diff --git a/CHANGELOG.md b/CHANGELOG.md index 1df7d38c08918cac99e43c8da89b7ad8b97959d3..cee701dcf40cecbdbf086d645f502e47a8311396 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,12 @@ # NES CHANGELOG +### 1.1.2 +* Release date: 2023/05/15 +* Changes and new features: + * Minor bug fixes + * Tutorial updates + * Writing formats (CMAQ, MONARCH, and WRF_CHEM added) ([#63](https://earth.bsc.es/gitlab/es/NES/-/issues/63)) + ### 1.1.1 * Release date: 2023/04/12 * Changes and new features: diff --git a/nes/__init__.py b/nes/__init__.py index 29217121f19aa4971d5f192fe95c84689329621d..777a4bce13cffa01354825a533bd2b41d7ec99bf 100644 --- a/nes/__init__.py +++ b/nes/__init__.py @@ -1,5 +1,5 @@ -__date__ = "2023-04-12" -__version__ = "1.1.1" +__date__ = "2023-05-15" +__version__ = "1.1.2" from .load_nes import open_netcdf, concatenate_netcdfs from .create_nes import create_nes, from_shapefile diff --git a/nes/methods/vertical_interpolation.py b/nes/methods/vertical_interpolation.py index 620689944d335e1fd1ab3af714c0d22d96ca0cd5..d3400fe147442925bd6cd0f6d341e6da9d34189e 100644 --- a/nes/methods/vertical_interpolation.py +++ b/nes/methods/vertical_interpolation.py @@ -46,6 +46,8 @@ def interpolate_vertical(self, new_levels, new_src_vertical=None, kind='linear', """ if len(self.lev) == 1: raise RuntimeError("1D data cannot be vertically interpolated.") + + self = self.copy(copy_vars=True) if info is None: info = self.info diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index ea8afe6cba814c94ee24e1040840e466339469fa..4b99cab1e239820164746e3164d770e846996dc6 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -3389,7 +3389,7 @@ class Nes(object): return spatial_join(self, ext_shp=ext_shp, method=method, var_list=var_list, info=info) - def calculate_grid_area(self): + def calculate_grid_area(self, overwrite=True): """ Get coordinate bounds and call function to calculate the area of each cell of a grid. @@ -3397,9 +3397,11 @@ class Nes(object): ---------- self : nes.Nes Source projection Nes Object. + overwrite : bool + Indicates if we want to overwrite the grid area """ - if 'cell_area' not in self.cell_measures.keys(): + if ('cell_area' not in self.cell_measures.keys()) or (overwrite): grid_area = cell_measures.calculate_grid_area(self) grid_area = grid_area.reshape([self.lat['data'].shape[0], self.lon['data'].shape[-1]]) self.cell_measures['cell_area'] = {'data': grid_area} diff --git a/nes/nc_projections/points_nes.py b/nes/nc_projections/points_nes.py index 40bec4de8f7962fa36b2162cf6aa6e223cf7da12..46be2fed2766901608f4ed024810cb2d7b98fd16 100644 --- a/nes/nc_projections/points_nes.py +++ b/nes/nc_projections/points_nes.py @@ -688,7 +688,12 @@ class PointsNes(Nes): raise ValueError(msg) for var_name in var_list: - self.shapefile[var_name] = self.variables[var_name]['data'][idx_time, :].ravel() + # station as dimension + if len(self.variables[var_name]['dimensions']) == 1: + self.shapefile[var_name] = self.variables[var_name]['data'][:].ravel() + # station and time as dimensions + else: + self.shapefile[var_name] = self.variables[var_name]['data'][idx_time, :].ravel() return None diff --git a/nes/nc_projections/points_nes_ghost.py b/nes/nc_projections/points_nes_ghost.py index ad2e80f98369a4dcd997099ce2a255a5d90f5bde..ce84ecc33cdf5ebeadc14952f882b1cb8b43cdbd 100644 --- a/nes/nc_projections/points_nes_ghost.py +++ b/nes/nc_projections/points_nes_ghost.py @@ -786,7 +786,12 @@ class PointsNesGHOST(PointsNes): raise ValueError(msg) for var_name in var_list: - self.shapefile[var_name] = self.variables[var_name]['data'][:, idx_time].ravel() + # station as dimension + if len(self.variables[var_name]['dimensions']) == 1: + self.shapefile[var_name] = self.variables[var_name]['data'][:].ravel() + # station and time as dimensions + else: + self.shapefile[var_name] = self.variables[var_name]['data'][:, idx_time].ravel() return None diff --git a/nes/nc_projections/points_nes_providentia.py b/nes/nc_projections/points_nes_providentia.py index 6326ea1b877c7d9e58152eeb9930f1c2f349c099..8484aec027e550cf3e276c2fc447b54642eb8c4a 100644 --- a/nes/nc_projections/points_nes_providentia.py +++ b/nes/nc_projections/points_nes_providentia.py @@ -615,7 +615,12 @@ class PointsNesProvidentia(PointsNes): raise ValueError(msg) for var_name in var_list: - self.shapefile[var_name] = self.variables[var_name]['data'][:, idx_time].ravel() + # station as dimension + if len(self.variables[var_name]['dimensions']) == 1: + self.shapefile[var_name] = self.variables[var_name]['data'][:].ravel() + # station and time as dimensions + else: + self.shapefile[var_name] = self.variables[var_name]['data'][:, idx_time].ravel() return None diff --git a/tutorials/1.Introduction/.1.6.Read_Write_Providentia.ipynb b/tutorials/1.Introduction/.1.6.Read_Write_Providentia.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..d41bddb7f41159cd2f0e889705c69d06fc0f8bb7 --- /dev/null +++ b/tutorials/1.Introduction/.1.6.Read_Write_Providentia.ipynb @@ -0,0 +1,376 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How to read and write Providentia interpolated experiment files" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from nes import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Open dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Original path: /gpfs/projects/bsc32/AC_cache/recon/exp_interp/1.3.3/cams61_chimere_ph2-eu-000/hourly/sconco3/EBAS/sconco3_201804.nc\n", + "# Interpolated experiment to EBAS network from CAMS\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/exp_interp_sconco3_201804.nc'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy = open_netcdf(path=path, info=True, parallel_method='X')\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "### Read coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(datetime.datetime(2018, 4, 1, 0, 0),\n", + " 720,\n", + " datetime.datetime(2018, 4, 30, 23, 0))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.time[0], len(nessy.time), nessy.time[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': array([0]), 'units': ''}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.lev" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': masked_array(data=[-64.24006 , -54.84846497, -22.10333333, -31.66861111,\n", + " 47.76666641, 46.677778 , 48.721111 , 47.529167 ,\n", + " 47.05407 , 46.693611 , 47.348056 , 47.973056 ,\n", + " 48.878611 , 48.106111 , 48.371111 , 48.334722 ,\n", + " 48.050833 , 47.838611 , 47.040277 , 47.06694444,\n", + " 49.877778 , 50.629421 , 50.503333 , 41.695833 ,\n", + " 32.27000046, 80.05000305, 46.5475 , 46.813056 ,\n", + " 47.479722 , 47.049722 , 47.0675 , 47.18961391,\n", + " -30.17254 , 16.86403 , 35.0381 , 49.73508444,\n", + " 49.573394 , 49.066667 , 54.925556 , 52.802222 ,\n", + " 47.914722 , 53.166667 , 50.65 , 54.4368 ,\n", + " 47.80149841, 47.4165 , -70.666 , 54.746495 ,\n", + " 81.6 , 55.693588 , 72.58000183, 56.290424 ,\n", + " 59.5 , 58.383333 , 39.54694 , 42.72056 ,\n", + " 39.87528 , 37.23722 , 43.43917 , 41.27417 ,\n", + " 42.31917 , 38.47278 , 39.08278 , 41.23889 ,\n", + " 41.39389 , 42.63472 , 37.05194 , 28.309 ,\n", + " 59.779167 , 60.53002 , 66.320278 , 67.97333333,\n", + " 48.5 , 49.9 , 47.266667 , 43.616667 ,\n", + " 47.3 , 46.65 , 45. , 45.8 ,\n", + " 48.633333 , 42.936667 , 48.70861111, 44.56944444,\n", + " 46.81472778, 45.772223 , 55.313056 , 54.443056 ,\n", + " 50.596389 , 54.334444 , 57.734444 , 52.503889 ,\n", + " 55.858611 , 53.398889 , 50.792778 , 52.293889 ,\n", + " 51.781784 , 52.298333 , 55.79216 , 52.950556 ,\n", + " 51.778056 , 60.13922 , -75.62 , 51.149617 ,\n", + " 38.366667 , 35.316667 , 46.966667 , 46.91 ,\n", + " -0.20194 , 51.939722 , 53.32583 , 45.8 ,\n", + " 44.183333 , 37.571111 , 35.5182 , 42.805462 ,\n", + " -69.005 , 39.0319 , 24.2883 , 24.466941 ,\n", + " 36.53833389, 33.293917 , 55.37611111, 56.161944 ,\n", + " 57.135278 , 41.536111 , 36.0722 , 52.083333 ,\n", + " 53.333889 , 51.541111 , 52.3 , 51.974444 ,\n", + " 58.38853 , 65.833333 , 62.783333 , 78.90715 ,\n", + " 59. , 69.45 , 59.2 , 60.372386 ,\n", + " -72.0117 , 59.2 , -41.40819168, -77.83200073,\n", + " -45.0379982 , 51.814408 , 50.736444 , 54.753894 ,\n", + " 54.15 , 43.4 , 71.58616638, 63.85 ,\n", + " 67.883333 , 57.394 , 57.1645 , 57.9525 ,\n", + " 56.0429 , 60.0858 , 57.816667 , 64.25 ,\n", + " 59.728 , 45.566667 , 46.428611 , 46.299444 ,\n", + " 48.933333 , 49.15 , 49.05 , 47.96 ,\n", + " 71.32301331, 40.12498 , 19.53623009, -89.99694824,\n", + " 41.05410004, 21.5731 , -34.35348 ],\n", + " mask=False,\n", + " fill_value=1e+20),\n", + " 'dimensions': ('station',),\n", + " 'dtype': dtype('float64'),\n", + " 'standard_name': 'latitude',\n", + " 'units': 'decimal degrees North',\n", + " 'long_name': 'latitude',\n", + " 'description': 'Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.',\n", + " 'axis': 'Y'}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.lat" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': masked_array(data=[-5.66247800e+01, -6.83106918e+01, -6.56008333e+01,\n", + " -6.38819444e+01, 1.67666664e+01, 1.29722220e+01,\n", + " 1.59422220e+01, 9.92666700e+00, 1.29579400e+01,\n", + " 1.39150000e+01, 1.58822220e+01, 1.30161110e+01,\n", + " 1.50466670e+01, 1.59194440e+01, 1.55466670e+01,\n", + " 1.67305560e+01, 1.66766670e+01, 1.44413890e+01,\n", + " 1.43300000e+01, 1.54936111e+01, 5.20361100e+00,\n", + " 6.00101900e+00, 4.98944400e+00, 2.47386110e+01,\n", + " -6.48799973e+01, -8.64166565e+01, 7.98500000e+00,\n", + " 6.94472200e+00, 8.90472200e+00, 6.97944400e+00,\n", + " 8.46388900e+00, 8.17543368e+00, -7.07992300e+01,\n", + " -2.48675200e+01, 3.30578000e+01, 1.60341969e+01,\n", + " 1.50802780e+01, 1.36000000e+01, 8.30972200e+00,\n", + " 1.07594440e+01, 7.90861100e+00, 1.30333330e+01,\n", + " 1.07666670e+01, 1.27249000e+01, 1.10096197e+01,\n", + " 1.09796400e+01, -8.26600000e+00, 1.07361600e+01,\n", + " -1.66700000e+01, 1.20857970e+01, -3.84799995e+01,\n", + " 8.42748600e+00, 2.59000000e+01, 2.18166670e+01,\n", + " -4.35056000e+00, -8.92361000e+00, 4.31639000e+00,\n", + " -3.53417000e+00, -4.85000000e+00, -3.14250000e+00,\n", + " 3.31583000e+00, -6.92361000e+00, -1.10111000e+00,\n", + " -5.89750000e+00, 7.34720000e-01, -7.70472000e+00,\n", + " -6.55528000e+00, -1.64994000e+01, 2.13772220e+01,\n", + " 2.76675400e+01, 2.94016670e+01, 2.41161111e+01,\n", + " 7.13333300e+00, 4.63333300e+00, 4.08333300e+00,\n", + " 1.83333000e-01, 6.83333300e+00, -7.50000000e-01,\n", + " 6.46666700e+00, 2.06666700e+00, -4.50000000e-01,\n", + " 1.41944000e-01, 2.15888889e+00, 5.27897222e+00,\n", + " 2.61000833e+00, 2.96488600e+00, -3.20416700e+00,\n", + " -7.87000000e+00, -3.71305600e+00, -8.07500000e-01,\n", + " -4.77444400e+00, -3.03305600e+00, -3.20500000e+00,\n", + " -1.75333300e+00, 1.79444000e-01, 1.46305600e+00,\n", + " -4.69146200e+00, 2.92778000e-01, -3.24290000e+00,\n", + " 1.12194400e+00, 1.08223000e+00, -1.18531900e+00,\n", + " -2.61800000e+01, -1.43822800e+00, 2.30833330e+01,\n", + " 2.56666670e+01, 1.95833330e+01, 1.63200000e+01,\n", + " 1.00318100e+02, -1.02444440e+01, -9.89944000e+00,\n", + " 8.63333300e+00, 1.07000000e+01, 1.26597220e+01,\n", + " 1.26305000e+01, 1.25656450e+01, 3.95905556e+01,\n", + " 1.41822200e+02, 1.53983300e+02, 1.23010872e+02,\n", + " 1.26330002e+02, 1.26163111e+02, 2.10305556e+01,\n", + " 2.11730560e+01, 2.59055560e+01, 2.06938900e+01,\n", + " 1.42184000e+01, 6.56666700e+00, 6.27722200e+00,\n", + " 5.85361100e+00, 4.50000000e+00, 4.92361100e+00,\n", + " 8.25200000e+00, 1.39166670e+01, 8.88333300e+00,\n", + " 1.18866800e+01, 1.15333330e+01, 3.00333330e+01,\n", + " 5.20000000e+00, 1.10781420e+01, 2.53510000e+00,\n", + " 9.51666700e+00, 1.74870804e+02, 1.66660004e+02,\n", + " 1.69684006e+02, 2.19724190e+01, 1.57395000e+01,\n", + " 1.75342640e+01, 2.20666670e+01, 2.19500000e+01,\n", + " 1.28918823e+02, 1.53333330e+01, 2.10666670e+01,\n", + " 1.19140000e+01, 1.47825000e+01, 1.24030000e+01,\n", + " 1.31480000e+01, 1.75052800e+01, 1.55666670e+01,\n", + " 1.97666670e+01, 1.54720000e+01, 1.48666670e+01,\n", + " 1.50033330e+01, 1.45386110e+01, 1.95833330e+01,\n", + " 2.02833330e+01, 2.22666670e+01, 1.78605560e+01,\n", + " -1.56611465e+02, -1.05236800e+02, -1.55576157e+02,\n", + " -2.47999992e+01, -1.24151001e+02, 1.03515700e+02,\n", + " 1.84896800e+01],\n", + " mask=False,\n", + " fill_value=1e+20),\n", + " 'dimensions': ('station',),\n", + " 'dtype': dtype('float64'),\n", + " 'standard_name': 'longitude',\n", + " 'units': 'decimal degrees East',\n", + " 'long_name': 'longitude',\n", + " 'description': 'Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.',\n", + " 'axis': 'X'}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.lon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read variables" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Loading sconco3 var (1/2)\n", + "Rank 000: Loaded sconco3 var ((175, 720))\n", + "Rank 000: Loading station_reference var (2/2)\n", + "Rank 000: Loaded station_reference var ((175,))\n" + ] + } + ], + "source": [ + "nessy.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Write dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating providentia_experiment.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n", + "Rank 000: Writing sconco3 var (1/2)\n", + "Rank 000: Var sconco3 created (1/2)\n", + "Rank 000: Filling sconco3)\n", + "Rank 000: Var sconco3 data (1/2)\n", + "Rank 000: Var sconco3 completed (1/2)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_providentia.py:366: UserWarning: WARNING!!! Different data types for variable station_reference. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Writing station_reference var (2/2)\n", + "Rank 000: Var station_reference created (2/2)\n", + "Rank 000: Filling station_reference)\n", + "Rank 000: Var station_reference data (2/2)\n", + "Rank 000: Var station_reference completed (2/2)\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('providentia_experiment.nc', info=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb index 93838995240b179e780daced0250347a869e719e..a50f8c27ef7fcc8eb21e95f70ac4202954a1f5ea 100644 --- a/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb +++ b/tutorials/1.Introduction/1.1.Read_Write_Regular.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,42 +25,58 @@ "metadata": {}, "outputs": [], "source": [ - "# Original path: /gpfs/scratch/bsc32/bsc32538/original_files/franco_interp.nc\n", - "# Regular lat-lon grid from MONARCH\n", - "nc_path_1 = '/gpfs/projects/bsc32/models/NES_tutorial_data/franco_interp.nc'" + "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 1. Read dataset" + "## 1. Open dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [], + "source": [ + "# Original path: /esarchive/recon/ecmwf/cams_glob_antv42/monthly_mean/nox_no_road_transport/nox_no_201603.nc\n", + "# Global regular lat-lon grid\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/cams_glob_antv42_nox_road_transport_201603.nc'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1 = open_netcdf(path=nc_path_1, info=True)\n", - "nessy_1" + "nessy = open_netcdf(path=path, info=True)\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -66,18 +85,18 @@ "Proj('+proj=longlat +ellps=WGS84 +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -88,408 +107,325 @@ " 'inverse_flattening': 0}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read coordinates" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[datetime.datetime(2019, 1, 1, 0, 0),\n", - " datetime.datetime(2019, 1, 1, 1, 0),\n", - " datetime.datetime(2019, 1, 1, 2, 0),\n", - " datetime.datetime(2019, 1, 1, 3, 0),\n", - " datetime.datetime(2019, 1, 1, 4, 0),\n", - " datetime.datetime(2019, 1, 1, 5, 0),\n", - " datetime.datetime(2019, 1, 1, 6, 0),\n", - " datetime.datetime(2019, 1, 1, 7, 0),\n", - " datetime.datetime(2019, 1, 1, 8, 0),\n", - " datetime.datetime(2019, 1, 1, 9, 0),\n", - " datetime.datetime(2019, 1, 1, 10, 0),\n", - " datetime.datetime(2019, 1, 1, 11, 0),\n", - " datetime.datetime(2019, 1, 1, 12, 0),\n", - " datetime.datetime(2019, 1, 1, 13, 0),\n", - " datetime.datetime(2019, 1, 1, 14, 0),\n", - " datetime.datetime(2019, 1, 1, 15, 0),\n", - " datetime.datetime(2019, 1, 1, 16, 0),\n", - " datetime.datetime(2019, 1, 1, 17, 0),\n", - " datetime.datetime(2019, 1, 1, 18, 0),\n", - " datetime.datetime(2019, 1, 1, 19, 0),\n", - " datetime.datetime(2019, 1, 1, 20, 0),\n", - " datetime.datetime(2019, 1, 1, 21, 0),\n", - " datetime.datetime(2019, 1, 1, 22, 0),\n", - " datetime.datetime(2019, 1, 1, 23, 0),\n", - " datetime.datetime(2019, 1, 2, 0, 0)]" + "[datetime.datetime(2016, 3, 1, 0, 0)]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.time" + "nessy.time" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'data': masked_array(data=[0.],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('lev',),\n", - " 'dtype': dtype('float64'),\n", - " 'units': '1',\n", - " 'positive': 'up'}" + "{'data': array([0]), 'units': ''}" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lev" + "nessy.lev" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'data': masked_array(data=[33.9, 34. , 34.1, 34.2, 34.3, 34.4, 34.5, 34.6, 34.7,\n", - " 34.8, 34.9, 35. , 35.1, 35.2, 35.3, 35.4, 35.5, 35.6,\n", - " 35.7, 35.8, 35.9, 36. , 36.1, 36.2, 36.3, 36.4, 36.5,\n", - " 36.6, 36.7, 36.8, 36.9, 37. , 37.1, 37.2, 37.3, 37.4,\n", - " 37.5, 37.6, 37.7, 37.8, 37.9, 38. , 38.1, 38.2, 38.3,\n", - " 38.4, 38.5, 38.6, 38.7, 38.8, 38.9, 39. , 39.1, 39.2,\n", - " 39.3, 39.4, 39.5, 39.6, 39.7, 39.8, 39.9, 40. , 40.1,\n", - " 40.2, 40.3, 40.4, 40.5, 40.6, 40.7, 40.8, 40.9, 41. ,\n", - " 41.1, 41.2, 41.3, 41.4, 41.5, 41.6, 41.7, 41.8, 41.9,\n", - " 42. , 42.1, 42.2, 42.3, 42.4, 42.5, 42.6, 42.7, 42.8,\n", - " 42.9, 43. , 43.1, 43.2, 43.3, 43.4, 43.5, 43.6, 43.7,\n", - " 43.8, 43.9, 44. , 44.1, 44.2, 44.3, 44.4, 44.5, 44.6,\n", - " 44.7, 44.8, 44.9, 45. , 45.1, 45.2, 45.3],\n", + "{'data': masked_array(data=[-89.95, -89.85, -89.75, ..., 89.75, 89.85, 89.95],\n", " mask=False,\n", - " fill_value=1e+20),\n", + " fill_value=1e+20,\n", + " dtype=float32),\n", " 'dimensions': ('lat',),\n", - " 'dtype': dtype('float64'),\n", + " 'dtype': dtype('float32'),\n", " 'units': 'degrees_north',\n", " 'axis': 'Y',\n", " 'long_name': 'latitude coordinate',\n", - " 'standard_name': 'latitude'}" + " 'standard_name': 'latitude',\n", + " 'bounds': 'lat_bnds'}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lat" + "nessy.lat" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'data': masked_array(data=[-1.18000000e+01, -1.17000000e+01, -1.16000000e+01,\n", - " -1.15000000e+01, -1.14000000e+01, -1.13000000e+01,\n", - " -1.12000000e+01, -1.11000000e+01, -1.10000000e+01,\n", - " -1.09000000e+01, -1.08000000e+01, -1.07000000e+01,\n", - " -1.06000000e+01, -1.05000000e+01, -1.04000000e+01,\n", - " -1.03000000e+01, -1.02000000e+01, -1.01000000e+01,\n", - " -1.00000000e+01, -9.90000000e+00, -9.80000000e+00,\n", - " -9.70000000e+00, -9.60000000e+00, -9.50000000e+00,\n", - " -9.40000000e+00, -9.30000000e+00, -9.20000000e+00,\n", - " -9.10000000e+00, -9.00000000e+00, -8.90000000e+00,\n", - " -8.80000000e+00, -8.70000000e+00, -8.60000000e+00,\n", - " -8.50000000e+00, -8.40000000e+00, -8.30000000e+00,\n", - " -8.20000000e+00, -8.10000000e+00, -8.00000000e+00,\n", - " -7.90000000e+00, -7.80000000e+00, -7.70000000e+00,\n", - " -7.60000000e+00, -7.50000000e+00, -7.40000000e+00,\n", - " -7.30000000e+00, -7.20000000e+00, -7.10000000e+00,\n", - " -7.00000000e+00, -6.90000000e+00, -6.80000000e+00,\n", - " -6.70000000e+00, -6.60000000e+00, -6.50000000e+00,\n", - " -6.40000000e+00, -6.30000000e+00, -6.20000000e+00,\n", - " -6.10000000e+00, -6.00000000e+00, -5.90000000e+00,\n", - " -5.80000000e+00, -5.70000000e+00, -5.60000000e+00,\n", - " -5.50000000e+00, -5.40000000e+00, -5.30000000e+00,\n", - " -5.20000000e+00, -5.10000000e+00, -5.00000000e+00,\n", - " -4.90000000e+00, -4.80000000e+00, -4.70000000e+00,\n", - " -4.60000000e+00, -4.50000000e+00, -4.40000000e+00,\n", - " -4.30000000e+00, -4.20000000e+00, -4.10000000e+00,\n", - " -4.00000000e+00, -3.90000000e+00, -3.80000000e+00,\n", - " -3.70000000e+00, -3.60000000e+00, -3.50000000e+00,\n", - " -3.40000000e+00, -3.30000000e+00, -3.20000000e+00,\n", - " -3.10000000e+00, -3.00000000e+00, -2.90000000e+00,\n", - " -2.80000000e+00, -2.70000000e+00, -2.60000000e+00,\n", - " -2.50000000e+00, -2.40000000e+00, -2.30000000e+00,\n", - " -2.20000000e+00, -2.10000000e+00, -2.00000000e+00,\n", - " -1.90000000e+00, -1.80000000e+00, -1.70000000e+00,\n", - " -1.60000000e+00, -1.50000000e+00, -1.40000000e+00,\n", - " -1.30000000e+00, -1.20000000e+00, -1.10000000e+00,\n", - " -1.00000000e+00, -9.00000000e-01, -8.00000000e-01,\n", - " -7.00000000e-01, -6.00000000e-01, -5.00000000e-01,\n", - " -4.00000000e-01, -3.00000000e-01, -2.00000000e-01,\n", - " -1.00000000e-01, 3.55271368e-15, 1.00000000e-01,\n", - " 2.00000000e-01, 3.00000000e-01, 4.00000000e-01,\n", - " 5.00000000e-01, 6.00000000e-01, 7.00000000e-01,\n", - " 8.00000000e-01, 9.00000000e-01, 1.00000000e+00,\n", - " 1.10000000e+00, 1.20000000e+00, 1.30000000e+00,\n", - " 1.40000000e+00, 1.50000000e+00, 1.60000000e+00,\n", - " 1.70000000e+00, 1.80000000e+00, 1.90000000e+00,\n", - " 2.00000000e+00, 2.10000000e+00, 2.20000000e+00,\n", - " 2.30000000e+00, 2.40000000e+00, 2.50000000e+00,\n", - " 2.60000000e+00, 2.70000000e+00, 2.80000000e+00,\n", - " 2.90000000e+00, 3.00000000e+00, 3.10000000e+00,\n", - " 3.20000000e+00, 3.30000000e+00, 3.40000000e+00,\n", - " 3.50000000e+00, 3.60000000e+00, 3.70000000e+00,\n", - " 3.80000000e+00, 3.90000000e+00, 4.00000000e+00,\n", - " 4.10000000e+00, 4.20000000e+00, 4.30000000e+00,\n", - " 4.40000000e+00, 4.50000000e+00, 4.60000000e+00],\n", + "{'data': masked_array(data=[-179.95, -179.85, -179.75, ..., 179.75, 179.85,\n", + " 179.95],\n", " mask=False,\n", - " fill_value=1e+20),\n", + " fill_value=1e+20,\n", + " dtype=float32),\n", " 'dimensions': ('lon',),\n", - " 'dtype': dtype('float64'),\n", + " 'dtype': dtype('float32'),\n", " 'units': 'degrees_east',\n", " 'axis': 'X',\n", " 'long_name': 'longitude coordinate',\n", - " 'standard_name': 'longitude'}" + " 'standard_name': 'longitude',\n", + " 'bounds': 'lon_bnds'}" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lon" + "nessy.lon" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "nessy_1.keep_vars('sconcno2')" + "### Read variables\n", + "\n", + "There is no data because we haven't loaded any variable (lazy mode)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'nox_no': {'data': None,\n", + " 'dimensions': ('time', 'lat', 'lon'),\n", + " 'dtype': dtype('float32'),\n", + " 'units': 'm-2.kg.s-1',\n", + " 'coordinates': 'lat lon',\n", + " 'cell_measures': 'area: cell_area',\n", + " 'grid_mapping': 'crs'}}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we load the data for the variable NOx (NO)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Loading sconcno2 var (1/1)\n", - "Rank 000: Loaded sconcno2 var ((25, 1, 115, 165))\n" + "Rank 000: Loading nox_no var (1/1)\n", + "Rank 000: Loaded nox_no var ((1, 1, 1800, 3600))\n" ] } ], "source": [ - "nessy_1.load()" + "nessy.keep_vars('nox_no')\n", + "nessy.load()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'sconcno2': {'data': array([[[[0.00043756, 0.00040022, 0.00038021, ..., 0.0010805 ,\n", - " 0.00098293, 0.00099733],\n", - " [0.00040069, 0.00036983, 0.00034815, ..., 0.00097833,\n", - " 0.00096023, 0.00098129],\n", - " [0.00036784, 0.00034654, 0.00033321, ..., 0.0010072 ,\n", - " 0.00100705, 0.00104882],\n", - " ...,\n", - " [0.00138594, 0.00145622, 0.0014579 , ..., 0.00385434,\n", - " 0.00425893, 0.00490418],\n", - " [0.00122151, 0.00126218, 0.00129748, ..., 0.0043506 ,\n", - " 0.00469467, 0.00532685],\n", - " [0.00115163, 0.00116421, 0.00118752, ..., 0.00483325,\n", - " 0.00507843, 0.00530437]]],\n", - " \n", - " \n", - " [[[0.00037584, 0.0003461 , 0.0003287 , ..., 0.00119401,\n", - " 0.00108016, 0.00106187],\n", - " [0.0003455 , 0.00032571, 0.00031077, ..., 0.00106491,\n", - " 0.00102893, 0.00102203],\n", - " [0.0003218 , 0.00031359, 0.00030532, ..., 0.00102925,\n", - " 0.0009996 , 0.00102999],\n", - " ...,\n", - " [0.00147903, 0.00146823, 0.00138363, ..., 0.00352023,\n", - " 0.00391141, 0.00457858],\n", - " [0.00131989, 0.00132148, 0.00125568, ..., 0.00400305,\n", - " 0.00434196, 0.00503274],\n", - " [0.00120665, 0.00120067, 0.00116059, ..., 0.00445699,\n", - " 0.00476228, 0.00503062]]],\n", - " \n", - " \n", - " [[[0.00033761, 0.00031193, 0.00029469, ..., 0.0012606 ,\n", - " 0.00115534, 0.00112762],\n", - " [0.00031313, 0.00029929, 0.00028769, ..., 0.00112673,\n", - " 0.00108856, 0.00107317],\n", - " [0.00029702, 0.00029466, 0.00028725, ..., 0.00104992,\n", - " 0.00100861, 0.00103601],\n", - " ...,\n", - " [0.00140104, 0.00139278, 0.00131915, ..., 0.00326939,\n", - " 0.00364619, 0.0043329 ],\n", - " [0.00127264, 0.00124479, 0.00116947, ..., 0.0037481 ,\n", - " 0.00409988, 0.0048346 ],\n", - " [0.00115889, 0.00114078, 0.00109094, ..., 0.00419286,\n", - " 0.00453428, 0.00482921]]],\n", - " \n", - " \n", - " ...,\n", - " \n", - " \n", - " [[[0.00042468, 0.00041533, 0.00038742, ..., 0.00079357,\n", - " 0.00082948, 0.00095498],\n", - " [0.00042654, 0.0004235 , 0.00040626, ..., 0.00087126,\n", - " 0.00089645, 0.00099238],\n", - " [0.00043154, 0.00043886, 0.00041805, ..., 0.00106261,\n", - " 0.0011123 , 0.00114801],\n", - " ...,\n", - " [0.00138145, 0.00129999, 0.00123086, ..., 0.00198987,\n", - " 0.00213361, 0.00256755],\n", - " [0.00135256, 0.00127368, 0.00119948, ..., 0.00217552,\n", - " 0.0025124 , 0.00323614],\n", - " [0.00130033, 0.00126458, 0.00118686, ..., 0.00252028,\n", - " 0.00299277, 0.00333072]]],\n", - " \n", - " \n", - " [[[0.00038904, 0.00037653, 0.00034856, ..., 0.00085969,\n", - " 0.00084833, 0.00092002],\n", - " [0.00039004, 0.00038412, 0.00036637, ..., 0.00089948,\n", - " 0.00090467, 0.00095847],\n", - " [0.00040008, 0.00040883, 0.00038797, ..., 0.00104462,\n", - " 0.00107986, 0.00110756],\n", - " ...,\n", - " [0.00113757, 0.00110313, 0.00105139, ..., 0.00177507,\n", - " 0.00188169, 0.00223301],\n", - " [0.00112182, 0.00107407, 0.00102277, ..., 0.00191701,\n", - " 0.00212489, 0.00262882],\n", - " [0.00109371, 0.00106941, 0.00101557, ..., 0.00215019,\n", - " 0.00244743, 0.00267947]]],\n", - " \n", - " \n", - " [[[0.00036001, 0.00034841, 0.00032176, ..., 0.000967 ,\n", - " 0.00090925, 0.00093248],\n", - " [0.00036436, 0.00036186, 0.00034779, ..., 0.00095496,\n", - " 0.00093864, 0.00095694],\n", - " [0.00038271, 0.00039669, 0.00037828, ..., 0.00103301,\n", - " 0.00104353, 0.00106545],\n", - " ...,\n", - " [0.000964 , 0.00094082, 0.00089644, ..., 0.0016536 ,\n", - " 0.00172894, 0.00202166],\n", - " [0.0009503 , 0.00091948, 0.00088608, ..., 0.00176943,\n", - " 0.00191166, 0.00231184],\n", - " [0.00093363, 0.0009191 , 0.00089206, ..., 0.00194169,\n", - " 0.00215044, 0.00234321]]]], dtype=float32),\n", - " 'dimensions': ('time', 'lev', 'lat', 'lon'),\n", - " 'dtype': dtype('float32'),\n", - " 'units': 'ppmV',\n", - " 'grid_mapping': 'crs',\n", - " 'coordinates': 'lat lon'}}" + "{'data': array([[[[0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.]]]], dtype=float32),\n", + " 'dimensions': ('time', 'lat', 'lon'),\n", + " 'dtype': dtype('float32'),\n", + " 'units': 'm-2.kg.s-1',\n", + " 'coordinates': 'lat lon',\n", + " 'cell_measures': 'area: cell_area',\n", + " 'grid_mapping': 'crs'}" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.variables" + "nessy.variables['nox_no']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. Write dataset" + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.create_spatial_bounds()\n", + "lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "plt.pcolormesh(lon_bnds, lat_bnds, nessy.variables['nox_no']['data'].sum(axis=(0, 1)), cmap='jet', \n", + " norm=matplotlib.colors.LogNorm())\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "plt.colorbar(ax=ax, label='NOx expressed as NO (m-2·kg·s-1)')\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating regular_file_1.nc\n", + "Rank 000: Creating regular_grid.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n", - "Rank 000: Writing sconcno2 var (1/1)\n", - "Rank 000: Var sconcno2 created (1/1)\n", - "Rank 000: Filling sconcno2)\n", - "Rank 000: Var sconcno2 data (1/1)\n", - "Rank 000: Var sconcno2 completed (1/1)\n" + "Rank 000: Cell measures done\n", + "Rank 000: Writing nox_no var (1/1)\n", + "Rank 000: Var nox_no created (1/1)\n", + "Rank 000: Filling nox_no)\n", + "Rank 000: Var nox_no data (1/1)\n", + "Rank 000: Var nox_no completed (1/1)\n" ] } ], "source": [ - "nessy_1.to_netcdf('regular_file_1.nc', info=True)" + "nessy.to_netcdf('regular_grid.nc', info=True)" ] }, { "cell_type": "markdown", - "metadata": { - "toc-hr-collapsed": true - }, + "metadata": {}, "source": [ - "## 3. Reopen dataset" + "### Write shapefile" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "nessy_2 = open_netcdf('regular_file_1.nc', info=True)\n", - "nessy_2" + "nessy.to_shapefile('regular_grid_shp')" ] } ], diff --git a/tutorials/1.Introduction/1.2.Read_Write_Rotated.ipynb b/tutorials/1.Introduction/1.2.Read_Write_Rotated.ipynb index b761342fe6c0b56dc0cc9654e300d750abe7ec33..112e91a36e98f08bba7ac773d9411cbd15451d5c 100644 --- a/tutorials/1.Introduction/1.2.Read_Write_Rotated.ipynb +++ b/tutorials/1.Introduction/1.2.Read_Write_Rotated.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,42 +25,58 @@ "metadata": {}, "outputs": [], "source": [ - "# Original path: /gpfs/scratch/bsc32/bsc32538/mr_multiplyby/OUT/stats_bnds/monarch/a45g/regional/daily_max/O3_all/O3_all-000_2021080300.nc\n", - "# Rotated grid from MONARCH\n", - "nc_path_1 = '/gpfs/projects/bsc32/models/NES_tutorial_data/O3_all-000_2021080300.nc'" + "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 1. Read dataset" + "## 1. Open dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [], + "source": [ + "# Original path: /gpfs/scratch/bsc32/bsc32538/mr_multiplyby/OUT/stats_bnds/monarch/a45g/regional/daily_max/O3_all/O3_all-000_2021080300.nc\n", + "# Rotated grid from MONARCH\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/O3_all-000_2021080300.nc'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1 = open_netcdf(path=nc_path_1, info=True)\n", - "nessy_1" + "nessy = open_netcdf(path=path, info=True)\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -66,18 +85,18 @@ "Proj('+proj=ob_tran +o_proj=longlat +ellps=WGS84 +R=6356752.3142 +o_lat_p=39.0 +o_lon_p=-170.0', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -88,18 +107,25 @@ " 'grid_north_pole_longitude': -170.0}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read coordinates" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -108,18 +134,18 @@ "[datetime.datetime(2021, 8, 3, 0, 0)]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.time" + "nessy.time" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -136,18 +162,285 @@ " 'positive': 'up'}" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lev" + "nessy.lev" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': masked_array(data=[-2.70000000e+01, -2.67999992e+01, -2.66000004e+01,\n", + " -2.63999996e+01, -2.62000008e+01, -2.60000000e+01,\n", + " -2.57999992e+01, -2.56000004e+01, -2.53999996e+01,\n", + " -2.52000008e+01, -2.50000000e+01, -2.47999992e+01,\n", + " -2.46000004e+01, -2.43999996e+01, -2.42000008e+01,\n", + " -2.40000000e+01, -2.37999992e+01, -2.36000004e+01,\n", + " -2.33999996e+01, -2.32000008e+01, -2.30000000e+01,\n", + " -2.27999992e+01, -2.26000004e+01, -2.23999996e+01,\n", + " -2.22000008e+01, 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3.46000023e+01, 3.47999992e+01, 3.50000000e+01],\n", + " mask=False,\n", + " fill_value=1e+20),\n", + " 'dimensions': ('rlon',),\n", + " 'dtype': dtype('float64'),\n", + " 'long_name': 'longitude in rotated pole grid',\n", + " 'units': '0.0174532925199433 rad',\n", + " 'standard_name': 'grid_longitude'}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.rlon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Variables are built with `rlat`, `rlon`, `lev` and `time`as main dimensions, but the coordinates `lat` and `lon` remain accessible" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -177,18 +470,18 @@ " 'standard_name': 'latitude'}" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lat" + "nessy.lat" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -218,18 +511,25 @@ " 'standard_name': 'longitude'}" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lon" + "nessy.lon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read variables" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -242,119 +542,165 @@ } ], "source": [ - "nessy_1.load()" + "nessy.keep_vars('O3_all')\n", + "nessy.load()" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'O3_all': {'data': array([[[[2.82636070e-09, 2.83436141e-09, 2.82522827e-09, ...,\n", - " 2.96334601e-09, 2.94810221e-09, 2.91839553e-09],\n", - " [2.80930834e-09, 2.57182142e-09, 2.55521360e-09, ...,\n", - " 2.56395216e-09, 2.55890820e-09, 2.89073032e-09],\n", - " [2.79031842e-09, 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6.38894007e-11]]]],\n", + " dtype=float32),\n", + " 'dimensions': ('time', 'lev', 'rlat', 'rlon'),\n", + " 'dtype': dtype('float32'),\n", + " 'units': 'kg/m3',\n", + " 'long_name': 'TRACERS_044',\n", + " 'coordinates': 'lat lon',\n", + " 'cell_methods': 'time: maximum (interval: 1hr)',\n", + " 'grid_mapping': 'rotated_pole'}" ] }, - "execution_count": 11, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.variables" + "nessy.variables['O3_all']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.create_spatial_bounds()\n", + "lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "plt.pcolormesh(lon_bnds, lat_bnds, nessy.variables['O3_all']['data'].sum(axis=(0, 1)), cmap='jet', \n", + " norm=matplotlib.colors.LogNorm())\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "plt.colorbar(ax=ax, label='Daily maximum ozone (kg·m-3)')\n", + "ax.margins(0)" ] }, { @@ -364,16 +710,23 @@ "## 2. Write dataset" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating rotated_file_1.nc\n", + "Rank 000: Creating rotated_grid.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n", "Rank 000: Writing O3_all var (1/1)\n", @@ -385,37 +738,34 @@ } ], "source": [ - "nessy_1.to_netcdf('rotated_file_1.nc', info=True)" + "nessy.to_netcdf('rotated_grid.nc', info=True)" ] }, { "cell_type": "markdown", - "metadata": { - "toc-hr-collapsed": true - }, + "metadata": {}, "source": [ - "## 3. Reopen dataset" + "### Write shapefile" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "nessy_2 = open_netcdf('rotated_file_1.nc', info=True)\n", - "nessy_2" + "nessy.to_shapefile('rotated_grid_shp')" ] } ], diff --git a/tutorials/1.Introduction/1.3.Read_Write_Points.ipynb b/tutorials/1.Introduction/1.3.Read_Write_Points.ipynb index af55f33e20bda3f83a2033159ba7e81bc99cb364..0345f8d0582cf5514e880f93ad52764e0d394e38 100644 --- a/tutorials/1.Introduction/1.3.Read_Write_Points.ipynb +++ b/tutorials/1.Introduction/1.3.Read_Write_Points.ipynb @@ -13,32 +13,36 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "%matplotlib inline" ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# Original path: /esarchive/obs/nilu/ebas/daily/pm10/pm10_201507.nc\n", - "# Points grid from EBAS network\n", - "nc_path_1 = '/gpfs/projects/bsc32/models/NES_tutorial_data/pm10_201507.nc'" + "## 1. Non-GHOST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 1. Non-GHOST" + "### 1.1. Open dataset" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 2, "metadata": {}, + "outputs": [], "source": [ - "### 1.1. Read dataset" + "# Original path: /esarchive/obs/nilu/ebas/daily/pm10/pm10_201507.nc\n", + "# Points grid from EBAS network (non-GHOST)\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/pm10_201507.nc'" ] }, { @@ -49,7 +53,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -58,8 +62,15 @@ } ], "source": [ - "nessy_1 = open_netcdf(path=nc_path_1, info=True, parallel_method='X')\n", - "nessy_1" + "nessy = open_netcdf(path=path, info=True, parallel_method='X')\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Read coordinates" ] }, { @@ -79,28 +90,7 @@ " datetime.datetime(2015, 7, 1, 6, 0),\n", " datetime.datetime(2015, 7, 1, 7, 0),\n", " datetime.datetime(2015, 7, 1, 8, 0),\n", - " datetime.datetime(2015, 7, 1, 9, 0),\n", - " datetime.datetime(2015, 7, 1, 10, 0),\n", - " datetime.datetime(2015, 7, 1, 11, 0),\n", - " datetime.datetime(2015, 7, 1, 12, 0),\n", - " datetime.datetime(2015, 7, 1, 13, 0),\n", - " datetime.datetime(2015, 7, 1, 14, 0),\n", - " datetime.datetime(2015, 7, 1, 15, 0),\n", - " datetime.datetime(2015, 7, 1, 16, 0),\n", - " datetime.datetime(2015, 7, 1, 17, 0),\n", - " datetime.datetime(2015, 7, 1, 18, 0),\n", - " datetime.datetime(2015, 7, 1, 19, 0),\n", - " datetime.datetime(2015, 7, 1, 20, 0),\n", - " datetime.datetime(2015, 7, 1, 21, 0),\n", - " datetime.datetime(2015, 7, 1, 22, 0),\n", - " datetime.datetime(2015, 7, 1, 23, 0),\n", - " datetime.datetime(2015, 7, 2, 0, 0),\n", - " datetime.datetime(2015, 7, 2, 1, 0),\n", - " datetime.datetime(2015, 7, 2, 2, 0),\n", - " datetime.datetime(2015, 7, 2, 3, 0),\n", - " datetime.datetime(2015, 7, 2, 4, 0),\n", - " datetime.datetime(2015, 7, 2, 5, 0),\n", - " datetime.datetime(2015, 7, 2, 6, 0)]" + " datetime.datetime(2015, 7, 1, 9, 0)]" ] }, "execution_count": 4, @@ -109,7 +99,7 @@ } ], "source": [ - "nessy_1.time" + "nessy.time[0:10]" ] }, { @@ -129,7 +119,7 @@ } ], "source": [ - "nessy_1.lev" + "nessy.lev" ] }, { @@ -153,7 +143,14 @@ } ], "source": [ - "nessy_1.station" + "nessy.station" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Variables are built with `station` and `time`as main dimensions, but the coordinates `lat` and `lon` remain accessible" ] }, { @@ -198,7 +195,7 @@ } ], "source": [ - "nessy_1.lat" + "nessy.lat" ] }, { @@ -247,7 +244,21 @@ } ], "source": [ - "nessy_1.lon" + "nessy.lon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Read variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we want to load all variables, we don't use the function `keep_vars`" ] }, { @@ -297,7 +308,14 @@ } ], "source": [ - "nessy_1.load()" + "nessy.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As `variables` is a dictionary, we can access each variable using square brackets" ] }, { @@ -308,276 +326,17 @@ { "data": { "text/plain": [ - "{'station_start_date': {'data': array(['1980-01-01', '1980-01-01', '1991-05-01', '1991-05-01',\n", - " '1996-10-01', '1978-10-01', '1987-01-01', '2010-07-01',\n", - " '1985-01-06', '1994-05-01', '1987-11-01', '1992-01-01',\n", - " '1992-06-01', '1995-11-01', '1998-09-01', '1998-01-01',\n", - " '1997-07-01', '1999-03-03', '1997-06-11', '2000-08-01',\n", - " '2000-11-01', '2001-01-31', '2007-10-03', '1976-06-22',\n", - " '2006-01-01', '1980-01-01', '2001-01-01', '1900-01-01',\n", - " '1985-11-01', '2009-01-01', '1971-12-01', '1978-02-01',\n", - " '1997-01-01', '1967-09-15', '1981-01-01', '1995-01-01',\n", - " '1984-12-01', '2011-01-01', '1979-01-09', '1984-01-09',\n", - " '1990-01-01', '2002-01-01', '1996-05-01', '1997-01-01',\n", - " '1997-01-01', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_zone': {'data': array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nature', 'nature', 'nature', 'nature', 'nature', 'nature',\n", - " 'nature', 'nature', 'nature', 'nature', 'farming', 'farming',\n", - " 'nature', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'],\n", - " dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'street_type': {'data': array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'unknown', 'unknown', 'unknown', 'unknown', 'unknown',\n", - " 'unknown', 'unknown', 'unknown', 'unknown', 'unknown', 'unknown',\n", - " 'unknown', 'unknown', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'country_code': {'data': array(['CH', 'CH', 'CH', 'CH', 'CY', 'DK', 'DK', 'DK', 'EE', 'EE', 'ES',\n", - " 'ES', 'ES', 'ES', 'ES', 'ES', 'ES', 'ES', 'ES', 'ES', 'ES', 'ES',\n", - " 'ES', 'GB', 'GB', 'HU', 'IE', 'IS', 'IT', 'NO', 'NO', 'NO', 'NO',\n", - " 'PL', 'PL', 'PL', 'PL', 'RS', 'SE', 'SE', 'SE', 'SE', 'SI', 'SK',\n", - " 'SK', 'NO', 'DE', 'NL', 'PL', 'EG', 'NL', 'AT', 'AM', 'AT', 'NL',\n", - " 'CZ', 'DE', 'LV', 'FI', 'IT', 'CZ', 'RU', 'NL', 'ME', 'GR', 'LT',\n", - " 'DE', 'DE', 'IT', 'FI', 'DE', 'IE', 'IE', 'DE', 'DE', 'CZ', 'EG',\n", - " 'FI', 'CH', 'NL', 'AT', 'IE', 'NL', 'IT'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'ccaa': {'data': array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'castilla-la mancha', 'galicia', 'islas baleares',\n", - " 'andalucia', 'principado de asturias', 'castilla-la mancha',\n", - " 'cataluna', 'extremadura', 'comunidad valenciana',\n", - " 'castilla y leon', 'cataluna', 'galicia', 'andalucia', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_name': {'data': array(['payerne', 'tnikon', 'chaumont', 'rigi-seebodenalp',\n", - " 'emep - ayia marina', 'tange', 'anholt', 'risoe', 'lahemaa',\n", - " 'vilsandi', 'san pablo de los montes', 'noia', 'mahn', 'vznar',\n", - " 'niembro', 'campisbalos', 'cabo de creus', 'barcarrota', 'zarra',\n", - " 'peausende', 'els torms', 'o saviao', 'doana', 'harwell',\n", - " 'auchencorth moss', 'k-puszta', 'valentia', 'irafoss', 'ispra',\n", - " 'birkenes ii', 'tustervatn', 'krvatn', 'hurdal', 'lbjarczew',\n", - " 'dssniezka', 'pm08lebaiemepa', 'wmpuszcz_ios_borecka',\n", - " 'kamenicki vis', 'bredklen', 'vavihill', 'aspvreten', 'r',\n", - " 'iskrba', 'chopok - emep/o3', 'starina - vodna nadr. emep/o3',\n", - " 'zeppelin mountain (ny-lesund)', 'waldhof', 'eibergen', 'zielonka',\n", - " 'hurghada', 'vredepeel', 'zoebelboden', 'amberd', 'illmitz',\n", - " 'cabauw wielsekade', 'kosetice (noak)', 'zingst', 'rucava', 'ut',\n", - " 'lecce (eco)', 'svratouch', 'danki', 'bilthoven', 'zabljak',\n", - " 'finokalia', 'preila', 'schauinsland', 'neuglobsow',\n", - " 'montelibretti', 'virolahti iii', 'melpitz', 'oak park',\n", - " 'malin head', 'westerland', 'schmcke', 'churanov', 'marsa matruh',\n", - " 'pallas (matorova)', 'jungfraujoch', 'de zilk', 'vorhegg',\n", - " 'carnsore point', 'kollumerwaard', 'lamezia terme'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_area': {'data': array(['rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'suburban', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'rural', 'rural', 'rural', 'rural',\n", - " 'rural', 'rural', 'rural', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'city': {'data': array(['nan', 'nan', 'nan', 'nan', 'ayia marina', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'san pablo de los montes', 'noia', 'mahn', 'vznar',\n", - " 'llanes', 'campisbalos', 'cadaqus', 'barcarrota', 'zarra',\n", - " 'peausende', 'torms (els)', 'saviao (o)', 'almonte', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'jarczew',\n", - " 'nan', 'leba', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'pm10': {'data': array([[17.9 , 15.4 , 16.2 , ..., nan, 14.83, nan],\n", - " [22.9 , 16.8 , 20.5 , ..., nan, 24.8 , nan],\n", - " [24.1 , 22.8 , 20.2 , ..., nan, 13.92, nan],\n", - " ...,\n", - " [ 6.3 , 7.2 , 4.5 , ..., nan, 8.32, 9.3 ],\n", - " [ 7.6 , 8.9 , 8.2 , ..., nan, 13.02, 9.3 ],\n", - " [11. , 9.8 , 8.8 , ..., nan, 14.14, 12.7 ]], dtype=float32),\n", - " 'dimensions': ('time', 'station'),\n", - " 'dtype': dtype('float32'),\n", - " 'units': 'µg/m3',\n", - " 'long_name': 'pm10_mass pm10'},\n", - " 'station_emep': {'data': array(['yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'no', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'no', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'yes', 'yes', 'no', 'yes', 'yes', 'yes', 'yes',\n", - " 'yes', 'yes', 'no'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_type': {'data': array(['background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'background', 'background', 'background',\n", - " 'background', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'country': {'data': array(['switzerland', 'switzerland', 'switzerland', 'switzerland',\n", - " 'cyprus', 'denmark', 'denmark', 'denmark', 'estonia', 'estonia',\n", - " 'spain', 'spain', 'spain', 'spain', 'spain', 'spain', 'spain',\n", - " 'spain', 'spain', 'spain', 'spain', 'spain', 'spain',\n", - " 'united kingdom', 'united kingdom', 'hungary', 'ireland',\n", - " 'iceland', 'italy', 'norway', 'norway', 'norway', 'norway',\n", - " 'poland', 'poland', 'poland', 'poland', 'serbia', 'sweden',\n", - " 'sweden', 'sweden', 'sweden', 'slovenia',\n", - " 'slovakia (slovak republic)', 'slovakia (slovak republic)',\n", - " 'Norway', 'Germany', 'Netherlands', 'Poland', 'Egypt',\n", - " 'Netherlands', 'Austria', 'Armenia', 'Austria', 'Netherlands',\n", - " 'Czech Republic', 'Germany', 'Latvia', 'Finland', 'Italy',\n", - " 'Czech Republic', 'Russian Federation', 'Netherlands',\n", - " 'Montenegro', 'Greece', 'Lithuania', 'Germany', 'Germany', 'Italy',\n", - " 'Finland', 'Germany', 'Ireland', 'Ireland', 'Germany', 'Germany',\n", - " 'Czech Republic', 'Egypt', 'Finland', 'Switzerland', 'Netherlands',\n", - " 'Austria', 'Ireland', 'Netherlands', 'Italy'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'altitude': {'data': array([4.890e+02, 5.380e+02, 1.136e+03, 1.031e+03, 5.320e+02, 8.000e+00,\n", - " 1.000e+01, 3.000e+00, 3.200e+01, 6.000e+00, 9.170e+02, 6.850e+02,\n", - " 7.800e+01, 1.230e+03, 1.340e+02, 1.360e+03, 2.300e+01, 3.930e+02,\n", - 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" 'DK0008R', 'DK0012R', 'EE0009R', 'EE0011R', 'ES0001R', 'ES0005R',\n", - " 'ES0006R', 'ES0007R', 'ES0008R', 'ES0009R', 'ES0010R', 'ES0011R',\n", - " 'ES0012R', 'ES0013R', 'ES0014R', 'ES0016R', 'ES0017R', 'GB0036R',\n", - " 'GB0048R', 'HU0002R', 'IE0001R', 'IS0002R', 'IT0004R', 'NO0002R',\n", - " 'NO0015R', 'NO0039R', 'NO0056R', 'PL0002R', 'PL0003R', 'PL0004R',\n", - " 'PL0005R', 'RS0005R', 'SE0005R', 'SE0011R', 'SE0012R', 'SE0014R',\n", - " 'SI0008R', 'SK0002R', 'SK0006R', 'NO0042G', 'DE0002R', 'NL0007R',\n", - " 'PL0009R', 'EG0002U', 'NL0010R', 'AT0048R', 'AM0001R', 'AT0002R',\n", - " 'NL0644R', 'CZ0003R', 'DE0009R', 'LV0010R', 'FI0009R', 'IT0015U',\n", - " 'CZ0001R', 'RU0018R', 'NL0008R', 'ME0008R', 'GR0002R', 'LT0015R',\n", - " 'DE0003R', 'DE0007R', 'IT0001R', 'FI0018R', 'DE0044R', 'IE0005R',\n", - " 'IE0006R', 'DE0001R', 'DE0008R', 'CZ0005R', 'EG0003U', 'FI0036R',\n", - " 'CH0001G', 'NL0091R', 'AT0005R', 'IE0008R', 'NL0009R', 'IT0016R'],\n", - " dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_end_date': {'data': array(['nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_rural_back': {'data': array(['nan', 'nan', 'nan', 'nan', 'regional', 'nan', 'nan', 'regional',\n", - " 'nan', 'nan', 'remote', 'remote', 'remote', 'remote', 'remote',\n", - " 'remote', 'remote', 'remote', 'remote', 'remote', 'remote',\n", - " 'remote', 'remote', 'nan', 'nan', 'nan', 'regional', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'regional', 'nan', 'regional', 'regional', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'station_ozone_classification': {'data': array(['rural', 'rural', 'rural background', 'rural background',\n", - " 'rural background', 'rural', 'nan', 'nan', 'rural', 'rural',\n", - " 'rural background', 'rural background', 'rural background',\n", - " 'rural background', 'rural background', 'rural background',\n", - " 'rural background', 'rural background', 'rural background',\n", - " 'rural background', 'rural background', 'rural background',\n", - " 'rural background', 'rural', 'nan', 'rural background', 'rural',\n", - " 'nan', 'nan', 'nan', 'rural background', 'rural background',\n", - " 'rural', 'rural background', 'rural background',\n", - " 'rural background', 'rural background', 'nan', 'rural background',\n", - " 'rural background', 'rural background', 'rural background',\n", - " 'rural background', 'rural background', 'rural background', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan', 'nan',\n", - " 'nan', 'nan'], dtype=object),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''}}" + "{'data': array([[17.9 , 15.4 , 16.2 , ..., nan, 14.83, nan],\n", + " [22.9 , 16.8 , 20.5 , ..., nan, 24.8 , nan],\n", + " [24.1 , 22.8 , 20.2 , ..., nan, 13.92, nan],\n", + " ...,\n", + " [ 6.3 , 7.2 , 4.5 , ..., nan, 8.32, 9.3 ],\n", + " [ 7.6 , 8.9 , 8.2 , ..., nan, 13.02, 9.3 ],\n", + " [11. , 9.8 , 8.8 , ..., nan, 14.14, 12.7 ]], dtype=float32),\n", + " 'dimensions': ('time', 'station'),\n", + " 'dtype': dtype('float32'),\n", + " 'units': 'µg/m3',\n", + " 'long_name': 'pm10_mass pm10'}" ] }, "execution_count": 10, @@ -586,7 +345,21 @@ } ], "source": [ - "nessy_1.variables" + "nessy.variables['pm10']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.2. Plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here it makes no sense to use `pcolormesh` to plot the data, we need to generate a shapefile instead" ] }, { @@ -596,18 +369,98 @@ "outputs": [ { "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " geometry pm10\n", + "FID \n", + "0 POINT (6.94447 46.81306) 17.900000\n", + "1 POINT (8.90470 47.47977) 15.400000\n", + "2 POINT (6.97920 47.04947) 16.200001\n", + "3 POINT (8.46334 47.06741) 15.200000\n", + "4 POINT (33.05806 35.03917) 17.700001\n", + ".. ... ...\n", + "79 POINT (4.50000 52.30000) 21.500000\n", + "80 POINT (12.97222 46.67778) NaN\n", + "81 POINT (-6.36452 52.17807) NaN\n", + "82 POINT (6.27722 53.33389) 14.830000\n", + "83 POINT (16.23220 38.87630) NaN\n", + "\n", + "[84 rows x 2 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.shapefile['pm10'] = nessy.variables['pm10']['data'][0, :].ravel()\n", + "nessy.shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "ax.set_xlim([-25, 45])\n", + "ax.set_ylim([30, 70])\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "nessy.shapefile.plot(ax=ax, column='pm10', cmap='jet', edgecolor='black', linewidth=0.5, legend=True,\n", + " legend_kwds={'label': 'PM10 (µg/m3)'})\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -640,32 +660,7 @@ "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_zone. Input dtype=. Data dtype=object.\n", " warnings.warn(msg)\n", "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable street_type. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating points_file_1.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing station_start_date var (1/17)\n", - "Rank 000: Var station_start_date created (1/17)\n", - "Rank 000: Filling station_start_date)\n", - "Rank 000: Var station_start_date data (1/17)\n", - "Rank 000: Var station_start_date completed (1/17)\n", - "Rank 000: Writing station_zone var (2/17)\n", - "Rank 000: Var station_zone created (2/17)\n", - "Rank 000: Filling station_zone)\n", - "Rank 000: Var station_zone data (2/17)\n", - "Rank 000: Var station_zone completed (2/17)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ + " warnings.warn(msg)\n", "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable country_code. Input dtype=. Data dtype=object.\n", " warnings.warn(msg)\n", "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable ccaa. Input dtype=. Data dtype=object.\n", @@ -696,6 +691,19 @@ "name": "stdout", "output_type": "stream", "text": [ + "Rank 000: Creating points_non_ghost.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n", + "Rank 000: Writing station_start_date var (1/17)\n", + "Rank 000: Var station_start_date created (1/17)\n", + "Rank 000: Filling station_start_date)\n", + "Rank 000: Var station_start_date data (1/17)\n", + "Rank 000: Var station_start_date completed (1/17)\n", + "Rank 000: Writing station_zone var (2/17)\n", + "Rank 000: Var station_zone created (2/17)\n", + "Rank 000: Filling station_zone)\n", + "Rank 000: Var station_zone data (2/17)\n", + "Rank 000: Var station_zone completed (2/17)\n", "Rank 000: Writing street_type var (3/17)\n", "Rank 000: Var street_type created (3/17)\n", "Rank 000: Filling street_type)\n", @@ -775,37 +783,36 @@ } ], "source": [ - "nessy_1.to_netcdf('points_file_1.nc', info=True)" + "nessy.to_netcdf('points_non_ghost.nc', info=True)" ] }, { "cell_type": "markdown", - "metadata": { - "toc-hr-collapsed": true - }, + "metadata": {}, "source": [ - "### 1.3. Reopen dataset" + "#### Write shapefile" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2966: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n", + " self.shapefile.to_file(path)\n" + ] } ], "source": [ - "nessy_2 = open_netcdf('points_file_1.nc', info=True, parallel_method='X')\n", - "nessy_2" + "nessy.to_shapefile('points_non_ghost_shp')" ] }, { @@ -817,15 +824,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# nc_path_2 = '/gpfs/projects/bsc32/AC_cache/obs/ghost/EBAS/1.4/hourly/sconcno2/sconcno2_202004.nc' #EBAS\n", - "# nc_path_2 = '/gpfs/projects/bsc32/AC_cache/obs/ghost/AERONET_v3/1.3.3/hourly/od1020aero/od1020aero_201907.nc' # AERONET\n", - "# nc_path_2 = '/gpfs/projects/bsc32/AC_cache/obs/ghost/CANADA_NAPS/1.4/daily/sconcno2/sconcno2_202011.nc' # CANADA NAPS\n", - "# nc_path_2 = '/gpfs/projects/bsc32/AC_cache/obs/ghost/CHILE_SINCA/1.4/monthly/pm10/pm10_201905.nc' # CHILE SINCA\n", - "nc_path_2 = '/gpfs/projects/bsc32/AC_cache/obs/ghost/EANET/1.4/daily/sconcso4/sconcso4_201911.nc' # EANET" + "# Points grid from EBAS network (GHOST)\n", + "path = '/gpfs/projects/bsc32/AC_cache/obs/ghost/EBAS/1.4/hourly/sconcno2/sconcno2_202003.nc'" ] }, { @@ -837,92 +841,30 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nessy_ghost_1 = open_netcdf(path=nc_path_2, info=True, parallel_method='X')\n", - "nessy_ghost_1" - ] - }, - { - "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[datetime.datetime(2019, 11, 1, 0, 0),\n", - " datetime.datetime(2019, 11, 2, 0, 0),\n", - " datetime.datetime(2019, 11, 3, 0, 0),\n", - " datetime.datetime(2019, 11, 4, 0, 0),\n", - " datetime.datetime(2019, 11, 5, 0, 0),\n", - " datetime.datetime(2019, 11, 6, 0, 0),\n", - " datetime.datetime(2019, 11, 7, 0, 0),\n", - " datetime.datetime(2019, 11, 8, 0, 0),\n", - " datetime.datetime(2019, 11, 9, 0, 0),\n", - " datetime.datetime(2019, 11, 10, 0, 0),\n", - " datetime.datetime(2019, 11, 11, 0, 0),\n", - " datetime.datetime(2019, 11, 12, 0, 0),\n", - " datetime.datetime(2019, 11, 13, 0, 0),\n", - " datetime.datetime(2019, 11, 14, 0, 0),\n", - " datetime.datetime(2019, 11, 15, 0, 0),\n", - " datetime.datetime(2019, 11, 16, 0, 0),\n", - " datetime.datetime(2019, 11, 17, 0, 0),\n", - " datetime.datetime(2019, 11, 18, 0, 0),\n", - " datetime.datetime(2019, 11, 19, 0, 0),\n", - " datetime.datetime(2019, 11, 20, 0, 0),\n", - " datetime.datetime(2019, 11, 21, 0, 0),\n", - " datetime.datetime(2019, 11, 22, 0, 0),\n", - " datetime.datetime(2019, 11, 23, 0, 0),\n", - " datetime.datetime(2019, 11, 24, 0, 0),\n", - " datetime.datetime(2019, 11, 25, 0, 0),\n", - " datetime.datetime(2019, 11, 26, 0, 0),\n", - " datetime.datetime(2019, 11, 27, 0, 0),\n", - " datetime.datetime(2019, 11, 28, 0, 0),\n", - " datetime.datetime(2019, 11, 29, 0, 0),\n", - " datetime.datetime(2019, 11, 30, 0, 0)]" + "" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_ghost_1.time" + "nessy_ghost = open_netcdf(path=path, info=True, parallel_method='X')\n", + "nessy_ghost" ] }, { - "cell_type": "code", - "execution_count": 17, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([0]), 'units': ''}" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "nessy_ghost_1.lev" + "#### Read coordinates" ] }, { @@ -933,7 +875,16 @@ { "data": { "text/plain": [ - "{'data': array([0, 1, 2])}" + "[datetime.datetime(2020, 3, 1, 0, 0),\n", + " datetime.datetime(2020, 3, 1, 1, 0),\n", + " datetime.datetime(2020, 3, 1, 2, 0),\n", + " datetime.datetime(2020, 3, 1, 3, 0),\n", + " datetime.datetime(2020, 3, 1, 4, 0),\n", + " datetime.datetime(2020, 3, 1, 5, 0),\n", + " datetime.datetime(2020, 3, 1, 6, 0),\n", + " datetime.datetime(2020, 3, 1, 7, 0),\n", + " datetime.datetime(2020, 3, 1, 8, 0),\n", + " datetime.datetime(2020, 3, 1, 9, 0)]" ] }, "execution_count": 18, @@ -942,7 +893,7 @@ } ], "source": [ - "nessy_ghost_1.station" + "nessy_ghost.time[0:10]" ] }, { @@ -953,16 +904,7 @@ { "data": { "text/plain": [ - "{'data': masked_array(data=[37.70888889, 33.29222222, 35.6025 ],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('station',),\n", - " 'dtype': dtype('float64'),\n", - " 'standard_name': 'latitude',\n", - " 'long_name': 'latitude',\n", - " 'units': 'decimal degrees North',\n", - " 'description': 'Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.',\n", - " 'axis': 'Y'}" + "{'data': array([0]), 'units': ''}" ] }, "execution_count": 19, @@ -971,7 +913,7 @@ } ], "source": [ - "nessy_ghost_1.lat" + "nessy_ghost.lev" ] }, { @@ -982,16 +924,7 @@ { "data": { "text/plain": [ - "{'data': masked_array(data=[126.27388889, 126.16194444, 127.18138889],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('station',),\n", - " 'dtype': dtype('float64'),\n", - " 'standard_name': 'longitude',\n", - " 'long_name': 'longitude',\n", - " 'units': 'decimal degrees East',\n", - " 'description': 'Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.',\n", - " 'axis': 'X'}" + "{'data': array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11])}" ] }, "execution_count": 20, @@ -1000,7 +933,14 @@ } ], "source": [ - "nessy_ghost_1.lon" + "nessy_ghost.station" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Read variables" ] }, { @@ -1008,376 +948,31 @@ "execution_count": 21, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2049: UserWarning: Data missing values cannot be converted to np.nan.\n", - " warnings.warn(msg)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Loading ASTER_v3_altitude var (1/173)\n", - "Rank 000: Loaded ASTER_v3_altitude var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_BC_emissions var (2/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_BC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_CO_emissions var (3/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_CO_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NH3_emissions var (4/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NH3_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NMVOC_emissions var (5/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NMVOC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NOx_emissions var (6/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NOx_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_OC_emissions var (7/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_OC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_PM10_emissions var (8/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_PM10_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_SO2_emissions var (9/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_SO2_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var (10/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var (11/173)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var ((3,))\n", - "Rank 000: Loading ESDAC_Iwahashi_landform_classification var (12/173)\n", - "Rank 000: Loaded ESDAC_Iwahashi_landform_classification var ((3,))\n", - "Rank 000: Loading ESDAC_Meybeck_landform_classification var (13/173)\n", - "Rank 000: Loaded ESDAC_Meybeck_landform_classification var ((3,))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_25km var (14/173)\n", - "Rank 000: Loaded ESDAC_modal_Iwahashi_landform_classification_25km var ((3,))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_5km var (15/173)\n", - 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"nessy_ghost_1.load()" + "nessy_ghost.keep_vars(['land_use', 'sconcno2', 'station_name', 'country'])\n", + "nessy_ghost.load()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 2.2. Write dataset" + "Note that the variables in GHOST datasets have the dimensions in inverse order as in `(station, time)`" ] }, { @@ -1386,1145 +981,43 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_Iwahashi_landform_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_Meybeck_landform_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Iwahashi_landform_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Iwahashi_landform_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Meybeck_landform_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Meybeck_landform_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHOST_version. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHSL_modal_settlement_model_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHSL_modal_settlement_model_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating points_file_2.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing ASTER_v3_altitude var (1/173)\n", - "Rank 000: Var ASTER_v3_altitude created (1/173)\n", - "Rank 000: Filling ASTER_v3_altitude)\n", - "Rank 000: Var ASTER_v3_altitude data (1/173)\n", - "Rank 000: Var ASTER_v3_altitude completed (1/173)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_BC_emissions var (2/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions created (2/173)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_BC_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions data (2/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions completed (2/173)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_CO_emissions var (3/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_CO_emissions created (3/173)\n", - 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"Rank 000: Writing EDGAR_v4.3.2_annual_average_SO2_emissions var (9/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions created (9/173)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_SO2_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions data (9/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions completed (9/173)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var (10/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions created (10/173)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions data (10/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions completed (10/173)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var (11/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions created (11/173)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions data (11/173)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions completed (11/173)\n", - "Rank 000: Writing ESDAC_Iwahashi_landform_classification var (12/173)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification created (12/173)\n", - "Rank 000: Filling ESDAC_Iwahashi_landform_classification)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification data (12/173)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification completed (12/173)\n", - "Rank 000: Writing ESDAC_Meybeck_landform_classification var (13/173)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification created (13/173)\n", - "Rank 000: Filling ESDAC_Meybeck_landform_classification)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification data (13/173)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification completed (13/173)\n", - "Rank 000: Writing ESDAC_modal_Iwahashi_landform_classification_25km var (14/173)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km created (14/173)\n", - "Rank 000: Filling ESDAC_modal_Iwahashi_landform_classification_25km)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km data (14/173)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km completed (14/173)\n", - "Rank 000: Writing ESDAC_modal_Iwahashi_landform_classification_5km var (15/173)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km created (15/173)\n", - "Rank 000: Filling ESDAC_modal_Iwahashi_landform_classification_5km)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km data (15/173)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km completed (15/173)\n", - "Rank 000: Writing ESDAC_modal_Meybeck_landform_classification_25km var (16/173)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km created (16/173)\n", - "Rank 000: Filling ESDAC_modal_Meybeck_landform_classification_25km)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km data (16/173)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km completed (16/173)\n", - "Rank 000: Writing ESDAC_modal_Meybeck_landform_classification_5km var (17/173)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km created (17/173)\n", - "Rank 000: Filling ESDAC_modal_Meybeck_landform_classification_5km)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km data (17/173)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km completed (17/173)\n", - "Rank 000: Writing ETOPO1_altitude var (18/173)\n", - "Rank 000: Var ETOPO1_altitude created (18/173)\n", - "Rank 000: Filling ETOPO1_altitude)\n", - "Rank 000: Var ETOPO1_altitude data (18/173)\n", - "Rank 000: Var ETOPO1_altitude completed (18/173)\n", - "Rank 000: Writing ETOPO1_max_altitude_difference_5km var (19/173)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km created (19/173)\n", - "Rank 000: Filling ETOPO1_max_altitude_difference_5km)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km data (19/173)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km completed (19/173)\n", - "Rank 000: Writing GHOST_version var (20/173)\n", - "Rank 000: Var GHOST_version created (20/173)\n", - "Rank 000: Filling GHOST_version)\n", - "Rank 000: Var GHOST_version data (20/173)\n", - "Rank 000: Var GHOST_version completed (20/173)\n", - "Rank 000: Writing GHSL_average_built_up_area_density_25km var (21/173)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km created (21/173)\n", - "Rank 000: Filling GHSL_average_built_up_area_density_25km)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km data (21/173)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km completed (21/173)\n", - "Rank 000: Writing GHSL_average_built_up_area_density_5km var (22/173)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km created (22/173)\n", - "Rank 000: Filling GHSL_average_built_up_area_density_5km)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km data (22/173)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km completed (22/173)\n", - "Rank 000: Writing GHSL_average_population_density_25km var (23/173)\n", - "Rank 000: Var GHSL_average_population_density_25km created (23/173)\n", - "Rank 000: Filling GHSL_average_population_density_25km)\n", - "Rank 000: Var GHSL_average_population_density_25km data (23/173)\n", - "Rank 000: Var GHSL_average_population_density_25km completed (23/173)\n", - "Rank 000: Writing GHSL_average_population_density_5km var (24/173)\n", - "Rank 000: Var GHSL_average_population_density_5km created (24/173)\n", - "Rank 000: Filling GHSL_average_population_density_5km)\n", - "Rank 000: Var GHSL_average_population_density_5km data (24/173)\n", - "Rank 000: Var GHSL_average_population_density_5km completed (24/173)\n", - "Rank 000: Writing GHSL_built_up_area_density var (25/173)\n", - "Rank 000: Var GHSL_built_up_area_density created (25/173)\n", - "Rank 000: Filling GHSL_built_up_area_density)\n", - "Rank 000: Var GHSL_built_up_area_density data (25/173)\n", - "Rank 000: Var GHSL_built_up_area_density completed (25/173)\n", - "Rank 000: Writing GHSL_max_built_up_area_density_25km var (26/173)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km created (26/173)\n", - "Rank 000: Filling GHSL_max_built_up_area_density_25km)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km data (26/173)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km completed (26/173)\n", - "Rank 000: Writing GHSL_max_built_up_area_density_5km var (27/173)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km created (27/173)\n", - "Rank 000: Filling GHSL_max_built_up_area_density_5km)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km data (27/173)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km completed (27/173)\n", - "Rank 000: Writing GHSL_max_population_density_25km var (28/173)\n", - "Rank 000: Var GHSL_max_population_density_25km created (28/173)\n", - "Rank 000: Filling GHSL_max_population_density_25km)\n", - "Rank 000: Var GHSL_max_population_density_25km data (28/173)\n", - "Rank 000: Var GHSL_max_population_density_25km completed (28/173)\n", - "Rank 000: Writing GHSL_max_population_density_5km var (29/173)\n", - "Rank 000: Var GHSL_max_population_density_5km created (29/173)\n", - "Rank 000: Filling GHSL_max_population_density_5km)\n", - "Rank 000: Var GHSL_max_population_density_5km data (29/173)\n", - "Rank 000: Var GHSL_max_population_density_5km completed (29/173)\n", - "Rank 000: Writing GHSL_modal_settlement_model_classification_25km var (30/173)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km created (30/173)\n", - "Rank 000: Filling GHSL_modal_settlement_model_classification_25km)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km data (30/173)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km completed (30/173)\n", - "Rank 000: Writing GHSL_modal_settlement_model_classification_5km var (31/173)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km created (31/173)\n", - "Rank 000: Filling GHSL_modal_settlement_model_classification_5km)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km data (31/173)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km completed (31/173)\n", - "Rank 000: Writing GHSL_population_density var (32/173)\n", - "Rank 000: Var GHSL_population_density created (32/173)\n", - "Rank 000: Filling GHSL_population_density)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! 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Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Var GHSL_population_density data (32/173)\n", - "Rank 000: Var GHSL_population_density completed (32/173)\n", - "Rank 000: Writing GHSL_settlement_model_classification var (33/173)\n", - "Rank 000: Var GHSL_settlement_model_classification created (33/173)\n", - "Rank 000: Filling GHSL_settlement_model_classification)\n", - "Rank 000: Var GHSL_settlement_model_classification data (33/173)\n", - "Rank 000: Var GHSL_settlement_model_classification completed (33/173)\n", - "Rank 000: Writing GPW_average_population_density_25km var (34/173)\n", - "Rank 000: Var GPW_average_population_density_25km created (34/173)\n", - "Rank 000: Filling GPW_average_population_density_25km)\n", - "Rank 000: Var GPW_average_population_density_25km data (34/173)\n", - "Rank 000: Var GPW_average_population_density_25km completed (34/173)\n", - "Rank 000: Writing GPW_average_population_density_5km var (35/173)\n", - "Rank 000: Var GPW_average_population_density_5km created (35/173)\n", - "Rank 000: Filling GPW_average_population_density_5km)\n", - "Rank 000: Var GPW_average_population_density_5km data (35/173)\n", - "Rank 000: Var GPW_average_population_density_5km completed (35/173)\n", - "Rank 000: Writing GPW_max_population_density_25km var (36/173)\n", - "Rank 000: Var GPW_max_population_density_25km created (36/173)\n", - "Rank 000: Filling GPW_max_population_density_25km)\n", - "Rank 000: Var GPW_max_population_density_25km data (36/173)\n", - "Rank 000: Var GPW_max_population_density_25km completed (36/173)\n", - "Rank 000: Writing GPW_max_population_density_5km var (37/173)\n", - "Rank 000: Var GPW_max_population_density_5km created (37/173)\n", - "Rank 000: Filling GPW_max_population_density_5km)\n", - "Rank 000: Var GPW_max_population_density_5km data (37/173)\n", - "Rank 000: Var GPW_max_population_density_5km completed (37/173)\n", - "Rank 000: Writing GPW_population_density var (38/173)\n", - "Rank 000: Var GPW_population_density created (38/173)\n", - "Rank 000: Filling GPW_population_density)\n", - "Rank 000: Var GPW_population_density data (38/173)\n", - "Rank 000: Var GPW_population_density completed (38/173)\n", - "Rank 000: Writing GSFC_coastline_proximity var (39/173)\n", - "Rank 000: Var GSFC_coastline_proximity created (39/173)\n", - "Rank 000: Filling GSFC_coastline_proximity)\n", - "Rank 000: Var GSFC_coastline_proximity data (39/173)\n", - "Rank 000: Var GSFC_coastline_proximity completed (39/173)\n", - "Rank 000: Writing Joly-Peuch_classification_code var (40/173)\n", - "Rank 000: Var Joly-Peuch_classification_code created (40/173)\n", - "Rank 000: Filling Joly-Peuch_classification_code)\n", - "Rank 000: Var Joly-Peuch_classification_code data (40/173)\n", - "Rank 000: Var Joly-Peuch_classification_code completed (40/173)\n", - "Rank 000: Writing Koppen-Geiger_classification var (41/173)\n", - "Rank 000: Var Koppen-Geiger_classification created (41/173)\n", - "Rank 000: Filling Koppen-Geiger_classification)\n", - "Rank 000: Var Koppen-Geiger_classification data (41/173)\n", - "Rank 000: Var Koppen-Geiger_classification completed (41/173)\n", - "Rank 000: Writing Koppen-Geiger_modal_classification_25km var (42/173)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km created (42/173)\n", - "Rank 000: Filling Koppen-Geiger_modal_classification_25km)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km data (42/173)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km completed (42/173)\n", - "Rank 000: Writing Koppen-Geiger_modal_classification_5km var (43/173)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km created (43/173)\n", - "Rank 000: Filling Koppen-Geiger_modal_classification_5km)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km data (43/173)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km completed (43/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_IGBP_land_use var (44/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use created (44/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_IGBP_land_use)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use data (44/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use completed (44/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_LAI var (45/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI created (45/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_LAI)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI data (45/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI completed (45/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_UMD_land_use var (46/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use created (46/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_UMD_land_use)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use data (46/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use completed (46/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_IGBP_land_use_25km var (47/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km created (47/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_IGBP_land_use_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km data (47/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km completed (47/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_IGBP_land_use_5km var (48/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km created (48/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_IGBP_land_use_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km data (48/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km completed (48/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_LAI_25km var (49/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km created (49/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_LAI_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km data (49/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km completed (49/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_LAI_5km var (50/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km created (50/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_LAI_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km data (50/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km completed (50/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_UMD_land_use_25km var (51/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km created (51/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_UMD_land_use_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km data (51/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km completed (51/173)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_UMD_land_use_5km var (52/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km created (52/173)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_UMD_land_use_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km data (52/173)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km completed (52/173)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km var (53/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km created (53/173)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km data (53/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km completed (53/173)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km var (54/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km created (54/173)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km data (54/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km completed (54/173)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km var (55/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km created (55/173)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km data (55/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km completed (55/173)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km var (56/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km created (56/173)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km data (56/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km completed (56/173)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_nighttime_stable_lights var (57/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights created (57/173)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_nighttime_stable_lights)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights data (57/173)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights completed (57/173)\n", - "Rank 000: Writing OMI_level3_column_annual_average_NO2 var (58/173)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 created (58/173)\n", - "Rank 000: Filling OMI_level3_column_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 data (58/173)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 completed (58/173)\n", - "Rank 000: Writing OMI_level3_column_cloud_screened_annual_average_NO2 var (59/173)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 created (59/173)\n", - "Rank 000: Filling OMI_level3_column_cloud_screened_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 data (59/173)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 completed (59/173)\n", - "Rank 000: Writing OMI_level3_tropospheric_column_annual_average_NO2 var (60/173)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 created (60/173)\n", - "Rank 000: Filling OMI_level3_tropospheric_column_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 data (60/173)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 completed (60/173)\n", - "Rank 000: Writing OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 var (61/173)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 created (61/173)\n", - "Rank 000: Filling OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 data (61/173)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 completed (61/173)\n", - "Rank 000: Writing UMBC_anthrome_classification var (62/173)\n", - "Rank 000: Var UMBC_anthrome_classification created (62/173)\n", - "Rank 000: Filling UMBC_anthrome_classification)\n", - "Rank 000: Var UMBC_anthrome_classification data (62/173)\n", - "Rank 000: Var UMBC_anthrome_classification completed (62/173)\n", - "Rank 000: Writing UMBC_modal_anthrome_classification_25km var (63/173)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km created (63/173)\n", - "Rank 000: Filling UMBC_modal_anthrome_classification_25km)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km data (63/173)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km completed (63/173)\n", - "Rank 000: Writing UMBC_modal_anthrome_classification_5km var (64/173)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km created (64/173)\n", - "Rank 000: Filling UMBC_modal_anthrome_classification_5km)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km data (64/173)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km completed (64/173)\n", - "Rank 000: Writing WMO_region var (65/173)\n", - "Rank 000: Var WMO_region created (65/173)\n", - "Rank 000: Filling WMO_region)\n", - "Rank 000: Var WMO_region data (65/173)\n", - "Rank 000: Var WMO_region completed (65/173)\n", - "Rank 000: Writing WWF_TEOW_biogeographical_realm var (66/173)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm created (66/173)\n", - "Rank 000: Filling WWF_TEOW_biogeographical_realm)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm data (66/173)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm completed (66/173)\n", - "Rank 000: Writing WWF_TEOW_biome var (67/173)\n", - "Rank 000: Var WWF_TEOW_biome created (67/173)\n", - "Rank 000: Filling WWF_TEOW_biome)\n", - "Rank 000: Var WWF_TEOW_biome data (67/173)\n", - "Rank 000: Var WWF_TEOW_biome completed (67/173)\n", - "Rank 000: Writing WWF_TEOW_terrestrial_ecoregion var (68/173)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion created (68/173)\n", - "Rank 000: Filling WWF_TEOW_terrestrial_ecoregion)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion data (68/173)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion completed (68/173)\n", - "Rank 000: Writing administrative_country_division_1 var (69/173)\n", - "Rank 000: Var administrative_country_division_1 created (69/173)\n", - "Rank 000: Filling administrative_country_division_1)\n", - "Rank 000: Var administrative_country_division_1 data (69/173)\n", - "Rank 000: Var administrative_country_division_1 completed (69/173)\n", - "Rank 000: Writing administrative_country_division_2 var (70/173)\n", - "Rank 000: Var administrative_country_division_2 created (70/173)\n", - "Rank 000: Filling administrative_country_division_2)\n", - "Rank 000: Var administrative_country_division_2 data (70/173)\n", - "Rank 000: Var administrative_country_division_2 completed (70/173)\n", - "Rank 000: Writing altitude var (71/173)\n", - "Rank 000: Var altitude created (71/173)\n", - "Rank 000: Filling altitude)\n", - "Rank 000: Var altitude data (71/173)\n", - "Rank 000: Var altitude completed (71/173)\n", - "Rank 000: Writing annual_native_max_gap_percent var (72/173)\n", - "Rank 000: Var annual_native_max_gap_percent created (72/173)\n", - "Rank 000: Filling annual_native_max_gap_percent)\n", - "Rank 000: Var annual_native_max_gap_percent data (72/173)\n", - "Rank 000: Var annual_native_max_gap_percent completed (72/173)\n", - "Rank 000: Writing annual_native_representativity_percent var (73/173)\n", - "Rank 000: Var annual_native_representativity_percent created (73/173)\n", - "Rank 000: Filling annual_native_representativity_percent)\n", - "Rank 000: Var annual_native_representativity_percent data (73/173)\n", - "Rank 000: Var annual_native_representativity_percent completed (73/173)\n", - "Rank 000: Writing area_classification var (74/173)\n", - "Rank 000: Var area_classification created (74/173)\n", - "Rank 000: Filling area_classification)\n", - "Rank 000: Var area_classification data (74/173)\n", - "Rank 000: Var area_classification completed (74/173)\n", - "Rank 000: Writing associated_networks var (75/173)\n", - "Rank 000: Var associated_networks created (75/173)\n", - "Rank 000: Filling associated_networks)\n", - "Rank 000: Var associated_networks data (75/173)\n", - "Rank 000: Var associated_networks completed (75/173)\n", - "Rank 000: Writing city var (76/173)\n", - "Rank 000: Var city created (76/173)\n", - "Rank 000: Filling city)\n", - "Rank 000: Var city data (76/173)\n", - "Rank 000: Var city completed (76/173)\n", - "Rank 000: Writing climatology var (77/173)\n", - "Rank 000: Var climatology created (77/173)\n", - "Rank 000: Filling climatology)\n", - "Rank 000: Var climatology data (77/173)\n", - "Rank 000: Var climatology completed (77/173)\n", - "Rank 000: Writing contact_email_address var (78/173)\n", - "Rank 000: Var contact_email_address created (78/173)\n", - "Rank 000: Filling contact_email_address)\n", - "Rank 000: Var contact_email_address data (78/173)\n", - "Rank 000: Var contact_email_address completed (78/173)\n", - "Rank 000: Writing contact_institution var (79/173)\n", - "Rank 000: Var contact_institution created (79/173)\n", - "Rank 000: Filling contact_institution)\n", - "Rank 000: Var contact_institution data (79/173)\n", - "Rank 000: Var contact_institution completed (79/173)\n", - "Rank 000: Writing contact_name var (80/173)\n", - "Rank 000: Var contact_name created (80/173)\n", - "Rank 000: Filling contact_name)\n", - "Rank 000: Var contact_name data (80/173)\n", - "Rank 000: Var contact_name completed (80/173)\n", - "Rank 000: Writing country var (81/173)\n", - "Rank 000: Var country created (81/173)\n", - "Rank 000: Filling country)\n", - "Rank 000: Var country data (81/173)\n", - "Rank 000: Var country completed (81/173)\n", - "Rank 000: Writing daily_native_max_gap_percent var (82/173)\n", - "Rank 000: Var daily_native_max_gap_percent created (82/173)\n", - "Rank 000: Filling daily_native_max_gap_percent)\n", - "Rank 000: Var daily_native_max_gap_percent data (82/173)\n", - "Rank 000: Var daily_native_max_gap_percent completed (82/173)\n", - "Rank 000: Writing daily_native_representativity_percent var (83/173)\n", - "Rank 000: Var daily_native_representativity_percent created (83/173)\n", - "Rank 000: Filling daily_native_representativity_percent)\n", - "Rank 000: Var daily_native_representativity_percent data (83/173)\n", - "Rank 000: Var daily_native_representativity_percent completed (83/173)\n", - "Rank 000: Writing daily_passing_vehicles var (84/173)\n", - "Rank 000: Var daily_passing_vehicles created (84/173)\n", - "Rank 000: Filling daily_passing_vehicles)\n", - "Rank 000: Var daily_passing_vehicles data (84/173)\n", - "Rank 000: Var daily_passing_vehicles completed (84/173)\n", - "Rank 000: Writing data_level var (85/173)\n", - "Rank 000: Var data_level created (85/173)\n", - "Rank 000: Filling data_level)\n", - "Rank 000: Var data_level data (85/173)\n", - "Rank 000: Var data_level completed (85/173)\n", - "Rank 000: Writing data_licence var (86/173)\n", - "Rank 000: Var data_licence created (86/173)\n", - "Rank 000: Filling data_licence)\n", - "Rank 000: Var data_licence data (86/173)\n", - "Rank 000: Var data_licence completed (86/173)\n", - "Rank 000: Writing day_night_code var (87/173)\n", - "Rank 000: Var day_night_code created (87/173)\n", - "Rank 000: Filling day_night_code)\n", - "Rank 000: Var day_night_code data (87/173)\n", - "Rank 000: Var day_night_code completed (87/173)\n", - "Rank 000: Writing daytime_traffic_speed var (88/173)\n", - "Rank 000: Var daytime_traffic_speed created (88/173)\n", - "Rank 000: Filling daytime_traffic_speed)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! 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"Rank 000: Var primary_sampling_further_details completed (142/173)\n", - "Rank 000: Writing primary_sampling_instrument_documented_flow_rate var (143/173)\n", - "Rank 000: Var primary_sampling_instrument_documented_flow_rate created (143/173)\n", - "Rank 000: Filling primary_sampling_instrument_documented_flow_rate)\n", - "Rank 000: Var primary_sampling_instrument_documented_flow_rate data (143/173)\n", - "Rank 000: Var primary_sampling_instrument_documented_flow_rate completed (143/173)\n", - "Rank 000: Writing primary_sampling_instrument_manual_name var (144/173)\n", - "Rank 000: Var primary_sampling_instrument_manual_name created (144/173)\n", - "Rank 000: Filling primary_sampling_instrument_manual_name)\n", - "Rank 000: Var primary_sampling_instrument_manual_name data (144/173)\n", - "Rank 000: Var primary_sampling_instrument_manual_name completed (144/173)\n", - "Rank 000: Writing primary_sampling_instrument_name var (145/173)\n", - "Rank 000: Var primary_sampling_instrument_name created (145/173)\n", - "Rank 000: Filling primary_sampling_instrument_name)\n", - "Rank 000: Var primary_sampling_instrument_name data (145/173)\n", - "Rank 000: Var primary_sampling_instrument_name completed (145/173)\n", - "Rank 000: Writing primary_sampling_instrument_reported_flow_rate var (146/173)\n", - "Rank 000: Var primary_sampling_instrument_reported_flow_rate created (146/173)\n", - "Rank 000: Filling primary_sampling_instrument_reported_flow_rate)\n", - "Rank 000: Var primary_sampling_instrument_reported_flow_rate data (146/173)\n", - "Rank 000: Var primary_sampling_instrument_reported_flow_rate completed (146/173)\n", - "Rank 000: Writing primary_sampling_process_details var (147/173)\n", - "Rank 000: Var primary_sampling_process_details created (147/173)\n", - "Rank 000: Filling primary_sampling_process_details)\n", - "Rank 000: Var primary_sampling_process_details data (147/173)\n", - "Rank 000: Var primary_sampling_process_details completed (147/173)\n", - "Rank 000: Writing primary_sampling_type var (148/173)\n", - "Rank 000: Var primary_sampling_type created (148/173)\n", - "Rank 000: Filling primary_sampling_type)\n", - "Rank 000: Var primary_sampling_type data (148/173)\n", - "Rank 000: Var primary_sampling_type completed (148/173)\n", - "Rank 000: Writing principal_investigator_email_address var (149/173)\n", - "Rank 000: Var principal_investigator_email_address created (149/173)\n", - "Rank 000: Filling principal_investigator_email_address)\n", - "Rank 000: Var principal_investigator_email_address data (149/173)\n", - "Rank 000: Var principal_investigator_email_address completed (149/173)\n", - "Rank 000: Writing principal_investigator_institution var (150/173)\n", - "Rank 000: Var principal_investigator_institution created (150/173)\n", - "Rank 000: Filling principal_investigator_institution)\n", - "Rank 000: Var principal_investigator_institution data (150/173)\n", - "Rank 000: Var principal_investigator_institution completed (150/173)\n", - "Rank 000: Writing principal_investigator_name var (151/173)\n", - "Rank 000: Var principal_investigator_name created (151/173)\n", - "Rank 000: Filling principal_investigator_name)\n", - "Rank 000: Var principal_investigator_name data (151/173)\n", - "Rank 000: Var principal_investigator_name completed (151/173)\n", - "Rank 000: Writing process_warnings var (152/173)\n", - "Rank 000: Var process_warnings created (152/173)\n", - "Rank 000: Filling process_warnings)\n", - "Rank 000: Var process_warnings data (152/173)\n", - "Rank 000: Var process_warnings completed (152/173)\n", - "Rank 000: Writing projection var (153/173)\n", - "Rank 000: Var projection created (153/173)\n", - "Rank 000: Filling projection)\n", - "Rank 000: Var projection data (153/173)\n", - "Rank 000: Var projection completed (153/173)\n", - "Rank 000: Writing reported_uncertainty_per_measurement var (154/173)\n", - "Rank 000: Var reported_uncertainty_per_measurement created (154/173)\n", - "Rank 000: Filling reported_uncertainty_per_measurement)\n", - "Rank 000: Var reported_uncertainty_per_measurement data (154/173)\n", - "Rank 000: Var reported_uncertainty_per_measurement completed (154/173)\n", - "Rank 000: Writing representative_radius var (155/173)\n", - "Rank 000: Var representative_radius created (155/173)\n", - "Rank 000: Filling representative_radius)\n", - "Rank 000: Var representative_radius data (155/173)\n", - "Rank 000: Var representative_radius completed (155/173)\n", - "Rank 000: Writing retrieval_algorithm var (156/173)\n", - "Rank 000: Var retrieval_algorithm created (156/173)\n", - "Rank 000: Filling retrieval_algorithm)\n", - "Rank 000: Var retrieval_algorithm data (156/173)\n", - "Rank 000: Var retrieval_algorithm completed (156/173)\n", - "Rank 000: Writing sample_preparation_further_details var (157/173)\n", - "Rank 000: Var sample_preparation_further_details created (157/173)\n", - "Rank 000: Filling sample_preparation_further_details)\n", - "Rank 000: Var sample_preparation_further_details data (157/173)\n", - "Rank 000: Var sample_preparation_further_details completed (157/173)\n", - "Rank 000: Writing sample_preparation_process_details var (158/173)\n", - "Rank 000: Var sample_preparation_process_details created (158/173)\n", - "Rank 000: Filling sample_preparation_process_details)\n", - "Rank 000: Var sample_preparation_process_details data (158/173)\n", - "Rank 000: Var sample_preparation_process_details completed (158/173)\n", - "Rank 000: Writing sample_preparation_techniques var (159/173)\n", - "Rank 000: Var sample_preparation_techniques created (159/173)\n", - "Rank 000: Filling sample_preparation_techniques)\n", - "Rank 000: Var sample_preparation_techniques data (159/173)\n", - "Rank 000: Var sample_preparation_techniques completed (159/173)\n", - "Rank 000: Writing sample_preparation_types var (160/173)\n", - "Rank 000: Var sample_preparation_types created (160/173)\n", - "Rank 000: Filling sample_preparation_types)\n", - "Rank 000: Var sample_preparation_types data (160/173)\n", - "Rank 000: Var sample_preparation_types completed (160/173)\n", - "Rank 000: Writing sampling_height var (161/173)\n", - "Rank 000: Var sampling_height created (161/173)\n", - "Rank 000: Filling sampling_height)\n", - "Rank 000: Var sampling_height data (161/173)\n", - "Rank 000: Var sampling_height completed (161/173)\n", - "Rank 000: Writing sconcso4 var (162/173)\n", - "Rank 000: Var sconcso4 created (162/173)\n", - "Rank 000: Filling sconcso4)\n", - "Rank 000: Var sconcso4 data (162/173)\n", - "Rank 000: Var sconcso4 completed (162/173)\n", - "Rank 000: Writing season_code var (163/173)\n", - "Rank 000: Var season_code created (163/173)\n", - "Rank 000: Filling season_code)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_reference. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_timezone. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable street_type. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable terrain. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable vertical_datum. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Var season_code data (163/173)\n", - "Rank 000: Var season_code completed (163/173)\n", - "Rank 000: Writing station_classification var (164/173)\n", - "Rank 000: Var station_classification created (164/173)\n", - "Rank 000: Filling station_classification)\n", - "Rank 000: Var station_classification data (164/173)\n", - "Rank 000: Var station_classification completed (164/173)\n", - "Rank 000: Writing station_name var (165/173)\n", - "Rank 000: Var station_name created (165/173)\n", - "Rank 000: Filling station_name)\n", - "Rank 000: Var station_name data (165/173)\n", - "Rank 000: Var station_name completed (165/173)\n", - "Rank 000: Writing station_reference var (166/173)\n", - "Rank 000: Var station_reference created (166/173)\n", - "Rank 000: Filling station_reference)\n", - "Rank 000: Var station_reference data (166/173)\n", - "Rank 000: Var station_reference completed (166/173)\n", - "Rank 000: Writing station_timezone var (167/173)\n", - "Rank 000: Var station_timezone created (167/173)\n", - "Rank 000: Filling station_timezone)\n", - "Rank 000: Var station_timezone data (167/173)\n", - "Rank 000: Var station_timezone completed (167/173)\n", - "Rank 000: Writing street_type var (168/173)\n", - "Rank 000: Var street_type created (168/173)\n", - "Rank 000: Filling street_type)\n", - "Rank 000: Var street_type data (168/173)\n", - "Rank 000: Var street_type completed (168/173)\n", - "Rank 000: Writing street_width var (169/173)\n", - "Rank 000: Var street_width created (169/173)\n", - "Rank 000: Filling street_width)\n", - "Rank 000: Var street_width data (169/173)\n", - "Rank 000: Var street_width completed (169/173)\n", - "Rank 000: Writing terrain var (170/173)\n", - "Rank 000: Var terrain created (170/173)\n", - "Rank 000: Filling terrain)\n", - "Rank 000: Var terrain data (170/173)\n", - "Rank 000: Var terrain completed (170/173)\n", - "Rank 000: Writing vertical_datum var (171/173)\n", - "Rank 000: Var vertical_datum created (171/173)\n", - "Rank 000: Filling vertical_datum)\n", - "Rank 000: Var vertical_datum data (171/173)\n", - "Rank 000: Var vertical_datum completed (171/173)\n", - "Rank 000: Writing weekday_weekend_code var (172/173)\n", - "Rank 000: Var weekday_weekend_code created (172/173)\n", - "Rank 000: Filling weekday_weekend_code)\n", - "Rank 000: Var weekday_weekend_code data (172/173)\n", - "Rank 000: Var weekday_weekend_code completed (172/173)\n", - "Rank 000: Writing sconcso4_prefiltered_defaultqa var (173/173)\n", - "Rank 000: Var sconcso4_prefiltered_defaultqa created (173/173)\n", - "Rank 000: Filling sconcso4_prefiltered_defaultqa)\n", - "Rank 000: Var sconcso4_prefiltered_defaultqa data (173/173)\n", - "Rank 000: Var sconcso4_prefiltered_defaultqa completed (173/173)\n" - ] + "data": { + "text/plain": [ + "{'data': array([[0.29195723, 0.27478325, 0.27821803, ..., nan, nan,\n", + " nan],\n", + " [0.95658916, 0.90334994, 1.6418298 , ..., 4.6730328 , 4.1560965 ,\n", + " 4.001531 ],\n", + " [1.4703113 , 0.97663015, 1.9103314 , ..., 2.2537618 , nan,\n", + " 2.0820467 ],\n", + " ...,\n", + " [2.52314 , 2.9062793 , 2.1786363 , ..., 0.34128392, 0.18030094,\n", + " 0.11054165],\n", + " [9.422871 , 8.553562 , 7.813041 , ..., 6.514445 , 6.514445 ,\n", + " 6.9008036 ],\n", + " [0.25971922, 0.21357076, 0.1888867 , ..., 0.33699107, 0.30801412,\n", + " nan]], dtype=float32),\n", + " 'dimensions': ('station', 'time'),\n", + " 'dtype': dtype('float32'),\n", + " 'standard_name': 'nitrogen dioxide',\n", + " 'long_name': 'nitrogen dioxide',\n", + " 'units': 'nmol mol-1',\n", + " 'description': 'Measured value of surface nitrogen dioxide for the stated temporal resolution.'}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "nessy_ghost_1.to_netcdf('points_file_2.nc', info=True)" + "nessy_ghost.variables['sconcno2']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 2.3. Reopen dataset" + "### 2.2. Plot" ] }, { @@ -2532,364 +1025,102 @@ "execution_count": 23, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Loading station var (1/174)\n", - "Rank 000: Loaded station var ((3,))\n", - "Rank 000: Loading ASTER_v3_altitude var (2/174)\n", - "Rank 000: Loaded ASTER_v3_altitude var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_BC_emissions var (3/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_BC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_CO_emissions var (4/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_CO_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NH3_emissions var (5/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NH3_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NMVOC_emissions var (6/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NMVOC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NOx_emissions var (7/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NOx_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_OC_emissions var (8/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_OC_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_PM10_emissions var (9/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_PM10_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_SO2_emissions var (10/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_SO2_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var (11/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var ((3,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var (12/174)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var ((3,))\n", - "Rank 000: Loading ESDAC_Iwahashi_landform_classification var (13/174)\n", - "Rank 000: Loaded ESDAC_Iwahashi_landform_classification var ((3, 30))\n", - "Rank 000: Loading ESDAC_Meybeck_landform_classification var (14/174)\n", - "Rank 000: Loaded ESDAC_Meybeck_landform_classification var ((3, 30))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_25km var (15/174)\n", - "Rank 000: Loaded ESDAC_modal_Iwahashi_landform_classification_25km var ((3, 30))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_5km var (16/174)\n", - "Rank 000: Loaded ESDAC_modal_Iwahashi_landform_classification_5km var ((3, 30))\n", - "Rank 000: Loading ESDAC_modal_Meybeck_landform_classification_25km var (17/174)\n", - "Rank 000: Loaded ESDAC_modal_Meybeck_landform_classification_25km var ((3, 30))\n", - "Rank 000: Loading ESDAC_modal_Meybeck_landform_classification_5km var (18/174)\n", - "Rank 000: Loaded ESDAC_modal_Meybeck_landform_classification_5km var ((3, 30))\n", - "Rank 000: Loading ETOPO1_altitude var (19/174)\n", - "Rank 000: Loaded ETOPO1_altitude var ((3,))\n", - "Rank 000: Loading ETOPO1_max_altitude_difference_5km var (20/174)\n", - "Rank 000: Loaded ETOPO1_max_altitude_difference_5km var ((3,))\n", - "Rank 000: Loading GHOST_version var (21/174)\n", - "Rank 000: Loaded GHOST_version var ((3, 30))\n", - "Rank 000: Loading GHSL_average_built_up_area_density_25km var (22/174)\n", - "Rank 000: Loaded GHSL_average_built_up_area_density_25km var ((3,))\n", - "Rank 000: Loading GHSL_average_built_up_area_density_5km var (23/174)\n", - "Rank 000: Loaded GHSL_average_built_up_area_density_5km var ((3,))\n", - "Rank 000: Loading GHSL_average_population_density_25km var (24/174)\n", - "Rank 000: Loaded GHSL_average_population_density_25km var ((3,))\n", - "Rank 000: Loading GHSL_average_population_density_5km var (25/174)\n", - "Rank 000: Loaded GHSL_average_population_density_5km var ((3,))\n", - "Rank 000: Loading GHSL_built_up_area_density var (26/174)\n", - "Rank 000: Loaded GHSL_built_up_area_density var ((3,))\n", - "Rank 000: Loading GHSL_max_built_up_area_density_25km var (27/174)\n", - "Rank 000: Loaded GHSL_max_built_up_area_density_25km var ((3,))\n", - "Rank 000: Loading GHSL_max_built_up_area_density_5km var (28/174)\n", - "Rank 000: Loaded GHSL_max_built_up_area_density_5km var ((3,))\n", - "Rank 000: Loading GHSL_max_population_density_25km var (29/174)\n", - "Rank 000: Loaded GHSL_max_population_density_25km var ((3,))\n", - "Rank 000: Loading GHSL_max_population_density_5km var (30/174)\n", - "Rank 000: Loaded GHSL_max_population_density_5km var ((3,))\n", - "Rank 000: Loading GHSL_modal_settlement_model_classification_25km var (31/174)\n", - "Rank 000: Loaded GHSL_modal_settlement_model_classification_25km var ((3, 30))\n", - "Rank 000: Loading GHSL_modal_settlement_model_classification_5km var (32/174)\n", - "Rank 000: Loaded GHSL_modal_settlement_model_classification_5km var ((3, 30))\n", - "Rank 000: Loading GHSL_population_density var (33/174)\n", - "Rank 000: Loaded GHSL_population_density var ((3,))\n", - "Rank 000: Loading GHSL_settlement_model_classification var (34/174)\n", - "Rank 000: Loaded GHSL_settlement_model_classification var ((3, 30))\n", - "Rank 000: Loading GPW_average_population_density_25km var (35/174)\n", - "Rank 000: Loaded GPW_average_population_density_25km var ((3,))\n", - "Rank 000: Loading GPW_average_population_density_5km var (36/174)\n", - "Rank 000: Loaded GPW_average_population_density_5km var ((3,))\n", - "Rank 000: Loading GPW_max_population_density_25km var (37/174)\n", - "Rank 000: Loaded GPW_max_population_density_25km var ((3,))\n", - "Rank 000: Loading GPW_max_population_density_5km var (38/174)\n", - "Rank 000: Loaded GPW_max_population_density_5km var ((3,))\n", - "Rank 000: Loading GPW_population_density var (39/174)\n", - "Rank 000: Loaded GPW_population_density var ((3,))\n", - "Rank 000: Loading GSFC_coastline_proximity var (40/174)\n", - "Rank 000: Loaded GSFC_coastline_proximity var ((3,))\n", - "Rank 000: Loading Joly-Peuch_classification_code var (41/174)\n", - "Rank 000: Loaded Joly-Peuch_classification_code var ((3,))\n", - "Rank 000: Loading Koppen-Geiger_classification var (42/174)\n", - 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"Rank 000: Loaded MODIS_MCD12C1_v6_modal_IGBP_land_use_5km var ((3, 30))\n", - "Rank 000: Loading MODIS_MCD12C1_v6_modal_LAI_25km var (50/174)\n", - "Rank 000: Loaded MODIS_MCD12C1_v6_modal_LAI_25km var ((3, 30))\n", - "Rank 000: Loading MODIS_MCD12C1_v6_modal_LAI_5km var (51/174)\n", - "Rank 000: Loaded MODIS_MCD12C1_v6_modal_LAI_5km var ((3, 30))\n", - "Rank 000: Loading MODIS_MCD12C1_v6_modal_UMD_land_use_25km var (52/174)\n", - "Rank 000: Loaded MODIS_MCD12C1_v6_modal_UMD_land_use_25km var ((3, 30))\n", - "Rank 000: Loading MODIS_MCD12C1_v6_modal_UMD_land_use_5km var (53/174)\n", - "Rank 000: Loaded MODIS_MCD12C1_v6_modal_UMD_land_use_5km var ((3, 30))\n", - "Rank 000: Loading NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km var (54/174)\n", - "Rank 000: Loaded NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km var ((3,))\n", - "Rank 000: Loading NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km var (55/174)\n", - "Rank 000: Loaded NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km var ((3,))\n", - 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11POINT (10.70000 44.18333)0.259719
\n", + "
" + ], "text/plain": [ - "" + " geometry sconcno2\n", + "FID \n", + "0 POINT (7.98500 46.54750) 0.291957\n", + "1 POINT (8.17543 47.18961) 0.956589\n", + "2 POINT (15.08028 49.57339) 1.470311\n", + "3 POINT (8.30972 54.92556) 1.122448\n", + "4 POINT (10.75944 52.80222) 1.700517\n", + "5 POINT (7.90861 47.91472) NaN\n", + "6 POINT (13.03333 53.16667) 1.223471\n", + "7 POINT (10.76667 50.65000) 1.021437\n", + "8 POINT (12.72490 54.43680) 1.650011\n", + "9 POINT (24.28333 61.85000) 2.523140\n", + "10 POINT (8.63333 45.80000) 9.422871\n", + "11 POINT (10.70000 44.18333) 0.259719" ] }, "execution_count": 24, @@ -2927,8 +1255,8 @@ } ], "source": [ - "nessy_ghost_3 = nessy_ghost_2.to_points()\n", - "nessy_ghost_3" + "nessy_ghost.shapefile['sconcno2'] = nessy_ghost.variables['sconcno2']['data'][:, 0].ravel()\n", + "nessy_ghost.shapefile" ] }, { @@ -2938,60 +1266,149 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "{'sconcso4': {'data': array([[ nan, nan, nan, nan, nan, nan,\n", - " nan, 2.31 , 2.31 , 1.12 , 1.12 , nan,\n", - " nan, nan, nan, 1.71 , 1.71 , nan,\n", - " nan, nan, nan, nan, nan, nan,\n", - " nan, nan, nan, 1.38 , 1.2841667, 1.28 ],\n", - " [ nan, nan, nan, 0.74 , 0.74 , nan,\n", - " nan, nan, nan, 3.41 , 3.41 , nan,\n", - " nan, nan, nan, 0.74 , 0.74 , nan,\n", - " nan, nan, nan, 1.2 , 1.2 , nan,\n", - " nan, nan, nan, 1.76 , 1.76 , nan],\n", - " [ nan, nan, nan, 3.05 , 3.05 , nan,\n", - " nan, nan, nan, 2.44 , 2.44 , nan,\n", - " nan, nan, nan, 2.24 , 2.24 , nan,\n", - " nan, nan, nan, 1.37 , 1.37 , nan,\n", - " nan, nan, nan, nan, nan, nan]],\n", - " dtype=float32),\n", - " 'dimensions': ('station', 'time'),\n", - " 'dtype': dtype('float32'),\n", - " 'standard_name': 'sulphate',\n", - " 'long_name': 'sulphate',\n", - " 'units': 'ug m-3',\n", - " 'description': 'Measured value of surface sulphate for the stated temporal resolution.'},\n", - " 'sconcso4_prefiltered_defaultqa': {'data': array([[ nan, nan, nan, nan, nan, nan,\n", - " nan, 2.31 , 2.31 , 1.12 , 1.12 , nan,\n", - " nan, nan, nan, 1.71 , 1.71 , nan,\n", - " nan, nan, nan, nan, nan, nan,\n", - " nan, nan, nan, 1.38 , 1.2841667, 1.28 ],\n", - " [ nan, nan, nan, 0.74 , 0.74 , nan,\n", - " nan, nan, nan, 3.41 , 3.41 , nan,\n", - " nan, nan, nan, 0.74 , 0.74 , nan,\n", - " nan, nan, nan, 1.2 , 1.2 , nan,\n", - " nan, nan, nan, 1.76 , 1.76 , nan],\n", - " [ nan, nan, nan, 3.05 , 3.05 , nan,\n", - " nan, nan, nan, 2.44 , 2.44 , nan,\n", - " nan, nan, nan, 2.24 , 2.24 , nan,\n", - " nan, nan, nan, 1.37 , 1.37 , nan,\n", - " nan, nan, nan, nan, nan, nan]],\n", - " dtype=float32),\n", - " 'dimensions': ('station', 'time'),\n", - " 'dtype': dtype('float32'),\n", - " 'standard_name': 'sulphate',\n", - " 'long_name': 'sulphate',\n", - " 'units': 'ug m-3',\n", - " 'description': 'Measured value of surface sulphate for the stated temporal resolution. Prefiltered by default QA.'}}" + "
" ] }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "ax.set_xlim([-25, 45])\n", + "ax.set_ylim([30, 70])\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "nessy_ghost.shapefile.plot(ax=ax, column='sconcno2', cmap='jet', edgecolor='black', lw=0.5, legend=True,\n", + " legend_kwds={'label': 'Surface NO2 (nmol mol-1)'})\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable country. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable land_use. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating points_ghost.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n", + "Rank 000: Writing country var (1/4)\n", + "Rank 000: Var country created (1/4)\n", + "Rank 000: Filling country)\n", + "Rank 000: Var country data (1/4)\n", + "Rank 000: Var country completed (1/4)\n", + "Rank 000: Writing land_use var (2/4)\n", + "Rank 000: Var land_use created (2/4)\n", + "Rank 000: Filling land_use)\n", + "Rank 000: Var land_use data (2/4)\n", + "Rank 000: Var land_use completed (2/4)\n", + "Rank 000: Writing sconcno2 var (3/4)\n", + "Rank 000: Var sconcno2 created (3/4)\n", + "Rank 000: Filling sconcno2)\n", + "Rank 000: Var sconcno2 data (3/4)\n", + "Rank 000: Var sconcno2 completed (3/4)\n", + "Rank 000: Writing station_name var (4/4)\n", + "Rank 000: Var station_name created (4/4)\n", + "Rank 000: Filling station_name)\n", + "Rank 000: Var station_name data (4/4)\n", + "Rank 000: Var station_name completed (4/4)\n" + ] + } + ], + "source": [ + "nessy_ghost.to_netcdf('points_ghost.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable country. Input dtype=. Data dtype=. Data dtype=. Data dtype=" + "" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1 = open_netcdf(path=nc_path_1, info=True)\n", - "nessy_1" + "nessy = open_netcdf(path=path, info=True)\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -66,18 +85,18 @@ "Proj('+proj=lcc +lat_0=40 +lon_0=-3 +lat_1=43 +lat_2=37 +x_0=0 +y_0=0 +R=6356752.3142 +units=m +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -89,18 +108,25 @@ " 'latitude_of_projection_origin': '40'}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read coordinates" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -109,18 +135,18 @@ "[datetime.datetime(2022, 11, 15, 0, 0), datetime.datetime(2022, 11, 16, 0, 0)]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.time" + "nessy.time" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -135,18 +161,18 @@ " 'positive': 'up'}" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lev" + "nessy.lev" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -294,18 +320,18 @@ " 'standard_name': 'projection_x_coordinate'}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.x" + "nessy.x" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -453,18 +479,25 @@ " 'standard_name': 'projection_y_coordinate'}" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.y" + "nessy.y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Variables are built with `x`, `y`, `lev` and `time`as main dimensions, but the coordinates `lat` and `lon` remain accessible" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -494,18 +527,18 @@ " 'standard_name': 'latitude'}" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lat" + "nessy.lat" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -535,18 +568,25 @@ " 'standard_name': 'longitude'}" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lon" + "nessy.lon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read variables" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -559,79 +599,133 @@ } ], "source": [ - "nessy_1.load()" + "nessy.load()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'sconco3': {'data': array([[[[0.0415576 , 0.04147514, 0.04152902, ..., 0.03796541,\n", - " 0.03792827, 0.0379032 ],\n", - " [0.04146153, 0.04136137, 0.0412977 , ..., 0.0382663 ,\n", - " 0.03824312, 0.03822216],\n", - " [0.04059546, 0.04081807, 0.04091855, ..., 0.03847397,\n", - " 0.03840729, 0.0383645 ],\n", - " ...,\n", - " [0.04466213, 0.04466087, 0.04464992, ..., 0.03963904,\n", - " 0.04006213, 0.04025601],\n", - " [0.04465724, 0.04464634, 0.04463853, ..., 0.0397002 ,\n", - " 0.0398435 , 0.0401062 ],\n", - " [0.04465516, 0.04465496, 0.04463719, ..., 0.03971382,\n", - " 0.03972259, 0.03986653]]],\n", - " \n", - " \n", - " [[[0.04273837, 0.04270947, 0.04267247, ..., 0.04349075,\n", - " 0.04333649, 0.04320888],\n", - " [0.04272898, 0.04268417, 0.04263616, ..., 0.04356325,\n", - " 0.04341621, 0.04326808],\n", - " [0.04264436, 0.04263159, 0.04260145, ..., 0.04372539,\n", - " 0.04355535, 0.04337517],\n", - " ...,\n", - " [0.04538379, 0.04540338, 0.0454199 , ..., 0.0401468 ,\n", - " 0.04034726, 0.04047008],\n", - " [0.04552482, 0.04551599, 0.04550386, ..., 0.03996951,\n", - " 0.04019922, 0.04038962],\n", - " [0.04552515, 0.04551959, 0.04550923, ..., 0.03988018,\n", - " 0.03998153, 0.04024737]]]], dtype=float32),\n", - " 'dimensions': ('time', 'lev', 'y', 'x'),\n", - " 'dtype': dtype('float32'),\n", - " 'units': 'ppm',\n", - " 'cell_methods': 'time: max (interval: 1hr)',\n", - " 'grid_mapping': 'Lambert_conformal',\n", - " 'coordinates': 'lat lon'}}" + "{'data': array([[[[0.0415576 , 0.04147514, 0.04152902, ..., 0.03796541,\n", + " 0.03792827, 0.0379032 ],\n", + " [0.04146153, 0.04136137, 0.0412977 , ..., 0.0382663 ,\n", + " 0.03824312, 0.03822216],\n", + " [0.04059546, 0.04081807, 0.04091855, ..., 0.03847397,\n", + " 0.03840729, 0.0383645 ],\n", + " ...,\n", + " [0.04466213, 0.04466087, 0.04464992, ..., 0.03963904,\n", + " 0.04006213, 0.04025601],\n", + " [0.04465724, 0.04464634, 0.04463853, ..., 0.0397002 ,\n", + " 0.0398435 , 0.0401062 ],\n", + " [0.04465516, 0.04465496, 0.04463719, ..., 0.03971382,\n", + " 0.03972259, 0.03986653]]],\n", + " \n", + " \n", + " [[[0.04273837, 0.04270947, 0.04267247, ..., 0.04349075,\n", + " 0.04333649, 0.04320888],\n", + " [0.04272898, 0.04268417, 0.04263616, ..., 0.04356325,\n", + " 0.04341621, 0.04326808],\n", + " [0.04264436, 0.04263159, 0.04260145, ..., 0.04372539,\n", + " 0.04355535, 0.04337517],\n", + " ...,\n", + " [0.04538379, 0.04540338, 0.0454199 , ..., 0.0401468 ,\n", + " 0.04034726, 0.04047008],\n", + " [0.04552482, 0.04551599, 0.04550386, ..., 0.03996951,\n", + " 0.04019922, 0.04038962],\n", + " [0.04552515, 0.04551959, 0.04550923, ..., 0.03988018,\n", + " 0.03998153, 0.04024737]]]], dtype=float32),\n", + " 'dimensions': ('time', 'lev', 'y', 'x'),\n", + " 'dtype': dtype('float32'),\n", + " 'units': 'ppm',\n", + " 'cell_methods': 'time: max (interval: 1hr)',\n", + " 'grid_mapping': 'Lambert_conformal',\n", + " 'coordinates': 'lat lon'}" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.variables" + "nessy.variables['sconco3']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. Write dataset" + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.create_spatial_bounds()\n", + "lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "ax.set_xlim([-14, 7.5])\n", + "ax.set_ylim([32, 48])\n", + "plt.pcolormesh(lon_bnds, lat_bnds, nessy.variables['sconco3']['data'].sum(axis=(0, 1)), cmap='jet', \n", + " norm=matplotlib.colors.LogNorm())\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "plt.colorbar(ax=ax, label='Surface ozone (ppm)')\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating lcc_file_1.nc\n", + "Rank 000: Creating lcc_grid.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n", "Rank 000: Writing sconco3 var (1/1)\n", @@ -643,35 +737,34 @@ } ], "source": [ - "nessy_1.to_netcdf('lcc_file_1.nc', info=True)" + "nessy.to_netcdf('lcc_grid.nc', info=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 3. Reopen dataset" + "### Write shapefile" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "nessy_2 = open_netcdf('lcc_file_1.nc', info=True)\n", - "nessy_2" + "nessy.to_shapefile('lcc_grid_shp')" ] } ], diff --git a/tutorials/1.Introduction/1.5.Read_Write_Mercator.ipynb b/tutorials/1.Introduction/1.5.Read_Write_Mercator.ipynb index 9b1032f0d3747f84779bad4a773284362955fc61..4896e13bf4fbf28348c7deac5c27deb5b1c87616 100644 --- a/tutorials/1.Introduction/1.5.Read_Write_Mercator.ipynb +++ b/tutorials/1.Introduction/1.5.Read_Write_Mercator.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,42 +25,58 @@ "metadata": {}, "outputs": [], "source": [ - "# Original path: None (generated with NES)\n", - "# Mercator grid\n", - "nc_path_1 = '/gpfs/projects/bsc32/models/NES_tutorial_data/mercator_grid.nc'" + "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 1. Read dataset" + "## 1. Open dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [], + "source": [ + "# Original path: None (generated with NES)\n", + "# Mercator grid\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/mercator_grid.nc'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1 = open_netcdf(nc_path_1, info=True)\n", - "nessy_1" + "nessy = open_netcdf(path, info=True)\n", + "nessy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -66,18 +85,18 @@ "Proj('+proj=merc +lat_ts=-1.5 +lon_0=-18 +x_0=0 +y_0=0 +a=6378137 +b=6356752.3142 +units=m +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -88,18 +107,25 @@ " 'longitude_of_projection_origin': -18.0}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read coordinates" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -108,18 +134,18 @@ "[datetime.datetime(1996, 12, 31, 0, 0)]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.time" + "nessy.time" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -134,18 +160,18 @@ " 'positive': 'up'}" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lev" + "nessy.lev" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -230,18 +256,18 @@ " 'standard_name': 'projection_x_coordinate'}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.x" + "nessy.x" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -304,18 +330,25 @@ " 'standard_name': 'projection_y_coordinate'}" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.y" + "nessy.y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Variables are built with `x`, `y`, `lev` and `time`as main dimensions, but the coordinates `lat` and `lon` remain accessible" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -345,18 +378,18 @@ " 'standard_name': 'latitude'}" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lat" + "nessy.lat" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -386,13 +419,47 @@ " 'standard_name': 'longitude'}" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nessy_1.lon" + "nessy.lon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This dataset has no variables data" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.variables" ] }, { @@ -402,51 +469,57 @@ "## 2. Write dataset" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating mercator_file_1.nc\n", + "Rank 000: Creating mercator_grid.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n" ] } ], "source": [ - "nessy_1.to_netcdf('mercator_file_1.nc', info=True)" + "nessy.to_netcdf('mercator_grid.nc', info=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 3. Reopen dataset" + "### Write shapefile" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "nessy_2 = open_netcdf('mercator_file_1.nc', info=True)\n", - "nessy_2" + "nessy.to_shapefile('mercator_grid_shp')" ] } ], diff --git a/tutorials/1.Introduction/1.6.Read_Write_Providentia.ipynb b/tutorials/1.Introduction/1.6.Read_Write_Providentia.ipynb deleted file mode 100644 index 25ab46453e383c444ded9511273fd87aaf715eef..0000000000000000000000000000000000000000 --- a/tutorials/1.Introduction/1.6.Read_Write_Providentia.ipynb +++ /dev/null @@ -1,2105 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# How to read and write Providentia files" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from nes import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Observations" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Original path: /gpfs/projects/bsc32/AC_cache/obs/ghost/EBAS/1.3.3/hourly/sconco3/sconco3_201804.nc\n", - "# Points grid from EBAS network\n", - "obs_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/obs_sconco3_201804.nc'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1 Read dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "obs_nes = open_netcdf(path=obs_path, info=True, parallel_method='X')\n", - "obs_nes" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(datetime.datetime(2018, 4, 1, 0, 0),\n", - " 720,\n", - " datetime.datetime(2018, 4, 30, 23, 0))" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "obs_nes.time[0], len(obs_nes.time), obs_nes.time[-1]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([0]), 'units': ''}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "obs_nes.lev" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(data=[-64.24006 , -54.84846497, 47.76666641, 46.677778 ,\n", - " 48.721111 , 47.529167 , 47.05407 , 47.348056 ,\n", - " 47.973056 , 48.878611 , 48.106111 , 48.371111 ,\n", - " 48.334722 , 48.050833 , 47.838611 , 47.040277 ,\n", - " 47.06694444, 49.877778 , 50.629421 , 50.503333 ,\n", - " 41.695833 , 32.27000046, 80.05000305, 46.5475 ,\n", - " 46.813056 , 47.479722 , 47.049722 , 47.0675 ,\n", - " 47.18961391, -30.17254 , 16.86403 , 35.0381 ,\n", - " 49.73508444, 49.573394 , 49.066667 , 54.925556 ,\n", - " 52.802222 , 47.914722 , 53.166667 , 50.65 ,\n", - " 54.4368 , 47.80149841, 47.4165 , -70.666 ,\n", - " 54.746495 , 81.6 , 55.693588 , 72.58000183,\n", - " 56.290424 , 59.5 , 58.383333 , 39.54694 ,\n", - " 42.72056 , 39.87528 , 37.23722 , 43.43917 ,\n", - " 41.27417 , 42.31917 , 38.47278 , 39.08278 ,\n", - " 41.23889 , 41.39389 , 42.63472 , 37.05194 ,\n", - " 28.309 , 59.779167 , 60.53002 , 66.320278 ,\n", - " 67.97333333, 48.5 , 49.9 , 47.266667 ,\n", - " 43.616667 , 47.3 , 46.65 , 45. ,\n", - " 45.8 , 48.633333 , 42.936667 , 44.56944444,\n", - " 46.81472778, 45.772223 , 55.313056 , 54.443056 ,\n", - " 50.596389 , 54.334444 , 57.734444 , 52.503889 ,\n", - " 55.858611 , 53.398889 , 50.792778 , 52.293889 ,\n", - " 51.781784 , 52.298333 , 55.79216 , 52.950556 ,\n", - " 51.778056 , 60.13922 , 51.149617 , 38.366667 ,\n", - " 35.316667 , 46.966667 , 46.91 , -0.20194 ,\n", - " 51.939722 , 53.32583 , 45.8 , 44.183333 ,\n", - 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" 2.20666670e+01, 2.19500000e+01, 1.28918823e+02,\n", - " 1.53333330e+01, 2.10666670e+01, 1.19140000e+01,\n", - " 1.47825000e+01, 1.24030000e+01, 1.31480000e+01,\n", - " 1.75052800e+01, 1.55666670e+01, 1.97666670e+01,\n", - " 1.54720000e+01, 1.48666670e+01, 1.50033330e+01,\n", - " 1.45386110e+01, 1.95833330e+01, 2.02833330e+01,\n", - " 2.22666670e+01, 1.78605560e+01, -1.56611465e+02,\n", - " -1.05236800e+02, -1.55576157e+02, -2.47999992e+01,\n", - " -1.24151001e+02, 1.03515700e+02, 1.84896800e+01],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('station',),\n", - " 'dtype': dtype('float64'),\n", - " 'standard_name': 'longitude',\n", - " 'long_name': 'longitude',\n", - " 'units': 'decimal degrees East',\n", - " 'description': 'Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.',\n", - " 'axis': 'X'}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "obs_nes.lon" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Loading ASTER_v3_altitude var (1/175)\n", - "Rank 000: Loaded ASTER_v3_altitude var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_BC_emissions var (2/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_BC_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_CO_emissions var (3/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_CO_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NH3_emissions var (4/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NH3_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NMVOC_emissions var (5/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NMVOC_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_NOx_emissions var (6/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_NOx_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_OC_emissions var (7/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_OC_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_PM10_emissions var (8/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_PM10_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_SO2_emissions var (9/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_SO2_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var (10/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var ((168,))\n", - "Rank 000: Loading EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var (11/175)\n", - "Rank 000: Loaded EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var ((168,))\n", - "Rank 000: Loading ESDAC_Iwahashi_landform_classification var (12/175)\n", - "Rank 000: Loaded ESDAC_Iwahashi_landform_classification var ((168,))\n", - "Rank 000: Loading ESDAC_Meybeck_landform_classification var (13/175)\n", - "Rank 000: Loaded ESDAC_Meybeck_landform_classification var ((168,))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_25km var (14/175)\n", - "Rank 000: Loaded ESDAC_modal_Iwahashi_landform_classification_25km var ((168,))\n", - "Rank 000: Loading ESDAC_modal_Iwahashi_landform_classification_5km var (15/175)\n", - "Rank 000: Loaded ESDAC_modal_Iwahashi_landform_classification_5km var ((168,))\n", - "Rank 000: Loading ESDAC_modal_Meybeck_landform_classification_25km var (16/175)\n", - "Rank 000: Loaded ESDAC_modal_Meybeck_landform_classification_25km var ((168,))\n", - "Rank 000: Loading ESDAC_modal_Meybeck_landform_classification_5km var (17/175)\n", - "Rank 000: Loaded ESDAC_modal_Meybeck_landform_classification_5km var ((168,))\n", - "Rank 000: Loading ETOPO1_altitude var (18/175)\n", - "Rank 000: Loaded ETOPO1_altitude var ((168,))\n", - "Rank 000: Loading ETOPO1_max_altitude_difference_5km var (19/175)\n", - "Rank 000: Loaded ETOPO1_max_altitude_difference_5km var ((168,))\n", - "Rank 000: Loading GHOST_version var (20/175)\n", - "Rank 000: Loaded GHOST_version var ((168,))\n", - "Rank 000: Loading GHSL_average_built_up_area_density_25km var (21/175)\n", - "Rank 000: Loaded GHSL_average_built_up_area_density_25km var ((168,))\n", - "Rank 000: Loading GHSL_average_built_up_area_density_5km var (22/175)\n", - "Rank 000: Loaded GHSL_average_built_up_area_density_5km var ((168,))\n", - "Rank 000: Loading GHSL_average_population_density_25km var (23/175)\n", - "Rank 000: Loaded GHSL_average_population_density_25km var ((168,))\n", - "Rank 000: Loading GHSL_average_population_density_5km var (24/175)\n", - "Rank 000: Loaded GHSL_average_population_density_5km var ((168,))\n", - "Rank 000: Loading GHSL_built_up_area_density var (25/175)\n", - "Rank 000: Loaded GHSL_built_up_area_density var ((168,))\n", - "Rank 000: Loading GHSL_max_built_up_area_density_25km var (26/175)\n", - "Rank 000: Loaded GHSL_max_built_up_area_density_25km var ((168,))\n", - "Rank 000: Loading GHSL_max_built_up_area_density_5km var (27/175)\n", - "Rank 000: Loaded GHSL_max_built_up_area_density_5km var ((168,))\n", - "Rank 000: Loading GHSL_max_population_density_25km var (28/175)\n", - "Rank 000: Loaded GHSL_max_population_density_25km var ((168,))\n", - "Rank 000: Loading GHSL_max_population_density_5km var (29/175)\n", - "Rank 000: Loaded GHSL_max_population_density_5km var ((168,))\n", - "Rank 000: Loading GHSL_modal_settlement_model_classification_25km var (30/175)\n", - "Rank 000: Loaded GHSL_modal_settlement_model_classification_25km var ((168,))\n", - "Rank 000: Loading GHSL_modal_settlement_model_classification_5km var (31/175)\n", - "Rank 000: Loaded GHSL_modal_settlement_model_classification_5km var ((168,))\n", - "Rank 000: Loading GHSL_population_density var (32/175)\n", - "Rank 000: Loaded GHSL_population_density var ((168,))\n", - "Rank 000: Loading GHSL_settlement_model_classification var (33/175)\n", - "Rank 000: Loaded GHSL_settlement_model_classification var ((168,))\n", - "Rank 000: Loading GPW_average_population_density_25km var (34/175)\n", - "Rank 000: Loaded GPW_average_population_density_25km var ((168,))\n", - "Rank 000: Loading GPW_average_population_density_5km var (35/175)\n", - "Rank 000: Loaded GPW_average_population_density_5km var ((168,))\n", - "Rank 000: Loading GPW_max_population_density_25km var (36/175)\n", - "Rank 000: Loaded GPW_max_population_density_25km var ((168,))\n", - "Rank 000: Loading GPW_max_population_density_5km var (37/175)\n", - "Rank 000: Loaded GPW_max_population_density_5km var ((168,))\n", - "Rank 000: Loading GPW_population_density var (38/175)\n", - "Rank 000: Loaded GPW_population_density var ((168,))\n", - "Rank 000: Loading GSFC_coastline_proximity var (39/175)\n", - "Rank 000: Loaded GSFC_coastline_proximity var ((168,))\n", - "Rank 000: Loading Joly-Peuch_classification_code var (40/175)\n", - "Rank 000: Loaded Joly-Peuch_classification_code var ((168,))\n", - "Rank 000: Loading Koppen-Geiger_classification var (41/175)\n", - "Rank 000: Loaded Koppen-Geiger_classification var ((168,))\n", - 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"Rank 000: Loaded NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km var ((168,))\n", - "Rank 000: Loading NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km var (56/175)\n", - "Rank 000: Loaded NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km var ((168,))\n", - "Rank 000: Loading NOAA-DMSP-OLS_v4_nighttime_stable_lights var (57/175)\n", - "Rank 000: Loaded NOAA-DMSP-OLS_v4_nighttime_stable_lights var ((168,))\n", - "Rank 000: Loading OMI_level3_column_annual_average_NO2 var (58/175)\n", - "Rank 000: Loaded OMI_level3_column_annual_average_NO2 var ((168,))\n", - "Rank 000: Loading OMI_level3_column_cloud_screened_annual_average_NO2 var (59/175)\n", - "Rank 000: Loaded OMI_level3_column_cloud_screened_annual_average_NO2 var ((168,))\n", - "Rank 000: Loading OMI_level3_tropospheric_column_annual_average_NO2 var (60/175)\n", - "Rank 000: Loaded OMI_level3_tropospheric_column_annual_average_NO2 var ((168,))\n", - "Rank 000: Loading OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 var (61/175)\n", - "Rank 000: Loaded OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 var ((168,))\n", - "Rank 000: Loading UMBC_anthrome_classification var (62/175)\n", - "Rank 000: Loaded UMBC_anthrome_classification var ((168,))\n", - "Rank 000: Loading UMBC_modal_anthrome_classification_25km var (63/175)\n", - "Rank 000: Loaded UMBC_modal_anthrome_classification_25km var ((168,))\n", - "Rank 000: Loading UMBC_modal_anthrome_classification_5km var (64/175)\n", - "Rank 000: Loaded UMBC_modal_anthrome_classification_5km var ((168,))\n", - "Rank 000: Loading WMO_region var (65/175)\n", - "Rank 000: Loaded WMO_region var ((168,))\n", - "Rank 000: Loading WWF_TEOW_biogeographical_realm var (66/175)\n", - "Rank 000: Loaded WWF_TEOW_biogeographical_realm var ((168,))\n", - "Rank 000: Loading WWF_TEOW_biome var (67/175)\n", - "Rank 000: Loaded WWF_TEOW_biome var ((168,))\n", - "Rank 000: Loading WWF_TEOW_terrestrial_ecoregion var (68/175)\n", - "Rank 000: Loaded WWF_TEOW_terrestrial_ecoregion var ((168,))\n", - "Rank 000: Loading administrative_country_division_1 var (69/175)\n", - "Rank 000: Loaded administrative_country_division_1 var ((168,))\n", - "Rank 000: Loading administrative_country_division_2 var (70/175)\n", - "Rank 000: Loaded administrative_country_division_2 var ((168,))\n", - "Rank 000: Loading altitude var (71/175)\n", - "Rank 000: Loaded altitude var ((168,))\n", - "Rank 000: Loading annual_native_max_gap_percent var (72/175)\n", - "Rank 000: Loaded annual_native_max_gap_percent var ((168, 720))\n", - "Rank 000: Loading annual_native_representativity_percent var (73/175)\n", - "Rank 000: Loaded annual_native_representativity_percent var ((168, 720))\n", - "Rank 000: Loading area_classification var (74/175)\n", - "Rank 000: Loaded area_classification var ((168,))\n", - "Rank 000: Loading associated_networks var (75/175)\n", - "Rank 000: Loaded associated_networks var ((168,))\n", - "Rank 000: Loading city var (76/175)\n", - "Rank 000: Loaded city var ((168,))\n", - "Rank 000: Loading climatology var (77/175)\n", - 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"Rank 000: Loading measuring_instrument_reported_units var (130/175)\n", - "Rank 000: Loaded measuring_instrument_reported_units var ((168,))\n", - "Rank 000: Loading measuring_instrument_reported_upper_limit_of_detection var (131/175)\n", - "Rank 000: Loaded measuring_instrument_reported_upper_limit_of_detection var ((168,))\n", - "Rank 000: Loading measuring_instrument_reported_zero_drift var (132/175)\n", - "Rank 000: Loaded measuring_instrument_reported_zero_drift var ((168,))\n", - "Rank 000: Loading measuring_instrument_reported_zonal_drift var (133/175)\n", - "Rank 000: Loaded measuring_instrument_reported_zonal_drift var ((168,))\n", - "Rank 000: Loading measuring_instrument_sampling_type var (134/175)\n", - "Rank 000: Loaded measuring_instrument_sampling_type var ((168,))\n", - "Rank 000: Loading monthly_native_max_gap_percent var (135/175)\n", - "Rank 000: Loaded monthly_native_max_gap_percent var ((168, 720))\n", - "Rank 000: Loading monthly_native_representativity_percent var (136/175)\n", - "Rank 000: Loaded monthly_native_representativity_percent var ((168, 720))\n", - "Rank 000: Loading network var (137/175)\n", - "Rank 000: Loaded network var ((168,))\n", - "Rank 000: Loading network_maintenance_details var (138/175)\n", - "Rank 000: Loaded network_maintenance_details var ((168,))\n", - "Rank 000: Loading network_miscellaneous_details var (139/175)\n", - "Rank 000: Loaded network_miscellaneous_details var ((168,))\n", - "Rank 000: Loading network_provided_volume_standard_pressure var (140/175)\n", - "Rank 000: Loaded network_provided_volume_standard_pressure var ((168,))\n", - "Rank 000: Loading network_provided_volume_standard_temperature var (141/175)\n", - "Rank 000: Loaded network_provided_volume_standard_temperature var ((168,))\n", - "Rank 000: Loading network_qa_details var (142/175)\n", - "Rank 000: Loaded network_qa_details var ((168,))\n", - "Rank 000: Loading network_sampling_details var (143/175)\n", - "Rank 000: Loaded network_sampling_details var ((168,))\n", - "Rank 000: Loading network_uncertainty_details var (144/175)\n", - "Rank 000: Loaded network_uncertainty_details var ((168,))\n", - "Rank 000: Loading population var (145/175)\n", - "Rank 000: Loaded population var ((168,))\n", - "Rank 000: Loading primary_sampling_further_details var (146/175)\n", - "Rank 000: Loaded primary_sampling_further_details var ((168,))\n", - "Rank 000: Loading primary_sampling_instrument_documented_flow_rate var (147/175)\n", - "Rank 000: Loaded primary_sampling_instrument_documented_flow_rate var ((168,))\n", - "Rank 000: Loading primary_sampling_instrument_manual_name var (148/175)\n", - "Rank 000: Loaded primary_sampling_instrument_manual_name var ((168,))\n", - "Rank 000: Loading primary_sampling_instrument_name var (149/175)\n", - "Rank 000: Loaded primary_sampling_instrument_name var ((168,))\n", - "Rank 000: Loading primary_sampling_instrument_reported_flow_rate var (150/175)\n", - "Rank 000: Loaded primary_sampling_instrument_reported_flow_rate var ((168,))\n", - "Rank 000: Loading primary_sampling_process_details var (151/175)\n", - "Rank 000: Loaded primary_sampling_process_details var ((168,))\n", - "Rank 000: Loading primary_sampling_type var (152/175)\n", - "Rank 000: Loaded primary_sampling_type var ((168,))\n", - "Rank 000: Loading principal_investigator_email_address var (153/175)\n", - "Rank 000: Loaded principal_investigator_email_address var ((168,))\n", - "Rank 000: Loading principal_investigator_institution var (154/175)\n", - "Rank 000: Loaded principal_investigator_institution var ((168,))\n", - "Rank 000: Loading principal_investigator_name var (155/175)\n", - "Rank 000: Loaded principal_investigator_name var ((168,))\n", - "Rank 000: Loading process_warnings var (156/175)\n", - "Rank 000: Loaded process_warnings var ((168,))\n", - "Rank 000: Loading projection var (157/175)\n", - "Rank 000: Loaded projection var ((168,))\n", - "Rank 000: Loading reported_uncertainty_per_measurement var (158/175)\n", - "Rank 000: Loaded reported_uncertainty_per_measurement var ((168, 720))\n", - "Rank 000: Loading representative_radius var (159/175)\n", - "Rank 000: Loaded representative_radius var ((168,))\n", - "Rank 000: Loading sample_preparation_further_details var (160/175)\n", - "Rank 000: Loaded sample_preparation_further_details var ((168,))\n", - "Rank 000: Loading sample_preparation_process_details var (161/175)\n", - "Rank 000: Loaded sample_preparation_process_details var ((168,))\n", - "Rank 000: Loading sample_preparation_techniques var (162/175)\n", - "Rank 000: Loaded sample_preparation_techniques var ((168,))\n", - "Rank 000: Loading sample_preparation_types var (163/175)\n", - "Rank 000: Loaded sample_preparation_types var ((168,))\n", - "Rank 000: Loading sampling_height var (164/175)\n", - "Rank 000: Loaded sampling_height var ((168,))\n", - "Rank 000: Loading sconco3 var (165/175)\n", - "Rank 000: Loaded sconco3 var ((168, 720))\n", - "Rank 000: Loading season_code var (166/175)\n", - "Rank 000: Loaded season_code var ((168, 720))\n", - "Rank 000: Loading station_classification var (167/175)\n", - "Rank 000: Loaded station_classification var ((168,))\n", - "Rank 000: Loading station_name var (168/175)\n", - "Rank 000: Loaded station_name var ((168,))\n", - "Rank 000: Loading station_reference var (169/175)\n", - "Rank 000: Loaded station_reference var ((168,))\n", - "Rank 000: Loading station_timezone var (170/175)\n", - "Rank 000: Loaded station_timezone var ((168,))\n", - "Rank 000: Loading street_type var (171/175)\n", - "Rank 000: Loaded street_type var ((168,))\n", - "Rank 000: Loading street_width var (172/175)\n", - "Rank 000: Loaded street_width var ((168,))\n", - "Rank 000: Loading terrain var (173/175)\n", - "Rank 000: Loaded terrain var ((168,))\n", - "Rank 000: Loading vertical_datum var (174/175)\n", - "Rank 000: Loaded vertical_datum var ((168,))\n", - "Rank 000: Loading weekday_weekend_code var (175/175)\n", - "Rank 000: Loaded weekday_weekend_code var ((168, 720))\n" - ] - } - ], - "source": [ - "obs_nes.load()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.2. Write dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_Iwahashi_landform_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_Meybeck_landform_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Iwahashi_landform_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Iwahashi_landform_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Meybeck_landform_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable ESDAC_modal_Meybeck_landform_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHOST_version. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHSL_modal_settlement_model_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHSL_modal_settlement_model_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable GHSL_settlement_model_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable Koppen-Geiger_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable Koppen-Geiger_modal_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable Koppen-Geiger_modal_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_IGBP_land_use. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_LAI. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_UMD_land_use. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_IGBP_land_use_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_IGBP_land_use_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_LAI_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_LAI_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_UMD_land_use_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable MODIS_MCD12C1_v6_modal_UMD_land_use_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable UMBC_anthrome_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable UMBC_modal_anthrome_classification_25km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable UMBC_modal_anthrome_classification_5km. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable WMO_region. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable WWF_TEOW_biogeographical_realm. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable WWF_TEOW_biome. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable WWF_TEOW_terrestrial_ecoregion. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable administrative_country_division_1. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable administrative_country_division_2. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating prv_obs_file.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing ASTER_v3_altitude var (1/175)\n", - "Rank 000: Var ASTER_v3_altitude created (1/175)\n", - "Rank 000: Filling ASTER_v3_altitude)\n", - "Rank 000: Var ASTER_v3_altitude data (1/175)\n", - "Rank 000: Var ASTER_v3_altitude completed (1/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_BC_emissions var (2/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions created (2/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_BC_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions data (2/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_BC_emissions completed (2/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_CO_emissions var (3/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_CO_emissions created (3/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_CO_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_CO_emissions data (3/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_CO_emissions completed (3/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_NH3_emissions var (4/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NH3_emissions created (4/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_NH3_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NH3_emissions data (4/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NH3_emissions completed (4/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_NMVOC_emissions var (5/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NMVOC_emissions created (5/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_NMVOC_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NMVOC_emissions data (5/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NMVOC_emissions completed (5/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_NOx_emissions var (6/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NOx_emissions created (6/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_NOx_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NOx_emissions data (6/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_NOx_emissions completed (6/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_OC_emissions var (7/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_OC_emissions created (7/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_OC_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_OC_emissions data (7/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_OC_emissions completed (7/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_PM10_emissions var (8/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_PM10_emissions created (8/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_PM10_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_PM10_emissions data (8/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_PM10_emissions completed (8/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_SO2_emissions var (9/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions created (9/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_SO2_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions data (9/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_SO2_emissions completed (9/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions var (10/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions created (10/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions data (10/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_biogenic_PM2.5_emissions completed (10/175)\n", - "Rank 000: Writing EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions var (11/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions created (11/175)\n", - "Rank 000: Filling EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions data (11/175)\n", - "Rank 000: Var EDGAR_v4.3.2_annual_average_fossilfuel_PM2.5_emissions completed (11/175)\n", - "Rank 000: Writing ESDAC_Iwahashi_landform_classification var (12/175)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification created (12/175)\n", - "Rank 000: Filling ESDAC_Iwahashi_landform_classification)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification data (12/175)\n", - "Rank 000: Var ESDAC_Iwahashi_landform_classification completed (12/175)\n", - "Rank 000: Writing ESDAC_Meybeck_landform_classification var (13/175)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification created (13/175)\n", - "Rank 000: Filling ESDAC_Meybeck_landform_classification)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification data (13/175)\n", - "Rank 000: Var ESDAC_Meybeck_landform_classification completed (13/175)\n", - "Rank 000: Writing ESDAC_modal_Iwahashi_landform_classification_25km var (14/175)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km created (14/175)\n", - "Rank 000: Filling ESDAC_modal_Iwahashi_landform_classification_25km)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km data (14/175)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_25km completed (14/175)\n", - "Rank 000: Writing ESDAC_modal_Iwahashi_landform_classification_5km var (15/175)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km created (15/175)\n", - "Rank 000: Filling ESDAC_modal_Iwahashi_landform_classification_5km)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km data (15/175)\n", - "Rank 000: Var ESDAC_modal_Iwahashi_landform_classification_5km completed (15/175)\n", - "Rank 000: Writing ESDAC_modal_Meybeck_landform_classification_25km var (16/175)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km created (16/175)\n", - "Rank 000: Filling ESDAC_modal_Meybeck_landform_classification_25km)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km data (16/175)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_25km completed (16/175)\n", - "Rank 000: Writing ESDAC_modal_Meybeck_landform_classification_5km var (17/175)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km created (17/175)\n", - "Rank 000: Filling ESDAC_modal_Meybeck_landform_classification_5km)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km data (17/175)\n", - "Rank 000: Var ESDAC_modal_Meybeck_landform_classification_5km completed (17/175)\n", - "Rank 000: Writing ETOPO1_altitude var (18/175)\n", - "Rank 000: Var ETOPO1_altitude created (18/175)\n", - "Rank 000: Filling ETOPO1_altitude)\n", - "Rank 000: Var ETOPO1_altitude data (18/175)\n", - "Rank 000: Var ETOPO1_altitude completed (18/175)\n", - "Rank 000: Writing ETOPO1_max_altitude_difference_5km var (19/175)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km created (19/175)\n", - "Rank 000: Filling ETOPO1_max_altitude_difference_5km)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km data (19/175)\n", - "Rank 000: Var ETOPO1_max_altitude_difference_5km completed (19/175)\n", - "Rank 000: Writing GHOST_version var (20/175)\n", - "Rank 000: Var GHOST_version created (20/175)\n", - "Rank 000: Filling GHOST_version)\n", - "Rank 000: Var GHOST_version data (20/175)\n", - "Rank 000: Var GHOST_version completed (20/175)\n", - "Rank 000: Writing GHSL_average_built_up_area_density_25km var (21/175)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km created (21/175)\n", - "Rank 000: Filling GHSL_average_built_up_area_density_25km)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km data (21/175)\n", - "Rank 000: Var GHSL_average_built_up_area_density_25km completed (21/175)\n", - "Rank 000: Writing GHSL_average_built_up_area_density_5km var (22/175)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km created (22/175)\n", - "Rank 000: Filling GHSL_average_built_up_area_density_5km)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km data (22/175)\n", - "Rank 000: Var GHSL_average_built_up_area_density_5km completed (22/175)\n", - "Rank 000: Writing GHSL_average_population_density_25km var (23/175)\n", - "Rank 000: Var GHSL_average_population_density_25km created (23/175)\n", - "Rank 000: Filling GHSL_average_population_density_25km)\n", - "Rank 000: Var GHSL_average_population_density_25km data (23/175)\n", - "Rank 000: Var GHSL_average_population_density_25km completed (23/175)\n", - "Rank 000: Writing GHSL_average_population_density_5km var (24/175)\n", - "Rank 000: Var GHSL_average_population_density_5km created (24/175)\n", - "Rank 000: Filling GHSL_average_population_density_5km)\n", - "Rank 000: Var GHSL_average_population_density_5km data (24/175)\n", - "Rank 000: Var GHSL_average_population_density_5km completed (24/175)\n", - "Rank 000: Writing GHSL_built_up_area_density var (25/175)\n", - "Rank 000: Var GHSL_built_up_area_density created (25/175)\n", - "Rank 000: Filling GHSL_built_up_area_density)\n", - "Rank 000: Var GHSL_built_up_area_density data (25/175)\n", - "Rank 000: Var GHSL_built_up_area_density completed (25/175)\n", - "Rank 000: Writing GHSL_max_built_up_area_density_25km var (26/175)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km created (26/175)\n", - "Rank 000: Filling GHSL_max_built_up_area_density_25km)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km data (26/175)\n", - "Rank 000: Var GHSL_max_built_up_area_density_25km completed (26/175)\n", - "Rank 000: Writing GHSL_max_built_up_area_density_5km var (27/175)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km created (27/175)\n", - "Rank 000: Filling GHSL_max_built_up_area_density_5km)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km data (27/175)\n", - "Rank 000: Var GHSL_max_built_up_area_density_5km completed (27/175)\n", - "Rank 000: Writing GHSL_max_population_density_25km var (28/175)\n", - "Rank 000: Var GHSL_max_population_density_25km created (28/175)\n", - "Rank 000: Filling GHSL_max_population_density_25km)\n", - "Rank 000: Var GHSL_max_population_density_25km data (28/175)\n", - "Rank 000: Var GHSL_max_population_density_25km completed (28/175)\n", - "Rank 000: Writing GHSL_max_population_density_5km var (29/175)\n", - "Rank 000: Var GHSL_max_population_density_5km created (29/175)\n", - "Rank 000: Filling GHSL_max_population_density_5km)\n", - "Rank 000: Var GHSL_max_population_density_5km data (29/175)\n", - "Rank 000: Var GHSL_max_population_density_5km completed (29/175)\n", - "Rank 000: Writing GHSL_modal_settlement_model_classification_25km var (30/175)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km created (30/175)\n", - "Rank 000: Filling GHSL_modal_settlement_model_classification_25km)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km data (30/175)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_25km completed (30/175)\n", - "Rank 000: Writing GHSL_modal_settlement_model_classification_5km var (31/175)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km created (31/175)\n", - "Rank 000: Filling GHSL_modal_settlement_model_classification_5km)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km data (31/175)\n", - "Rank 000: Var GHSL_modal_settlement_model_classification_5km completed (31/175)\n", - "Rank 000: Writing GHSL_population_density var (32/175)\n", - "Rank 000: Var GHSL_population_density created (32/175)\n", - "Rank 000: Filling GHSL_population_density)\n", - "Rank 000: Var GHSL_population_density data (32/175)\n", - "Rank 000: Var GHSL_population_density completed (32/175)\n", - "Rank 000: Writing GHSL_settlement_model_classification var (33/175)\n", - "Rank 000: Var GHSL_settlement_model_classification created (33/175)\n", - "Rank 000: Filling GHSL_settlement_model_classification)\n", - "Rank 000: Var GHSL_settlement_model_classification data (33/175)\n", - "Rank 000: Var GHSL_settlement_model_classification completed (33/175)\n", - "Rank 000: Writing GPW_average_population_density_25km var (34/175)\n", - "Rank 000: Var GPW_average_population_density_25km created (34/175)\n", - "Rank 000: Filling GPW_average_population_density_25km)\n", - "Rank 000: Var GPW_average_population_density_25km data (34/175)\n", - "Rank 000: Var GPW_average_population_density_25km completed (34/175)\n", - "Rank 000: Writing GPW_average_population_density_5km var (35/175)\n", - "Rank 000: Var GPW_average_population_density_5km created (35/175)\n", - "Rank 000: Filling GPW_average_population_density_5km)\n", - "Rank 000: Var GPW_average_population_density_5km data (35/175)\n", - "Rank 000: Var GPW_average_population_density_5km completed (35/175)\n", - "Rank 000: Writing GPW_max_population_density_25km var (36/175)\n", - "Rank 000: Var GPW_max_population_density_25km created (36/175)\n", - "Rank 000: Filling GPW_max_population_density_25km)\n", - "Rank 000: Var GPW_max_population_density_25km data (36/175)\n", - "Rank 000: Var GPW_max_population_density_25km completed (36/175)\n", - "Rank 000: Writing GPW_max_population_density_5km var (37/175)\n", - "Rank 000: Var GPW_max_population_density_5km created (37/175)\n", - "Rank 000: Filling GPW_max_population_density_5km)\n", - "Rank 000: Var GPW_max_population_density_5km data (37/175)\n", - "Rank 000: Var GPW_max_population_density_5km completed (37/175)\n", - "Rank 000: Writing GPW_population_density var (38/175)\n", - "Rank 000: Var GPW_population_density created (38/175)\n", - "Rank 000: Filling GPW_population_density)\n", - "Rank 000: Var GPW_population_density data (38/175)\n", - "Rank 000: Var GPW_population_density completed (38/175)\n", - "Rank 000: Writing GSFC_coastline_proximity var (39/175)\n", - "Rank 000: Var GSFC_coastline_proximity created (39/175)\n", - "Rank 000: Filling GSFC_coastline_proximity)\n", - "Rank 000: Var GSFC_coastline_proximity data (39/175)\n", - "Rank 000: Var GSFC_coastline_proximity completed (39/175)\n", - "Rank 000: Writing Joly-Peuch_classification_code var (40/175)\n", - "Rank 000: Var Joly-Peuch_classification_code created (40/175)\n", - "Rank 000: Filling Joly-Peuch_classification_code)\n", - "Rank 000: Var Joly-Peuch_classification_code data (40/175)\n", - "Rank 000: Var Joly-Peuch_classification_code completed (40/175)\n", - "Rank 000: Writing Koppen-Geiger_classification var (41/175)\n", - "Rank 000: Var Koppen-Geiger_classification created (41/175)\n", - "Rank 000: Filling Koppen-Geiger_classification)\n", - "Rank 000: Var Koppen-Geiger_classification data (41/175)\n", - "Rank 000: Var Koppen-Geiger_classification completed (41/175)\n", - "Rank 000: Writing Koppen-Geiger_modal_classification_25km var (42/175)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km created (42/175)\n", - "Rank 000: Filling Koppen-Geiger_modal_classification_25km)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km data (42/175)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_25km completed (42/175)\n", - "Rank 000: Writing Koppen-Geiger_modal_classification_5km var (43/175)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km created (43/175)\n", - "Rank 000: Filling Koppen-Geiger_modal_classification_5km)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km data (43/175)\n", - "Rank 000: Var Koppen-Geiger_modal_classification_5km completed (43/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_IGBP_land_use var (44/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use created (44/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_IGBP_land_use)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use data (44/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_IGBP_land_use completed (44/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_LAI var (45/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI created (45/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_LAI)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI data (45/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_LAI completed (45/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_UMD_land_use var (46/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use created (46/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_UMD_land_use)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use data (46/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_UMD_land_use completed (46/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_IGBP_land_use_25km var (47/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km created (47/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_IGBP_land_use_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km data (47/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_25km completed (47/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_IGBP_land_use_5km var (48/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km created (48/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_IGBP_land_use_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km data (48/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_IGBP_land_use_5km completed (48/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_LAI_25km var (49/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km created (49/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_LAI_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km data (49/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_25km completed (49/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_LAI_5km var (50/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km created (50/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_LAI_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km data (50/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_LAI_5km completed (50/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_UMD_land_use_25km var (51/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km created (51/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_UMD_land_use_25km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km data (51/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_25km completed (51/175)\n", - "Rank 000: Writing MODIS_MCD12C1_v6_modal_UMD_land_use_5km var (52/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km created (52/175)\n", - "Rank 000: Filling MODIS_MCD12C1_v6_modal_UMD_land_use_5km)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km data (52/175)\n", - "Rank 000: Var MODIS_MCD12C1_v6_modal_UMD_land_use_5km completed (52/175)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km var (53/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km created (53/175)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km data (53/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_25km completed (53/175)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km var (54/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km created (54/175)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km data (54/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_average_nighttime_stable_lights_5km completed (54/175)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km var (55/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km created (55/175)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km data (55/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_25km completed (55/175)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km var (56/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km created (56/175)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km data (56/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_max_nighttime_stable_lights_5km completed (56/175)\n", - "Rank 000: Writing NOAA-DMSP-OLS_v4_nighttime_stable_lights var (57/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights created (57/175)\n", - "Rank 000: Filling NOAA-DMSP-OLS_v4_nighttime_stable_lights)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights data (57/175)\n", - "Rank 000: Var NOAA-DMSP-OLS_v4_nighttime_stable_lights completed (57/175)\n", - "Rank 000: Writing OMI_level3_column_annual_average_NO2 var (58/175)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 created (58/175)\n", - "Rank 000: Filling OMI_level3_column_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 data (58/175)\n", - "Rank 000: Var OMI_level3_column_annual_average_NO2 completed (58/175)\n", - "Rank 000: Writing OMI_level3_column_cloud_screened_annual_average_NO2 var (59/175)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 created (59/175)\n", - "Rank 000: Filling OMI_level3_column_cloud_screened_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 data (59/175)\n", - "Rank 000: Var OMI_level3_column_cloud_screened_annual_average_NO2 completed (59/175)\n", - "Rank 000: Writing OMI_level3_tropospheric_column_annual_average_NO2 var (60/175)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 created (60/175)\n", - "Rank 000: Filling OMI_level3_tropospheric_column_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 data (60/175)\n", - "Rank 000: Var OMI_level3_tropospheric_column_annual_average_NO2 completed (60/175)\n", - "Rank 000: Writing OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 var (61/175)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 created (61/175)\n", - "Rank 000: Filling OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 data (61/175)\n", - "Rank 000: Var OMI_level3_tropospheric_column_cloud_screened_annual_average_NO2 completed (61/175)\n", - "Rank 000: Writing UMBC_anthrome_classification var (62/175)\n", - "Rank 000: Var UMBC_anthrome_classification created (62/175)\n", - "Rank 000: Filling UMBC_anthrome_classification)\n", - "Rank 000: Var UMBC_anthrome_classification data (62/175)\n", - "Rank 000: Var UMBC_anthrome_classification completed (62/175)\n", - "Rank 000: Writing UMBC_modal_anthrome_classification_25km var (63/175)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km created (63/175)\n", - "Rank 000: Filling UMBC_modal_anthrome_classification_25km)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km data (63/175)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_25km completed (63/175)\n", - "Rank 000: Writing UMBC_modal_anthrome_classification_5km var (64/175)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km created (64/175)\n", - "Rank 000: Filling UMBC_modal_anthrome_classification_5km)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km data (64/175)\n", - "Rank 000: Var UMBC_modal_anthrome_classification_5km completed (64/175)\n", - "Rank 000: Writing WMO_region var (65/175)\n", - "Rank 000: Var WMO_region created (65/175)\n", - "Rank 000: Filling WMO_region)\n", - "Rank 000: Var WMO_region data (65/175)\n", - "Rank 000: Var WMO_region completed (65/175)\n", - "Rank 000: Writing WWF_TEOW_biogeographical_realm var (66/175)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm created (66/175)\n", - "Rank 000: Filling WWF_TEOW_biogeographical_realm)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm data (66/175)\n", - "Rank 000: Var WWF_TEOW_biogeographical_realm completed (66/175)\n", - "Rank 000: Writing WWF_TEOW_biome var (67/175)\n", - "Rank 000: Var WWF_TEOW_biome created (67/175)\n", - "Rank 000: Filling WWF_TEOW_biome)\n", - "Rank 000: Var WWF_TEOW_biome data (67/175)\n", - "Rank 000: Var WWF_TEOW_biome completed (67/175)\n", - "Rank 000: Writing WWF_TEOW_terrestrial_ecoregion var (68/175)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion created (68/175)\n", - "Rank 000: Filling WWF_TEOW_terrestrial_ecoregion)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion data (68/175)\n", - "Rank 000: Var WWF_TEOW_terrestrial_ecoregion completed (68/175)\n", - "Rank 000: Writing administrative_country_division_1 var (69/175)\n", - "Rank 000: Var administrative_country_division_1 created (69/175)\n", - "Rank 000: Filling administrative_country_division_1)\n", - "Rank 000: Var administrative_country_division_1 data (69/175)\n", - "Rank 000: Var administrative_country_division_1 completed (69/175)\n", - "Rank 000: Writing administrative_country_division_2 var (70/175)\n", - "Rank 000: Var administrative_country_division_2 created (70/175)\n", - "Rank 000: Filling administrative_country_division_2)\n", - "Rank 000: Var administrative_country_division_2 data (70/175)\n", - "Rank 000: Var administrative_country_division_2 completed (70/175)\n", - "Rank 000: Writing altitude var (71/175)\n", - "Rank 000: Var altitude created (71/175)\n", - "Rank 000: Filling altitude)\n", - "Rank 000: Var altitude data (71/175)\n", - "Rank 000: Var altitude completed (71/175)\n", - "Rank 000: Writing annual_native_max_gap_percent var (72/175)\n", - "Rank 000: Var annual_native_max_gap_percent created (72/175)\n", - "Rank 000: Filling annual_native_max_gap_percent)\n", - "Rank 000: Var annual_native_max_gap_percent data (72/175)\n", - "Rank 000: Var annual_native_max_gap_percent completed (72/175)\n", - "Rank 000: Writing annual_native_representativity_percent var (73/175)\n", - "Rank 000: Var annual_native_representativity_percent created (73/175)\n", - "Rank 000: Filling annual_native_representativity_percent)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! 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"Rank 000: Var local_time created (99/175)\n", - "Rank 000: Filling local_time)\n", - "Rank 000: Var local_time data (99/175)\n", - "Rank 000: Var local_time completed (99/175)\n", - "Rank 000: Writing main_emission_source var (100/175)\n", - "Rank 000: Var main_emission_source created (100/175)\n", - "Rank 000: Filling main_emission_source)\n", - "Rank 000: Var main_emission_source data (100/175)\n", - "Rank 000: Var main_emission_source completed (100/175)\n", - "Rank 000: Writing mean_solar_time var (101/175)\n", - "Rank 000: Var mean_solar_time created (101/175)\n", - "Rank 000: Filling mean_solar_time)\n", - "Rank 000: Var mean_solar_time data (101/175)\n", - "Rank 000: Var mean_solar_time completed (101/175)\n", - "Rank 000: Writing measurement_altitude var (102/175)\n", - "Rank 000: Var measurement_altitude created (102/175)\n", - "Rank 000: Filling measurement_altitude)\n", - "Rank 000: Var measurement_altitude data (102/175)\n", - "Rank 000: Var measurement_altitude completed (102/175)\n", - 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] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! 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Different data types for variable station_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_reference. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable station_timezone. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable street_type. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable terrain. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_ghost.py:332: UserWarning: WARNING!!! Different data types for variable vertical_datum. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Var representative_radius data (159/175)\n", - "Rank 000: Var representative_radius completed (159/175)\n", - "Rank 000: Writing sample_preparation_further_details var (160/175)\n", - "Rank 000: Var sample_preparation_further_details created (160/175)\n", - "Rank 000: Filling sample_preparation_further_details)\n", - "Rank 000: Var sample_preparation_further_details data (160/175)\n", - "Rank 000: Var sample_preparation_further_details completed (160/175)\n", - "Rank 000: Writing sample_preparation_process_details var (161/175)\n", - "Rank 000: Var sample_preparation_process_details created (161/175)\n", - "Rank 000: Filling sample_preparation_process_details)\n", - "Rank 000: Var sample_preparation_process_details data (161/175)\n", - "Rank 000: Var sample_preparation_process_details completed (161/175)\n", - "Rank 000: Writing sample_preparation_techniques var (162/175)\n", - "Rank 000: Var sample_preparation_techniques created (162/175)\n", - "Rank 000: Filling sample_preparation_techniques)\n", - "Rank 000: Var sample_preparation_techniques data (162/175)\n", - "Rank 000: Var sample_preparation_techniques completed (162/175)\n", - "Rank 000: Writing sample_preparation_types var (163/175)\n", - "Rank 000: Var sample_preparation_types created (163/175)\n", - "Rank 000: Filling sample_preparation_types)\n", - "Rank 000: Var sample_preparation_types data (163/175)\n", - "Rank 000: Var sample_preparation_types completed (163/175)\n", - "Rank 000: Writing sampling_height var (164/175)\n", - "Rank 000: Var sampling_height created (164/175)\n", - "Rank 000: Filling sampling_height)\n", - "Rank 000: Var sampling_height data (164/175)\n", - "Rank 000: Var sampling_height completed (164/175)\n", - "Rank 000: Writing sconco3 var (165/175)\n", - "Rank 000: Var sconco3 created (165/175)\n", - "Rank 000: Filling sconco3)\n", - "Rank 000: Var sconco3 data (165/175)\n", - "Rank 000: Var sconco3 completed (165/175)\n", - "Rank 000: Writing season_code var (166/175)\n", - "Rank 000: Var season_code created (166/175)\n", - "Rank 000: Filling season_code)\n", - "Rank 000: Var season_code data (166/175)\n", - "Rank 000: Var season_code completed (166/175)\n", - "Rank 000: Writing station_classification var (167/175)\n", - "Rank 000: Var station_classification created (167/175)\n", - "Rank 000: Filling station_classification)\n", - "Rank 000: Var station_classification data (167/175)\n", - "Rank 000: Var station_classification completed (167/175)\n", - "Rank 000: Writing station_name var (168/175)\n", - "Rank 000: Var station_name created (168/175)\n", - "Rank 000: Filling station_name)\n", - "Rank 000: Var station_name data (168/175)\n", - "Rank 000: Var station_name completed (168/175)\n", - "Rank 000: Writing station_reference var (169/175)\n", - "Rank 000: Var station_reference created (169/175)\n", - "Rank 000: Filling station_reference)\n", - "Rank 000: Var station_reference data (169/175)\n", - "Rank 000: Var station_reference completed (169/175)\n", - "Rank 000: Writing station_timezone var (170/175)\n", - "Rank 000: Var station_timezone created (170/175)\n", - "Rank 000: Filling station_timezone)\n", - "Rank 000: Var station_timezone data (170/175)\n", - "Rank 000: Var station_timezone completed (170/175)\n", - "Rank 000: Writing street_type var (171/175)\n", - "Rank 000: Var street_type created (171/175)\n", - "Rank 000: Filling street_type)\n", - "Rank 000: Var street_type data (171/175)\n", - "Rank 000: Var street_type completed (171/175)\n", - "Rank 000: Writing street_width var (172/175)\n", - "Rank 000: Var street_width created (172/175)\n", - "Rank 000: Filling street_width)\n", - "Rank 000: Var street_width data (172/175)\n", - "Rank 000: Var street_width completed (172/175)\n", - "Rank 000: Writing terrain var (173/175)\n", - "Rank 000: Var terrain created (173/175)\n", - "Rank 000: Filling terrain)\n", - "Rank 000: Var terrain data (173/175)\n", - "Rank 000: Var terrain completed (173/175)\n", - "Rank 000: Writing vertical_datum var (174/175)\n", - "Rank 000: Var vertical_datum created (174/175)\n", - "Rank 000: Filling vertical_datum)\n", - "Rank 000: Var vertical_datum data (174/175)\n", - "Rank 000: Var vertical_datum completed (174/175)\n", - "Rank 000: Writing weekday_weekend_code var (175/175)\n", - "Rank 000: Var weekday_weekend_code created (175/175)\n", - "Rank 000: Filling weekday_weekend_code)\n", - "Rank 000: Var weekday_weekend_code data (175/175)\n", - "Rank 000: Var weekday_weekend_code completed (175/175)\n" - ] - } - ], - "source": [ - "obs_nes.to_netcdf('prv_obs_file.nc', info=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Experiments" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Original path: /gpfs/projects/bsc32/AC_cache/recon/exp_interp/1.3.3/cams61_chimere_ph2-eu-000/hourly/sconco3/EBAS/sconco3_201804.nc\n", - "# Interpolated experiment to EBAS network from CAMS\n", - "exp_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/exp_interp_sconco3_201804.nc'" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [] - }, - "source": [ - "### 2.1. Read dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_interp_nes = open_netcdf(path=exp_path, info=True, parallel_method='X')\n", - "exp_interp_nes" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(datetime.datetime(2018, 4, 1, 0, 0),\n", - " 720,\n", - " datetime.datetime(2018, 4, 30, 23, 0))" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_interp_nes.time[0], len(exp_interp_nes.time), exp_interp_nes.time[-1]" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([0]), 'units': ''}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_interp_nes.lev" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(data=[-64.24006 , -54.84846497, -22.10333333, -31.66861111,\n", - " 47.76666641, 46.677778 , 48.721111 , 47.529167 ,\n", - " 47.05407 , 46.693611 , 47.348056 , 47.973056 ,\n", - " 48.878611 , 48.106111 , 48.371111 , 48.334722 ,\n", - " 48.050833 , 47.838611 , 47.040277 , 47.06694444,\n", - " 49.877778 , 50.629421 , 50.503333 , 41.695833 ,\n", - " 32.27000046, 80.05000305, 46.5475 , 46.813056 ,\n", - " 47.479722 , 47.049722 , 47.0675 , 47.18961391,\n", - " -30.17254 , 16.86403 , 35.0381 , 49.73508444,\n", - " 49.573394 , 49.066667 , 54.925556 , 52.802222 ,\n", - " 47.914722 , 53.166667 , 50.65 , 54.4368 ,\n", - " 47.80149841, 47.4165 , -70.666 , 54.746495 ,\n", - " 81.6 , 55.693588 , 72.58000183, 56.290424 ,\n", - " 59.5 , 58.383333 , 39.54694 , 42.72056 ,\n", - " 39.87528 , 37.23722 , 43.43917 , 41.27417 ,\n", - " 42.31917 , 38.47278 , 39.08278 , 41.23889 ,\n", - " 41.39389 , 42.63472 , 37.05194 , 28.309 ,\n", - " 59.779167 , 60.53002 , 66.320278 , 67.97333333,\n", - " 48.5 , 49.9 , 47.266667 , 43.616667 ,\n", - " 47.3 , 46.65 , 45. , 45.8 ,\n", - " 48.633333 , 42.936667 , 48.70861111, 44.56944444,\n", - " 46.81472778, 45.772223 , 55.313056 , 54.443056 ,\n", - " 50.596389 , 54.334444 , 57.734444 , 52.503889 ,\n", - " 55.858611 , 53.398889 , 50.792778 , 52.293889 ,\n", - " 51.781784 , 52.298333 , 55.79216 , 52.950556 ,\n", - " 51.778056 , 60.13922 , -75.62 , 51.149617 ,\n", - " 38.366667 , 35.316667 , 46.966667 , 46.91 ,\n", - " -0.20194 , 51.939722 , 53.32583 , 45.8 ,\n", - " 44.183333 , 37.571111 , 35.5182 , 42.805462 ,\n", - " -69.005 , 39.0319 , 24.2883 , 24.466941 ,\n", - " 36.53833389, 33.293917 , 55.37611111, 56.161944 ,\n", - " 57.135278 , 41.536111 , 36.0722 , 52.083333 ,\n", - " 53.333889 , 51.541111 , 52.3 , 51.974444 ,\n", - " 58.38853 , 65.833333 , 62.783333 , 78.90715 ,\n", - " 59. , 69.45 , 59.2 , 60.372386 ,\n", - " -72.0117 , 59.2 , -41.40819168, -77.83200073,\n", - " -45.0379982 , 51.814408 , 50.736444 , 54.753894 ,\n", - " 54.15 , 43.4 , 71.58616638, 63.85 ,\n", - " 67.883333 , 57.394 , 57.1645 , 57.9525 ,\n", - " 56.0429 , 60.0858 , 57.816667 , 64.25 ,\n", - " 59.728 , 45.566667 , 46.428611 , 46.299444 ,\n", - " 48.933333 , 49.15 , 49.05 , 47.96 ,\n", - " 71.32301331, 40.12498 , 19.53623009, -89.99694824,\n", - " 41.05410004, 21.5731 , -34.35348 ],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('station',),\n", - " 'dtype': dtype('float64'),\n", - " 'standard_name': 'latitude',\n", - " 'units': 'decimal degrees North',\n", - " 'long_name': 'latitude',\n", - " 'description': 'Geodetic latitude of measuring instrument, in decimal degrees North, following the stated horizontal datum.',\n", - " 'axis': 'Y'}" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_interp_nes.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(data=[-5.66247800e+01, -6.83106918e+01, -6.56008333e+01,\n", - " -6.38819444e+01, 1.67666664e+01, 1.29722220e+01,\n", - " 1.59422220e+01, 9.92666700e+00, 1.29579400e+01,\n", - " 1.39150000e+01, 1.58822220e+01, 1.30161110e+01,\n", - " 1.50466670e+01, 1.59194440e+01, 1.55466670e+01,\n", - " 1.67305560e+01, 1.66766670e+01, 1.44413890e+01,\n", - " 1.43300000e+01, 1.54936111e+01, 5.20361100e+00,\n", - " 6.00101900e+00, 4.98944400e+00, 2.47386110e+01,\n", - " -6.48799973e+01, -8.64166565e+01, 7.98500000e+00,\n", - " 6.94472200e+00, 8.90472200e+00, 6.97944400e+00,\n", - " 8.46388900e+00, 8.17543368e+00, -7.07992300e+01,\n", - " -2.48675200e+01, 3.30578000e+01, 1.60341969e+01,\n", - " 1.50802780e+01, 1.36000000e+01, 8.30972200e+00,\n", - " 1.07594440e+01, 7.90861100e+00, 1.30333330e+01,\n", - " 1.07666670e+01, 1.27249000e+01, 1.10096197e+01,\n", - " 1.09796400e+01, -8.26600000e+00, 1.07361600e+01,\n", - " -1.66700000e+01, 1.20857970e+01, -3.84799995e+01,\n", - " 8.42748600e+00, 2.59000000e+01, 2.18166670e+01,\n", - " -4.35056000e+00, -8.92361000e+00, 4.31639000e+00,\n", - " -3.53417000e+00, -4.85000000e+00, -3.14250000e+00,\n", - " 3.31583000e+00, -6.92361000e+00, -1.10111000e+00,\n", - " -5.89750000e+00, 7.34720000e-01, -7.70472000e+00,\n", - " -6.55528000e+00, -1.64994000e+01, 2.13772220e+01,\n", - " 2.76675400e+01, 2.94016670e+01, 2.41161111e+01,\n", - " 7.13333300e+00, 4.63333300e+00, 4.08333300e+00,\n", - " 1.83333000e-01, 6.83333300e+00, -7.50000000e-01,\n", - " 6.46666700e+00, 2.06666700e+00, -4.50000000e-01,\n", - " 1.41944000e-01, 2.15888889e+00, 5.27897222e+00,\n", - " 2.61000833e+00, 2.96488600e+00, -3.20416700e+00,\n", - " -7.87000000e+00, -3.71305600e+00, -8.07500000e-01,\n", - " -4.77444400e+00, -3.03305600e+00, -3.20500000e+00,\n", - " -1.75333300e+00, 1.79444000e-01, 1.46305600e+00,\n", - " -4.69146200e+00, 2.92778000e-01, -3.24290000e+00,\n", - " 1.12194400e+00, 1.08223000e+00, -1.18531900e+00,\n", - " -2.61800000e+01, -1.43822800e+00, 2.30833330e+01,\n", - " 2.56666670e+01, 1.95833330e+01, 1.63200000e+01,\n", - " 1.00318100e+02, -1.02444440e+01, -9.89944000e+00,\n", - " 8.63333300e+00, 1.07000000e+01, 1.26597220e+01,\n", - " 1.26305000e+01, 1.25656450e+01, 3.95905556e+01,\n", - " 1.41822200e+02, 1.53983300e+02, 1.23010872e+02,\n", - " 1.26330002e+02, 1.26163111e+02, 2.10305556e+01,\n", - " 2.11730560e+01, 2.59055560e+01, 2.06938900e+01,\n", - " 1.42184000e+01, 6.56666700e+00, 6.27722200e+00,\n", - " 5.85361100e+00, 4.50000000e+00, 4.92361100e+00,\n", - " 8.25200000e+00, 1.39166670e+01, 8.88333300e+00,\n", - " 1.18866800e+01, 1.15333330e+01, 3.00333330e+01,\n", - " 5.20000000e+00, 1.10781420e+01, 2.53510000e+00,\n", - " 9.51666700e+00, 1.74870804e+02, 1.66660004e+02,\n", - " 1.69684006e+02, 2.19724190e+01, 1.57395000e+01,\n", - " 1.75342640e+01, 2.20666670e+01, 2.19500000e+01,\n", - " 1.28918823e+02, 1.53333330e+01, 2.10666670e+01,\n", - " 1.19140000e+01, 1.47825000e+01, 1.24030000e+01,\n", - " 1.31480000e+01, 1.75052800e+01, 1.55666670e+01,\n", - " 1.97666670e+01, 1.54720000e+01, 1.48666670e+01,\n", - " 1.50033330e+01, 1.45386110e+01, 1.95833330e+01,\n", - " 2.02833330e+01, 2.22666670e+01, 1.78605560e+01,\n", - " -1.56611465e+02, -1.05236800e+02, -1.55576157e+02,\n", - " -2.47999992e+01, -1.24151001e+02, 1.03515700e+02,\n", - " 1.84896800e+01],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('station',),\n", - " 'dtype': dtype('float64'),\n", - " 'standard_name': 'longitude',\n", - " 'units': 'decimal degrees East',\n", - " 'long_name': 'longitude',\n", - " 'description': 'Geodetic longitude of measuring instrument, in decimal degrees East, following the stated horizontal datum.',\n", - " 'axis': 'X'}" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "exp_interp_nes.lon" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Loading sconco3 var (1/2)\n", - "Rank 000: Loaded sconco3 var ((175, 720))\n", - "Rank 000: Loading station_reference var (2/2)\n", - "Rank 000: Loaded station_reference var ((175,))\n" - ] - } - ], - "source": [ - "exp_interp_nes.load()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.2. Write dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes_providentia.py:366: UserWarning: WARNING!!! Different data types for variable station_reference. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating prv_exp_file.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing sconco3 var (1/2)\n", - "Rank 000: Var sconco3 created (1/2)\n", - "Rank 000: Filling sconco3)\n", - "Rank 000: Var sconco3 data (1/2)\n", - "Rank 000: Var sconco3 completed (1/2)\n", - "Rank 000: Writing station_reference var (2/2)\n", - "Rank 000: Var station_reference created (2/2)\n", - "Rank 000: Filling station_reference)\n", - "Rank 000: Var station_reference data (2/2)\n", - "Rank 000: Var station_reference completed (2/2)\n" - ] - } - ], - "source": [ - "exp_interp_nes.to_netcdf('prv_exp_file.nc', info=True)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/2.Creation/2.1.Create_Regular.ipynb b/tutorials/2.Creation/2.1.Create_Regular.ipynb index 8e0405517dbeefbb50d0d17d2143051937332c39..4395caf4646781dda93be5584de9549d8b85d976 100644 --- a/tutorials/2.Creation/2.1.Create_Regular.ipynb +++ b/tutorials/2.Creation/2.1.Create_Regular.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,40 +25,62 @@ "metadata": {}, "outputs": [], "source": [ - "lat_orig = 41.1\n", - "lon_orig = 1.8\n", - "inc_lat = 0.1\n", - "inc_lon = 0.1\n", - "n_lat = 10\n", - "n_lon = 10\n", - "regular_grid = create_nes(comm=None, info=False, projection='regular',\n", - " lat_orig=lat_orig, lon_orig=lon_orig, inc_lat=inc_lat, inc_lon=inc_lon, \n", - " n_lat=n_lat, n_lon=n_lon)" + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details\n", + "\n", + "This corresponds to a regular grid for CAMS-REG-v5.1" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating regular_grid.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n" - ] - } - ], + "outputs": [], "source": [ - "regular_grid.to_netcdf('regular_grid.nc', info=True)" + "projection='regular'\n", + "lat_orig = 29.995\n", + "lon_orig = -30.0\n", + "inc_lat = 0.05\n", + "inc_lon = 0.1\n", + "n_lat = 840\n", + "n_lon = 900" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " lat_orig=lat_orig, lon_orig=lon_orig, inc_lat=inc_lat, inc_lon=inc_lon, \n", + " n_lat=n_lat, n_lon=n_lon)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -63,18 +88,18 @@ "Proj('+proj=longlat +ellps=WGS84 +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "regular_grid.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -85,54 +110,216 @@ " 'inverse_flattening': '0'}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "regular_grid.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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"cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { + "image/png": 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" ] }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "nessy.shapefile.plot(ax=ax, facecolor='blue', edgecolor='blue')\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating regular_grid.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('regular_grid.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "regular_grid.lon" + "nessy.to_shapefile('regular_grid_shp')" ] } ], diff --git a/tutorials/2.Creation/2.2.Create_Rotated.ipynb b/tutorials/2.Creation/2.2.Create_Rotated.ipynb index 66b271f803d072238f7c542aca0a67cd5b2f118b..cb27f4c59359102a32b3eb69590d6c792960efc2 100644 --- a/tutorials/2.Creation/2.2.Create_Rotated.ipynb +++ b/tutorials/2.Creation/2.2.Create_Rotated.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,40 +25,62 @@ "metadata": {}, "outputs": [], "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details\n", + "\n", + "This corresponds to a regular grid for CAMS2_40 forecast" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "projection='rotated'\n", "centre_lat = 51\n", "centre_lon = 10\n", "west_boundary = -35\n", "south_boundary = -27\n", - "inc_rlat = 0.2\n", - "inc_rlon = 0.2\n", - "rotated_grid = create_nes(comm=None, info=False, projection='rotated',\n", - " centre_lat=centre_lat, centre_lon=centre_lon,\n", - " west_boundary=west_boundary, south_boundary=south_boundary,\n", - " inc_rlat=inc_rlat, inc_rlon=inc_rlon)" + "inc_rlat = 0.15\n", + "inc_rlon = 0.15" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " centre_lat=centre_lat, centre_lon=centre_lon,\n", + " west_boundary=west_boundary, south_boundary=south_boundary,\n", + " inc_rlat=inc_rlat, inc_rlon=inc_rlon)" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating rotated_grid.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n" - ] - } - ], "source": [ - "rotated_grid.to_netcdf('rotated_grid.nc', info=True)" + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -64,18 +89,18 @@ "Proj('+proj=ob_tran +o_proj=longlat +ellps=WGS84 +R=6356752.3142 +o_lat_p=39.0 +o_lon_p=-170.0', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "rotated_grid.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -86,121 +111,216 @@ " 'grid_north_pole_longitude': -170}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "rotated_grid.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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-1.8, -1.6, -1.4, -1.2, -1. , -0.8, -0.6, -0.4, -0.2,\n", - " 0. , 0.2, 0.4, 0.6, 0.8, 1. , 1.2, 1.4, 1.6,\n", - " 1.8, 2. , 2.2, 2.4, 2.6, 2.8, 3. , 3.2, 3.4,\n", - " 3.6, 3.8, 4. , 4.2, 4.4, 4.6, 4.8, 5. , 5.2,\n", - " 5.4, 5.6, 5.8, 6. , 6.2, 6.4, 6.6, 6.8, 7. ,\n", - " 7.2, 7.4, 7.6, 7.8, 8. , 8.2, 8.4, 8.6, 8.8,\n", - " 9. , 9.2, 9.4, 9.6, 9.8, 10. , 10.2, 10.4, 10.6,\n", - " 10.8, 11. , 11.2, 11.4, 11.6, 11.8, 12. , 12.2, 12.4,\n", - " 12.6, 12.8, 13. , 13.2, 13.4, 13.6, 13.8, 14. , 14.2,\n", - " 14.4, 14.6, 14.8, 15. , 15.2, 15.4, 15.6, 15.8, 16. ,\n", - " 16.2, 16.4, 16.6, 16.8, 17. , 17.2, 17.4, 17.6, 17.8,\n", - " 18. , 18.2, 18.4, 18.6, 18.8, 19. , 19.2, 19.4, 19.6,\n", - " 19.8, 20. , 20.2, 20.4, 20.6, 20.8, 21. , 21.2, 21.4,\n", - " 21.6, 21.8, 22. , 22.2, 22.4, 22.6, 22.8, 23. , 23.2,\n", - " 23.4, 23.6, 23.8, 24. , 24.2, 24.4, 24.6, 24.8, 25. ,\n", - " 25.2, 25.4, 25.6, 25.8, 26. , 26.2, 26.4, 26.6, 26.8,\n", - " 27. ])}" + " geometry\n", + "FID \n", + "0 POLYGON ((-22.20657 16.25288, -22.08333 16.314...\n", + "1 POLYGON ((-22.08333 16.31491, -21.95995 16.376...\n", + "2 POLYGON ((-21.95995 16.37672, -21.83641 16.438...\n", + "3 POLYGON ((-21.83641 16.43832, -21.71271 16.499...\n", + "4 POLYGON ((-21.71271 16.49970, -21.58887 16.560...\n", + "... ...\n", + "168582 POLYGON ((87.40699 59.08029, 87.54350 58.96649...\n", + "168583 POLYGON ((87.54350 58.96649, 87.67937 58.85263...\n", + "168584 POLYGON ((87.67937 58.85263, 87.81461 58.73871...\n", + "168585 POLYGON ((87.81461 58.73871, 87.94923 58.62474...\n", + "168586 POLYGON ((87.94923 58.62474, 88.08323 58.51071...\n", + "\n", + "[168587 rows x 1 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "rotated_grid.rlat" + "nessy.create_shapefile()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { + "image/png": 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" ] }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "nessy.shapefile.plot(ax=ax, facecolor=\"blue\", edgecolor=\"blue\")\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating rotated_grid.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('rotated_grid.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "rotated_grid.rlon" + "nessy.to_shapefile('rotated_grid_shp')" ] } ], diff --git a/tutorials/2.Creation/2.3.Create-Points.ipynb b/tutorials/2.Creation/2.3.Create-Points.ipynb deleted file mode 100644 index a6fde8f747d98116028f484c6324182d98961322..0000000000000000000000000000000000000000 --- a/tutorials/2.Creation/2.3.Create-Points.ipynb +++ /dev/null @@ -1,872 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# How to create points grids" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from nes import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Example 1" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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station.codelatlonstandardised_network_provided_area_classification
0ES0266A41.3793222.086140urban-centre
1ES0392A41.7277041.838531urban-suburban
2ES0395A41.5678242.014598urban-centre
3ES0559A41.3874242.164918urban-centre
4ES0567A41.3849062.119574urban-centre
...............
129ES2087A41.9292832.257302NaN
130ES2091A40.5799000.553500NaN
131ES2088A41.7710602.250647NaN
132ES1908A41.2390691.856564NaN
133ES9994A42.3583631.459455NaN
\n", - "

134 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " station.code lat lon \\\n", - "0 ES0266A 41.379322 2.086140 \n", - "1 ES0392A 41.727704 1.838531 \n", - "2 ES0395A 41.567824 2.014598 \n", - "3 ES0559A 41.387424 2.164918 \n", - "4 ES0567A 41.384906 2.119574 \n", - ".. ... ... ... \n", - "129 ES2087A 41.929283 2.257302 \n", - "130 ES2091A 40.579900 0.553500 \n", - "131 ES2088A 41.771060 2.250647 \n", - "132 ES1908A 41.239069 1.856564 \n", - "133 ES9994A 42.358363 1.459455 \n", - "\n", - " standardised_network_provided_area_classification \n", - "0 urban-centre \n", - "1 urban-suburban \n", - "2 urban-centre \n", - "3 urban-centre \n", - "4 urban-centre \n", - ".. ... \n", - "129 NaN \n", - "130 NaN \n", - "131 NaN \n", - "132 NaN \n", - "133 NaN \n", - "\n", - "[134 rows x 4 columns]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "file_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/XVPCA_info.csv'\n", - "df = pd.read_csv(file_path)\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "lat = df['lat']\n", - "lon = df['lon']" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "points_grid = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", - " lat=lat, lon=lon)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "metadata = {'station_code': {'data': df['station.code'],\n", - " 'dimensions': ('station',),\n", - " 'dtype': str},\n", - " 'area_classification': {'data': df['standardised_network_provided_area_classification'],\n", - " 'dimensions': ('station',),\n", - " 'dtype': str}}" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "points_grid.variables = metadata\n", - "points_grid.set_strlen(75)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_code. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable area_classification. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating points_grid_1.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing station_code var (1/2)\n", - "Rank 000: Var station_code created (1/2)\n", - "Rank 000: Filling station_code)\n", - "Rank 000: Var station_code data (1/2)\n", - "Rank 000: Var station_code completed (1/2)\n", - "Rank 000: Writing area_classification var (2/2)\n", - "Rank 000: Var area_classification created (2/2)\n", - "Rank 000: Filling area_classification)\n", - "Rank 000: Var area_classification data (2/2)\n", - "Rank 000: Var area_classification completed (2/2)\n" - ] - } - ], - "source": [ - "points_grid.to_netcdf('points_grid_1.nc', info=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Example 2" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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EstacióPM10 Barcelona (Eixample)PM10 Badalona (guàrdia urbana)PM10 Badalona (Assamblea de Catalunya)PM10 Barcelona (Pl. de la Universitat)PM10 Barcelona (Poblenou)PM10 Barcelona (Zona Universitària)PM10 Barcelona (el Port Vell)PM10 Barcelona (IES Goya)PM10 Barcelona (IES Verdaguer)...PM10 Constantí (Gaudí)PM10 Vila-seca (RENFE)PM10 Sitges (Vallcarca-oficines)PM10 Sant Vicenç dels Horts (Àlaba)PM10 Montsec (OAM)PM10 Montseny (la Castanya)PM10 Caldes de Montbui (Ajuntament)PM10 Sant Feliu de Llobregat (Eugeni d'Ors)PM 10 La Seu d'Urgell (CC Les Monges)PM10 Vic (Centre Cívic Santa Anna)
0Codi europeuES1438AES1928AES2027AES0559AES0691AES0567AES1870AES1852AES1900A...ES1123AES1117AES2033AES2011AES1982AES1778AES1680AES1362AES9994AES1874A
1DiaValor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)...Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)
22017-01-01 00:00:0019.6NaN2020.225.616.529NaN23.8...12.97NaN1122.499.5002997.936455NaNNaNNaNNaN
32017-01-02 00:00:0027.220.862331.63522.82817.232.4...NaN25.382625.391.8296189.7870043222.06NaNNaN
42017-01-03 00:00:0035.7NaN323736.230.931NaN35.8...21.836.494830.658.09460716.978294335.84NaNNaN
..................................................................
3622017-12-27 00:00:0017.57.591016.91413.121NaN20.8...1222.95NaNNaN13.066751NaN10.3NaNNaN
3632017-12-28 00:00:0017NaN1417.915NaN1314.516...NaN6.5NaN9.97613.351872NaN26.81NaNNaN
3642017-12-29 00:00:0024.6212423.225.815.321NaN25.9...8.869.56NaN23.7614.219732NaN14.09NaNNaN
3652017-12-30 00:00:0027.4NaN1522.316.611.21610.718.8...NaNNaNNaN19.041.0911874.713029NaNNaNNaNNaN
3662017-12-31 00:00:0017.312.51316.317.69.914NaN17.4...12.77NaNNaN15.232.156595.024302NaNNaNNaNNaN
\n", - "

367 rows × 84 columns

\n", - "
" - ], - "text/plain": [ - " Estació PM10 Barcelona (Eixample) \\\n", - "0 Codi europeu ES1438A \n", - "1 Dia Valor (µg/m3) \n", - "2 2017-01-01 00:00:00 19.6 \n", - "3 2017-01-02 00:00:00 27.2 \n", - "4 2017-01-03 00:00:00 35.7 \n", - ".. ... ... \n", - "362 2017-12-27 00:00:00 17.5 \n", - "363 2017-12-28 00:00:00 17 \n", - "364 2017-12-29 00:00:00 24.6 \n", - "365 2017-12-30 00:00:00 27.4 \n", - "366 2017-12-31 00:00:00 17.3 \n", - "\n", - " PM10 Badalona (guàrdia urbana) PM10 Badalona (Assamblea de Catalunya) \\\n", - "0 ES1928A ES2027A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 NaN 20 \n", - "3 20.86 23 \n", - "4 NaN 32 \n", - ".. ... ... \n", - "362 7.59 10 \n", - "363 NaN 14 \n", - "364 21 24 \n", - "365 NaN 15 \n", - "366 12.5 13 \n", - "\n", - " PM10 Barcelona (Pl. de la Universitat) PM10 Barcelona (Poblenou) \\\n", - "0 ES0559A ES0691A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 20.2 25.6 \n", - "3 31.6 35 \n", - "4 37 36.2 \n", - ".. ... ... \n", - "362 16.9 14 \n", - "363 17.9 15 \n", - "364 23.2 25.8 \n", - "365 22.3 16.6 \n", - "366 16.3 17.6 \n", - "\n", - " PM10 Barcelona (Zona Universitària) PM10 Barcelona (el Port Vell) \\\n", - "0 ES0567A ES1870A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 16.5 29 \n", - "3 22.8 28 \n", - "4 30.9 31 \n", - ".. ... ... \n", - "362 13.1 21 \n", - "363 NaN 13 \n", - "364 15.3 21 \n", - "365 11.2 16 \n", - "366 9.9 14 \n", - "\n", - " PM10 Barcelona (IES Goya) PM10 Barcelona (IES Verdaguer) ... \\\n", - "0 ES1852A ES1900A ... \n", - "1 Valor (µg/m3) Valor (µg/m3) ... \n", - "2 NaN 23.8 ... \n", - "3 17.2 32.4 ... \n", - "4 NaN 35.8 ... \n", - ".. ... ... ... \n", - "362 NaN 20.8 ... \n", - "363 14.5 16 ... \n", - "364 NaN 25.9 ... \n", - "365 10.7 18.8 ... \n", - "366 NaN 17.4 ... \n", - "\n", - " PM10 Constantí (Gaudí) PM10 Vila-seca (RENFE) \\\n", - "0 ES1123A ES1117A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 12.97 NaN \n", - "3 NaN 25.38 \n", - "4 21.8 36.49 \n", - ".. ... ... \n", - "362 12 22.95 \n", - "363 NaN 6.5 \n", - "364 8.86 9.56 \n", - "365 NaN NaN \n", - "366 12.77 NaN \n", - "\n", - " PM10 Sitges (Vallcarca-oficines) PM10 Sant Vicenç dels Horts (Àlaba) \\\n", - "0 ES2033A ES2011A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 11 22.49 \n", - "3 26 25.39 \n", - "4 48 30.65 \n", - ".. ... ... \n", - "362 NaN NaN \n", - "363 NaN 9.976 \n", - "364 NaN 23.76 \n", - "365 NaN 19.04 \n", - "366 NaN 15.23 \n", - "\n", - " PM10 Montsec (OAM) PM10 Montseny (la Castanya) \\\n", - "0 ES1982A ES1778A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 9.500299 7.936455 \n", - "3 1.829618 9.787004 \n", - "4 8.094607 16.97829 \n", - ".. ... ... \n", - "362 1 3.066751 \n", - "363 1 3.351872 \n", - "364 1 4.219732 \n", - "365 1.091187 4.713029 \n", - "366 2.15659 5.024302 \n", - "\n", - " PM10 Caldes de Montbui (Ajuntament) \\\n", - "0 ES1680A \n", - "1 Valor (µg/m3) \n", - "2 NaN \n", - "3 32 \n", - "4 43 \n", - ".. ... \n", - "362 NaN \n", - "363 NaN \n", - "364 NaN \n", - "365 NaN \n", - "366 NaN \n", - "\n", - " PM10 Sant Feliu de Llobregat (Eugeni d'Ors) \\\n", - "0 ES1362A \n", - "1 Valor (µg/m3) \n", - "2 NaN \n", - "3 22.06 \n", - "4 35.84 \n", - ".. ... \n", - "362 10.3 \n", - "363 26.81 \n", - "364 14.09 \n", - "365 NaN \n", - "366 NaN \n", - "\n", - " PM 10 La Seu d'Urgell (CC Les Monges) PM10 Vic (Centre Cívic Santa Anna) \n", - "0 ES9994A ES1874A \n", - "1 Valor (µg/m3) Valor (µg/m3) \n", - "2 NaN NaN \n", - "3 NaN NaN \n", - "4 NaN NaN \n", - ".. ... ... \n", - "362 NaN NaN \n", - "363 NaN NaN \n", - "364 NaN NaN \n", - "365 NaN NaN \n", - "366 NaN NaN \n", - "\n", - "[367 rows x 84 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "file_path_2 = '/gpfs/projects/bsc32/models/NES_tutorial_data/Dades_2017.xlsx'\n", - "df_2 = pd.read_excel(file_path_2)\n", - "df_2" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "times = df_2['Estació'].iloc[2:]\n", - "lat = np.full(len(df_2.iloc[0].values[1:]), np.nan)\n", - "lon = np.full(len(df_2.iloc[0].values[1:]), np.nan)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "points_grid = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", - " lat=lat, lon=lon, times=times)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "metadata = {'station_name': {'data': df_2.columns.str.replace('PM10 ', '').str.replace('PM 10 ', '').to_numpy()[1:],\n", - " 'dimensions': ('station',),\n", - " 'dtype': str},\n", - " 'station_code': {'data': df_2.iloc[0].values[1:],\n", - " 'dimensions': ('station',),\n", - " 'dtype': str},\n", - " 'pm10': {'data': df_2.iloc[2:, 1:].to_numpy().T,\n", - " 'dimensions': ('station', 'time',),\n", - " 'dtype': float}}" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "points_grid.variables = metadata\n", - "points_grid.set_strlen(75)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_code. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable pm10. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating points_grid_2.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n", - "Rank 000: Writing station_name var (1/3)\n", - "Rank 000: Var station_name created (1/3)\n", - "Rank 000: Filling station_name)\n", - "Rank 000: Var station_name data (1/3)\n", - "Rank 000: Var station_name completed (1/3)\n", - "Rank 000: Writing station_code var (2/3)\n", - "Rank 000: Var station_code created (2/3)\n", - "Rank 000: Filling station_code)\n", - "Rank 000: Var station_code data (2/3)\n", - "Rank 000: Var station_code completed (2/3)\n", - "Rank 000: Writing pm10 var (3/3)\n", - "Rank 000: Var pm10 created (3/3)\n", - "Rank 000: Filling pm10)\n", - "Rank 000: Var pm10 data (3/3)\n", - "Rank 000: Var pm10 completed (3/3)\n" - ] - } - ], - "source": [ - "points_grid.to_netcdf('points_grid_2.nc', info=True)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - }, - "vscode": { - "interpreter": { - "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/2.Creation/2.3.Create_Points_XVPCA.ipynb b/tutorials/2.Creation/2.3.Create_Points_XVPCA.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a578cd70a7ebd6365b8508d34fd8ae8b5274556c --- /dev/null +++ b/tutorials/2.Creation/2.3.Create_Points_XVPCA.ipynb @@ -0,0 +1,1408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How to create points grids (XVPCA)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Collect data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have two dataframes: the first one gives us the PM10 data per hour at some stations, and the second one gives us extra information about stations in Catalonia (codes, locations and area classifications)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PM10 data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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EstacióPM10 Barcelona (Eixample)PM10 Badalona (guàrdia urbana)PM10 Badalona (Assamblea de Catalunya)PM10 Barcelona (Pl. de la Universitat)PM10 Barcelona (Poblenou)PM10 Barcelona (Zona Universitària)PM10 Barcelona (el Port Vell)PM10 Barcelona (IES Goya)PM10 Barcelona (IES Verdaguer)...PM10 Constantí (Gaudí)PM10 Vila-seca (RENFE)PM10 Sitges (Vallcarca-oficines)PM10 Sant Vicenç dels Horts (Àlaba)PM10 Montsec (OAM)PM10 Montseny (la Castanya)PM10 Caldes de Montbui (Ajuntament)PM10 Sant Feliu de Llobregat (Eugeni d'Ors)PM 10 La Seu d'Urgell (CC Les Monges)PM10 Vic (Centre Cívic Santa Anna)
0Codi europeuES1438AES1928AES2027AES0559AES0691AES0567AES1870AES1852AES1900A...ES1123AES1117AES2033AES2011AES1982AES1778AES1680AES1362AES9994AES1874A
1DiaValor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)...Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)Valor (µg/m3)
22017-01-01 00:00:0019.6NaN2020.225.616.529NaN23.8...12.97NaN1122.499.5002997.936455NaNNaNNaNNaN
32017-01-02 00:00:0027.220.862331.63522.82817.232.4...NaN25.382625.391.8296189.7870043222.06NaNNaN
42017-01-03 00:00:0035.7NaN323736.230.931NaN35.8...21.836.494830.658.09460716.978294335.84NaNNaN
..................................................................
3622017-12-27 00:00:0017.57.591016.91413.121NaN20.8...1222.95NaNNaN13.066751NaN10.3NaNNaN
3632017-12-28 00:00:0017NaN1417.915NaN1314.516...NaN6.5NaN9.97613.351872NaN26.81NaNNaN
3642017-12-29 00:00:0024.6212423.225.815.321NaN25.9...8.869.56NaN23.7614.219732NaN14.09NaNNaN
3652017-12-30 00:00:0027.4NaN1522.316.611.21610.718.8...NaNNaNNaN19.041.0911874.713029NaNNaNNaNNaN
3662017-12-31 00:00:0017.312.51316.317.69.914NaN17.4...12.77NaNNaN15.232.156595.024302NaNNaNNaNNaN
\n", + "

367 rows × 84 columns

\n", + "
" + ], + "text/plain": [ + " Estació PM10 Barcelona (Eixample) \\\n", + "0 Codi europeu ES1438A \n", + "1 Dia Valor (µg/m3) \n", + "2 2017-01-01 00:00:00 19.6 \n", + "3 2017-01-02 00:00:00 27.2 \n", + "4 2017-01-03 00:00:00 35.7 \n", + ".. ... ... \n", + "362 2017-12-27 00:00:00 17.5 \n", + "363 2017-12-28 00:00:00 17 \n", + "364 2017-12-29 00:00:00 24.6 \n", + "365 2017-12-30 00:00:00 27.4 \n", + "366 2017-12-31 00:00:00 17.3 \n", + "\n", + " PM10 Badalona (guàrdia urbana) PM10 Badalona (Assamblea de Catalunya) \\\n", + "0 ES1928A ES2027A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 NaN 20 \n", + "3 20.86 23 \n", + "4 NaN 32 \n", + ".. ... ... \n", + "362 7.59 10 \n", + "363 NaN 14 \n", + "364 21 24 \n", + "365 NaN 15 \n", + "366 12.5 13 \n", + "\n", + " PM10 Barcelona (Pl. de la Universitat) PM10 Barcelona (Poblenou) \\\n", + "0 ES0559A ES0691A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 20.2 25.6 \n", + "3 31.6 35 \n", + "4 37 36.2 \n", + ".. ... ... \n", + "362 16.9 14 \n", + "363 17.9 15 \n", + "364 23.2 25.8 \n", + "365 22.3 16.6 \n", + "366 16.3 17.6 \n", + "\n", + " PM10 Barcelona (Zona Universitària) PM10 Barcelona (el Port Vell) \\\n", + "0 ES0567A ES1870A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 16.5 29 \n", + "3 22.8 28 \n", + "4 30.9 31 \n", + ".. ... ... \n", + "362 13.1 21 \n", + "363 NaN 13 \n", + "364 15.3 21 \n", + "365 11.2 16 \n", + "366 9.9 14 \n", + "\n", + " PM10 Barcelona (IES Goya) PM10 Barcelona (IES Verdaguer) ... \\\n", + "0 ES1852A ES1900A ... \n", + "1 Valor (µg/m3) Valor (µg/m3) ... \n", + "2 NaN 23.8 ... \n", + "3 17.2 32.4 ... \n", + "4 NaN 35.8 ... \n", + ".. ... ... ... \n", + "362 NaN 20.8 ... \n", + "363 14.5 16 ... \n", + "364 NaN 25.9 ... \n", + "365 10.7 18.8 ... \n", + "366 NaN 17.4 ... \n", + "\n", + " PM10 Constantí (Gaudí) PM10 Vila-seca (RENFE) \\\n", + "0 ES1123A ES1117A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 12.97 NaN \n", + "3 NaN 25.38 \n", + "4 21.8 36.49 \n", + ".. ... ... \n", + "362 12 22.95 \n", + "363 NaN 6.5 \n", + "364 8.86 9.56 \n", + "365 NaN NaN \n", + "366 12.77 NaN \n", + "\n", + " PM10 Sitges (Vallcarca-oficines) PM10 Sant Vicenç dels Horts (Àlaba) \\\n", + "0 ES2033A ES2011A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 11 22.49 \n", + "3 26 25.39 \n", + "4 48 30.65 \n", + ".. ... ... \n", + "362 NaN NaN \n", + "363 NaN 9.976 \n", + "364 NaN 23.76 \n", + "365 NaN 19.04 \n", + "366 NaN 15.23 \n", + "\n", + " PM10 Montsec (OAM) PM10 Montseny (la Castanya) \\\n", + "0 ES1982A ES1778A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 9.500299 7.936455 \n", + "3 1.829618 9.787004 \n", + "4 8.094607 16.97829 \n", + ".. ... ... \n", + "362 1 3.066751 \n", + "363 1 3.351872 \n", + "364 1 4.219732 \n", + "365 1.091187 4.713029 \n", + "366 2.15659 5.024302 \n", + "\n", + " PM10 Caldes de Montbui (Ajuntament) \\\n", + "0 ES1680A \n", + "1 Valor (µg/m3) \n", + "2 NaN \n", + "3 32 \n", + "4 43 \n", + ".. ... \n", + "362 NaN \n", + "363 NaN \n", + "364 NaN \n", + "365 NaN \n", + "366 NaN \n", + "\n", + " PM10 Sant Feliu de Llobregat (Eugeni d'Ors) \\\n", + "0 ES1362A \n", + "1 Valor (µg/m3) \n", + "2 NaN \n", + "3 22.06 \n", + "4 35.84 \n", + ".. ... \n", + "362 10.3 \n", + "363 26.81 \n", + "364 14.09 \n", + "365 NaN \n", + "366 NaN \n", + "\n", + " PM 10 La Seu d'Urgell (CC Les Monges) PM10 Vic (Centre Cívic Santa Anna) \n", + "0 ES9994A ES1874A \n", + "1 Valor (µg/m3) Valor (µg/m3) \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + ".. ... ... \n", + "362 NaN NaN \n", + "363 NaN NaN \n", + "364 NaN NaN \n", + "365 NaN NaN \n", + "366 NaN NaN \n", + "\n", + "[367 rows x 84 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/Dades_2017.xlsx'\n", + "df_pm10 = pd.read_excel(path)\n", + "df_pm10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stations information" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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station.codelatlonstandardised_network_provided_area_classification
0ES0266A41.3793222.086140urban-centre
1ES0392A41.7277041.838531urban-suburban
2ES0395A41.5678242.014598urban-centre
3ES0559A41.3874242.164918urban-centre
4ES0567A41.3849062.119574urban-centre
...............
129ES2087A41.9292832.257302NaN
130ES2091A40.5799000.553500NaN
131ES2088A41.7710602.250647NaN
132ES1908A41.2390691.856564NaN
133ES9994A42.3583631.459455NaN
\n", + "

134 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " station.code lat lon \\\n", + "0 ES0266A 41.379322 2.086140 \n", + "1 ES0392A 41.727704 1.838531 \n", + "2 ES0395A 41.567824 2.014598 \n", + "3 ES0559A 41.387424 2.164918 \n", + "4 ES0567A 41.384906 2.119574 \n", + ".. ... ... ... \n", + "129 ES2087A 41.929283 2.257302 \n", + "130 ES2091A 40.579900 0.553500 \n", + "131 ES2088A 41.771060 2.250647 \n", + "132 ES1908A 41.239069 1.856564 \n", + "133 ES9994A 42.358363 1.459455 \n", + "\n", + " standardised_network_provided_area_classification \n", + "0 urban-centre \n", + "1 urban-suburban \n", + "2 urban-centre \n", + "3 urban-centre \n", + "4 urban-centre \n", + ".. ... \n", + "129 NaN \n", + "130 NaN \n", + "131 NaN \n", + "132 NaN \n", + "133 NaN \n", + "\n", + "[134 rows x 4 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/XVPCA_info.csv'\n", + "df_stations = pd.read_csv(path)\n", + "df_stations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Relevant stations information\n", + "\n", + "We combine both datasets to get the coordinates of the stations for which we have PM10 data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ES1438A', 'ES1928A', 'ES2027A', 'ES0559A', 'ES0691A', 'ES0567A',\n", + " 'ES1870A', 'ES1852A', 'ES1900A', 'ES1843A', 'ES1839A', 'ES0963A',\n", + " 'ES0266A', 'ES1891A', 'ES1135A', 'ES1397A', 'ES0392A', 'ES1861A',\n", + " 'ES1126A', 'ES1390A', 'ES1413A', 'ES0586A', 'ES1931A', 'ES0704A',\n", + " 'ES2012A', 'ES1871A', 'ES1929A', 'ES1895A', 'ES0971A', 'ES1231A',\n", + " 'ES1453A', 'ES0700A', 'ES1663A', 'ES1775A', 'ES1018A', 'ES1842A',\n", + " 'ES1887A', 'ES1936A', 'ES0991A', 'ES1999A', 'ES2034A', 'ES1588A',\n", + " 'ES2009A', 'ES2017A', 'ES1909A', 'ES0977A', 'ES1754A', 'ES1120A',\n", + " 'ES2071A', 'ES1855A', 'ES1841A', 'ES1814A', 'ES1965A', 'ES2079A',\n", + " 'ES1559A', 'ES1665A', 'ES1220A', 'ES1555A', 'ES1248A', 'ES1896A',\n", + " 'ES1480A', 'ES1856A', 'ES1851A', 'ES1964A', 'ES1225A', 'ES1312A',\n", + " 'ES1262A', 'ES1910A', 'ES1983A', 'ES1899A', 'ES1903A', 'ES1396A',\n", + " 'ES1348A', 'ES1123A', 'ES1117A', 'ES2033A', 'ES2011A', 'ES1982A',\n", + " 'ES1778A', 'ES1680A', 'ES1362A', 'ES9994A', 'ES1874A'],\n", + " dtype=object)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "station_codes_pm10 = df_pm10.iloc[0].values[1:]\n", + "station_codes_pm10" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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station.codelatlonstandardised_network_provided_area_classification
0ES0266A41.3793222.086140urban-centre
1ES0392A41.7277041.838531urban-suburban
2ES0559A41.3874242.164918urban-centre
3ES0567A41.3849062.119574urban-centre
4ES0586A41.4136212.015986urban-centre
...............
78ES2034A41.5441050.829933rural
79ES2071A41.1200641.254472urban-centre
80ES2079A41.5596071.995963urban-suburban
81ES0977A41.6047221.604722NaN
82ES9994A42.3583631.459455NaN
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83 rows × 4 columns

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" + ], + "text/plain": [ + " station.code lat lon \\\n", + "0 ES0266A 41.379322 2.086140 \n", + "1 ES0392A 41.727704 1.838531 \n", + "2 ES0559A 41.387424 2.164918 \n", + "3 ES0567A 41.384906 2.119574 \n", + "4 ES0586A 41.413621 2.015986 \n", + ".. ... ... ... \n", + "78 ES2034A 41.544105 0.829933 \n", + "79 ES2071A 41.120064 1.254472 \n", + "80 ES2079A 41.559607 1.995963 \n", + "81 ES0977A 41.604722 1.604722 \n", + "82 ES9994A 42.358363 1.459455 \n", + "\n", + " standardised_network_provided_area_classification \n", + "0 urban-centre \n", + "1 urban-suburban \n", + "2 urban-centre \n", + "3 urban-centre \n", + "4 urban-centre \n", + ".. ... \n", + "78 rural \n", + "79 urban-centre \n", + "80 urban-suburban \n", + "81 NaN \n", + "82 NaN \n", + "\n", + "[83 rows x 4 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_stations_pm10 = df_stations[df_stations['station.code'].isin(station_codes_pm10)].reset_index(drop=True)\n", + "df_stations_pm10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define coordinates\n", + "\n", + "To create a points dataset, we need to give the coordinates (`lat`, `lon` and `time`)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "times = df_pm10['Estació'].iloc[2:]\n", + "lat = df_stations_pm10['lat']\n", + "lon = df_stations_pm10['lon']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=None, parallel_method='X', lat=lat, lon=lon, times=times)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "variables = {'station_name': {'data': df_pm10.columns.str.replace('PM10 ', '').str.replace('PM 10 ', '').to_numpy()[1:],\n", + " 'dimensions': ('station',),\n", + " 'dtype': str},\n", + " 'station_code': {'data': df_stations_pm10['station.code'],\n", + " 'dimensions': ('station',),\n", + " 'dtype': str},\n", + " 'area_classification': {'data': df_stations_pm10['standardised_network_provided_area_classification'],\n", + " 'dimensions': ('station',),\n", + " 'dtype': str},\n", + " 'pm10': {'data': df_pm10.iloc[2:, 1:].to_numpy().T,\n", + " 'dimensions': ('station', 'time',),\n", + " 'dtype': float}}" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.variables = variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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geometry
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4POINT (2.01599 41.41362)
......
78POINT (0.82993 41.54410)
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80POINT (1.99596 41.55961)
81POINT (1.60472 41.60472)
82POINT (1.45945 42.35836)
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geometrystation_codearea_classificationpm10
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0POINT (2.08614 41.37932)ES0266Aurban-centre19.600000
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83 rows × 4 columns

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" + ], + "text/plain": [ + " geometry station_code area_classification pm10\n", + "FID \n", + "0 POINT (2.08614 41.37932) ES0266A urban-centre 19.600000\n", + "1 POINT (1.83853 41.72770) ES0392A urban-suburban NaN\n", + "2 POINT (2.16492 41.38742) ES0559A urban-centre 20.000000\n", + "3 POINT (2.11957 41.38491) ES0567A urban-centre 20.200000\n", + "4 POINT (2.01599 41.41362) ES0586A urban-centre 25.600000\n", + ".. ... ... ... ...\n", + "78 POINT (0.82993 41.54410) ES2034A rural 7.936455\n", + "79 POINT (1.25447 41.12006) ES2071A urban-centre NaN\n", + "80 POINT (1.99596 41.55961) ES2079A urban-suburban NaN\n", + "81 POINT (1.60472 41.60472) ES0977A NaN NaN\n", + "82 POINT (1.45945 42.35836) ES9994A NaN NaN\n", + "\n", + "[83 rows x 4 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.shapefile['station_code'] = nessy.variables['station_code']['data']\n", + "nessy.shapefile['area_classification'] = nessy.variables['area_classification']['data']\n", + "nessy.shapefile['pm10'] = pd.to_numeric(nessy.variables['pm10']['data'][:, 0]) # Transform from object to float\n", + "nessy.shapefile" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PM10" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "ax.set_xlim([0, 4])\n", + "ax.set_ylim([40, 43])\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "nessy.shapefile.plot(ax=ax, column='pm10', cmap='jet', edgecolor='black', linewidth=0.5, legend=True,\n", + " legend_kwds={'label': 'PM10 (µg/m3)'})\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Area classification" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "ax.set_xlim([0, 4])\n", + "ax.set_ylim([40, 43])\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "nessy.shapefile.plot(ax=ax, column='area_classification', edgecolor='black', linewidth=0.5, legend=True,\n", + " legend_kwds={'loc': 'lower right'})\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we want to write files that contain strings data, we need to set the maximum string length (`strlen`) that our strings can have" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.set_strlen(75)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_code. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable area_classification. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable pm10. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating points_XVPCA_info.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n", + "Rank 000: Writing station_name var (1/4)\n", + "Rank 000: Var station_name created (1/4)\n", + "Rank 000: Filling station_name)\n", + "Rank 000: Var station_name data (1/4)\n", + "Rank 000: Var station_name completed (1/4)\n", + "Rank 000: Writing station_code var (2/4)\n", + "Rank 000: Var station_code created (2/4)\n", + "Rank 000: Filling station_code)\n", + "Rank 000: Var station_code data (2/4)\n", + "Rank 000: Var station_code completed (2/4)\n", + "Rank 000: Writing area_classification var (3/4)\n", + "Rank 000: Var area_classification created (3/4)\n", + "Rank 000: Filling area_classification)\n", + "Rank 000: Var area_classification data (3/4)\n", + "Rank 000: Var area_classification completed (3/4)\n", + "Rank 000: Writing pm10 var (4/4)\n", + "Rank 000: Var pm10 created (4/4)\n", + "Rank 000: Filling pm10)\n", + "Rank 000: Var pm10 data (4/4)\n", + "Rank 000: Var pm10 completed (4/4)\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('points_XVPCA_info.nc', info=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/2.Creation/2.4.Create_Points_Port_Barcelona.ipynb b/tutorials/2.Creation/2.4.Create_Points_Port_Barcelona.ipynb index 40a3b58c015ee6f6f55c9e3a102e203d749f94de..099f2034de9ad1c3b6f777345a4f0695b9738f34 100644 --- a/tutorials/2.Creation/2.4.Create_Points_Port_Barcelona.ipynb +++ b/tutorials/2.Creation/2.4.Create_Points_Port_Barcelona.ipynb @@ -13,10 +13,10 @@ "metadata": {}, "outputs": [], "source": [ + "from nes import *\n", "import pandas as pd\n", "import numpy as np\n", "from datetime import datetime, timedelta\n", - "from nes import *\n", "import os" ] }, @@ -24,6 +24,36 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Collect data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have two dataframes: the first one gives us NO2 hourly data at some stations, and the second one gives us the locations of the stations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### NO2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -46,8 +76,6 @@ " \n", " \n", " \n", - " SO2-Darsena\n", - " SO2-UM\n", " NO2-UM\n", " NO2-ZAL Prat\n", " \n", @@ -55,43 +83,31 @@ " Horario: UTC\n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", " 2017-01-01 00:00:00.000000\n", - " 0.20\n", - " NaN\n", " 64.64\n", " 49.08\n", " \n", " \n", " 2017-01-01 01:00:00.000003\n", - " 0.18\n", - " NaN\n", " 68.16\n", " 53.00\n", " \n", " \n", " 2017-01-01 01:59:59.999997\n", - " 0.04\n", - " NaN\n", " 68.29\n", " 46.75\n", " \n", " \n", " 2017-01-01 03:00:00.000000\n", - " 0.00\n", - " NaN\n", " 62.91\n", " 39.65\n", " \n", " \n", " 2017-01-01 04:00:00.000003\n", - " 0.00\n", - " NaN\n", " 47.13\n", " 28.86\n", " \n", @@ -99,113 +115,202 @@ " ...\n", " ...\n", " ...\n", - " ...\n", - " ...\n", " \n", " \n", " 2021-12-31 13:00:00.000003\n", - " 0.77\n", - " NaN\n", " 35.38\n", " 24.96\n", " \n", " \n", " 2021-12-31 13:59:59.999997\n", - " 0.37\n", - " NaN\n", " 35.80\n", " 24.16\n", " \n", " \n", " 2021-12-31 15:00:00.000000\n", - " 0.23\n", - " NaN\n", " 29.10\n", " 25.79\n", " \n", " \n", " 2021-12-31 16:00:00.000003\n", - " 0.14\n", - " NaN\n", " 9.24\n", " 29.82\n", " \n", " \n", " 2021-12-31 16:59:59.999997\n", - " 0.20\n", - " NaN\n", " 12.76\n", " 28.66\n", " \n", " \n", "\n", - "

43818 rows × 4 columns

\n", + "

43818 rows × 2 columns

\n", "" ], "text/plain": [ - " SO2-Darsena SO2-UM NO2-UM NO2-ZAL Prat\n", - "Horario: UTC \n", - "2017-01-01 00:00:00.000000 0.20 NaN 64.64 49.08\n", - "2017-01-01 01:00:00.000003 0.18 NaN 68.16 53.00\n", - "2017-01-01 01:59:59.999997 0.04 NaN 68.29 46.75\n", - "2017-01-01 03:00:00.000000 0.00 NaN 62.91 39.65\n", - "2017-01-01 04:00:00.000003 0.00 NaN 47.13 28.86\n", - "... ... ... ... ...\n", - "2021-12-31 13:00:00.000003 0.77 NaN 35.38 24.96\n", - "2021-12-31 13:59:59.999997 0.37 NaN 35.80 24.16\n", - "2021-12-31 15:00:00.000000 0.23 NaN 29.10 25.79\n", - "2021-12-31 16:00:00.000003 0.14 NaN 9.24 29.82\n", - "2021-12-31 16:59:59.999997 0.20 NaN 12.76 28.66\n", + " NO2-UM NO2-ZAL Prat\n", + "Horario: UTC \n", + "2017-01-01 00:00:00.000000 64.64 49.08\n", + "2017-01-01 01:00:00.000003 68.16 53.00\n", + "2017-01-01 01:59:59.999997 68.29 46.75\n", + "2017-01-01 03:00:00.000000 62.91 39.65\n", + "2017-01-01 04:00:00.000003 47.13 28.86\n", + "... ... ...\n", + "2021-12-31 13:00:00.000003 35.38 24.96\n", + "2021-12-31 13:59:59.999997 35.80 24.16\n", + "2021-12-31 15:00:00.000000 29.10 25.79\n", + "2021-12-31 16:00:00.000003 9.24 29.82\n", + "2021-12-31 16:59:59.999997 12.76 28.66\n", "\n", - "[43818 rows x 4 columns]" + "[43818 rows x 2 columns]" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/Dades_Port_Barcelona_2017-2021_corr.xlsx'\n", - "df_data = pd.read_excel(file_path, header=3, index_col='Horario: UTC')\n", - "df_data" + "df_no2 = pd.read_excel(file_path, header=3, index_col='Horario: UTC').drop(columns=['SO2-UM', 'SO2-Darsena'])\n", + "df_no2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see above that the timesteps are slightly wrong (error of data provider), next we make sure that the microseconds are saved as 0" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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2017-01-01 03:00:0062.9139.65
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43818 rows × 2 columns

\n", + "
" + ], "text/plain": [ - "DatetimeIndex(['2017-01-01 00:00:00', '2017-01-01 01:00:00',\n", - " '2017-01-01 02:00:00', '2017-01-01 03:00:00',\n", - " '2017-01-01 04:00:00', '2017-01-01 05:00:00',\n", - " '2017-01-01 06:00:00', '2017-01-01 07:00:00',\n", - " '2017-01-01 08:00:00', '2017-01-01 09:00:00',\n", - " ...\n", - " '2021-12-31 08:00:00', '2021-12-31 09:00:00',\n", - " '2021-12-31 10:00:00', '2021-12-31 11:00:00',\n", - " '2021-12-31 12:00:00', '2021-12-31 13:00:00',\n", - " '2021-12-31 14:00:00', '2021-12-31 15:00:00',\n", - " '2021-12-31 16:00:00', '2021-12-31 17:00:00'],\n", - " dtype='datetime64[ns]', length=43818, freq=None)" + " NO2-UM NO2-ZAL Prat\n", + "2017-01-01 00:00:00 64.64 49.08\n", + "2017-01-01 01:00:00 68.16 53.00\n", + "2017-01-01 02:00:00 68.29 46.75\n", + "2017-01-01 03:00:00 62.91 39.65\n", + "2017-01-01 04:00:00 47.13 28.86\n", + "... ... ...\n", + "2021-12-31 13:00:00 35.38 24.96\n", + "2021-12-31 14:00:00 35.80 24.16\n", + "2021-12-31 15:00:00 29.10 25.79\n", + "2021-12-31 16:00:00 9.24 29.82\n", + "2021-12-31 17:00:00 12.76 28.66\n", + "\n", + "[43818 rows x 2 columns]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_data.index = pd.Index([datetime(year=2017, month=1, day=1, minute=0, second=0, microsecond=0) + timedelta(hours=i) for i in range(len(df_data))])\n", - "df_data.index " + "df_no2.index = pd.Index([datetime(year=2017, month=1, day=1, minute=0, second=0, microsecond=0) \n", + " + timedelta(hours=i) for i in range(len(df_no2))])\n", + "df_no2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stations information" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -232,55 +337,39 @@ " station.code\n", " lat\n", " lon\n", - " standardised_network_provided_area_classification\n", " \n", " \n", " \n", " \n", - " 0\n", - " Dàrsena sud\n", - " 41.332889\n", - " 2.140807\n", - " NaN\n", - " \n", - " \n", " 1\n", " Unitat Mobil\n", " 41.373777\n", " 2.184514\n", - " NaN\n", " \n", " \n", " 2\n", " ZAL Prat\n", " 41.317277\n", " 2.134501\n", - " NaN\n", " \n", " \n", "\n", "" ], "text/plain": [ - " station.code lat lon \\\n", - "0 Dàrsena sud 41.332889 2.140807 \n", - "1 Unitat Mobil 41.373777 2.184514 \n", - "2 ZAL Prat 41.317277 2.134501 \n", - "\n", - " standardised_network_provided_area_classification \n", - "0 NaN \n", - "1 NaN \n", - "2 NaN " + " station.code lat lon\n", + "1 Unitat Mobil 41.373777 2.184514\n", + "2 ZAL Prat 41.317277 2.134501" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "file_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/estaciones.csv'\n", - "df_stations = pd.read_csv(file_path)\n", + "path = '/gpfs/projects/bsc32/models/NES_tutorial_data/estaciones.csv'\n", + "df_stations = pd.read_csv(path).drop(columns=['standardised_network_provided_area_classification']).iloc[1:]\n", "df_stations" ] }, @@ -288,75 +377,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Create dataset with all timesteps" + "## 2. Create dataset with all timesteps" ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([datetime.datetime(2017, 1, 1, 0, 0),\n", - " datetime.datetime(2017, 1, 1, 1, 0),\n", - " datetime.datetime(2017, 1, 1, 2, 0), ...,\n", - " datetime.datetime(2021, 12, 31, 15, 0),\n", - " datetime.datetime(2021, 12, 31, 16, 0),\n", - " datetime.datetime(2021, 12, 31, 17, 0)], dtype=object)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "times = df_data.index.to_pydatetime()\n", - "times" + "### Define coordinates" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([41.3737771 , 41.31727665])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "lat = df_stations['lat'][1:3].to_numpy()\n", - "lat" + "times = df_no2.index.to_pydatetime()\n", + "lat = df_stations['lat'][0:2].to_numpy()\n", + "lon = df_stations['lon'][0:2].to_numpy()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([2.1845141 , 2.13450079])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", + " lat=lat, lon=lon, times=times)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "lon = df_stations['lon'][1:3].to_numpy()\n", - "lon" + "### Add data" ] }, { @@ -365,12 +421,12 @@ "metadata": {}, "outputs": [], "source": [ - "metadata = {'station_name': {'data': df_data.columns[2:4].to_numpy(),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str},\n", - " 'sconcno2': {'data': df_data.iloc[:, 2:4].to_numpy(),\n", - " 'dimensions': ('time', 'station',),\n", - " 'dtype': float}}" + "variables = {'station_name': {'data': df_no2.iloc[:, 0:2].to_numpy(),\n", + " 'dimensions': ('station',),\n", + " 'dtype': str},\n", + " 'sconcno2': {'data': df_no2.iloc[:, 0:2].to_numpy(),\n", + " 'dimensions': ('time', 'station',),\n", + " 'dtype': float}}" ] }, { @@ -379,30 +435,26 @@ "metadata": {}, "outputs": [], "source": [ - "points_grid = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", - " lat=lat, lon=lon, times=times)" + "nessy.variables = variables" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "points_grid.variables = metadata\n", - "points_grid.set_strlen(75)" + "### Write dataset" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=object.\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/points_nes.py:337: UserWarning: WARNING!!! Different data types for variable station_name. Input dtype=. Data dtype=float64.\n", " warnings.warn(msg)\n" ] }, @@ -410,7 +462,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating points_grid_no2.nc\n", + "Rank 000: Creating points_port_barcelona_no2.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n", "Rank 000: Writing station_name var (1/2)\n", @@ -427,30 +479,27 @@ } ], "source": [ - "points_grid.to_netcdf('points_grid_no2.nc', info=True)\n", - "del points_grid" + "nessy.set_strlen(75)\n", + "nessy.to_netcdf('points_port_barcelona_no2.nc', info=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Create one dataset per month (Ready for Providentia)" + "## 3. Create one dataset per month (Ready for Providentia)" ] }, { - "cell_type": "code", - "execution_count": 12, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "df_data['month'] = df_data.index.month\n", - "df_data['year'] = df_data.index.year" + "### Add columns with month and year" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -474,8 +523,6 @@ " \n", " \n", " \n", - " SO2-Darsena\n", - " SO2-UM\n", " NO2-UM\n", " NO2-ZAL Prat\n", " month\n", @@ -485,8 +532,6 @@ " \n", " \n", " 2017-01-01 00:00:00\n", - " 0.20\n", - " NaN\n", " 64.64\n", " 49.08\n", " 1\n", @@ -494,8 +539,6 @@ " \n", " \n", " 2017-01-01 01:00:00\n", - " 0.18\n", - " NaN\n", " 68.16\n", " 53.00\n", " 1\n", @@ -503,8 +546,6 @@ " \n", " \n", " 2017-01-01 02:00:00\n", - " 0.04\n", - " NaN\n", " 68.29\n", " 46.75\n", " 1\n", @@ -512,8 +553,6 @@ " \n", " \n", " 2017-01-01 03:00:00\n", - " 0.00\n", - " NaN\n", " 62.91\n", " 39.65\n", " 1\n", @@ -521,8 +560,6 @@ " \n", " \n", " 2017-01-01 04:00:00\n", - " 0.00\n", - " NaN\n", " 47.13\n", " 28.86\n", " 1\n", @@ -534,13 +571,9 @@ " ...\n", " ...\n", " ...\n", - " ...\n", - " ...\n", " \n", " \n", " 2021-12-31 13:00:00\n", - " 0.77\n", - " NaN\n", " 35.38\n", " 24.96\n", " 12\n", @@ -548,8 +581,6 @@ " \n", " \n", " 2021-12-31 14:00:00\n", - " 0.37\n", - " NaN\n", " 35.80\n", " 24.16\n", " 12\n", @@ -557,8 +588,6 @@ " \n", " \n", " 2021-12-31 15:00:00\n", - " 0.23\n", - " NaN\n", " 29.10\n", " 25.79\n", " 12\n", @@ -566,8 +595,6 @@ " \n", " \n", " 2021-12-31 16:00:00\n", - " 0.14\n", - " NaN\n", " 9.24\n", " 29.82\n", " 12\n", @@ -575,8 +602,6 @@ " \n", " \n", " 2021-12-31 17:00:00\n", - " 0.20\n", - " NaN\n", " 12.76\n", " 28.66\n", " 12\n", @@ -584,38 +609,49 @@ " \n", " \n", "\n", - "

43818 rows × 6 columns

\n", + "

43818 rows × 4 columns

\n", "" ], "text/plain": [ - " SO2-Darsena SO2-UM NO2-UM NO2-ZAL Prat month year\n", - "2017-01-01 00:00:00 0.20 NaN 64.64 49.08 1 2017\n", - "2017-01-01 01:00:00 0.18 NaN 68.16 53.00 1 2017\n", - "2017-01-01 02:00:00 0.04 NaN 68.29 46.75 1 2017\n", - "2017-01-01 03:00:00 0.00 NaN 62.91 39.65 1 2017\n", - "2017-01-01 04:00:00 0.00 NaN 47.13 28.86 1 2017\n", - "... ... ... ... ... ... ...\n", - "2021-12-31 13:00:00 0.77 NaN 35.38 24.96 12 2021\n", - "2021-12-31 14:00:00 0.37 NaN 35.80 24.16 12 2021\n", - "2021-12-31 15:00:00 0.23 NaN 29.10 25.79 12 2021\n", - "2021-12-31 16:00:00 0.14 NaN 9.24 29.82 12 2021\n", - "2021-12-31 17:00:00 0.20 NaN 12.76 28.66 12 2021\n", + " NO2-UM NO2-ZAL Prat month year\n", + "2017-01-01 00:00:00 64.64 49.08 1 2017\n", + "2017-01-01 01:00:00 68.16 53.00 1 2017\n", + "2017-01-01 02:00:00 68.29 46.75 1 2017\n", + "2017-01-01 03:00:00 62.91 39.65 1 2017\n", + "2017-01-01 04:00:00 47.13 28.86 1 2017\n", + "... ... ... ... ...\n", + "2021-12-31 13:00:00 35.38 24.96 12 2021\n", + "2021-12-31 14:00:00 35.80 24.16 12 2021\n", + "2021-12-31 15:00:00 29.10 25.79 12 2021\n", + "2021-12-31 16:00:00 9.24 29.82 12 2021\n", + "2021-12-31 17:00:00 12.76 28.66 12 2021\n", "\n", - "[43818 rows x 6 columns]" + "[43818 rows x 4 columns]" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_data" + "df_no2['month'] = df_no2.index.month\n", + "df_no2['year'] = df_no2.index.year\n", + "df_no2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Iterate through each month\n", + "\n", + "Altitude is added (with NaNs) because Providentia cannot read observational networks without it" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -694,7 +730,7 @@ } ], "source": [ - "for (year, month), current in df_data.groupby(['year', 'month']):\n", + "for (year, month), current in df_no2.groupby(['year', 'month']):\n", "\n", " # Read time\n", " times = current.index.to_pydatetime()\n", @@ -703,27 +739,27 @@ " altitude = np.full(len(current.columns[2:4]), np.nan)\n", " \n", " # Read metadata\n", - " metadata = {'station_name': {'data': current.columns[2:4].to_numpy(),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str,\n", - " 'standard_name': ''},\n", - " 'altitude': {'data': altitude,\n", - " 'dimensions': ('station',),\n", - " 'units': 'meters',\n", - " 'standard_name': 'altitude'},\n", - " 'sconcno2': {'data': current.iloc[:, 2:4].to_numpy(),\n", - " 'units': 'µg m-3',\n", - " 'dimensions': ('time', 'station',),\n", - " 'long_name': ''}\n", + " variables = {'station_name': {'data': current.columns[0:2].to_numpy(),\n", + " 'dimensions': ('station',),\n", + " 'dtype': str,\n", + " 'standard_name': ''},\n", + " 'altitude': {'data': altitude,\n", + " 'dimensions': ('station',),\n", + " 'units': 'meters',\n", + " 'standard_name': 'altitude'},\n", + " 'sconcno2': {'data': current.iloc[:, 0:2].to_numpy(),\n", + " 'units': 'µg m-3',\n", + " 'dimensions': ('time', 'station',),\n", + " 'long_name': ''}\n", " }\n", " \n", " # Create object\n", - " points_grid = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", - " lat=lat, lon=lon, times=times)\n", + " nessy = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", + " lat=lat, lon=lon, times=times)\n", " \n", " # Assign metadata\n", - " points_grid.variables = metadata\n", - " points_grid.set_strlen(75)\n", + " nessy.variables = variables\n", + " nessy.set_strlen(75)\n", " \n", " # Making directory\n", " netcdf_path = 'port_barcelona/port-barcelona/hourly/sconcno2/'\n", @@ -734,9 +770,9 @@ " # '/esarchive/obs/' as in '/esarchive/obs/port_barcelona/port-barcelona/hourly/sconcno2'\n", " \n", " # Save files\n", - " points_grid.to_netcdf(netcdf_path + 'sconcno2_{0}{1}.nc'.format(year, str(month).zfill(2)))\n", + " nessy.to_netcdf(netcdf_path + 'sconcno2_{0}{1}.nc'.format(year, str(month).zfill(2)))\n", " \n", - " del points_grid\n", + " del nessy\n", " print('Done sconcno2_{0}{1}.nc'.format(year, str(month).zfill(2)))" ] } diff --git a/tutorials/2.Creation/2.5.Create_Points_CSIC.ipynb b/tutorials/2.Creation/2.5.Create_Points_CSIC.ipynb index 2e78c7ef1b45444b12d5f847d41a8cd5f18f8176..7b6d7354ee87828fbfafff487af5877fa567fd25 100644 --- a/tutorials/2.Creation/2.5.Create_Points_CSIC.ipynb +++ b/tutorials/2.Creation/2.5.Create_Points_CSIC.ipynb @@ -13,13 +13,27 @@ "metadata": {}, "outputs": [], "source": [ + "from nes import *\n", "import pandas as pd\n", "import numpy as np\n", "from datetime import datetime, timedelta\n", - "from nes import *\n", "import os" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Collect data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have two dataframes: the first one gives us NH3 monthly data at some stations, and the second one gives us the locations of the stations" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -144,8 +158,8 @@ ], "source": [ "file_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/NH3_barcelona_2019_csic.csv'\n", - "df_data = pd.read_csv(file_path, index_col='Date-hour in', parse_dates=True)\n", - "df_data" + "df_nh3 = pd.read_csv(file_path, index_col='Date-hour in', parse_dates=True)\n", + "df_nh3" ] }, { @@ -217,151 +231,77 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Create dataset with all timesteps" + "## 2. Create dataset with all timesteps" ] }, { - "cell_type": "code", - "execution_count": 4, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([datetime.datetime(2019, 1, 1, 0, 0),\n", - " datetime.datetime(2019, 2, 1, 0, 0),\n", - " datetime.datetime(2019, 3, 1, 0, 0),\n", - " datetime.datetime(2019, 4, 1, 0, 0),\n", - " datetime.datetime(2019, 5, 1, 0, 0),\n", - " datetime.datetime(2019, 6, 1, 0, 0),\n", - " datetime.datetime(2019, 7, 1, 0, 0),\n", - " datetime.datetime(2019, 8, 1, 0, 0),\n", - " datetime.datetime(2019, 9, 1, 0, 0),\n", - " datetime.datetime(2019, 10, 1, 0, 0),\n", - " datetime.datetime(2019, 11, 1, 0, 0),\n", - " datetime.datetime(2019, 12, 1, 0, 0)], dtype=object)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "times = df_data.index.to_pydatetime()\n", - "times" + "### Define coordinates" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([41.3875, 41.3987])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ + "times = df_nh3.index.to_pydatetime()\n", "lat = df_stations['Lat'].to_numpy()\n", - "lat" + "lon = df_stations['Lon'].to_numpy()" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([2.1151, 2.1534])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "lon = df_stations['Lon'].to_numpy()\n", - "lon" + "nessy = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", + " lat=lat, lon=lon, times=times)" ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[4.98898815, 2.55323513],\n", - " [3.42253493, 1.55622608],\n", - " [2.67506499, 1.68635512],\n", - " [3.42552223, 1.97548632],\n", - " [5.31480909, 1.11924537],\n", - " [3.139495 , 1.6265667 ],\n", - " [0. , 2.22685565],\n", - " [0. , 2.46963801],\n", - " [0. , 3.72735536],\n", - " [0. , 1.5350561 ],\n", - " [0. , 2.51115189],\n", - " [0. , 0. ]])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "df_data.to_numpy()" + "### Add data" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "metadata = {'station_name': {'data': df_data.columns.to_numpy(),\n", - " 'dimensions': ('station',),\n", - " 'dtype': str},\n", - " 'sconcnh3': {'data': df_data.to_numpy(),\n", - " 'dimensions': ('time', 'station',),\n", - " 'dtype': float}}" + "variables = {'station_name': {'data': df_nh3.columns.to_numpy(),\n", + " 'dimensions': ('station',),\n", + " 'dtype': str},\n", + " 'sconcnh3': {'data': df_nh3.to_numpy(),\n", + " 'dimensions': ('time', 'station',),\n", + " 'dtype': float}}" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "points_grid = create_nes(comm=None, info=False, projection=None, parallel_method='X',\n", - " lat=lat, lon=lon, times=times)" + "nessy.variables = variables" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "points_grid.variables = metadata\n", - "points_grid.set_strlen(75)" + "### Write dataset" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -376,7 +316,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Creating points_grid_nh3.nc\n", + "Rank 000: Creating points_csic_nh3.nc\n", "Rank 000: NetCDF ready to write\n", "Rank 000: Dimensions done\n", "Rank 000: Writing station_name var (1/2)\n", @@ -393,30 +333,27 @@ } ], "source": [ - "points_grid.to_netcdf('points_grid_nh3.nc', info=True)\n", - "del points_grid" + "nessy.set_strlen(75)\n", + "nessy.to_netcdf('points_csic_nh3.nc', info=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Create one dataset per month (Ready for Providentia)" + "## 3. Create one dataset per month (Ready for Providentia)" ] }, { - "cell_type": "code", - "execution_count": 12, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "df_data['month'] = df_data.index.month\n", - "df_data['year'] = df_data.index.year" + "### Add columns with month and year" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -559,18 +496,27 @@ "2019-12-01 0.000000 0.000000 12 2019" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_data" + "df_nh3['month'] = df_nh3.index.month\n", + "df_nh3['year'] = df_nh3.index.year\n", + "df_nh3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Iterate through each month" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -601,7 +547,7 @@ } ], "source": [ - "for (year, month), current in df_data.groupby(['year', 'month']):\n", + "for (year, month), current in df_nh3.groupby(['year', 'month']):\n", " \n", " # Read time\n", " times = current.index.to_pydatetime()\n", diff --git a/tutorials/2.Creation/2.6.Create-LCC.ipynb b/tutorials/2.Creation/2.6.Create-LCC.ipynb deleted file mode 100644 index dd8e923ce942b8c9e086d3c93ecba2aa97e9f526..0000000000000000000000000000000000000000 --- a/tutorials/2.Creation/2.6.Create-LCC.ipynb +++ /dev/null @@ -1,322 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# How to create LCC grids" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from nes import *" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "lat_1 = 37\n", - "lat_2 = 43\n", - "lon_0 = -3\n", - "lat_0 = 40\n", - "nx = 397\n", - "ny = 397\n", - "inc_x = 4000\n", - "inc_y = 4000\n", - "x_0 = -807847.688\n", - "y_0 = -797137.125\n", - "lcc_grid = create_nes(comm=None, info=False, projection='lcc',\n", - " lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, \n", - " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating lcc_grid.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n" - ] - } - ], - "source": [ - "lcc_grid.to_netcdf('lcc_grid.nc', info=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Proj('+proj=lcc +lat_0=40 +lon_0=-3 +lat_1=37 +lat_2=43 +x_0=0 +y_0=0 +R=6356752.3142 +units=m +no_defs', preserve_units=True)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lcc_grid.projection" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'grid_mapping_name': 'lambert_conformal_conic',\n", - " 'standard_parallel': ['37', '43'],\n", - " 'longitude_of_central_meridian': '-3',\n", - " 'latitude_of_projection_origin': '40'}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lcc_grid.projection_data" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - 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Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details\n", + "\n", + "This corresponds to a regular grid for CALIOPE IP" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "projection='lcc'\n", + "lat_1 = 37\n", + "lat_2 = 43\n", + "lon_0 = -3\n", + "lat_0 = 40\n", + "nx = 397\n", + "ny = 397\n", + "inc_x = 4000\n", + "inc_y = 4000\n", + "x_0 = -807847.688\n", + "y_0 = -797137.125" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, \n", + " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating lcc_grid.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('lcc_grid.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Proj('+proj=lcc +lat_0=40 +lon_0=-3 +lat_1=37 +lat_2=43 +x_0=0 +y_0=0 +R=6356752.3142 +units=m +no_defs', preserve_units=True)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.projection" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'grid_mapping_name': 'lambert_conformal_conic',\n", + " 'standard_parallel': ['37', '43'],\n", + " 'longitude_of_central_meridian': '-3',\n", + " 'latitude_of_projection_origin': '40'}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "nessy.shapefile.plot(ax=ax, facecolor='blue', edgecolor='blue')\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.to_netcdf('lcc_grid.nc')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] + } + ], + "source": [ + "nessy.to_shapefile('lcc_grid_shp')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/2.Creation/2.7.Create_Mercator.ipynb b/tutorials/2.Creation/2.7.Create_Mercator.ipynb index 9574d3e07637af5991b1aff9af00a058d3283b5b..51e6f9802fc10b7016abf7851661828ac2be6c7a 100644 --- a/tutorials/2.Creation/2.7.Create_Mercator.ipynb +++ b/tutorials/2.Creation/2.7.Create_Mercator.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,6 +25,30 @@ "metadata": {}, "outputs": [], "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "projection='mercator'\n", "lat_ts = -1.5\n", "lon_0 = -18.0\n", "nx = 210\n", @@ -29,34 +56,30 @@ "inc_x = 50000\n", "inc_y = 50000\n", "x_0 = -126017.5\n", - "y_0 = -5407460.0\n", - "mercator_grid = create_nes(comm=None, info=False, projection='mercator',\n", - " lat_ts=lat_ts, lon_0=lon_0, nx=nx, ny=ny, \n", - " inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + "y_0 = -5407460.0" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " lat_ts=lat_ts, lon_0=lon_0, nx=nx, ny=ny, \n", + " inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating mercator_grid.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n" - ] - } - ], "source": [ - "mercator_grid.to_netcdf('mercator_grid.nc', info=True)" + "### Read projection" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -65,18 +88,18 @@ "Proj('+proj=merc +lat_ts=-1.5 +lon_0=-18 +x_0=0 +y_0=0 +a=6378137 +b=6356752.3142 +units=m +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mercator_grid.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -87,144 +110,216 @@ " 'longitude_of_projection_origin': -18.0}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mercator_grid.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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\n", 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8.04898250e+06,\n", - " 8.09898250e+06, 8.14898250e+06, 8.19898250e+06, 8.24898250e+06,\n", - " 8.29898250e+06, 8.34898250e+06, 8.39898250e+06, 8.44898250e+06,\n", - " 8.49898250e+06, 8.54898250e+06, 8.59898250e+06, 8.64898250e+06,\n", - " 8.69898250e+06, 8.74898250e+06, 8.79898250e+06, 8.84898250e+06,\n", - " 8.89898250e+06, 8.94898250e+06, 8.99898250e+06, 9.04898250e+06,\n", - " 9.09898250e+06, 9.14898250e+06, 9.19898250e+06, 9.24898250e+06,\n", - " 9.29898250e+06, 9.34898250e+06, 9.39898250e+06, 9.44898250e+06,\n", - " 9.49898250e+06, 9.54898250e+06, 9.59898250e+06, 9.64898250e+06,\n", - " 9.69898250e+06, 9.74898250e+06, 9.79898250e+06, 9.84898250e+06,\n", - " 9.89898250e+06, 9.94898250e+06, 9.99898250e+06, 1.00489825e+07,\n", - " 1.00989825e+07, 1.01489825e+07, 1.01989825e+07, 1.02489825e+07,\n", - " 1.02989825e+07, 1.03489825e+07])}" + "
" ] }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "nessy.shapefile.plot(ax=ax, facecolor='blue', edgecolor='blue')\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating mercator_grid.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('mercator_grid.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "mercator_grid.x" + "nessy.to_shapefile('mercator_grid_shp')" ] } ], diff --git a/tutorials/2.Creation/2.8.Create_Global.ipynb b/tutorials/2.Creation/2.8.Create_Global.ipynb index 10c546d0c2fed833c9f38095c9b1985a3e2f68c8..6465b7827aed85cdc380b383ab1e210e496a079e 100644 --- a/tutorials/2.Creation/2.8.Create_Global.ipynb +++ b/tutorials/2.Creation/2.8.Create_Global.ipynb @@ -13,7 +13,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nes import *" + "from nes import *\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd" ] }, { @@ -22,35 +25,54 @@ "metadata": {}, "outputs": [], "source": [ - "inc_lat = 0.1\n", - "inc_lon = 0.1\n", - "global_grid = create_nes(projection='global', \n", - " inc_lat=inc_lat, inc_lon=inc_lon)" + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Creating global_grid.nc\n", - "Rank 000: NetCDF ready to write\n", - "Rank 000: Dimensions done\n" - ] - } - ], + "outputs": [], "source": [ - "global_grid.to_netcdf('global_grid.nc', info=True)" + "projection = 'global'\n", + "inc_lat = 0.5\n", + "inc_lon = 0.5" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, + "outputs": [], + "source": [ + "nessy = create_nes(projection=projection, inc_lat=inc_lat, inc_lon=inc_lon)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read projection" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -58,18 +80,18 @@ "Proj('+proj=longlat +ellps=WGS84 +no_defs', preserve_units=True)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "global_grid.projection" + "nessy.projection" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -80,53 +102,216 @@ " 'inverse_flattening': '0'}" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "global_grid.projection_data" + "nessy.projection_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Plot" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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\n", "text/plain": [ - "{'data': array([-179.95, -179.85, -179.75, ..., 179.65, 179.75, 179.85])}" + "
" ] }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "nessy.shapefile.plot(ax=ax, facecolor='blue', edgecolor='blue')\n", + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + "ax.margins(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Write dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rank 000: Creating global_grid.nc\n", + "Rank 000: NetCDF ready to write\n", + "Rank 000: Dimensions done\n" + ] + } + ], + "source": [ + "nessy.to_netcdf('global_grid.nc', info=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Write shapefile" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3015: UserWarning: No vertical level has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n", + "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:3026: UserWarning: No time has been specified. The first one will be selected.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "global_grid.lon" + "nessy.to_shapefile('global_grid_shp')" ] } ], diff --git a/tutorials/3.Statistics/3.2.Sum.ipynb b/tutorials/3.Statistics/.3.2.Sum.ipynb similarity index 100% rename from tutorials/3.Statistics/3.2.Sum.ipynb rename to tutorials/3.Statistics/.3.2.Sum.ipynb diff --git a/tutorials/3.Statistics/3.1.Statistics.ipynb b/tutorials/3.Statistics/3.1.Statistics.ipynb index 38904e8c3558162a121aae3c4548ef06b9b2274f..aaf0e367570ba0e9803e290cdedd64d769b42f1b 100644 --- a/tutorials/3.Statistics/3.1.Statistics.ipynb +++ b/tutorials/3.Statistics/3.1.Statistics.ipynb @@ -32,8 +32,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 566 ms, sys: 71.4 ms, total: 638 ms\n", - "Wall time: 9.81 s\n" + "CPU times: user 492 ms, sys: 18.7 ms, total: 511 ms\n", + "Wall time: 790 ms\n" ] } ], @@ -50,158 +50,15 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nessy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1. Time" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[datetime.datetime(2022, 11, 15, 12, 0),\n", - " datetime.datetime(2022, 11, 15, 13, 0),\n", - " datetime.datetime(2022, 11, 15, 14, 0),\n", - " datetime.datetime(2022, 11, 15, 15, 0),\n", - " datetime.datetime(2022, 11, 15, 16, 0),\n", - " datetime.datetime(2022, 11, 15, 17, 0),\n", - " datetime.datetime(2022, 11, 15, 18, 0),\n", - " datetime.datetime(2022, 11, 15, 19, 0),\n", - " datetime.datetime(2022, 11, 15, 20, 0),\n", - " datetime.datetime(2022, 11, 15, 21, 0),\n", - " datetime.datetime(2022, 11, 15, 22, 0),\n", - " datetime.datetime(2022, 11, 15, 23, 0),\n", - " datetime.datetime(2022, 11, 16, 0, 0),\n", - " datetime.datetime(2022, 11, 16, 1, 0),\n", - " datetime.datetime(2022, 11, 16, 2, 0),\n", - " datetime.datetime(2022, 11, 16, 3, 0),\n", - " datetime.datetime(2022, 11, 16, 4, 0),\n", - " datetime.datetime(2022, 11, 16, 5, 0),\n", - " datetime.datetime(2022, 11, 16, 6, 0),\n", - " datetime.datetime(2022, 11, 16, 7, 0),\n", - " datetime.datetime(2022, 11, 16, 8, 0),\n", - " datetime.datetime(2022, 11, 16, 9, 0),\n", - " datetime.datetime(2022, 11, 16, 10, 0),\n", - " datetime.datetime(2022, 11, 16, 11, 0),\n", - " datetime.datetime(2022, 11, 16, 12, 0),\n", - " datetime.datetime(2022, 11, 16, 13, 0),\n", - " datetime.datetime(2022, 11, 16, 14, 0),\n", - " datetime.datetime(2022, 11, 16, 15, 0),\n", - " datetime.datetime(2022, 11, 16, 16, 0),\n", - " datetime.datetime(2022, 11, 16, 17, 0),\n", - " datetime.datetime(2022, 11, 16, 18, 0),\n", - " datetime.datetime(2022, 11, 16, 19, 0),\n", - " datetime.datetime(2022, 11, 16, 20, 0),\n", - " datetime.datetime(2022, 11, 16, 21, 0),\n", - " datetime.datetime(2022, 11, 16, 22, 0),\n", - " datetime.datetime(2022, 11, 16, 23, 0),\n", - " datetime.datetime(2022, 11, 17, 0, 0)]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nessy.time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.2. Level, Latitude, Longitude" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(data=[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n", - " 14, 15, 16, 17, 18, 19, 20, 21, 22, 23],\n", - " mask=False,\n", - " fill_value=999999,\n", - " dtype=int32),\n", - " 'dimensions': ('lm',),\n", - " 'dtype': dtype('int32'),\n", - " 'units': '',\n", - " 'long_name': 'layer id'}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nessy.lev" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 ,\n", - " 16.350338],\n", - " [16.527426, 16.610239, 16.692677, ..., 16.692677, 16.610243,\n", - " 16.527426],\n", - " [16.704472, 16.787508, 16.870167, ..., 16.870167, 16.78751 ,\n", - " 16.704472],\n", - " ...,\n", - " [58.32095 , 58.472683, 58.62431 , ..., 58.62431 , 58.472683,\n", - " 58.32095 ],\n", - " [58.426285, 58.5782 , 58.730026, ..., 58.730026, 58.5782 ,\n", - " 58.426285],\n", - " [58.530792, 58.6829 , 58.83492 , ..., 58.83492 , 58.682903,\n", - " 58.530792]],\n", - " mask=False,\n", - " fill_value=1e+20,\n", - " dtype=float32),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'dtype': dtype('float32'),\n", - " 'long_name': 'latitude',\n", - " 'units': 'degrees_north',\n", - " 'standard_name': 'latitude',\n", - " 'coordinates': 'lon lat'}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "2022-11-15 12:00:00 37 2022-11-17 00:00:00\n" + ] } ], "source": [ - "nessy.lat" + "print(nessy.time[0], len(nessy.time), nessy.time[-1])" ] }, { @@ -211,36 +68,9 @@ "### 1.3. Variables" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### In lazy mode" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['lmp', 'IM', 'JM', 'LM', 'IHRST', 'I_PAR_STA', 'J_PAR_STA', 'NPHS', 'NCLOD', 'NHEAT', 'NPREC', 'NRDLW', 'NRDSW', 'NSRFC', 'AVGMAXLEN', 'MDRMINout', 'MDRMAXout', 'MDIMINout', 'MDIMAXout', 'IDAT', 'DXH', 'SG1', 'SG2', 'DSG1', 'DSG2', 'SGML1', 'SGML2', 'SLDPTH', 'ISLTYP', 'IVGTYP', 'NCFRCV', 'NCFRST', 'FIS', 'GLAT', 'GLON', 'PD', 'VLAT', 'VLON', 'ACPREC', 'CUPREC', 'MIXHT', 'PBLH', 'RLWTOA', 'RSWIN', 'U10', 'USTAR', 'V10', 'RMOL', 'T2', 'relative_humidity_2m', 'T', 'U', 'V', 'SH2O', 'SMC', 'STC', 'AERO_ACPREC', 'AERO_CUPREC', 'AERO_DEPDRY', 'AERO_OPT_R', 'DRE_SW_TOA', 'DRE_SW_SFC', 'DRE_LW_TOA', 'DRE_LW_SFC', 'ENG_SW_SFC', 'ADRYDEP', 'WETDEP', 'PH_NO2', 'HSUM', 'POLR', 'aerosol_optical_depth_dim', 'aerosol_optical_depth', 'satellite_AOD_dim', 'satellite_AOD', 'aerosol_loading_dim', 'aerosol_loading', 'clear_sky_AOD_dim', 'clear_sky_AOD', 'layer_thickness', 'mid_layer_pressure', 'interface_pressure', 'relative_humidity', 'mid_layer_height', 'mid_layer_height_agl', 'air_density', 'dry_pm10_mass', 'dry_pm2p5_mass', 'QC', 'QR', 'QS', 'QG', 'aero_dust_001', 'aero_dust_002', 'aero_dust_003', 'aero_dust_004', 'aero_dust_005', 'aero_dust_006', 'aero_dust_007', 'aero_dust_008', 'aero_ssa_001', 'aero_ssa_002', 'aero_ssa_003', 'aero_ssa_004', 'aero_ssa_005', 'aero_ssa_006', 'aero_ssa_007', 'aero_ssa_008', 'aero_om_001', 'aero_om_002', 'aero_om_003', 'aero_om_004', 'aero_om_005', 'aero_om_006', 'aero_bc_001', 'aero_bc_002', 'aero_so4_001', 'aero_no3_001', 'aero_no3_002', 'aero_no3_003', 'aero_nh4_001', 'aero_unsp_001', 'aero_unsp_002', 'aero_unsp_003', 'aero_unsp_004', 'aero_unsp_005', 'NO2', 'NO', 'O3', 'NO3', 'N2O5', 'HNO3', 'HONO', 'PNA', 'H2O2', 'NTR', 'ROOH', 'FORM', 'ALD2', 'ALDX', 'PAR', 'CO', 'MEPX', 'MEOH', 'FACD', 'PAN', 'PACD', 'AACD', 'PANX', 'OLE', 'ETH', 'IOLE', 'TOL', 'CRES', 'OPEN', 'MGLY', 'XYL', 'ISOP', 'ISPD', 'TERP', 'SO2', 'SULF', 'ETOH', 'ETHA', 'CL2', 'HOCL', 'FMCL', 'HCL', 'BENZENE', 'SESQ', 'NH3', 'DMS', 'SOAP_I', 'SOAP_T', 'SOAP_F', 'SOAP_A', 'O', 'O1D', 'OH', 'HO2', 'XO2', 'XO2N', 'MEO2', 'HCO3', 'C2O3', 'CXO3', 'ROR', 'TO2', 'TOLRO2', 'CRO', 'XYLRO2', 'ISOPRXN', 'TRPRXN', 'SULRXN', 'CL', 'CLO', 'TOLNRXN', 'TOLHRXN', 'XYLNRXN', 'XYLHRXN', 'BENZRO2', 'BNZNRXN', 'BNZHRXN', 'SESQRXN', 'aerosol_extinction_dim', 'aerosol_extinction_DUST_1', 'aerosol_extinction_DUST_2', 'aerosol_extinction_DUST_3', 'aerosol_extinction_DUST_4', 'aerosol_extinction_DUST_5', 'aerosol_extinction_DUST_6', 'aerosol_extinction_DUST_7', 'aerosol_extinction_DUST_8', 'aerosol_extinction_SALT_total', 'aerosol_extinction_OM_total', 'aerosol_extinction_BC_total', 'aerosol_extinction_SO4_total', 'aerosol_extinction_NO3_total', 'aerosol_extinction_NH4_total', 'aerosol_extinction_UNSPC_1', 'aerosol_extinction_UNSPC_2', 'aerosol_extinction_UNSPC_3', 'aerosol_extinction_UNSPC_4', 'aerosol_extinction_UNSPC_5'])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nessy.variables.keys()" - ] - }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -256,7 +86,7 @@ " 'grid_mapping': 'rotated_pole'}}" ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -276,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -285,8 +115,8 @@ "text": [ "Rank 000: Loading O3 var (1/1)\n", "Rank 000: Loaded O3 var ((37, 24, 271, 351))\n", - "CPU times: user 278 ms, sys: 1.56 s, total: 1.84 s\n", - "Wall time: 10.9 s\n" + "CPU times: user 276 ms, sys: 1.44 s, total: 1.72 s\n", + "Wall time: 4.43 s\n" ] } ], @@ -297,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -306,7 +136,7 @@ "(37, 24, 271, 351)" ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -317,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -326,7 +156,7 @@ "('time', 'lm', 'rlat', 'rlon')" ] }, - "execution_count": 11, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -335,25 +165,6 @@ "nessy.variables['O3']['dimensions']" ] }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 109 ms, sys: 102 ms, total: 210 ms\n", - "Wall time: 2.46 s\n" - ] - } - ], - "source": [ - "# Writing NetCDF\n", - "%time nessy.to_netcdf('o3_test.nc')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -363,15 +174,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 53.1 ms, sys: 25 ms, total: 78 ms\n", - "Wall time: 83.4 ms\n" + "CPU times: user 52.3 ms, sys: 12.6 ms, total: 64.9 ms\n", + "Wall time: 64.8 ms\n" ] } ], @@ -381,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -390,7 +201,7 @@ "(2, 24, 271, 351)" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -401,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -410,7 +221,7 @@ "('time', 'lm', 'rlat', 'rlon')" ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -421,25 +232,7 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 19.4 ms, sys: 8.37 ms, total: 27.8 ms\n", - "Wall time: 414 ms\n" - ] - } - ], - "source": [ - "%time nessy.to_netcdf('o3_daily_mean_test.nc')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -448,7 +241,7 @@ "'time: mean (interval: 1hr)'" ] }, - "execution_count": 17, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -460,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -469,7 +262,7 @@ "[datetime.datetime(2022, 11, 15, 0, 0), datetime.datetime(2022, 11, 16, 0, 0)]" ] }, - "execution_count": 18, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -481,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -493,7 +286,7 @@ " datetime.datetime(2022, 11, 16, 23, 0)]]" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } diff --git a/tutorials/4.Interpolation/4.4.Providentia_Interpolation.ipynb b/tutorials/4.Interpolation/.4.4.Providentia_Interpolation.ipynb similarity index 100% rename from tutorials/4.Interpolation/4.4.Providentia_Interpolation.ipynb rename to tutorials/4.Interpolation/.4.4.Providentia_Interpolation.ipynb diff --git a/tutorials/4.Interpolation/4.5.NES_vs_Providentia_Interpolation.ipynb b/tutorials/4.Interpolation/.4.5.NES_vs_Providentia_Interpolation.ipynb similarity index 100% rename from tutorials/4.Interpolation/4.5.NES_vs_Providentia_Interpolation.ipynb rename to tutorials/4.Interpolation/.4.5.NES_vs_Providentia_Interpolation.ipynb diff --git a/tutorials/4.Interpolation/4.1.Vertical_Interpolation.ipynb b/tutorials/4.Interpolation/4.1.Vertical_Interpolation.ipynb index fac142f3db229e8ebc7c470d0f5705421b94455a..8c89bf9def4795667aaad464ef12dcd0de85297f 100644 --- a/tutorials/4.Interpolation/4.1.Vertical_Interpolation.ipynb +++ b/tutorials/4.Interpolation/4.1.Vertical_Interpolation.ipynb @@ -14,7 +14,10 @@ "outputs": [], "source": [ "from nes import *\n", - "from datetime import datetime" + "import matplotlib.pyplot as plt\n", + "from datetime import datetime\n", + "\n", + "%matplotlib inline" ] }, { @@ -39,94 +42,35 @@ "source": [ "# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc\n", "# Rotated grid from MONARCH\n", - "source_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc'" + "source_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc'\n", + "var_name = 'O3'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_grid = open_netcdf(path=source_path, info=True)\n", - "source_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, "outputs": [], "source": [ - "source_grid.sel(time_min=datetime(year=2022, month=11, day=16, hour=0), \n", - " time_max=datetime(year=2022, month=11, day=16, hour=0))" + "source_grid = open_netcdf(path=source_path)" ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(data=[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n", - " 14, 15, 16, 17, 18, 19, 20, 21, 22, 23],\n", - " mask=False,\n", - " fill_value=999999,\n", - " dtype=int32),\n", - " 'dimensions': ('lm',),\n", - " 'dtype': dtype('int32'),\n", - " 'units': '',\n", - " 'long_name': 'layer id'}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "source_grid.lev" + "Selecting only one time step and one variable" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "source_grid.keep_vars(['O3', 'mid_layer_height_agl'])" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Loading mid_layer_height_agl var (1/2)\n", - "Rank 000: Loaded mid_layer_height_agl var ((1, 24, 271, 351))\n", - "Rank 000: Loading O3 var (2/2)\n", - "Rank 000: Loaded O3 var ((1, 24, 271, 351))\n" - ] - } - ], - "source": [ + "source_grid.sel(time_min=datetime(year=2022, month=11, day=16, hour=0), \n", + " time_max=datetime(year=2022, month=11, day=16, hour=0))\n", + "source_grid.keep_vars([var_name, 'mid_layer_height_agl'])\n", "source_grid.load()" ] }, @@ -134,21 +78,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 1.2. Interpolate" + "Set the vertical component variable" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "level_list = [0.,50.,100.,250.,500.,750.,1000.,2000.,3000.,5000.]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -157,292 +92,204 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tO3 vertical methods\n", - "\t\tO3 time step 2022-11-16 00:00:00 (1/1))\n" - ] - } - ], - "source": [ - "interpolated_source_grid = source_grid.interpolate_vertical(level_list, info=True, \n", - " kind='linear', extrapolate=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': [0.0,\n", - " 50.0,\n", - " 100.0,\n", - " 250.0,\n", - " 500.0,\n", - " 750.0,\n", - " 1000.0,\n", - " 2000.0,\n", - " 3000.0,\n", - " 5000.0],\n", - " 'dtype': dtype('float32'),\n", - " 'long_name': 'Mid-layer height above ground level',\n", - " 'standard_name': 'height_agl',\n", - " 'units': 'm',\n", - " 'coordinates': 'lon lat'}" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "interpolated_source_grid.lev" + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "\n", + "ax.plot(source_grid.variables[var_name]['data'][0, :, 146, 90], \n", + " source_grid.variables['mid_layer_height_agl']['data'][0, :, 146, 90], \n", + " 'go--')\n", + "\n", + "ax.xaxis.tick_top()\n", + "ax.set_ylabel('mid_layer_height_agl' + \" ({0})\".format(source_grid.variables['mid_layer_height_agl']['units']))\n", + "ax.set_xlabel(var_name + \" ({0})\".format(source_grid.variables[var_name]['units']))\n", + "\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. Interpolation with vertical coordinate in a separate file" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.1. Read data to interpolate (source)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_data = open_netcdf(path=source_path, info=True)\n", - "source_data" + "### 1.2. Interpolate" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "source_data.sel(time_min=datetime(year=2022, month=11, day=16, hour=0), \n", - " time_max=datetime(year=2022, month=11, day=16, hour=0))" + "level_list = [0.,50.,100.,250.,500.,750.,1000.,2000.,3000.,5000.]" ] }, { - "cell_type": "code", - "execution_count": 15, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "source_data.keep_vars('O3')" + "### Linear (recommended & faster)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Loading O3 var (1/1)\n", - "Rank 000: Loaded O3 var ((1, 24, 271, 351))\n" + "CPU times: user 3.48 s, sys: 3.01 ms, total: 3.49 s\n", + "Wall time: 3.5 s\n" ] } ], "source": [ - "source_data.load()" + "%time interp_linear = source_grid.interpolate_vertical(level_list, kind='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 2.2. Read vertical levels (source)" + "### Nearest" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 17.9 s, sys: 42.2 ms, total: 18 s\n", + "Wall time: 18 s\n" + ] } ], "source": [ - "source_levels = open_netcdf(path=source_path, info=True)\n", - "source_levels" + "%time interp_nearest = source_grid.interpolate_vertical(level_list, kind='nearest')" ] }, { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "source_levels.sel(time_min=datetime(year=2022, month=11, day=16, hour=0), \n", - " time_max=datetime(year=2022, month=11, day=16, hour=0))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "source_levels.keep_vars(['mid_layer_height_agl'])" + "### Cubic" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Rank 000: Loading mid_layer_height_agl var (1/1)\n", - "Rank 000: Loaded mid_layer_height_agl var ((1, 24, 271, 351))\n" + "CPU times: user 39 s, sys: 22.3 ms, total: 39 s\n", + "Wall time: 39.2 s\n" ] } ], "source": [ - "source_levels.load()" + "%time interp_cubic = source_grid.interpolate_vertical(level_list, kind='cubic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 2.3. Interpolate" + "### Quadratic" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\tO3 vertical methods\n", - "\t\tO3 time step 2022-11-16 00:00:00 (1/1))\n" + "CPU times: user 39.3 s, sys: 31.2 ms, total: 39.3 s\n", + "Wall time: 39.5 s\n" ] } ], "source": [ - "interpolated_source_grid = source_data.interpolate_vertical(level_list, new_src_vertical=source_levels,\n", - " info=True, kind='linear', extrapolate=None)" + "%time interp_quad = source_grid.interpolate_vertical(level_list, kind='quadratic')" ] }, { - "cell_type": "code", - "execution_count": 22, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "interpolated_source_grid" + "## Plot results" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "{'data': [0.0,\n", - " 50.0,\n", - " 100.0,\n", - " 250.0,\n", - " 500.0,\n", - " 750.0,\n", - " 1000.0,\n", - " 2000.0,\n", - " 3000.0,\n", - " 5000.0],\n", - " 'dtype': dtype('float32'),\n", - " 'long_name': 'Mid-layer height above ground level',\n", - " 'standard_name': 'height_agl',\n", - " 'units': 'm',\n", - " 'coordinates': 'lon lat'}" + "
" ] }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "interpolated_source_grid.lev" + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "\n", + "ax.plot(interp_linear.variables[var_name]['data'][0, :, 146, 90], \n", + " level_list, \n", + " color='green', marker='o', label = 'linear')\n", + "\n", + "ax.plot(interp_nearest.variables[var_name]['data'][0, :, 146, 90], \n", + " level_list, \n", + " color='blue', marker='o', label = 'nearest')\n", + "\n", + "ax.plot(interp_cubic.variables[var_name]['data'][0, :, 146, 90], \n", + " level_list, \n", + " color='red', marker='o', label = 'cubic')\n", + "\n", + "ax.plot(interp_quad.variables[var_name]['data'][0, :, 146, 90], \n", + " level_list, \n", + " color='yellow', marker='o', label = 'quadratic')\n", + "\n", + "ax.xaxis.tick_top()\n", + "ax.set_ylabel('mid_layer_height_agl' + \" ({0})\".format(source_grid.variables['mid_layer_height_agl']['units']))\n", + "ax.set_xlabel(var_name + \" ({0})\".format(source_grid.variables[var_name]['units']))\n", + "\n", + "ax.legend()\n", + "plt.show()" ] } ], diff --git a/tutorials/4.Interpolation/4.2.Horizontal_Interpolation.ipynb b/tutorials/4.Interpolation/4.2.Horizontal_Interpolation.ipynb deleted file mode 100644 index 5e18678b25dfa8eb076c4067cbd980137ca4ae99..0000000000000000000000000000000000000000 --- a/tutorials/4.Interpolation/4.2.Horizontal_Interpolation.ipynb +++ /dev/null @@ -1,620 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Horizontal interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from nes import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Read data to interpolate" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc\n", - "# Rotated grid from MONARCH\n", - "source_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc'" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_grid = open_netcdf(path=source_path, info=True)\n", - "source_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[16.350338, 16.43293 , 16.515146, ..., 16.515146, 16.43293 ,\n", - " 16.350338],\n", - " [16.527426, 16.610239, 16.692677, ..., 16.692677, 16.610243,\n", - " 16.527426],\n", - " [16.704472, 16.787508, 16.870167, ..., 16.870167, 16.78751 ,\n", - " 16.704472],\n", - " ...,\n", - " [58.32095 , 58.472683, 58.62431 , ..., 58.62431 , 58.472683,\n", - " 58.32095 ],\n", - " [58.426285, 58.5782 , 58.730026, ..., 58.730026, 58.5782 ,\n", - " 58.426285],\n", - " [58.530792, 58.6829 , 58.83492 , ..., 58.83492 , 58.682903,\n", - " 58.530792]],\n", - " mask=False,\n", - " fill_value=1e+20,\n", - " dtype=float32),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'dtype': dtype('float32'),\n", - " 'long_name': 'latitude',\n", - " 'units': 'degrees_north',\n", - " 'standard_name': 'latitude',\n", - " 'coordinates': 'lon lat'}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_grid.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[-22.181265, -22.016672, -21.851799, ..., 41.851795, 42.016666,\n", - " 42.18126 ],\n", - " [-22.27818 , -22.113186, -21.947905, ..., 41.9479 , 42.113174,\n", - " 42.27817 ],\n", - " [-22.375267, -22.209873, -22.04419 , ..., 42.044186, 42.209873,\n", - " 42.375263],\n", - " ...,\n", - " [-67.57767 , -67.397064, -67.21535 , ..., 87.21534 , 87.39706 ,\n", - " 87.57766 ],\n", - " [-67.90188 , -67.72247 , -67.54194 , ..., 87.54194 , 87.72246 ,\n", - " 87.90187 ],\n", - " [-68.228035, -68.04982 , -67.870514, ..., 87.87051 , 88.04982 ,\n", - " 88.228035]],\n", - " mask=False,\n", - " fill_value=1e+20,\n", - " dtype=float32),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'dtype': dtype('float32'),\n", - " 'long_name': 'longitude',\n", - " 'units': 'degrees_east',\n", - " 'standard_name': 'longitude',\n", - " 'coordinates': 'lon lat'}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_grid.lon" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "source_grid.keep_vars('O3')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rank 000: Loading O3 var (1/1)\n", - "Rank 000: Loaded O3 var ((37, 24, 271, 351))\n" - ] - } - ], - "source": [ - "source_grid.load()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Interpolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.1. With destination grid from file" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Read destination grid" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Original path: /esarchive/exp/snes/a5g1/ip/daily_max/sconco3/sconco3_2022111500.nc\n", - "# LCC grid with a coverage over the Iberian Peninsula (4x4km)\n", - "dst_grid_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/sconco3_2022111500.nc'\n", - "dst_grid = open_netcdf(path=dst_grid_path, info=True)\n", - "dst_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[32.51078415, 32.51420212, 32.51760101, ..., 32.54065323,\n", - " 32.53738403, 32.53408432],\n", - " [32.54635239, 32.54976654, 32.55315399, ..., 32.57624817,\n", - " 32.57295609, 32.56965637],\n", - " [32.58191681, 32.58533096, 32.58874512, ..., 32.61181641,\n", - " 32.60853195, 32.60523224],\n", - " ...,\n", - " [46.58963013, 46.59383011, 46.59801102, ..., 46.62640381,\n", - " 46.62236404, 46.61830521],\n", - " [46.62516785, 46.62936783, 46.63354874, ..., 46.66195679,\n", - " 46.65791702, 46.65385818],\n", - " [46.66069794, 46.66490173, 46.66908264, ..., 46.69750214,\n", - " 46.69345856, 46.6893959 ]],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('y', 'x'),\n", - " 'dtype': dtype('float64'),\n", - " 'units': 'degrees_north',\n", - " 'axis': 'Y',\n", - " 'long_name': 'latitude coordinate',\n", - " 'standard_name': 'latitude'}" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dst_grid.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[-11.54882812, -11.50665283, -11.46447754, ..., 5.17233276,\n", - " 5.21453857, 5.25671387],\n", - " [-11.55288696, -11.51068115, -11.46847534, ..., 5.1762085 ,\n", - " 5.21844482, 5.26065063],\n", - " [-11.5569458 , -11.51473999, -11.47250366, ..., 5.18008423,\n", - " 5.22235107, 5.2645874 ],\n", - " ...,\n", - " [-13.51443481, -13.46273804, -13.41101074, ..., 7.05273438,\n", - " 7.10449219, 7.15625 ],\n", - " [-13.52056885, -13.46884155, -13.41708374, ..., 7.05859375,\n", - " 7.1104126 , 7.16220093],\n", - " [-13.5267334 , -13.47494507, -13.42315674, ..., 7.06448364,\n", - " 7.11630249, 7.16812134]],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('y', 'x'),\n", - " 'dtype': dtype('float64'),\n", - " 'units': 'degrees_east',\n", - " 'axis': 'X',\n", - " 'long_name': 'longitude coordinate',\n", - " 'standard_name': 'longitude'}" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dst_grid.lon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Interpolate" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating Weight Matrix\n", - "Weight Matrix done!\n", - "Applying weights\n", - "\tO3 horizontal interpolation\n", - "Formatting\n" - ] - } - ], - "source": [ - "interpolated_source_grid = source_grid.interpolate_horizontal(dst_grid, weight_matrix_path=None, \n", - " kind='NearestNeighbour', n_neighbours=4,\n", - " info=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[32.51078415, 32.51420212, 32.51760101, ..., 32.54065323,\n", - " 32.53738403, 32.53408432],\n", - " [32.54635239, 32.54976654, 32.55315399, ..., 32.57624817,\n", - " 32.57295609, 32.56965637],\n", - " [32.58191681, 32.58533096, 32.58874512, ..., 32.61181641,\n", - " 32.60853195, 32.60523224],\n", - " ...,\n", - " [46.58963013, 46.59383011, 46.59801102, ..., 46.62640381,\n", - " 46.62236404, 46.61830521],\n", - " [46.62516785, 46.62936783, 46.63354874, ..., 46.66195679,\n", - " 46.65791702, 46.65385818],\n", - " [46.66069794, 46.66490173, 46.66908264, ..., 46.69750214,\n", - " 46.69345856, 46.6893959 ]],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('y', 'x'),\n", - " 'dtype': dtype('float64'),\n", - " 'units': 'degrees_north',\n", - " 'axis': 'Y',\n", - " 'long_name': 'latitude coordinate',\n", - " 'standard_name': 'latitude'}" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': masked_array(\n", - " data=[[-11.54882812, -11.50665283, -11.46447754, ..., 5.17233276,\n", - " 5.21453857, 5.25671387],\n", - " [-11.55288696, -11.51068115, -11.46847534, ..., 5.1762085 ,\n", - " 5.21844482, 5.26065063],\n", - " [-11.5569458 , -11.51473999, -11.47250366, ..., 5.18008423,\n", - " 5.22235107, 5.2645874 ],\n", - " ...,\n", - " [-13.51443481, -13.46273804, -13.41101074, ..., 7.05273438,\n", - " 7.10449219, 7.15625 ],\n", - " [-13.52056885, -13.46884155, -13.41708374, ..., 7.05859375,\n", - " 7.1104126 , 7.16220093],\n", - " [-13.5267334 , -13.47494507, -13.42315674, ..., 7.06448364,\n", - " 7.11630249, 7.16812134]],\n", - " mask=False,\n", - " fill_value=1e+20),\n", - " 'dimensions': ('y', 'x'),\n", - " 'dtype': dtype('float64'),\n", - " 'units': 'degrees_east',\n", - " 'axis': 'X',\n", - " 'long_name': 'longitude coordinate',\n", - " 'standard_name': 'longitude'}" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid.lon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.2. Without destination grid from file" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Create destination grid" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "lat_orig = 40\n", - "lon_orig = 0\n", - "inc_lat = 0.2\n", - "inc_lon = 0.2\n", - "n_lat = 20\n", - "n_lon = 20\n", - "dst_grid = create_nes(comm=None, info=False, projection='regular',\n", - " lat_orig=lat_orig, lon_orig=lon_orig, inc_lat=inc_lat, inc_lon=inc_lon, \n", - " n_lat=n_lat, n_lon=n_lon)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([40.1, 40.3, 40.5, 40.7, 40.9, 41.1, 41.3, 41.5, 41.7, 41.9, 42.1,\n", - " 42.3, 42.5, 42.7, 42.9, 43.1, 43.3, 43.5, 43.7, 43.9])}" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dst_grid.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([0.1, 0.3, 0.5, 0.7, 0.9, 1.1, 1.3, 1.5, 1.7, 1.9, 2.1, 2.3, 2.5,\n", - " 2.7, 2.9, 3.1, 3.3, 3.5, 3.7, 3.9])}" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dst_grid.lon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Interpolate" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating Weight Matrix\n", - "Weight Matrix done!\n", - "Applying weights\n", - "\tO3 horizontal interpolation\n", - "Formatting\n" - ] - } - ], - "source": [ - "interpolated_source_grid = source_grid.interpolate_horizontal(dst_grid, weight_matrix_path=None, \n", - " kind='NearestNeighbour', n_neighbours=4,\n", - " info=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([40.1, 40.3, 40.5, 40.7, 40.9, 41.1, 41.3, 41.5, 41.7, 41.9, 42.1,\n", - " 42.3, 42.5, 42.7, 42.9, 43.1, 43.3, 43.5, 43.7, 43.9])}" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid.lat" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([0.1, 0.3, 0.5, 0.7, 0.9, 1.1, 1.3, 1.5, 1.7, 1.9, 2.1, 2.3, 2.5,\n", - " 2.7, 2.9, 3.1, 3.3, 3.5, 3.7, 3.9])}" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interpolated_source_grid.lon" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - }, - "vscode": { - "interpreter": { - "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/4.Interpolation/4.2.Horizontal_Interpolation_NearestNeighbour.ipynb b/tutorials/4.Interpolation/4.2.Horizontal_Interpolation_NearestNeighbour.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a47d30e2e3809965ffb7d326172bd4bcb2072b1d --- /dev/null +++ b/tutorials/4.Interpolation/4.2.Horizontal_Interpolation_NearestNeighbour.ipynb @@ -0,0 +1,385 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Horizontal interpolation: Nearest Neighbours" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from nes import *\n", + "import geopandas as gpd\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "\n", + "def plot_data(nessy, var_name, zoom=None):\n", + " nessy.create_spatial_bounds()\n", + " lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()\n", + " \n", + " fig, ax = plt.subplots(1, figsize=(19, 7))\n", + " plt.pcolormesh(lon_bnds, \n", + " lat_bnds, \n", + " nessy.variables[var_name]['data'].sum(axis=(0, 1)), \n", + " cmap='jet', \n", + " norm=matplotlib.colors.LogNorm())\n", + " \n", + " countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + " plt.colorbar(ax=ax)\n", + " ax.margins(0)\n", + " \n", + " if zoom is not None:\n", + " plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + " return None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Read data to interpolate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Original path: /esarchive/exp/monarch/a4dd/original_files/000/2022111512/MONARCH_d01_2022111512.nc\n", + "# Rotated grid from MONARCH\n", + "source_path = '/gpfs/projects/bsc32/models/NES_tutorial_data/MONARCH_d01_2022111512.nc'\n", + "var_name = 'O3'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "source_grid = open_netcdf(path=source_path)\n", + "source_grid.keep_vars(var_name)\n", + "source_grid.load()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(source_grid, var_name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Interpolation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1. Read or Create the destination grid" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# CAMS2_40 Forecast final grid\n", + "\n", + "lat_orig = 30.05\n", + "lon_orig = -24.95\n", + "inc_lat = 0.1\n", + "inc_lon = 0.1\n", + "n_lat = 420\n", + "n_lon = 700\n", + "\n", + "dst_grid = create_nes(comm=None, info=False, projection='regular',\n", + " lat_orig=lat_orig, lon_orig=lon_orig, \n", + " inc_lat=inc_lat, inc_lon=inc_lon, \n", + " n_lat=n_lat, n_lon=n_lon)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2. Interpolate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Nearest" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 4.73 s, sys: 400 ms, total: 5.13 s\n", + "Wall time: 5.23 s\n" + ] + } + ], + "source": [ + "%time interp_nn1 = source_grid.interpolate_horizontal(dst_grid, kind='NearestNeighbour', n_neighbours=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Zoom in plot\n", + "plot_data(interp_nn1, var_name, zoom={'x_min': -30, 'x_max': 50, 'y_min': 25, 'y_max':75})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Bilinear" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 11.2 s, sys: 543 ms, total: 11.7 s\n", + "Wall time: 11.8 s\n" + ] + } + ], + "source": [ + "%time interp_nn4 = source_grid.interpolate_horizontal(dst_grid, kind='NearestNeighbour', n_neighbours=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nn4, var_name, zoom={'x_min': -30, 'x_max': 50, 'y_min': 25, 'y_max':75})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Bicubic" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 33.5 s, sys: 13.2 s, total: 46.7 s\n", + "Wall time: 46.9 s\n" + ] + } + ], + "source": [ + "%time interp_nn16 = source_grid.interpolate_horizontal(dst_grid, kind='NearestNeighbour', n_neighbours=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nn16, var_name, zoom={'x_min': -30, 'x_max': 50, 'y_min': 25, 'y_max':75})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 32 Nearest Neighbours" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 59.3 s, sys: 33.5 s, total: 1min 32s\n", + "Wall time: 1min 33s\n" + ] + } + ], + "source": [ + "%time interp_nn32 = source_grid.interpolate_horizontal(dst_grid, kind='NearestNeighbour', n_neighbours=32)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" - ], - "text/plain": [ - " geometry\n", - "FID \n", - "0 POLYGON ((-180.00000 -90.00000, -179.89999 -90...\n", - "1 POLYGON ((-179.89999 -90.00000, -179.80002 -90...\n", - "2 POLYGON ((-179.79999 -90.00000, -179.70001 -90...\n", - "3 POLYGON ((-179.69998 -90.00000, -179.60001 -90...\n", - "4 POLYGON ((-179.60001 -90.00000, -179.50000 -90...\n", - "... ...\n", - "6479995 POLYGON ((179.50000 89.89999, 179.60001 89.899...\n", - "6479996 POLYGON ((179.60001 89.89999, 179.69998 89.899...\n", - "6479997 POLYGON ((179.70001 89.89999, 179.79999 89.899...\n", - "6479998 POLYGON ((179.80002 89.89999, 179.89999 89.899...\n", - "6479999 POLYGON ((179.89999 89.89999, 180.00000 89.899...\n", - "\n", - "[6480000 rows x 1 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "source_grid = open_netcdf(path=source_path)\n", - "source_grid.create_shapefile()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Flux units: m-2.kg.s-1\n" - ] - } - ], - "source": [ - "source_grid.keep_vars(var_name)\n", - "print('Flux units: {0}'.format(source_grid.variables[var_name]['units']))\n", - "source_grid.load()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_data(source_grid, var_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nox_no total flux: 1.0672498547137366e-06\n", - "nox_no total mass: 113.08470916748047\n" - ] - } - ], - "source": [ - "# Flux to mass\n", - "cell_area = source_grid.calculate_grid_area()\n", - "\n", - "for var_aux in source_grid.variables.keys():\n", - " print(\"{0} total flux: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))\n", - " source_grid.variables[var_aux]['data'] *= cell_area\n", - " source_grid.variables[var_aux]['units'] = 'kg.s-1'\n", - " print(\"{0} total mass: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_data(source_grid, var_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Create destination grid" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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geometry
FID
0POLYGON ((-11.58393 32.47507, -11.54169 32.478...
1POLYGON ((-11.54169 32.47851, -11.49944 32.481...
2POLYGON ((-11.49944 32.48192, -11.45719 32.485...
3POLYGON ((-11.45719 32.48533, -11.41494 32.488...
4POLYGON ((-11.41494 32.48871, -11.37268 32.492...
......
157604POLYGON ((6.95490 46.70274, 7.00684 46.69873, ...
157605POLYGON ((7.00684 46.69873, 7.05878 46.69470, ...
157606POLYGON ((7.05878 46.69470, 7.11071 46.69066, ...
157607POLYGON ((7.11071 46.69066, 7.16264 46.68659, ...
157608POLYGON ((7.16264 46.68659, 7.21456 46.68250, ...
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157609 rows × 1 columns

\n", - "
" - ], - "text/plain": [ - " geometry\n", - "FID \n", - "0 POLYGON ((-11.58393 32.47507, -11.54169 32.478...\n", - "1 POLYGON ((-11.54169 32.47851, -11.49944 32.481...\n", - "2 POLYGON ((-11.49944 32.48192, -11.45719 32.485...\n", - "3 POLYGON ((-11.45719 32.48533, -11.41494 32.488...\n", - "4 POLYGON ((-11.41494 32.48871, -11.37268 32.492...\n", - "... ...\n", - "157604 POLYGON ((6.95490 46.70274, 7.00684 46.69873, ...\n", - "157605 POLYGON ((7.00684 46.69873, 7.05878 46.69470, ...\n", - "157606 POLYGON ((7.05878 46.69470, 7.11071 46.69066, ...\n", - "157607 POLYGON ((7.11071 46.69066, 7.16264 46.68659, ...\n", - "157608 POLYGON ((7.16264 46.68659, 7.21456 46.68250, ...\n", - "\n", - "[157609 rows x 1 columns]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lat_1 = 37\n", - "lat_2 = 43\n", - "lon_0 = -3\n", - "lat_0 = 40\n", - "nx = 397\n", - "ny = 397\n", - "inc_x = 4000\n", - "inc_y = 4000\n", - "x_0 = -807847.688\n", - "y_0 = -797137.125\n", - "dst_nes = create_nes(comm=None, info=False, projection='lcc', lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0,\n", - " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0, times=source_grid.get_full_times())\n", - "dst_nes.create_shapefile()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Interpolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.1. Without creating weight matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1min 50s, sys: 2.2 s, total: 1min 52s\n", - "Wall time: 1min 53s\n" - ] - } - ], - "source": [ - "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_data(interp_nes, var_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nox_no total mass: 113.08470916748047\n" - ] - } - ], - "source": [ - "for var_aux in source_grid.variables.keys():\n", - " print(\"{0} total mass: {1}\".format(var_aux, source_grid.variables[var_aux]['data'].sum()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.2. Creating weight matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating Weight Matrix\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1882: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " if variables[var_name]['dtype'] in [str, np.object]:\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1890: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " value = getattr(var_info, attrname)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1550: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " units = self.__parse_time_unit(time.units)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1552: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " if not hasattr(time, 'calendar'):\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1555: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " calendar = time.calendar\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1557: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " if 'months since' in time.units:\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1561: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " time_data = time[:]\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1749: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " nc_var['data'] = self.netcdf.variables[dimension_name][:]\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1676: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " lat_bnds = {'data': self._unmask_array(self.netcdf.variables['lat_bnds'][:])}\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1680: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " lon_bnds = {'data': self._unmask_array(self.netcdf.variables['lon_bnds'][:])}\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2129: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " gl_attrs[attrname] = getattr(self.netcdf, attrname)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weight Matrix done!\n", - "CPU times: user 506 ms, sys: 9.99 ms, total: 516 ms\n", - "Wall time: 708 ms\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1945: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " self.read_axis_limits['x_min']:self.read_axis_limits['x_max']]\n" - ] - } - ], - "source": [ - "%time wm_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', info=True, weight_matrix_path=\"CONS_WM_NAMEE_to_IP.nc\", only_create_wm=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 187 ms, sys: 3.01 ms, total: 190 ms\n", - "Wall time: 189 ms\n" - ] - } - ], - "source": [ - "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', wm=wm_nes)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_data(interp_nes, var_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nox_no total mass: 1.4103307834025396\n" - ] - } - ], - "source": [ - "for var_aux in source_grid.variables.keys():\n", - " print(\"{0} total mass: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Flux conservative interpolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4.0 Using previous example to put the data as flux" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nox_no total mass: 1.4103307834025396\n", - "nox_no total flux: 8.809495172462768e-08\n" - ] - } - ], - "source": [ - "# Mass to Flux\n", - "cell_area = interp_nes.calculate_grid_area()\n", - "\n", - "for var_aux in interp_nes.variables.keys():\n", - " print(\"{0} total mass: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))\n", - " interp_nes.variables[var_aux]['data'] /= cell_area\n", - " interp_nes.variables[var_aux]['units'] = 'm-2.kg.s-1'\n", - " print(\"{0} total flux: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4.1 Interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1882: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " if variables[var_name]['dtype'] in [str, np.object]:\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1890: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " value = getattr(var_info, attrname)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1550: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " units = self.__parse_time_unit(time.units)\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1552: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " if not hasattr(time, 'calendar'):\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1555: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " calendar = time.calendar\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1557: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " if 'months since' in time.units:\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1561: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " time_data = time[:]\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1749: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " nc_var['data'] = self.netcdf.variables[dimension_name][:]\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1676: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " lat_bnds = {'data': self._unmask_array(self.netcdf.variables['lat_bnds'][:])}\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1680: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " lon_bnds = {'data': self._unmask_array(self.netcdf.variables['lon_bnds'][:])}\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:1716: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", - "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", - " c_measures['cell_area']['data'] = self.netcdf.variables['cell_area'][:]\n", - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2129: DeprecationWarning: tostring() is deprecated. Use tobytes() instead.\n", - " gl_attrs[attrname] = getattr(self.netcdf, attrname)\n" - ] - } - ], - "source": [ - "source_grid = open_netcdf(path=source_path)\n", - "source_grid.create_shapefile()\n", - "source_grid.keep_vars(var_name)\n", - "print('Flux units: {0}'.format(source_grid.variables[var_name]['units']))\n", - "source_grid.load()\n", - "plot_data(source_grid, var_name)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', flux=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "for var_aux in interp_nes.variables.keys():\n", - " print(\"{0} total flux: {1}\".format(var_aux, interp_nes.variables[var_aux]['data'].sum()))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plot_data(interp_nes, var_name)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/4.Interpolation/4.3.Horizontal_Interpolation_Conservative.ipynb b/tutorials/4.Interpolation/4.3.Horizontal_Interpolation_Conservative.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..f7d17176d637e19b18b82c6f1c326caa45f07701 --- /dev/null +++ b/tutorials/4.Interpolation/4.3.Horizontal_Interpolation_Conservative.ipynb @@ -0,0 +1,728 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Horizontal conservative interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from nes import *\n", + "import geopandas as gpd\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = gpd.read_file('/esarchive/shapefiles/gadm_country_mask/gadm_country_ISO3166.shp')\n", + "\n", + "def plot_data(nessy, var_name, zoom=None):\n", + " nessy.create_spatial_bounds()\n", + " lon_bnds, lat_bnds = nessy.get_spatial_bounds_mesh_format()\n", + " \n", + " fig, ax = plt.subplots(1, figsize=(19, 7))\n", + " plt.pcolormesh(lon_bnds, \n", + " lat_bnds, \n", + " nessy.variables[var_name]['data'].sum(axis=(0, 1)), \n", + " cmap='jet', \n", + " norm=matplotlib.colors.LogNorm())\n", + " \n", + " countries.plot(ax=ax, facecolor='none', edgecolor='black', linewidth=0.3)\n", + " plt.colorbar(ax=ax)\n", + " ax.margins(0)\n", + " \n", + " if zoom is not None:\n", + " plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + " return None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Read data to interpolate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Global CAMS domain\n", + "source_path = \"/gpfs/projects/bsc32/models/NES_tutorial_data/nox_no_201505.nc\"\n", + "var_name = \"nox_no\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "source_grid = open_netcdf(path=source_path)\n", + "source_grid.keep_vars(var_name)\n", + "source_grid.load()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(source_grid, var_name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Create destination grid" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# CALIOPE EU domain (Lambert Conformal Conic 12x12 Km)\n", + "\n", + "lat_1 = 37.\n", + "lat_2 = 43.\n", + "lon_0 = -3.\n", + "lat_0 = 40.\n", + "nx = 478\n", + "ny = 398\n", + "inc_x = 12000\n", + "inc_y = 12000\n", + "x_0 = -2131849.000\n", + "y_0 = -2073137.875\n", + "\n", + "dst_nes = create_nes(comm=None, info=False, projection='lcc', \n", + " lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0,\n", + " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Interpolation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1. Create both shapefiles\n", + "\n", + "If the shapefiles are not created previous the conservative interpolation they will be created inside the interpolation funcion.\n", + "\n", + "Once created is not needed to create them anymore." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2min 35s, sys: 4.19 s, total: 2min 39s\n", + "Wall time: 2min 39s\n" + ] + }, + { + "data": { + "text/html": [ + "
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Interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 5min 38s, sys: 3.55 s, total: 5min 42s\n", + "Wall time: 5min 43s\n" + ] + } + ], + "source": [ + "%time interp_nes = source_grid.interpolate_horizontal(dst_nes, kind='Conservative')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nes, var_name, zoom={'x_min': -40, 'x_max': 55, 'y_min': 15, 'y_max':65})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Flux conservative\n", + "Previous interpolation is wrong due to the fact that the data is in flux units and it has been applied the mass conservative method" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'m-2.kg.s-1'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "source_grid.variables[var_name]['units']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 19min 56s, sys: 5.97 s, total: 20min 2s\n", + "Wall time: 20min 8s\n" + ] + } + ], + "source": [ + "%time interp_nes = source_grid.interpolate_horizontal(dst_nes, kind='Conservative', flux=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nes, var_name, zoom={'x_min': -40, 'x_max': 55, 'y_min': 15, 'y_max':65})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2. Creating weight matrix\n", + "\n", + "The conservative interpolation takes lot of time to create the corresponding weight matrix.\n", + "\n", + "It is possible to create it and then reuse it in twho different ways:\n", + "\n", + "1. Save the WeightMatrix in memory\n", + "2. Save the WeightMatrix in a file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.2.1 Save Weight Matrix in memory" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 20min 4s, sys: 6.93 s, total: 20min 11s\n", + "Wall time: 20min 17s\n" + ] + } + ], + "source": [ + "# Create WM\n", + "\n", + "%time wm_nes = source_grid.interpolate_horizontal(dst_nes, kind='Conservative', only_create_wm=True, flux=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 236 ms, sys: 16.9 ms, total: 253 ms\n", + "Wall time: 252 ms\n" + ] + } + ], + "source": [ + "# Apply Interpolation\n", + "\n", + "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', wm=wm_nes)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_data(interp_nes, var_name, zoom={'x_min': -40, 'x_max': 55, 'y_min': 15, 'y_max':65})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.2.2 Save Weight Matrix in a file" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/gpfs/scratch/bsc32/bsc32538/NES_tests/NES/nes/nc_projections/default_nes.py:2453: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " if var_dtype is np.object:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 20min 4s, sys: 6.55 s, total: 20min 11s\n", + "Wall time: 20min 17s\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create WM file\n", + "\n", + "%time source_grid.interpolate_horizontal(dst_nes, kind='Conservative', weight_matrix_path=\"WM.nc\", only_create_wm=True, flux=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/gpfs/scratch/bsc32/bsc32538/NES_tests/NES/nes/nc_projections/default_nes.py:1884: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " if variables[var_name]['dtype'] in [str, np.object]:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 816 ms, sys: 33.8 ms, total: 850 ms\n", + "Wall time: 853 ms\n" + ] + } + ], + "source": [ + "# Apply Interpolation\n", + "\n", + "%time interp_nes = source_grid.interpolate_horizontal(dst_grid=dst_nes, kind='Conservative', weight_matrix_path=\"WM.nc\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ - " geometry tzid\n", - "FID \n", - "0 POLYGON ((-22.21497 16.22040, -22.05072 16.303... NaN\n", - "1 POLYGON ((-22.05072 16.30307, -21.88617 16.385... NaN\n", - "2 POLYGON ((-21.88617 16.38537, -21.72137 16.467... NaN\n", - "3 POLYGON ((-21.72137 16.46728, -21.55630 16.548... NaN\n", - "4 POLYGON ((-21.55630 16.54881, -21.39093 16.629... NaN\n", - "... ... ...\n", - "95116 POLYGON ((87.25128 59.16191, 87.43402 59.01026... Asia/Tomsk\n", - "95117 POLYGON ((87.43402 59.01025, 87.61560 58.85850... Asia/Tomsk\n", - "95118 POLYGON ((87.61560 58.85850, 87.79608 58.70663... Asia/Tomsk\n", - "95119 POLYGON ((87.79608 58.70663, 87.97543 58.55466... Asia/Tomsk\n", - "95120 POLYGON ((87.97543 58.55466, 88.15372 58.40260... Asia/Krasnoyarsk\n", - "\n", - "[95121 rows x 2 columns]" + "
" ] }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "grid.shapefile" + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "shp.plot(ax=ax, facecolor=\"none\", edgecolor=\"blue\")\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "\n", + "ax.margins(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Save timezones data as variable" + "## 2. Spatial join" ] }, { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "timezones = grid.shapefile['tzid'].values.reshape([grid.lat['data'].shape[0], grid.lon['data'].shape[-1]])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "grid.variables['tz'] = {'data': timezones,\n", - " 'dtype': str}\n", - "grid.set_strlen(32)" + "### 2.1. Centroid" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/esarchive/scratch/avilanova/software/NES/nes/nc_projections/default_nes.py:2436: UserWarning: WARNING!!! Different data types for variable tz. Input dtype=. Data dtype=object.\n", - " warnings.warn(msg)\n" + "/gpfs/projects/bsc32/software/suselinux/11/software/jupyterlab/3.0.9-foss-2019b-Python-3.7.4/lib/python3.7/site-packages/ipykernel_launcher.py:4: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " after removing the cwd from sys.path.\n" ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "grid.to_netcdf('grid_with_tz.nc')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "grid_with_tz = open_netcdf('grid_with_tz.nc')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "grid_with_tz.keep_vars('tz')" + "# Plot\n", + "\n", + "centroid_shp = copy(nessy.shapefile)\n", + "centroid_shp['geometry'] = centroid_shp['geometry'].centroid\n", + "\n", + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "shp.plot(ax=ax, facecolor=\"none\", edgecolor=\"blue\")\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "\n", + "centroid_shp.plot(ax=ax, edgecolor='none', facecolor=\"green\", marker=\".\", markersize=15)\n", + "\n", + "ax.margins(0)\n", + "\n", + "zoom={'x_min': -15, 'x_max': 55, 'y_min': 25, 'y_max':65}\n", + "plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 22.2 s, sys: 940 ms, total: 23.1 s\n", + "Wall time: 25.3 s\n" + ] + } + ], "source": [ - "grid_with_tz.load()" + "%time nessy.spatial_join(countries_path, method='centroid', var_list='ISO')" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "{'data': array([[[['nan', 'nan', 'nan', ..., 'Asia/Riyadh', 'Asia/Riyadh',\n", - " 'Asia/Aden'],\n", - " ['nan', 'nan', 'nan', ..., 'Asia/Riyadh', 'Asia/Riyadh',\n", - " 'Asia/Riyadh'],\n", - " ['nan', 'nan', 'nan', ..., 'Asia/Riyadh', 'Asia/Riyadh',\n", - " 'Asia/Riyadh'],\n", - " ...,\n", - " ['America/Pangnirtung', 'America/Pangnirtung',\n", - " 'America/Pangnirtung', ..., 'Asia/Tomsk', 'Asia/Tomsk',\n", - " 'Asia/Tomsk'],\n", - " ['America/Pangnirtung', 'America/Pangnirtung',\n", - " 'America/Pangnirtung', ..., 'Asia/Tomsk', 'Asia/Tomsk',\n", - " 'Asia/Tomsk'],\n", - " ['America/Toronto', 'America/Iqaluit', 'America/Pangnirtung',\n", - " ..., 'Asia/Tomsk', 'Asia/Tomsk', 'Asia/Krasnoyarsk']]]],\n", - " dtype=object),\n", - " 'dimensions': ('rlat', 'rlon'),\n", - " 'dtype': str,\n", - " 'grid_mapping': 'rotated_pole',\n", - " 'coordinates': 'lat lon'}" + "
" ] }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "grid_with_tz.variables['tz']" + "# Plot results\n", + "\n", + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "\n", + "nessy.shapefile.plot(ax=ax, column='ISO', cmap='gist_rainbow', legend=True, \n", + " legend_kwds={'ncol': 3, 'loc': 'center left'})\n", + "\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "shp.plot(ax=ax, facecolor=\"none\", edgecolor=\"grey\", linewidth=0.3)\n", + "centroid_shp.plot(ax=ax, edgecolor='none', facecolor=\"green\", marker=\".\", markersize=15)\n", + "\n", + "leg = ax.get_legend()\n", + "leg.set_bbox_to_anchor((1., 0.5))\n", + "\n", + "ax.margins(0)\n", + "\n", + "zoom={'x_min': -15, 'x_max': 55, 'y_min': 25, 'y_max':65}\n", + "plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Add ozone data of last timestep" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "grid.keep_vars('O3')" + "### 2.2. Intersection" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "grid.load()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "grid.shapefile['O3'] = grid.variables['O3']['data'][-1, -1, :].ravel()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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geometrytzidO3
FID
0POLYGON ((-22.21497 16.22040, -22.05072 16.303...NaN0.025778
1POLYGON ((-22.05072 16.30307, -21.88617 16.385...NaN0.025487
2POLYGON ((-21.88617 16.38537, -21.72137 16.467...NaN0.025579
3POLYGON ((-21.72137 16.46728, -21.55630 16.548...NaN0.025752
4POLYGON ((-21.55630 16.54881, -21.39093 16.629...NaN0.025959
............
95116POLYGON ((87.25128 59.16191, 87.43402 59.01026...Asia/Tomsk0.032334
95117POLYGON ((87.43402 59.01025, 87.61560 58.85850...Asia/Tomsk0.032313
95118POLYGON ((87.61560 58.85850, 87.79608 58.70663...Asia/Tomsk0.032317
95119POLYGON ((87.79608 58.70663, 87.97543 58.55466...Asia/Tomsk0.032341
95120POLYGON ((87.97543 58.55466, 88.15372 58.40260...Asia/Krasnoyarsk0.032367
\n", - "

95121 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " geometry tzid \\\n", - "FID \n", - "0 POLYGON ((-22.21497 16.22040, -22.05072 16.303... NaN \n", - "1 POLYGON ((-22.05072 16.30307, -21.88617 16.385... NaN \n", - "2 POLYGON ((-21.88617 16.38537, -21.72137 16.467... NaN \n", - "3 POLYGON ((-21.72137 16.46728, -21.55630 16.548... NaN \n", - "4 POLYGON ((-21.55630 16.54881, -21.39093 16.629... NaN \n", - "... ... ... \n", - "95116 POLYGON ((87.25128 59.16191, 87.43402 59.01026... Asia/Tomsk \n", - "95117 POLYGON ((87.43402 59.01025, 87.61560 58.85850... Asia/Tomsk \n", - "95118 POLYGON ((87.61560 58.85850, 87.79608 58.70663... Asia/Tomsk \n", - "95119 POLYGON ((87.79608 58.70663, 87.97543 58.55466... Asia/Tomsk \n", - "95120 POLYGON ((87.97543 58.55466, 88.15372 58.40260... Asia/Krasnoyarsk \n", - "\n", - " O3 \n", - "FID \n", - "0 0.025778 \n", - "1 0.025487 \n", - "2 0.025579 \n", - "3 0.025752 \n", - "4 0.025959 \n", - "... ... \n", - "95116 0.032334 \n", - "95117 0.032313 \n", - "95118 0.032317 \n", - "95119 0.032341 \n", - "95120 0.032367 \n", - "\n", - "[95121 rows x 3 columns]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "TopologyException: Input geom 1 is invalid: Ring Self-intersection at or near point 10.454459190368652 47.555736541748047 at 10.454459190368652 47.555736541748047\n", + "TopologyException: Input geom 1 is invalid: Ring Self-intersection at or near point 28.070461273193359 59.298839569091911 at 28.070461273193359 59.298839569091911\n", + "TopologyException: Input geom 1 is invalid: Ring Self-intersection at or near point 10.917919158935604 36.649631500244254 at 10.917919158935604 36.649631500244254\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 4min 24s, sys: 1.26 s, total: 4min 25s\n", + "Wall time: 4min 26s\n" + ] } ], "source": [ - "grid.shapefile" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot timezones in grid domain" + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " centre_lat=centre_lat, centre_lon=centre_lon,\n", + " west_boundary=west_boundary, south_boundary=south_boundary,\n", + " inc_rlat=inc_rlat, inc_rlon=inc_rlon)\n", + "\n", + "%time nessy.spatial_join(countries_path, method='intersection', var_list='ISO')" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -528,67 +274,76 @@ } ], "source": [ - "fig, ax = plt.subplots(1, figsize=(20, 7))\n", + "# Plot results\n", + "\n", + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", + "\n", + "nessy.shapefile.plot(ax=ax, column='ISO', cmap='gist_rainbow', legend=True, \n", + " legend_kwds={'ncol': 3, 'loc': 'center left'})\n", + "\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "shp.plot(ax=ax, facecolor=\"none\", edgecolor=\"grey\", linewidth=0.3)\n", "\n", - "gdf_grid = grid.shapefile\n", - "gdf_grid.plot(ax=ax, column='tzid', cmap='seismic', legend=True, legend_kwds={'ncol': 5})\n", "leg = ax.get_legend()\n", - "leg.set_bbox_to_anchor((1.05, -0.05))\n", + "leg.set_bbox_to_anchor((1., 0.5))\n", "\n", - "ax.margins(0)" + "ax.margins(0)\n", + "\n", + "zoom={'x_min': -15, 'x_max': 55, 'y_min': 25, 'y_max':65}\n", + "plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Plot ozone for available timezones in grid domain" + "### 2.3. Nearest" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "/gpfs/projects/bsc32/software/suselinux/11/software/geopandas/0.10.2-foss-2019b-Python-3.7.4/lib/python3.7/site-packages/geopandas/array.py:348: UserWarning: Geometry is in a geographic CRS. Results from 'sjoin_nearest' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "\n", + " stacklevel=stacklevel,\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 54s, sys: 840 ms, total: 1min 55s\n", + "Wall time: 1min 55s\n" + ] } ], "source": [ - "fig, ax = plt.subplots(1, figsize=(20, 7))\n", - "\n", - "gdf_grid = grid.shapefile.dropna()\n", - "gdf_grid.plot(ax=ax, column='O3', cmap='jet', legend=True)\n", + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " centre_lat=centre_lat, centre_lon=centre_lon,\n", + " west_boundary=west_boundary, south_boundary=south_boundary,\n", + " inc_rlat=inc_rlat, inc_rlon=inc_rlon)\n", "\n", - "ax.margins(0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot ozone in Spain, Portugal and France" + "%time nessy.spatial_join(countries_path, method='nearest', var_list='ISO')" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] }, "metadata": { @@ -598,218 +353,79 @@ } ], "source": [ - "fig, ax = plt.subplots(1, figsize=(20, 7))\n", + "# Plot results\n", "\n", - "gdf_grid = grid.shapefile[grid.shapefile['tzid'].isin(['Europe/Madrid', 'Europe/Lisbon', 'Europe/Paris'])]\n", - "gdf_grid.plot(ax=ax, column='O3', cmap='jet', legend=True)\n", + "fig, ax = plt.subplots(1, figsize=(19, 7))\n", "\n", - "ax.set_xlim([-11, 11])\n", - "ax.set_ylim([35, 52])\n", - "ax.margins(0)" + "nessy.shapefile.plot(ax=ax, column='ISO', cmap='gist_rainbow', legend=True, \n", + " legend_kwds={'ncol': 3, 'loc': 'center left'})\n", + "\n", + "countries.plot(ax=ax, facecolor=\"none\", edgecolor='black', linewidth=0.3)\n", + "shp.plot(ax=ax, facecolor=\"none\", edgecolor=\"grey\", linewidth=0.3)\n", + "\n", + "leg = ax.get_legend()\n", + "leg.set_bbox_to_anchor((1., 0.5))\n", + "\n", + "ax.margins(0)\n", + "\n", + "zoom={'x_min': -15, 'x_max': 55, 'y_min': 25, 'y_max':65}\n", + "plt.axis([zoom['x_min'], zoom['x_max'], zoom['y_min'], zoom['y_max']])\n", + "\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. With new grid" + "## 3. Write string data as NetCDF" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "projection = 'regular'\n", - "lat_orig = 35\n", - "lon_orig = -11\n", - "inc_lat = 0.2\n", - "inc_lon = 0.2\n", - "n_lat = 100\n", - "n_lon = 150" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Spatial join" + "nessy.variables['ISO'] = {'data': nessy.shapefile['ISO'].values.reshape([1, 1, nessy.lat['data'].shape[0], nessy.lon['data'].shape[-1]]),\n", + " 'dtype': str,\n", + " }" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# Method can be centroid, nearest and intersection\n", - "regular_grid = from_shapefile(shapefile_path, method='centroid', projection=projection, \n", - " lat_orig=lat_orig, lon_orig=lon_orig, \n", - " inc_lat=inc_lat, inc_lon=inc_lon, \n", - " n_lat=n_lat, n_lon=n_lon)" + "# Set the string lenght\n", + "nessy.set_strlen(3)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 17, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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2POLYGON ((-10.60000 35.00000, -10.40000 35.000...NaN
3POLYGON ((-10.40000 35.00000, -10.20000 35.000...NaN
4POLYGON ((-10.20000 35.00000, -10.00000 35.000...NaN
.........
14995POLYGON ((18.00000 54.80000, 18.20000 54.80000...Europe/Warsaw
14996POLYGON ((18.20000 54.80000, 18.40000 54.80000...Europe/Warsaw
14997POLYGON ((18.40000 54.80000, 18.60000 54.80000...Europe/Warsaw
14998POLYGON ((18.60000 54.80000, 18.80000 54.80000...Europe/Warsaw
14999POLYGON ((18.80000 54.80000, 19.00000 54.80000...NaN
\n", - "

15000 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " geometry tzid\n", - "FID \n", - "0 POLYGON ((-11.00000 35.00000, -10.80000 35.000... NaN\n", - "1 POLYGON ((-10.80000 35.00000, -10.60000 35.000... NaN\n", - "2 POLYGON ((-10.60000 35.00000, -10.40000 35.000... NaN\n", - "3 POLYGON ((-10.40000 35.00000, -10.20000 35.000... NaN\n", - "4 POLYGON ((-10.20000 35.00000, -10.00000 35.000... NaN\n", - "... ... ...\n", - "14995 POLYGON ((18.00000 54.80000, 18.20000 54.80000... Europe/Warsaw\n", - "14996 POLYGON ((18.20000 54.80000, 18.40000 54.80000... Europe/Warsaw\n", - "14997 POLYGON ((18.40000 54.80000, 18.60000 54.80000... Europe/Warsaw\n", - "14998 POLYGON ((18.60000 54.80000, 18.80000 54.80000... Europe/Warsaw\n", - "14999 POLYGON ((18.80000 54.80000, 19.00000 54.80000... NaN\n", - "\n", - "[15000 rows x 2 columns]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/gpfs/scratch/bsc32/bsc32538/NES_tests/NES/nes/nc_projections/default_nes.py:2444: UserWarning: WARNING!!! Different data types for variable ISO. Input dtype=. Data dtype=object.\n", + " warnings.warn(msg)\n" + ] } ], "source": [ - "regular_grid.shapefile" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot timezones in Spain, Portugal and France" + "nessy.to_netcdf('spatial_join.nc')" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, figsize=(20, 7))\n", - "\n", - "gdf_grid = regular_grid.shapefile[regular_grid.shapefile['tzid'].isin(['Europe/Madrid', \n", - " 'Europe/Lisbon', \n", - " 'Europe/Paris'])]\n", - "gdf_grid.plot(ax=ax, column='tzid', cmap='viridis', legend=True)\n", - "\n", - "ax.set_xlim([-11, 11])\n", - "ax.set_ylim([35, 52])\n", - "ax.margins(0)" - ] + "outputs": [], + "source": [] } ], "metadata": { diff --git a/tutorials/5.Geospatial/5.4.Calculate_Grid_Cell_Area.ipynb b/tutorials/5.Geospatial/5.4.Calculate_Grid_Cell_Area.ipynb index 29a73bc1ac836c946c01bef8eacae12cd9424bdc..91df85b62c12fb2489e9a40f68f1a1d4349a0eeb 100644 --- a/tutorials/5.Geospatial/5.4.Calculate_Grid_Cell_Area.ipynb +++ b/tutorials/5.Geospatial/5.4.Calculate_Grid_Cell_Area.ipynb @@ -15,22 +15,42 @@ "source": [ "from nes import *\n", "import numpy as np\n", - "import xarray as xr" + "import xarray as xr\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 1. Create grid" + "## 1. Create dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define grid details\n", + "\n", + "This corresponds to a regular grid for CALIOPE IP" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ + "projection='lcc'\n", "lat_1 = 37\n", "lat_2 = 43\n", "lon_0 = -3\n", @@ -41,14 +61,30 @@ "inc_y = 4000\n", "x_0 = -807847.688\n", "y_0 = -797137.125\n", - "lcc_grid = create_nes(comm=None, info=False, projection='lcc',\n", - " lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, \n", - " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + "nessy = create_nes(comm=None, info=False, projection=projection,\n", + " lat_1=lat_1, lat_2=lat_2, lon_0=lon_0, lat_0=lat_0, \n", + " nx=nx, ny=ny, inc_x=inc_x, inc_y=inc_y, x_0=x_0, y_0=y_0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We add data to our recently created grid and coordinate bounds, so we can calculate the cell area using CDO" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.variables['aux'] = {'data': np.ones((1, 1, len(nessy.y['data']), len(nessy.x['data'])))}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -147,185 +183,20 @@ "[150 rows x 1 columns]" ] }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lcc_grid.create_shapefile()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Calculate grid area with NES" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[15830419.37602491, 15830657.31464759, 15830893.98187641,\n", - " 15831129.37902908, 15831363.50737192, 15831596.36818251,\n", - " 15831827.96271216, 15832058.29223234, 15832287.3580128 ,\n", - " 15832515.16128843],\n", - " [15832888.43944364, 15833125.4618577 , 15833361.21722112,\n", - " 15833595.70682441, 15833828.93193695, 15834060.89385057,\n", - " 15834291.59384502, 15834521.03319032, 15834749.2131148 ,\n", - " 15834976.13488906],\n", - " [15835346.79240354, 15835582.8966068 , 15835817.73809013,\n", - " 15836051.31816116, 15836283.63810613, 15836514.69920246,\n", - " 15836744.50270247, 15836973.04988706, 15837200.34204102,\n", - " 15837426.38040528],\n", - " [15837794.42326163, 15838029.60727211, 15838263.53292125,\n", - " 15838496.20149222, 15838727.61427387, 15838957.77256741,\n", - " 15839186.6776418 , 15839414.33076289, 15839640.73319616,\n", - 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"lcc_grid.cell_measures['cell_area']" + "nessy.create_shapefile()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 3. Write" + "We write the NetCDF file" ] }, { @@ -334,28 +205,28 @@ "metadata": {}, "outputs": [], "source": [ - "lcc_grid.to_netcdf('lcc_grid_nes_area.nc')" + "nessy.to_netcdf('lcc_grid.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 4. Reopen" + "## 2. Calculate cell area with NES" ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "nessy = open_netcdf('lcc_grid_nes_area.nc')" + "We calculate the area of each cell according to Huilier's theorem, as in CDO (written in C)\n", + "\n", + "Reference: https://earth.bsc.es/gitlab/ces/cdo/-/blob/master/src/grid_area.c" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -423,38 +294,30 @@ " 15865988.33307546]])}" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "nessy.calculate_grid_area()\n", "nessy.cell_measures['cell_area']" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5. Calculate cell area with CDO" - ] - }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "lcc_grid.variables['aux'] = {'data': np.ones((1, 1, len(lcc_grid.y['data']), len(lcc_grid.x['data'])))}" + "nessy.to_netcdf('lcc_grid_nes_area.nc')" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "lcc_grid.to_netcdf('lcc_grid.nc')" + "## 4. Calculate cell area with CDO" ] }, { @@ -477,39 +340,163 @@ "## 6. Compare results from NES and CDO" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Merge results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create the `results` dataframe to store the cell areas calculated to compare NES" + ] + }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " geometry\n", + "FID \n", + "0 POLYGON ((-11.58393 32.47507, -11.54169 32.478...\n", + "1 POLYGON ((-11.54169 32.47851, -11.49944 32.481...\n", + "2 POLYGON ((-11.49944 32.48192, -11.45719 32.485...\n", + "3 POLYGON ((-11.45719 32.48533, -11.41494 32.488...\n", + "4 POLYGON ((-11.41494 32.48871, -11.37268 32.492...\n", + ".. ...\n", + "145 POLYGON ((-11.42882 32.99135, -11.38628 32.994...\n", + "146 POLYGON ((-11.38628 32.99473, -11.34373 32.998...\n", + "147 POLYGON ((-11.34373 32.99809, -11.30118 33.001...\n", + "148 POLYGON ((-11.30118 33.00143, -11.25863 33.004...\n", + "149 POLYGON ((-11.25863 33.00476, -11.21607 33.008...\n", + "\n", + "[150 rows x 1 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = nessy.shapefile\n", + "results " + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "shape = lcc_grid.shapefile" + "Since the file resulting from CDO (`lcc_grid_cdo_area.nc`) is not CF compliant, we get its values using xarray" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "try:\n", - " shape['area_cdo'] = xr.open_dataset('lcc_grid_cdo_area.nc').cell_area.values.ravel()\n", - "except:\n", - " print('Error: Calculate grid area using CDO and save it as lcc_grid_cdo_area.nc')" + " results['area_cdo'] = xr.open_dataset('lcc_grid_cdo_area.nc').cell_area.values.ravel()\n", + "except KeyError:\n", + " msg = 'Error: Calculate grid area using CDO and save it as lcc_grid_cdo_area.nc'\n", + " raise KeyError(msg)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "shape['area_nes'] = lcc_grid.cell_measures['cell_area']['data'].ravel()" + "results['area_nes'] = nessy.cell_measures['cell_area']['data'].ravel()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -548,31 +535,31 @@ " \n", " 0\n", " POLYGON ((-11.58393 32.47507, -11.54169 32.478...\n", - 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" 1.586556e+07\n", + " 1.588390e+07\n", " 1.586556e+07\n", " \n", " \n", " 148\n", " POLYGON ((-11.30118 33.00143, -11.25863 33.004...\n", - " 1.586577e+07\n", + " 1.588412e+07\n", " 1.586577e+07\n", " \n", " \n", " 149\n", " POLYGON ((-11.25863 33.00476, -11.21607 33.008...\n", - " 1.586599e+07\n", + " 1.588433e+07\n", " 1.586599e+07\n", " \n", " \n", @@ -619,17 +606,17 @@ "text/plain": [ " geometry area_cdo \\\n", "FID \n", - "0 POLYGON ((-11.58393 32.47507, -11.54169 32.478... 1.583042e+07 \n", - "1 POLYGON ((-11.54169 32.47851, -11.49944 32.481... 1.583066e+07 \n", - "2 POLYGON ((-11.49944 32.48192, -11.45719 32.485... 1.583089e+07 \n", - "3 POLYGON ((-11.45719 32.48533, -11.41494 32.488... 1.583113e+07 \n", - "4 POLYGON ((-11.41494 32.48871, -11.37268 32.492... 1.583136e+07 \n", + "0 POLYGON ((-11.58393 32.47507, -11.54169 32.478... 1.584877e+07 \n", + "1 POLYGON ((-11.54169 32.47851, -11.49944 32.481... 1.584900e+07 \n", + "2 POLYGON ((-11.49944 32.48192, -11.45719 32.485... 1.584924e+07 \n", + "3 POLYGON ((-11.45719 32.48533, -11.41494 32.488... 1.584948e+07 \n", + "4 POLYGON ((-11.41494 32.48871, -11.37268 32.492... 1.584971e+07 \n", ".. ... ... \n", - "145 POLYGON ((-11.42882 32.99135, -11.38628 32.994... 1.586512e+07 \n", - "146 POLYGON ((-11.38628 32.99473, -11.34373 32.998... 1.586534e+07 \n", - "147 POLYGON ((-11.34373 32.99809, -11.30118 33.001... 1.586556e+07 \n", - "148 POLYGON ((-11.30118 33.00143, -11.25863 33.004... 1.586577e+07 \n", - "149 POLYGON ((-11.25863 33.00476, -11.21607 33.008... 1.586599e+07 \n", + "145 POLYGON ((-11.42882 32.99135, -11.38628 32.994... 1.588347e+07 \n", + "146 POLYGON ((-11.38628 32.99473, -11.34373 32.998... 1.588369e+07 \n", + "147 POLYGON ((-11.34373 32.99809, -11.30118 33.001... 1.588390e+07 \n", + "148 POLYGON ((-11.30118 33.00143, -11.25863 33.004... 1.588412e+07 \n", + "149 POLYGON ((-11.25863 33.00476, -11.21607 33.008... 1.588433e+07 \n", "\n", " area_nes \n", "FID \n", @@ -648,45 +635,97 @@ "[150 rows x 3 columns]" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "shape" + "results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Differences" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Differences are relatively big because we consider the radius minor and major axes of the Earth to be:\n", + "```\n", + "Minor = 6356752.3142 \n", + "Major = 6378137\n", + "```\n", + "These come from the definition of WGS84 in the Cartopy source code and give us a relative difference of approximately 0.12%. \n", + "\n", + "If we change them to be as it is defined in CDO:\n", + "```\n", + "6371000.0\n", + "```\n", + "The relative difference is about 0.03%." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Absolute differences" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FID\n", - "0 0.0\n", - "1 0.0\n", - "2 0.0\n", - "3 0.0\n", - "4 0.0\n", - " ... \n", - "145 0.0\n", - "146 0.0\n", - "147 0.0\n", - "148 0.0\n", - "149 0.0\n", + "0 -18346.478591\n", + "1 -18346.515863\n", + "2 -18346.552796\n", + "3 -18346.589390\n", + "4 -18346.625647\n", + " ... \n", + "145 -18346.387764\n", + "146 -18346.402289\n", + "147 -18346.416586\n", + "148 -18346.430659\n", + "149 -18346.444508\n", "Length: 150, dtype: float64" ] }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(results['area_nes']-results['area_cdo'])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-18346.73769735212" + ] + }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "(shape['area_nes']-shape['area_cdo'])*100/shape['area_cdo']" + "((results['area_nes']-results['area_cdo'])).mean()" ] }, { @@ -697,7 +736,7 @@ { "data": { "text/plain": [ - "0.0" + "-18346.31165357679" ] }, "execution_count": 16, @@ -706,7 +745,7 @@ } ], "source": [ - "((shape['area_nes']-shape['area_cdo'])*100/shape['area_cdo']).mean()" + "((results['area_nes']-results['area_cdo'])).max()" ] }, { @@ -717,7 +756,7 @@ { "data": { "text/plain": [ - "0.0" + "-18347.010925309733" ] }, "execution_count": 17, @@ -726,7 +765,14 @@ } ], "source": [ - "((shape['area_nes']-shape['area_cdo'])*100/shape['area_cdo']).max()" + "((results['area_nes']-results['area_cdo'])).min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Relative differences" ] }, { @@ -737,7 +783,19 @@ { "data": { "text/plain": [ - "0.0" + "FID\n", + "0 -0.115760\n", + "1 -0.115758\n", + "2 -0.115757\n", + "3 -0.115755\n", + "4 -0.115754\n", + " ... \n", + "145 -0.115506\n", + "146 -0.115505\n", + "147 -0.115503\n", + "148 -0.115502\n", + "149 -0.115500\n", + "Length: 150, dtype: float64" ] }, "execution_count": 18, @@ -746,7 +804,67 @@ } ], "source": [ - "((shape['area_nes']-shape['area_cdo'])*100/shape['area_cdo']).min()" + "(results['area_nes']-results['area_cdo'])*100/results['area_cdo']" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.11563013960521208" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "((results['area_nes']-results['area_cdo'])*100/results['area_cdo']).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.11550023822068668" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "((results['area_nes']-results['area_cdo'])*100/results['area_cdo']).max()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.11575966708690363" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "((results['area_nes']-results['area_cdo'])*100/results['area_cdo']).min()" ] } ], diff --git a/tutorials/6.Others/6.1.Add_Time_Bounds.ipynb b/tutorials/6.Others/.6.1.Add_Time_Bounds.ipynb similarity index 100% rename from tutorials/6.Others/6.1.Add_Time_Bounds.ipynb rename to tutorials/6.Others/.6.1.Add_Time_Bounds.ipynb diff --git a/tutorials/6.Others/6.3.Plot.ipynb b/tutorials/6.Others/.6.3.Plot.ipynb similarity index 100% rename from tutorials/6.Others/6.3.Plot.ipynb rename to tutorials/6.Others/.6.3.Plot.ipynb diff --git a/tutorials/6.Others/6.2.Selecting.ipynb b/tutorials/6.Others/6.2.Selecting.ipynb index 7610fb88510944b206d819b63742932e8d5c83a5..04bb729ad6ca85c0f663aa41feb2780668fe3559 100644 --- a/tutorials/6.Others/6.2.Selecting.ipynb +++ b/tutorials/6.Others/6.2.Selecting.ipynb @@ -44,19 +44,9 @@ "output_type": "stream", "text": [ "2022-11-15 12:00:00 37 2022-11-17 00:00:00\n", - "CPU times: user 312 ms, sys: 1.53 s, total: 1.84 s\n", - "Wall time: 6.43 s\n" + "CPU times: user 252 ms, sys: 1.42 s, total: 1.67 s\n", + "Wall time: 7.32 s\n" ] - }, - { - "data": { - "text/plain": [ - "'\\nCPU times: user 244 ms, sys: 1.35 s, total: 1.59 s\\nWall time: 3.33 s\\n'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -64,11 +54,7 @@ "nessy.keep_vars('O3')\n", "\n", "print(nessy.time[0], len(nessy.time), nessy.time[-1])\n", - "%time nessy.load()\n", - "\"\"\"\n", - "CPU times: user 244 ms, sys: 1.35 s, total: 1.59 s\n", - "Wall time: 3.33 s\n", - "\"\"\"" + "%time nessy.load()" ] }, { @@ -88,19 +74,9 @@ "output_type": "stream", "text": [ "2022-11-16 00:00:00 9 2022-11-16 08:00:00\n", - "CPU times: user 67.2 ms, sys: 347 ms, total: 414 ms\n", - "Wall time: 415 ms\n" + "CPU times: user 66.3 ms, sys: 310 ms, total: 376 ms\n", + "Wall time: 447 ms\n" ] - }, - { - "data": { - "text/plain": [ - "'\\nCPU times: user 70.8 ms, sys: 363 ms, total: 433 ms\\nWall time: 1.57 s\\n'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -110,11 +86,7 @@ "nessy.sel(hours_start=12, hours_end=16)\n", "\n", "print(nessy.time[0], len(nessy.time), nessy.time[-1])\n", - "%time nessy.load()\n", - "\"\"\"\n", - "CPU times: user 70.8 ms, sys: 363 ms, total: 433 ms\n", - "Wall time: 1.57 s\n", - "\"\"\"" + "%time nessy.load()" ] }, { @@ -134,19 +106,9 @@ "output_type": "stream", "text": [ "2022-11-15 12:00:00 12 2022-11-15 23:00:00\n", - "CPU times: user 89.8 ms, sys: 439 ms, total: 529 ms\n", - "Wall time: 530 ms\n" + "CPU times: user 82.7 ms, sys: 444 ms, total: 526 ms\n", + "Wall time: 1.14 s\n" ] - }, - { - "data": { - "text/plain": [ - "'\\nCPU times: user 95.1 ms, sys: 490 ms, total: 585 ms\\nWall time: 1.47 s\\n'" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -159,11 +121,7 @@ " time_max=datetime(year=2022, month=11, day=15, hour=23))\n", "\n", "print(nessy.time[0], len(nessy.time), nessy.time[-1])\n", - "%time nessy.load()\n", - "\"\"\"\n", - "CPU times: user 95.1 ms, sys: 490 ms, total: 585 ms\n", - "Wall time: 1.47 s\n", - "\"\"\"" + "%time nessy.load()" ] }, { @@ -183,19 +141,9 @@ "output_type": "stream", "text": [ "1\n", - "CPU times: user 17.3 ms, sys: 51.1 ms, total: 68.4 ms\n", - "Wall time: 94.3 ms\n" + "CPU times: user 14.6 ms, sys: 47.4 ms, total: 62 ms\n", + "Wall time: 327 ms\n" ] - }, - { - "data": { - "text/plain": [ - "'\\nCPU times: user 14.4 ms, sys: 70 ms, total: 84.4 ms\\nWall time: 5.55 s\\n'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -205,11 +153,7 @@ "nessy.sel(lev_min=23)\n", "\n", "print(len(nessy.lev['data']))\n", - "%time nessy.load()\n", - "\"\"\"\n", - "CPU times: user 14.4 ms, sys: 70 ms, total: 84.4 ms\n", - "Wall time: 5.55 s\n", - "\"\"\"" + "%time nessy.load()" ] }, { @@ -228,19 +172,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 5.03 ms, sys: 13 ms, total: 18 ms\n", - "Wall time: 112 ms\n" + "CPU times: user 1.66 ms, sys: 15.6 ms, total: 17.3 ms\n", + "Wall time: 218 ms\n" ] - }, - { - "data": { - "text/plain": [ - "'\\nCPU times: user 4.11 ms, sys: 22 ms, total: 26.2 ms\\nWall time: 4.2 s\\n'" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -248,27 +182,7 @@ "nessy.keep_vars('O3')\n", "\n", "nessy.sel(lat_min=30, lat_max=31, lon_min=-1, lon_max=1)\n", - "%time nessy.load()\n", - "\"\"\"\n", - "CPU times: user 4.11 ms, sys: 22 ms, total: 26.2 ms\n", - "Wall time: 4.2 s\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Write dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "nessy.to_netcdf(\"test_sel.nc\")" + "%time nessy.load()" ] } ], diff --git a/tutorials/6.Others/6.4.Write_By_Timestep.ipynb b/tutorials/6.Others/6.4.Write_By_Timestep.ipynb index bb6358ff31dd070cfd99d9eef53bb4d7f6a0dd31..4ef278358f55890a4cb971338016a7a9aac56d1a 100644 --- a/tutorials/6.Others/6.4.Write_By_Timestep.ipynb +++ b/tutorials/6.Others/6.4.Write_By_Timestep.ipynb @@ -188,12 +188,19 @@ "metadata": {}, "outputs": [], "source": [ - "rotated_grid.variables['var1']['data'] = np.ones((1, 1, rotated_grid.lat['data'].shape[0], rotated_grid.lon['data'].shape[-1])) *2\n", - "rotated_grid.variables['var2']['data'] = np.ones((1, 1, rotated_grid.lat['data'].shape[0], rotated_grid.lon['data'].shape[-1])) *2\n", + "rotated_grid.variables['var1']['data'] = 2 * np.ones((1, 1, rotated_grid.lat['data'].shape[0], rotated_grid.lon['data'].shape[-1]))\n", + "rotated_grid.variables['var2']['data'] = 2 * np.ones((1, 1, rotated_grid.lat['data'].shape[0], rotated_grid.lon['data'].shape[-1]))\n", "\n", "rotated_grid.append_time_step_data(1)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**IMPORTANT** to close the writing object!!!" + ] + }, { "cell_type": "code", "execution_count": 12,