30:00 ... 2070-12-31T10...\n",
" * rlon (rlon) float64 -1.68 -1.645 -1.61 -1.575 ... 1.365 1.4 1.435\n",
" * rlat (rlat) float64 -1.98 -1.945 -1.91 -1.875 ... 1.975 2.01 2.045\n",
" lon (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" lat (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" height_2m float32 ...\n",
" spatial_ref int64 ...\n",
" time_bnds (time, bnds) datetime64[ns] dask.array<chunksize=(11323, 2), meta=np.ndarray>\n",
" rotated_pole int64 ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" T (time, rlat, rlon) float32 dask.array<chunksize=(7481, 76, 59), meta=np.ndarray>\n",
"Attributes: (12/13)\n",
" CDI: Climate Data Interface version 1.9.5 (http://mpimet.mpg....\n",
" Conventions: CF-1.4\n",
" title: COSMO5_EC-EARTH_rcp45_4km\n",
" experiment_id: COSMO5_EC-EARTH_rcp45_4km\n",
" realization: 1\n",
" conventionsURL: http://www.cfconventions.org/\n",
" ... ...\n",
" references: http://www.ichec.ie\n",
" creation_date: 2018-05-21 20:31:05\n",
" frequency: day\n",
" CDO: Climate Data Operators version 1.9.5 (http://mpimet.mpg....\n",
" dataset: IE_HiResIreland_COSMO5_EC-EARTH_rcp45\n",
" comment: This dataset has been clipped with the Island of Ireland...| \n", " | geometry | \n", "
|---|---|
| 0 | \n", "POLYGON ((-1.73250 -1.99750, -1.73250 -1.96250... | \n", "
| 1 | \n", "POLYGON ((-1.73250 -1.96250, -1.73250 -1.92750... | \n", "
| 2 | \n", "POLYGON ((-1.73250 -1.92750, -1.73250 -1.89250... | \n", "
| 3 | \n", "POLYGON ((-1.73250 -1.89250, -1.73250 -1.85750... | \n", "
| 4 | \n", "POLYGON ((-1.73250 -1.85750, -1.73250 -1.82250... | \n", "
<xarray.Dataset>\n",
"Dimensions: (time: 1, rlon: 90, rlat: 116, bnds: 2)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2041-06-21T10:30:00\n",
" * rlon (rlon) float64 -1.68 -1.645 -1.61 -1.575 ... 1.365 1.4 1.435\n",
" * rlat (rlat) float64 -1.98 -1.945 -1.91 -1.875 ... 1.975 2.01 2.045\n",
" lon (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" lat (rlat, rlon) float32 dask.array<chunksize=(116, 90), meta=np.ndarray>\n",
" height_2m float32 ...\n",
" spatial_ref int64 ...\n",
" time_bnds (time, bnds) datetime64[ns] dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
" rotated_pole int64 ...\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" T (time, rlat, rlon) float32 dask.array<chunksize=(1, 76, 59), meta=np.ndarray>\n",
"Attributes: (12/13)\n",
" CDI: Climate Data Interface version 1.9.5 (http://mpimet.mpg....\n",
" Conventions: CF-1.4\n",
" title: COSMO5_EC-EARTH_rcp45_4km\n",
" experiment_id: COSMO5_EC-EARTH_rcp45_4km\n",
" realization: 1\n",
" conventionsURL: http://www.cfconventions.org/\n",
" ... ...\n",
" references: http://www.ichec.ie\n",
" creation_date: 2018-05-21 20:31:05\n",
" frequency: day\n",
" CDO: Climate Data Operators version 1.9.5 (http://mpimet.mpg....\n",
" dataset: IE_HiResIreland_COSMO5_EC-EARTH_rcp45\n",
" comment: This dataset has been clipped with the Island of Ireland...| \n", " | wkt | \n", "rlon | \n", "rlat | \n", "geometry | \n", "
|---|---|---|---|---|
| 0 | \n", "POINT (-1.6799999475479126 -1.315000057220459) | \n", "-1.680 | \n", "-1.315 | \n", "POINT (-1.68000 -1.31500) | \n", "
| 1 | \n", "POINT (-1.6799999475479126 -1.2799999713897705) | \n", "-1.680 | \n", "-1.280 | \n", "POINT (-1.68000 -1.28000) | \n", "
| 2 | \n", "POINT (-1.6449999809265137 -1.5950000286102295) | \n", "-1.645 | \n", "-1.595 | \n", "POINT (-1.64500 -1.59500) | \n", "
| 3 | \n", "POINT (-1.6449999809265137 -1.315000057220459) | \n", "-1.645 | \n", "-1.315 | \n", "POINT (-1.64500 -1.31500) | \n", "
| 4 | \n", "POINT (-1.6449999809265137 -1.2799999713897705) | \n", "-1.645 | \n", "-1.280 | \n", "POINT (-1.64500 -1.28000) | \n", "
| \n", " | geometry | \n", "rlon | \n", "rlat | \n", "
|---|---|---|---|
| 137 | \n", "POLYGON ((-1.69750 -1.33250, -1.69750 -1.29750... | \n", "-1.680 | \n", "-1.315 | \n", "
| 138 | \n", "POLYGON ((-1.69750 -1.29750, -1.69750 -1.26250... | \n", "-1.680 | \n", "-1.280 | \n", "
| 247 | \n", "POLYGON ((-1.66250 -1.61250, -1.66250 -1.57750... | \n", "-1.645 | \n", "-1.595 | \n", "
| 255 | \n", "POLYGON ((-1.66250 -1.33250, -1.66250 -1.29750... | \n", "-1.645 | \n", "-1.315 | \n", "
| 256 | \n", "POLYGON ((-1.66250 -1.29750, -1.66250 -1.26250... | \n", "-1.645 | \n", "-1.280 | \n", "
| \n", " | ENGLISH | \n", "COUNTY | \n", "PROVINCE | \n", "GUID | \n", "total_cattle | \n", "total_sheep | \n", "total_grass_hectares | \n", "electoral_division | \n", "WD22CD | \n", "WD22NM | \n", "ward_2014_name | \n", "stocking_rate | \n", "geometry | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "TURNAPIN | \n", "DUBLIN | \n", "Leinster | \n", "2ae19629-1cea-13a3-e055-000000000001 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "Turnapin, Co.Dublin, 04042 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "POLYGON ((717716.712 741601.510, 717759.461 74... | \n", "
| 1 | \n", "DRUMLUMMAN | \n", "CAVAN | \n", "Ulster | \n", "2ae19629-1caa-13a3-e055-000000000001 | \n", "2673.0 | \n", "231.0 | \n", "1249.1 | \n", "Drumlumman, Co.Cavan, 32089 | \n", "0 | \n", "0 | \n", "0 | \n", "1.730446 | \n", "POLYGON ((637756.185 787640.988, 637753.646 78... | \n", "
| 2 | \n", "CASTLEFORE | \n", "LEITRIM | \n", "Connacht | \n", "2ae19629-171c-13a3-e055-000000000001 | \n", "630.0 | \n", "0.0 | \n", "805.9 | \n", "Castlefore, Co.Leitrim, 28063 | \n", "0 | \n", "0 | \n", "0 | \n", "0.625388 | \n", "POLYGON ((608196.069 807618.950, 608244.536 80... | \n", "
| 3 | \n", "RAHONA | \n", "CLARE | \n", "Munster | \n", "2ae19629-1fec-13a3-e055-000000000001 | \n", "2369.0 | \n", "0.0 | \n", "1349.9 | \n", "Rahona, Co.Clare, 16101 | \n", "0 | \n", "0 | \n", "0 | \n", "1.403956 | \n", "POLYGON ((484212.068 651795.629, 484231.866 65... | \n", "
| 4 | \n", "CROSSAKEEL | \n", "MEATH | \n", "Leinster | \n", "2ae19629-1861-13a3-e055-000000000001 | \n", "4826.0 | \n", "671.0 | \n", "2014.1 | \n", "Crossakeel, Co.Meath, 11061 | \n", "0 | \n", "0 | \n", "0 | \n", "1.950201 | \n", "POLYGON ((663308.409 776111.796, 663305.294 77... | \n", "
| \n", " | geometry | \n", "rlon | \n", "rlat | \n", "
|---|---|---|---|
| 137 | \n", "POLYGON ((417558.169 590305.235, 417549.771 59... | \n", "-1.680 | \n", "-1.315 | \n", "
| 138 | \n", "POLYGON ((417549.771 594200.519, 417541.440 59... | \n", "-1.680 | \n", "-1.280 | \n", "
| 247 | \n", "POLYGON ((421531.348 559152.004, 421522.478 56... | \n", "-1.645 | \n", "-1.595 | \n", "
| 255 | \n", "POLYGON ((421462.259 590312.894, 421453.924 59... | \n", "-1.645 | \n", "-1.315 | \n", "
| 256 | \n", "POLYGON ((421453.924 594208.112, 421445.655 59... | \n", "-1.645 | \n", "-1.280 | \n", "
| \n", " | ENGLISH | \n", "COUNTY | \n", "PROVINCE | \n", "GUID | \n", "total_cattle | \n", "total_sheep | \n", "total_grass_hectares | \n", "electoral_division | \n", "WD22CD | \n", "WD22NM | \n", "ward_2014_name | \n", "stocking_rate | \n", "geometry | \n", "index_right | \n", "rlon | \n", "rlat | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "TURNAPIN | \n", "DUBLIN | \n", "Leinster | \n", "2ae19629-1cea-13a3-e055-000000000001 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "Turnapin, Co.Dublin, 04042 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "POLYGON ((717716.712 741601.510, 717759.461 74... | \n", "9143 | \n", "0.980 | \n", "0.015 | \n", "
| 0 | \n", "TURNAPIN | \n", "DUBLIN | \n", "Leinster | \n", "2ae19629-1cea-13a3-e055-000000000001 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "Turnapin, Co.Dublin, 04042 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "POLYGON ((717716.712 741601.510, 717759.461 74... | \n", "9261 | \n", "1.015 | \n", "0.015 | \n", "
| 1 | \n", "DRUMLUMMAN | \n", "CAVAN | \n", "Ulster | \n", "2ae19629-1caa-13a3-e055-000000000001 | \n", "2673.0 | \n", "231.0 | \n", "1249.1 | \n", "Drumlumman, Co.Cavan, 32089 | \n", "0 | \n", "0 | \n", "0 | \n", "1.730446 | \n", "POLYGON ((637756.185 787640.988, 637753.646 78... | \n", "6795 | \n", "0.280 | \n", "0.435 | \n", "
| 1 | \n", "DRUMLUMMAN | \n", "CAVAN | \n", "Ulster | \n", "2ae19629-1caa-13a3-e055-000000000001 | \n", "2673.0 | \n", "231.0 | \n", "1249.1 | \n", "Drumlumman, Co.Cavan, 32089 | \n", "0 | \n", "0 | \n", "0 | \n", "1.730446 | \n", "POLYGON ((637756.185 787640.988, 637753.646 78... | \n", "6913 | \n", "0.315 | \n", "0.435 | \n", "
| 1 | \n", "DRUMLUMMAN | \n", "CAVAN | \n", "Ulster | \n", "2ae19629-1caa-13a3-e055-000000000001 | \n", "2673.0 | \n", "231.0 | \n", "1249.1 | \n", "Drumlumman, Co.Cavan, 32089 | \n", "0 | \n", "0 | \n", "0 | \n", "1.730446 | \n", "POLYGON ((637756.185 787640.988, 637753.646 78... | \n", "6678 | \n", "0.245 | \n", "0.470 | \n", "
| \n", " | geometry | \n", "stocking_rate | \n", "
|---|---|---|
| index_right | \n", "\n", " | \n", " |
| 137 | \n", "MULTIPOLYGON (((421214.433 590565.624, 421215.... | \n", "0.917024 | \n", "
| 138 | \n", "MULTIPOLYGON (((421214.433 590565.624, 421215.... | \n", "0.917024 | \n", "
| 247 | \n", "MULTIPOLYGON (((424582.660 560554.883, 424573.... | \n", "0.763591 | \n", "
| 255 | \n", "MULTIPOLYGON (((421214.433 590565.624, 421215.... | \n", "0.917024 | \n", "
| 256 | \n", "MULTIPOLYGON (((421214.433 590565.624, 421215.... | \n", "0.917024 | \n", "
| \n", " | geometry | \n", "rlon | \n", "rlat | \n", "sr | \n", "
|---|---|---|---|---|
| 137 | \n", "POLYGON ((417558.169 590305.235, 417549.771 59... | \n", "-1.680 | \n", "-1.315 | \n", "0.917024 | \n", "
| 138 | \n", "POLYGON ((417549.771 594200.519, 417541.440 59... | \n", "-1.680 | \n", "-1.280 | \n", "0.917024 | \n", "
| 247 | \n", "POLYGON ((421531.348 559152.004, 421522.478 56... | \n", "-1.645 | \n", "-1.595 | \n", "0.763591 | \n", "
| 255 | \n", "POLYGON ((421462.259 590312.894, 421453.924 59... | \n", "-1.645 | \n", "-1.315 | \n", "0.917024 | \n", "
| 256 | \n", "POLYGON ((421453.924 594208.112, 421445.655 59... | \n", "-1.645 | \n", "-1.280 | \n", "0.917024 | \n", "