From 44ecf98a2be67560563d258e38aac9f6dfe9084c Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Tue, 28 Mar 2023 11:57:46 +0200 Subject: [PATCH 01/15] add weighted dataframe to raster --- docs/notebooks/dataframe_to_raster.ipynb | 141 +++++++-- docs/notebooks/introduction.ipynb | 362 +++-------------------- src/ptolemy/__init__.py | 2 +- src/ptolemy/raster.py | 41 ++- tests/test_data/weighted.nc | Bin 963878 -> 968734 bytes tests/test_raster.py | 41 ++- 6 files changed, 219 insertions(+), 368 deletions(-) diff --git a/docs/notebooks/dataframe_to_raster.ipynb b/docs/notebooks/dataframe_to_raster.ipynb index 798a363..c2c6f61 100644 --- a/docs/notebooks/dataframe_to_raster.ipynb +++ b/docs/notebooks/dataframe_to_raster.ipynb @@ -45,7 +45,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -54,7 +54,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -65,7 +65,7 @@ ], "source": [ "r = pt.Rasterize(like=grid)\n", - "r.read_shpf(url, idxkey=\"iso_a3\")\n", + "r.read_shpf(url, idxkey=\"adm0_a3\")\n", "idxr = r.rasterize(strategy=\"majority\", verbose=True)\n", "idxr.plot()" ] @@ -127,7 +127,7 @@ " \n", " \n", " \n", - " iso_a3\n", + " adm0_a3\n", " year\n", " data\n", " \n", @@ -162,11 +162,11 @@ "" ], "text/plain": [ - " iso_a3 year data\n", - "0 USA 2015 15\n", - "1 USA 2020 20\n", - "2 MEX 2015 5\n", - "3 MEX 2020 10" + " adm0_a3 year data\n", + "0 USA 2015 15\n", + "1 USA 2020 20\n", + "2 MEX 2015 5\n", + "3 MEX 2020 10" ] }, "execution_count": 5, @@ -176,7 +176,7 @@ ], "source": [ "df = pd.DataFrame({\n", - " \"iso_a3\": ['USA'] * 2 + ['MEX'] * 2,\n", + " \"adm0_a3\": ['USA'] * 2 + ['MEX'] * 2,\n", " \"year\": [2015, 2020] * 2,\n", " \"data\": [15, 20, 5, 10],\n", "})\n", @@ -569,15 +569,15 @@ " * lon (lon) float32 -160.0 -157.5 -155.0 -152.5 ... -35.0 -32.5 -30.0\n", " * year (year) int64 2015 2020\n", "Data variables:\n", - " data (lat, lon, year) float64 nan nan nan nan nan ... nan nan nan nan
  • " ], "text/plain": [ "\n", @@ -646,7 +646,7 @@ } ], "source": [ - "ds = pt.df_to_raster(df, idxr, 'iso_a3', idx_map, coords=['year'])\n", + "ds = pt.df_to_raster(df, idxr, 'adm0_a3', idx_map, coords=['year'])\n", "ds" ] }, @@ -659,7 +659,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -681,6 +681,99 @@ "ds.data.sel(year=2015).plot()" ] }, + { + "cell_type": "markdown", + "id": "7cb235de", + "metadata": {}, + "source": [ + "## Applying data to multiple raster layers\n", + "\n", + "In many applications, we actually have a single raster layer for each shape we are rasterizing which corresponds to the percent of the grid cell covered by that shape. That was shown in our [introduction tutorial](https://ptolemy-iamc.readthedocs.io/en/latest/notebooks/introduction.html#Percent-of-area-rasters), which we repeat here:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "42d55c2f", + "metadata": {}, + "outputs": [], + "source": [ + "r = pt.Rasterize(like=grid)\n", + "r.read_shpf(url, idxkey=\"adm0_a3\")\n", + "idxr_w = r.rasterize(strategy=\"weighted\", verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2256bc9e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idxr_w.sel(adm0_a3='MEX').plot()" + ] + }, + { + "cell_type": "markdown", + "id": "348f5bc4", + "metadata": {}, + "source": [ + "You can then apply data to your map based on these weighted raster layers directly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "16b540ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_w = pt.df_to_weighted_raster(df, idxr_w, extra_coords=['year'], sum_dim=['adm0_a3'])\n", + "ds_w.data.sel(year=2015).plot()" + ] + }, { "cell_type": "markdown", "id": "fac343d5", @@ -693,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "8b1df753", "metadata": {}, "outputs": [ @@ -712,7 +805,7 @@ "dtype: float64" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -723,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "54052210", "metadata": {}, "outputs": [ @@ -742,7 +835,7 @@ "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -753,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "7abb9daf", "metadata": {}, "outputs": [ @@ -772,7 +865,7 @@ "dtype: float64" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/notebooks/introduction.ipynb b/docs/notebooks/introduction.ipynb index 45cc03b..5e00578 100644 --- a/docs/notebooks/introduction.ipynb +++ b/docs/notebooks/introduction.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "6453f03a", "metadata": {}, "outputs": [], @@ -43,31 +43,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c2b6234c", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ds = xr.tutorial.load_dataset(\"air_temperature\")\n", "ds['lon'] = ds.lon - 360 # change from degrees_east to centered at prime meridian\n", @@ -85,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "68bdaf20", "metadata": {}, "outputs": [], @@ -95,31 +74,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "535869b9", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-90.0, 90.0)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# let's take a look\n", "BLUE = '#6699cc'\n", @@ -149,31 +107,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "2f59ba32", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -191,31 +128,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "d7584dec", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -233,31 +149,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "d31412c0", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(idxr_c - idxr_at).plot(cmap='viridis_r')" ] @@ -283,31 +178,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "7000d0af", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -317,62 +191,20 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "942da4c6", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(idxr_h - idxr_c).plot()" ] @@ -389,31 +221,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "8ab0d768", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -423,31 +234,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "5cb5e8d8", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(idxr_m - idxr_h).plot(cmap='viridis_r')" ] @@ -462,31 +252,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "06729c53", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -496,31 +265,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "59b5c496", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(idxr_m_ignore - idxr_m).plot(cmap='viridis_r')" ] @@ -537,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "7c883844", "metadata": {}, "outputs": [], @@ -549,66 +297,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "13185131", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "usa = 168\n", - "idxr_w.sel(geometry=usa).plot()" + "idxr_w.sel(iso_a3='USA').plot()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "83f96b2c", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "mex = 102\n", - "idxr_w.sel(geometry=mex).plot()" + "idxr_w.sel(iso_a3='MEX').plot()" ] } ], diff --git a/src/ptolemy/__init__.py b/src/ptolemy/__init__.py index 8b8c1e5..2278f13 100644 --- a/src/ptolemy/__init__.py +++ b/src/ptolemy/__init__.py @@ -1,7 +1,7 @@ from importlib.metadata import version as _version from . import raster -from .raster import Rasterize, df_to_raster, raster_to_df +from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df try: __version__ = _version("ptolemy") diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index dfdcfe5..f0d7cc2 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -304,8 +304,8 @@ def rasterize( logger.info("Done with mask 3") elif strategy == "weighted": nodata = 0 - dims += ["geometry"] - coords["geometry"] = [i for geom, i in geoms_idxs] + dims += [self.idxkey] + coords[self.idxkey] = [self.tags[i][1] for geom, i in geoms_idxs] mask = xr.DataArray( np.dstack( tuple( @@ -321,7 +321,7 @@ def rasterize( else: raise ValueError("Unknown strategy: {}".format(strategy)) - name = self.idxkey or "indicies" + name = "geometry_index" da = xr.DataArray(mask, name=name, coords=coords, dims=dims) if drop and not "weighted": da = da.where(da != nodata, drop=True) @@ -423,6 +423,41 @@ def df_to_raster(df, idxraster, idx_col, idx_map, ds=None, coords=[], cols=[]): return ds +def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): + """Translates data to a raster with multiple weighting layers. + This can be used to apply panel data for a series of geometries (e.g., + countries) onto gridded data. + + Parameters + ---------- + df : pd.DataFrame + a dataframe with columns or indicies aligned with coordinates in + `indexraster` + idxraster : xr.DataArray + an index raster with a layer coordinate aligned with `df`. This raster + can be made with `pt.Rasterize().rasterize()` using the + `strategy="weighted"` option. + extra_coords : list, optional + additional columns in `df` which should be translated to be coordinates. For + example, if you want to put panel data onto a raster and that data has a + "year" column, then you should call this with `coords=["year"]` + sum_dim : list, optional + string names of dimension(s) to sum along. This option can be used, + e.g., to collapse the multiple weighted layers into one 'global' result. + """ + if len(set(df.index.names) - set(idxraster.dims) - set([None])) == 0: + # no multi index set, need to align with raster + idx = list(set(df.columns) & set(idxraster.dims)) + extra_coords + df = df.set_index(idx) + data = xr.Dataset.from_dataframe(df) + if len(data.data_vars) > 1: + raise ValueError('Currently only support rasterizing one data variable with `df_to_weighted_raster`') + data = data[[k for k in data.data_vars.keys()][0]] # take only data variable + result = data * idxraster + if sum_dim is not None: + result = result.sum(dim=sum_dim) + return result + def raster_to_df(raster, idxraster, idxmap, func=None, nodata=-1): """Takes data from a raster and makes a pd.DataFrame. 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zjm_H{TX*i+uBV~m#^@jTqkoLs($ZYFZdQ{wm{MoHuW89rCXM!2iH-K(nL%Gq+1GYS zQl51wb8xk@Bk5OYDuo&hqkvrdAnWPr75N?!6~ENb+PwpFZVR z0eRi!rOV1x8f`Ks87nqPyD~I0PN{j7r@HKeq1M8WHs}sotMx073VW;NyR0Iqy5)AX zYzymWRb@CG#tOr_aii^s-I1DOo(bC*Qfmupqg|OQ-*x=+Ybq8p7sgIutvBSlS^Dqs z>TapI9^~L&FuJWR&}kVBb| znV5wF6ru>T@gN?;92DbWJc79>VSF`@N-5@J0T!YR`>wr%;PESc^JY|9Y&$dNe@xvk@Dy37fG65j0^dwqZM(u>((ICtA>o zXRr%x*o{5di)Zm1_F+E`$OPKafrB`N!+0J?(1|X*fTMU3$8a1k;RL#I5jYZ{Q62WRc&b(vPzkz&X5yw{aft;9Xq6dw3roU=Tz25ErlHHyEFp&ToC~ zrrlW*%5bL;C0Tb){h#Z%ZMFwXio$8Ke4tSn(3LYpN^_^_ zO1hh^E2CUFR-~XiU024txw&Hv^s=q`2}2 zY*)Tpk_8z&_AD=^pY5CJ8G7n=w{bM%-+jq~9lEyE??f70UrOw5^=`3&q09m&vgz)y zEZw4Og(*&?>F%(MU3Rne7bntucbKSJ)tr0D-jS5&oNl@5n|-H$X{xQ4oKik`Ddi%N zvL;$qN6X5Sr5V Date: Tue, 28 Mar 2023 16:16:51 +0200 Subject: [PATCH 02/15] add latitudinal grid cell area calculation --- src/ptolemy/__init__.py | 2 +- src/ptolemy/raster.py | 62 +++++++++++++++++++++++++++++++++++++++++ tests/test_raster.py | 6 +++- 3 files changed, 68 insertions(+), 2 deletions(-) diff --git a/src/ptolemy/__init__.py b/src/ptolemy/__init__.py index 2278f13..b603470 100644 --- a/src/ptolemy/__init__.py +++ b/src/ptolemy/__init__.py @@ -1,7 +1,7 @@ from importlib.metadata import version as _version from . import raster -from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df +from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df, raster_area_from_file try: __version__ = _version("ptolemy") diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index f0d7cc2..d89b41b 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -14,6 +14,68 @@ logger = logging.getLogger(__name__) +def raster_area_from_file(file, lat_name='lat'): + """Returns the grid cell area by latitude of a raster file + + Parameters + ---------- + file : str, pathlib.Path, xr.Dataset, or similar + a file from which to take transform and latitude objects + lat_name : str, optional + the name of the latitude dimension or coordinate + + Returns + ------- + area : an xr.DataArray of latitude cell area with units of km^2 + """ + if isinstance(file, (xr.DataArray, xr.Dataset)): + src = file + else: + src = xr.open_dataset(file) + transform = src.rio.transform() + lat = src[lat_name] + a = raster_area(len(lat), transform) + return xr.DataArray(a.squeeze(), coords={lat_name: lat}) + +def raster_area(ny, transform): + """Returns an array of a given shape defining geospatial area. + + Parameters + ---------- + ny : int + the number of cells in the latitudinal (y) dimension + transform : affine.Affine or similar + if a list is provided it is assumed that it is ordered as a GDAL transform + + Returns + ------- + area : a 1-D column vector describing the area of each latitudinal cell in + km^2 + + Example + ------- + >>> with rasterio.open('raster.nc') as src: + >>> transform = src.affine + >>> raster = src.read()[0] + >>> area = ptolemy.raster_area(raster.shape[0], transform) + >>> normalized = raster / area + + """ + radius = 6371 # authalic earth radius in km + + t = transform._asdict() + diff_lat = t['e'] + diff_lon = t['a'] + top = t['f'] # top lat + bottom = top + diff_lat * ny # bottom lat + # this is due to differences in how rasters and spatial data define the origin + # SEE: https://www.perrygeo.com/python-affine-transforms.html + # TODO: confirm that this is the behavior I want to support + rads = np.linspace(bottom, top, num=ny + 1) * np.pi / 180 + area = np.array([np.abs(np.sin(rads[i + 1]) - np.sin(rads[i])) + for i in range(len(rads) - 1)]) * diff_lon * radius ** 2 + + return area.reshape(ny, 1) def rescale_raster_props(affine, shape, scale): """Return new transform and shape for a raster for it to be scaled in each diff --git a/tests/test_raster.py b/tests/test_raster.py index 1637e1a..067ec39 100644 --- a/tests/test_raster.py +++ b/tests/test_raster.py @@ -76,7 +76,11 @@ def test_df_to_weighted_raster(): assert np.isclose(ds.data.sel(year=2015).sum(), 3348.12920833) - +def test_raster_area(): + exp = pt.raster_area_from_file(LIKE) + assert exp.lat[0] > exp.lat[1] + assert exp[0] < exp[1] + assert np.isclose(exp.sum(), 17153923.52409903) if __name__ == "__main__": From 9bee79e8c044d80272cbc8826fa146b06fb45655 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 09:40:25 +0200 Subject: [PATCH 03/15] refactor cell area calc --- src/ptolemy/__init__.py | 2 +- src/ptolemy/raster.py | 89 ++++++++++++++++++++++------------------- tests/test_raster.py | 10 ++--- 3 files changed, 54 insertions(+), 47 deletions(-) diff --git a/src/ptolemy/__init__.py b/src/ptolemy/__init__.py index b603470..1db3519 100644 --- a/src/ptolemy/__init__.py +++ b/src/ptolemy/__init__.py @@ -1,7 +1,7 @@ from importlib.metadata import version as _version from . import raster -from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df, raster_area_from_file +from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df, cell_area, cell_area_from_file try: __version__ = _version("ptolemy") diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index d89b41b..29a927c 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -5,16 +5,30 @@ import fiona as fio import numpy as np import pandas as pd +import geopandas as gpd import xarray as xr from affine import Affine from numpy.lib.stride_tricks import as_strided from rasterio.features import rasterize as _rasterize -from shapely.geometry import shape +from shapely.geometry import shape, Polygon from shapely.ops import unary_union logger = logging.getLogger(__name__) -def raster_area_from_file(file, lat_name='lat'): +def raster_area_from_lats(lats, crs=4326): + offset = (lats[1] - lats[0]) / 2 + + return gpd.GeoDataFrame( + dict( + geometry=[ + box(*c) for c in np.nditer([-offset, lats - offset, offset, lats + offset ]) + ], + lat=lats + ), + crs=crs + ).set_index("lat").to_crs("Sphere_Cylindrical_Equal_Area").area + +def cell_area_from_file(file, lat_name='lat', lon_name=None): """Returns the grid cell area by latitude of a raster file Parameters @@ -23,59 +37,52 @@ def raster_area_from_file(file, lat_name='lat'): a file from which to take transform and latitude objects lat_name : str, optional the name of the latitude dimension or coordinate + lon_name : str, optional + the name of the longitude dimension or coordinate Returns ------- - area : an xr.DataArray of latitude cell area with units of km^2 + area : a geopandas.Series with index of lats and values of area in m^2 """ if isinstance(file, (xr.DataArray, xr.Dataset)): - src = file + ds = file else: - src = xr.open_dataset(file) - transform = src.rio.transform() - lat = src[lat_name] - a = raster_area(len(lat), transform) - return xr.DataArray(a.squeeze(), coords={lat_name: lat}) + ds = xr.open_dataset(file) + lats = ds[lat_name] + lons = ds[lon_name] if lon_name else None + crs = ds.rio.crs if ds.rio.crs else 4326 + return cell_area(lats, lons, crs) -def raster_area(ny, transform): - """Returns an array of a given shape defining geospatial area. +def cell_area(lats, lons=None, crs=4326): + """Computes the grid cell area given centroid latitute and longitude coordinates Parameters ---------- - ny : int - the number of cells in the latitudinal (y) dimension - transform : affine.Affine or similar - if a list is provided it is assumed that it is ordered as a GDAL transform + lats : array or similar + latitude coordinates + lons : array or similar + longitude coordinates + crs : string or similar defining CRS, optional + the origin CRS Returns ------- - area : a 1-D column vector describing the area of each latitudinal cell in - km^2 - - Example - ------- - >>> with rasterio.open('raster.nc') as src: - >>> transform = src.affine - >>> raster = src.read()[0] - >>> area = ptolemy.raster_area(raster.shape[0], transform) - >>> normalized = raster / area - + area : a geopandas.Series with index of lats and values of area in m^2 """ - radius = 6371 # authalic earth radius in km - - t = transform._asdict() - diff_lat = t['e'] - diff_lon = t['a'] - top = t['f'] # top lat - bottom = top + diff_lat * ny # bottom lat - # this is due to differences in how rasters and spatial data define the origin - # SEE: https://www.perrygeo.com/python-affine-transforms.html - # TODO: confirm that this is the behavior I want to support - rads = np.linspace(bottom, top, num=ny + 1) * np.pi / 180 - area = np.array([np.abs(np.sin(rads[i + 1]) - np.sin(rads[i])) - for i in range(len(rads) - 1)]) * diff_lon * radius ** 2 - - return area.reshape(ny, 1) + lat_offset = (lats[1] - lats[0]) / 2 + lon_offset = (lons[1] - lons[0]) / 2 if lons is not None else lat_offset + + lat_pairs = np.nditer([lats - lat_offset, lats + lat_offset]) + + return gpd.GeoDataFrame( + dict( + geometry=[ + Polygon([(-lon_offset, lat[0]), (-lon_offset, lat[1]), (lon_offset, lat[1]), (lon_offset, lat[0])]) for lat in lat_pairs + ], + lat=lats + ), + crs=crs + ).set_index("lat").to_crs("Sphere_Cylindrical_Equal_Area").area def rescale_raster_props(affine, shape, scale): """Return new transform and shape for a raster for it to be scaled in each diff --git a/tests/test_raster.py b/tests/test_raster.py index 067ec39..b80dab8 100644 --- a/tests/test_raster.py +++ b/tests/test_raster.py @@ -76,11 +76,11 @@ def test_df_to_weighted_raster(): assert np.isclose(ds.data.sel(year=2015).sum(), 3348.12920833) -def test_raster_area(): - exp = pt.raster_area_from_file(LIKE) - assert exp.lat[0] > exp.lat[1] - assert exp[0] < exp[1] - assert np.isclose(exp.sum(), 17153923.52409903) +def test_cell_area(): + exp = pt.cell_area_from_file(LIKE) + assert exp.index[0] > exp.index[1] + assert exp.iloc[0] < exp.iloc[1] + assert np.isclose(exp.sum(), 1299347051157.3113) if __name__ == "__main__": From 4572749ac22c91d12fd1964ab5b574cbafdb4968 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 10:56:07 +0200 Subject: [PATCH 04/15] add geopandas to deps --- pyproject.toml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index efafe7d..e4582d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -43,7 +43,8 @@ dependencies = [ 'rasterio', 'scipy', 'shapely', - 'netCDF4' + 'netCDF4', + 'geopandas', ] dynamic = ["version"] From dcfb1b68a5d0dc02b506a44cb112476029206b3d Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 10:59:40 +0200 Subject: [PATCH 05/15] add rioxarray as dep --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index e4582d4..0aa5455 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -45,6 +45,7 @@ dependencies = [ 'shapely', 'netCDF4', 'geopandas', + 'rioxarray', ] dynamic = ["version"] From 4529bcc5ecaa9ebbdd37615795eb520bb83db6a9 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 16:43:54 +0200 Subject: [PATCH 06/15] run linters --- src/ptolemy/__init__.py | 10 +++- src/ptolemy/raster.py | 125 +++++++++++++++++++++++----------------- 2 files changed, 82 insertions(+), 53 deletions(-) diff --git a/src/ptolemy/__init__.py b/src/ptolemy/__init__.py index 1db3519..48f2809 100644 --- a/src/ptolemy/__init__.py +++ b/src/ptolemy/__init__.py @@ -1,7 +1,15 @@ from importlib.metadata import version as _version from . import raster -from .raster import Rasterize, df_to_raster, df_to_weighted_raster, raster_to_df, cell_area, cell_area_from_file +from .raster import ( + Rasterize, + cell_area, + cell_area_from_file, + df_to_raster, + df_to_weighted_raster, + raster_to_df, +) + try: __version__ = _version("ptolemy") diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index 29a927c..8fe564a 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -3,37 +3,27 @@ import warnings import fiona as fio +import geopandas as gpd import numpy as np import pandas as pd -import geopandas as gpd import xarray as xr from affine import Affine from numpy.lib.stride_tricks import as_strided from rasterio.features import rasterize as _rasterize -from shapely.geometry import shape, Polygon +from shapely.geometry import Polygon, shape from shapely.ops import unary_union -logger = logging.getLogger(__name__) -def raster_area_from_lats(lats, crs=4326): - offset = (lats[1] - lats[0]) / 2 +logger = logging.getLogger(__name__) - return gpd.GeoDataFrame( - dict( - geometry=[ - box(*c) for c in np.nditer([-offset, lats - offset, offset, lats + offset ]) - ], - lat=lats - ), - crs=crs - ).set_index("lat").to_crs("Sphere_Cylindrical_Equal_Area").area -def cell_area_from_file(file, lat_name='lat', lon_name=None): - """Returns the grid cell area by latitude of a raster file +def cell_area_from_file(file, lat_name="lat", lon_name=None): + """ + Returns the grid cell area by latitude of a raster file. Parameters ---------- - file : str, pathlib.Path, xr.Dataset, or similar + file : str, pathlib.Path, xr.Dataset, or similar a file from which to take transform and latitude objects lat_name : str, optional the name of the latitude dimension or coordinate @@ -53,8 +43,11 @@ def cell_area_from_file(file, lat_name='lat', lon_name=None): crs = ds.rio.crs if ds.rio.crs else 4326 return cell_area(lats, lons, crs) + def cell_area(lats, lons=None, crs=4326): - """Computes the grid cell area given centroid latitute and longitude coordinates + """ + Computes the grid cell area given centroid latitute and longitude + coordinates. Parameters ---------- @@ -73,20 +66,36 @@ def cell_area(lats, lons=None, crs=4326): lon_offset = (lons[1] - lons[0]) / 2 if lons is not None else lat_offset lat_pairs = np.nditer([lats - lat_offset, lats + lat_offset]) - - return gpd.GeoDataFrame( - dict( - geometry=[ - Polygon([(-lon_offset, lat[0]), (-lon_offset, lat[1]), (lon_offset, lat[1]), (lon_offset, lat[0])]) for lat in lat_pairs - ], - lat=lats - ), - crs=crs - ).set_index("lat").to_crs("Sphere_Cylindrical_Equal_Area").area + + return ( + gpd.GeoDataFrame( + dict( + geometry=[ + Polygon( + [ + (-lon_offset, lat[0]), + (-lon_offset, lat[1]), + (lon_offset, lat[1]), + (lon_offset, lat[0]), + ] + ) + for lat in lat_pairs + ], + lat=lats, + ), + crs=crs, + ) + .set_index("lat") + .to_crs("Sphere_Cylindrical_Equal_Area") + .area + ) + def rescale_raster_props(affine, shape, scale): - """Return new transform and shape for a raster for it to be scaled in each - lat/long dimension by a factor""" + """ + Return new transform and shape for a raster for it to be scaled in each + lat/long dimension by a factor. + """ pixel_width = affine[0] / scale pixel_height = affine[4] / scale topleftlon = affine[2] @@ -100,7 +109,9 @@ def rescale_raster_props(affine, shape, scale): def block_view_2d(a, blockshape): - """Collapse a 2d array into constituent blocks with a given shape.""" + """ + Collapse a 2d array into constituent blocks with a given shape. + """ shape = ( int(a.shape[0] / blockshape[0]), int(a.shape[1] / blockshape[1]), @@ -110,7 +121,8 @@ def block_view_2d(a, blockshape): def block_apply_2d(a, blockshape, func=np.sum, weights=None): - """Apply a function to blocks of an array. + """ + Apply a function to blocks of an array. Returns a reduced array with shape: a.shape[0] / blockshape[0], a.shape[1] / blockshape[1] @@ -147,8 +159,9 @@ def block_apply_2d(a, blockshape, func=np.sum, weights=None): def rasterize_majority( geoms_idxs, atrans, shape, nodata, ignore_nodata=False, verbose=False ): - """rasterize shapes such that the shape with the majority of area in a - cell is assigned to that cell + """ + Rasterize shapes such that the shape with the majority of area in a cell is + assigned to that cell. Parameters ---------- @@ -187,7 +200,7 @@ def rasterize_majority( if verbose: logger.info("Beginning fast modal calculation") ret = block_apply_2d(a, (scale, scale), func=fast_mode, weights=weights) - except: + except: # noqa: 722 warnings.warn("Could not apply fast mode function, using scipy's mode") ret = block_apply_2d(a, (scale, scale), func=mode) @@ -226,7 +239,7 @@ def transform_from_latlon(lat, lon): return trans * scale -class Rasterize(object): +class Rasterize: """Example use case ``` @@ -278,7 +291,8 @@ def read_shpf(self, shpf, idxkey=None, flatten=None): def rasterize( self, strategy=None, normalize_weights=True, verbose=False, drop=True ): - """Rasterizes the indicies of the current shapefile. + """ + Rasterizes the indicies of the current shapefile. Parameters ---------- @@ -311,7 +325,7 @@ def rasterize( dims = ["lat", "lon"] if verbose: - logger.info("Beginning rasterization with the {} strategy".format(strategy)) + logger.info(f"Beginning rasterization with the {strategy} strategy") if strategy in ["all_touched", "centroid"]: at = strategy == "all_touched" @@ -388,7 +402,7 @@ def rasterize( zsum = xr.DataArray(np.sum(mask, axis=2)) mask /= zsum else: - raise ValueError("Unknown strategy: {}".format(strategy)) + raise ValueError(f"Unknown strategy: {strategy}") name = "geometry_index" da = xr.DataArray(mask, name=name, coords=coords, dims=dims) @@ -411,7 +425,7 @@ def full_like(other, fill_value=np.nan, add_coords={}, replace_vars=[]): if replace_vars: data = data.drop(data.data_vars.keys()) - dims = data.dims.keys() + data.dims.keys() shape = tuple(data.dims.values()) empty = np.zeros(shape=shape) empty[empty == 0] = fill_value @@ -422,7 +436,8 @@ def full_like(other, fill_value=np.nan, add_coords={}, replace_vars=[]): def update_raster(raster, series, idxraster, idx_map): - """Updates a raster array given a raster of indicies and values as columns. + """ + Updates a raster array given a raster of indicies and values as columns. Parameters ---------- @@ -445,15 +460,16 @@ def update_raster(raster, series, idxraster, idx_map): # python replace = idxraster == mapidx if not np.any(replace): - warnings.warn("No values found in raster for {}: {}".format(mapidx, validx)) + warnings.warn(f"No values found in raster for {mapidx}: {validx}") val = series.loc[validx] if isinstance(val, pd.Series): - raise ValueError("Multiple entries found for {}".format(validx)) + raise ValueError(f"Multiple entries found for {validx}") raster[replace] = val def df_to_raster(df, idxraster, idx_col, idx_map, ds=None, coords=[], cols=[]): - """Takes data from a pd.DataFrame and deposits it on a raster + """ + Takes data from a pd.DataFrame and deposits it on a raster. Parameters ---------- @@ -492,10 +508,12 @@ def df_to_raster(df, idxraster, idx_col, idx_map, ds=None, coords=[], cols=[]): return ds + def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): - """Translates data to a raster with multiple weighting layers. - This can be used to apply panel data for a series of geometries (e.g., - countries) onto gridded data. + """ + Translates data to a raster with multiple weighting layers. This can be + used to apply panel data for a series of geometries (e.g., countries) onto + gridded data. Parameters ---------- @@ -520,8 +538,10 @@ def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): df = df.set_index(idx) data = xr.Dataset.from_dataframe(df) if len(data.data_vars) > 1: - raise ValueError('Currently only support rasterizing one data variable with `df_to_weighted_raster`') - data = data[[k for k in data.data_vars.keys()][0]] # take only data variable + raise ValueError( + "Currently only support rasterizing one data variable with `df_to_weighted_raster`" + ) + data = data[[k for k in data.data_vars.keys()][0]] # take only data variable result = data * idxraster if sum_dim is not None: result = result.sum(dim=sum_dim) @@ -529,8 +549,9 @@ def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): def raster_to_df(raster, idxraster, idxmap, func=None, nodata=-1): - """Takes data from a raster and makes a pd.DataFrame. Zonal statistics can - be derived with this function. + """ + Takes data from a raster and makes a pd.DataFrame. Zonal statistics can be + derived with this function. By default, unique values in the index raster areas are returned. @@ -568,6 +589,6 @@ def default_func(ary): ary = raster.values[idxraster.values == idx] try: data[idxmap[str(idx)]] = func(ary) - except: + except: # noqa: 722 continue return pd.Series(data) From dded8232660bcf0c4bd8cca4362726512da72556 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 16:44:52 +0200 Subject: [PATCH 07/15] readd ruff to tox ci --- tox.ini | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/tox.ini b/tox.ini index fbf0682..ccb24fa 100644 --- a/tox.ini +++ b/tox.ini @@ -34,7 +34,7 @@ commands_pre = commands = pytest tests --cov --cov-report=term-missing --cov-append --cov-config=.coveragerc --hypothesis-show-statistics {posargs} # after executing the pytest assembles the coverage reports -commands_post = +commands_post = coverage report coverage html coverage xml @@ -51,8 +51,7 @@ deps = skip_install = true commands = black --check --diff {posags:src tests} -# TODO: add ruff back -# ruff --diff {posargs:src tests docs} + ruff --diff {posargs:src tests docs} # asserts package build integrity [testenv:build] @@ -74,7 +73,7 @@ commands = [testenv:radon] deps = radon skip_install = true -commands = +commands = radon cc -s --total-average --no-assert {posargs:src/} radon mi -m -s {posargs:src/} From af19fbb2d9bbc9d0e7a0222162432baf80a35f08 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 19:05:39 +0200 Subject: [PATCH 08/15] black tests --- tests/test_raster.py | 44 ++++++++++++++++++++++++++------------------ 1 file changed, 26 insertions(+), 18 deletions(-) diff --git a/tests/test_raster.py b/tests/test_raster.py index b80dab8..963c5ee 100644 --- a/tests/test_raster.py +++ b/tests/test_raster.py @@ -1,11 +1,12 @@ -import os import pathlib -import ptolemy as pt +import numpy as np +import pandas as pd import pytest import xarray as xr -import pandas as pd -import numpy as np + +import ptolemy as pt + URL = "https://d2ad6b4ur7yvpq.cloudfront.net/naturalearth-3.3.0/ne_110m_admin_0_countries.geojson" DATA_PATH = pathlib.Path(__file__).parent / "test_data" @@ -42,6 +43,7 @@ def _do_rasterize(strategy): idxr = r.rasterize(strategy=strategy, verbose=True) return idxr + @pytest.mark.parametrize("strategy", RASTER_STRATEGIES) def test_rasterize(strategy): obs = _do_rasterize(strategy) @@ -50,29 +52,35 @@ def test_rasterize(strategy): obs.close() exp.close() + def test_df_to_raster(): r = pt.Rasterize(like=LIKE) r.read_shpf(URL, idxkey="adm0_a3") - idxr = r.rasterize(strategy='hybrid', verbose=True) - df = pd.DataFrame({ - "adm0_a3": ['USA'] * 2 + ['MEX'] * 2, - "year": [2015, 2020] * 2, - "data": [15, 20, 5, 10], - }) + idxr = r.rasterize(strategy="hybrid", verbose=True) + df = pd.DataFrame( + { + "adm0_a3": ["USA"] * 2 + ["MEX"] * 2, + "year": [2015, 2020] * 2, + "data": [15, 20, 5, 10], + } + ) idx_map = {v: int(k) for k, v in idxr.attrs.items() if int(k) in np.unique(idxr)} - ds = pt.df_to_raster(df, idxr, 'adm0_a3', idx_map, coords=['year']) + ds = pt.df_to_raster(df, idxr, "adm0_a3", idx_map, coords=["year"]) assert ds.sum() == 2855 + def test_df_to_weighted_raster(): r = pt.Rasterize(like=LIKE) r.read_shpf(URL, idxkey="adm0_a3") - idxr = r.rasterize(strategy='weighted', verbose=True) - df = pd.DataFrame({ - "adm0_a3": ['USA'] * 2 + ['MEX'] * 2, - "year": [2015, 2020] * 2, - "data": [15, 20, 5, 10], - }) - ds = pt.df_to_weighted_raster(df, idxr, extra_coords=['year'], sum_dim=['adm0_a3']) + idxr = r.rasterize(strategy="weighted", verbose=True) + df = pd.DataFrame( + { + "adm0_a3": ["USA"] * 2 + ["MEX"] * 2, + "year": [2015, 2020] * 2, + "data": [15, 20, 5, 10], + } + ) + ds = pt.df_to_weighted_raster(df, idxr, extra_coords=["year"], sum_dim=["adm0_a3"]) assert np.isclose(ds.data.sel(year=2015).sum(), 3348.12920833) From 074e324645ac403ea0976986a5b0354c4246286a Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 29 Mar 2023 19:25:22 +0200 Subject: [PATCH 09/15] update docs with ruff --- docs/conf.py | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/conf.py b/docs/conf.py index 003daf6..bb8e4fa 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -10,6 +10,7 @@ import os from importlib.metadata import version + # -- Project information -------------------------------------------------------------- source_suffix = ".rst" From f57e72a01e159c5af7d2c34b017a98fc9b68eaef Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Mon, 3 Apr 2023 09:35:03 +0200 Subject: [PATCH 10/15] update to provide column name --- src/ptolemy/raster.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index 8fe564a..36da800 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -509,7 +509,7 @@ def df_to_raster(df, idxraster, idx_col, idx_map, ds=None, coords=[], cols=[]): return ds -def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): +def df_to_weighted_raster(df, idxraster, col=None, extra_coords=[], sum_dim=None): """ Translates data to a raster with multiple weighting layers. This can be used to apply panel data for a series of geometries (e.g., countries) onto @@ -524,6 +524,8 @@ def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): an index raster with a layer coordinate aligned with `df`. This raster can be made with `pt.Rasterize().rasterize()` using the `strategy="weighted"` option. + col : str, optional + the column in `df` to cast to the map extra_coords : list, optional additional columns in `df` which should be translated to be coordinates. For example, if you want to put panel data onto a raster and that data has a @@ -536,6 +538,8 @@ def df_to_weighted_raster(df, idxraster, extra_coords=[], sum_dim=None): # no multi index set, need to align with raster idx = list(set(df.columns) & set(idxraster.dims)) + extra_coords df = df.set_index(idx) + if col is not None: + df = df[col].to_frame() data = xr.Dataset.from_dataframe(df) if len(data.data_vars) > 1: raise ValueError( From a274c99f0be276c8c08ac599ba0edbb0ef43c116 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 5 Apr 2023 13:50:29 +0200 Subject: [PATCH 11/15] Update src/ptolemy/raster.py MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Jonas Hörsch --- src/ptolemy/raster.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index 36da800..62180e3 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -46,7 +46,7 @@ def cell_area_from_file(file, lat_name="lat", lon_name=None): def cell_area(lats, lons=None, crs=4326): """ - Computes the grid cell area given centroid latitute and longitude + Computes the grid cell area given centroid latitude and longitude coordinates. Parameters From 298e2e6d03e64ef1b97098fbc6f154a2e0bff75a Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 5 Apr 2023 13:51:41 +0200 Subject: [PATCH 12/15] Update src/ptolemy/raster.py MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Jonas Hörsch --- src/ptolemy/raster.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index 62180e3..8452b81 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -545,7 +545,7 @@ def df_to_weighted_raster(df, idxraster, col=None, extra_coords=[], sum_dim=None raise ValueError( "Currently only support rasterizing one data variable with `df_to_weighted_raster`" ) - data = data[[k for k in data.data_vars.keys()][0]] # take only data variable + data = data[list(data.data_vars)][0]] # take only data variable result = data * idxraster if sum_dim is not None: result = result.sum(dim=sum_dim) From 5dfc3e355dad04d44a8e26f2991be3990883c1a5 Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 5 Apr 2023 13:54:51 +0200 Subject: [PATCH 13/15] minor fixes --- src/ptolemy/raster.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index 8452b81..e1e4e6c 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -425,7 +425,6 @@ def full_like(other, fill_value=np.nan, add_coords={}, replace_vars=[]): if replace_vars: data = data.drop(data.data_vars.keys()) - data.dims.keys() shape = tuple(data.dims.values()) empty = np.zeros(shape=shape) empty[empty == 0] = fill_value @@ -545,7 +544,7 @@ def df_to_weighted_raster(df, idxraster, col=None, extra_coords=[], sum_dim=None raise ValueError( "Currently only support rasterizing one data variable with `df_to_weighted_raster`" ) - data = data[list(data.data_vars)][0]] # take only data variable + data = data[list(data.data_vars)][0] # take only data variable result = data * idxraster if sum_dim is not None: result = result.sum(dim=sum_dim) From 752b51748851335ec0b580949f6f686ffb9591cd Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 5 Apr 2023 14:01:04 +0200 Subject: [PATCH 14/15] update changelog --- CHANGELOG.rst | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/CHANGELOG.rst b/CHANGELOG.rst index e1d607e..e3f3412 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -2,7 +2,20 @@ Changelog ========= -v0.1 (2023-03-15) +v0.3 (current) +------------------------------------------------------------ + +* apply panel data to multi-layered rasters +* calculate grid-cell areas by latitude + + +v0.2 (2023-03-18) +------------------------------------------------------------ + +* apply data to single-layer rasters +* retrieve data from maps (i.e., zonal statistics) + +v0.1 (2023-03-16) ------------------------------------------------------------ * Initial release From c2c8f8c3789203186559bbcbe6f493140bc827ad Mon Sep 17 00:00:00 2001 From: Matthew Gidden Date: Wed, 5 Apr 2023 14:11:57 +0200 Subject: [PATCH 15/15] trying to update intro notebook --- docs/notebooks/introduction.ipynb | 376 ++++++++++++++++++++++++++---- 1 file changed, 335 insertions(+), 41 deletions(-) diff --git a/docs/notebooks/introduction.ipynb b/docs/notebooks/introduction.ipynb index 5e00578..6862f81 100644 --- a/docs/notebooks/introduction.ipynb +++ b/docs/notebooks/introduction.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "6453f03a", "metadata": {}, "outputs": [], @@ -43,13 +43,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "c2b6234c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ds = xr.tutorial.load_dataset(\"air_temperature\")\n", - "ds['lon'] = ds.lon - 360 # change from degrees_east to centered at prime meridian\n", + "ds[\"lon\"] = ds.lon - 360 # change from degrees_east to centered at prime meridian\n", "grid = ds.air.isel(time=1)\n", "grid.plot()" ] @@ -64,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "68bdaf20", "metadata": {}, "outputs": [], @@ -74,17 +95,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "535869b9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(-90.0, 90.0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# let's take a look\n", - "BLUE = '#6699cc'\n", + "BLUE = \"#6699cc\"\n", "fig, ax = plt.subplots()\n", "with collection(url, \"r\") as inp:\n", " for f in inp:\n", - " patch = PolygonPatch(f['geometry'], fc=BLUE, ec=BLUE, alpha=0.5)\n", + " patch = PolygonPatch(f[\"geometry\"], fc=BLUE, ec=BLUE, alpha=0.5)\n", " ax.add_patch(patch)\n", "ax.set_xlim(-180, 180)\n", "ax.set_ylim(-90, 90)" @@ -107,15 +149,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "2f59ba32", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", "idxr_c = r.rasterize(strategy=\"centroid\", verbose=True)\n", - "idxr_c.plot() # idxr_c is an xr.DataArray" + "idxr_c.plot() # idxr_c is an xr.DataArray" ] }, { @@ -128,10 +191,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "d7584dec", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -149,12 +233,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "d31412c0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "(idxr_c - idxr_at).plot(cmap='viridis_r')" + "(idxr_c - idxr_at).plot(cmap=\"viridis_r\")" ] }, { @@ -178,10 +283,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "7000d0af", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -191,20 +317,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "942da4c6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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IjY3VlDVt2lTza0EQsHr1asyZMwfDhg0DAOzYsQNubm7Yv38/Ro4cWaHOwsJCFBYWan7Oz883YguIiIj0w1OzpSNrz8w333yDLl264PXXX4erqys6d+6MzZs3a+6npaVBpVIhICBAU+bk5IRu3bohPj7+mXVGR0fDyclJc3l6ehq9HURERCQfWZOZW7duYcOGDWjZsiWOHDmCd955B1OnTsX27dsBACqVCgDg5uam9Z6bm5vm3tOioqKQl5enuTIyMozbCCIiIj2Ur2Yy5KIysg4zqdVqdOnSBUuWLAEAdO7cGZcvX8bGjRsRFhamV512dnaws7OTMkwiIiLJcZhJOrKmdY0aNUKbNm20ynx9fZGeng4AcHd3BwBkZWVpPZOVlaW5R0RERJZN1mSmZ8+eSE1N1Sq7fv06vL29AZRNBnZ3d0dcXJzmfn5+PhITE+Hv71+tsRIREUnJkJVMhp7rZG50GmYKDg4WXfHGjRvh6upa5TPTp09Hjx49sGTJEowYMQJnz57Fpk2bsGnTJgCAQqHAtGnTsHjxYrRs2RJNmzbF3Llz4eHhgddee010TERERDUFh5mko1Mys3//fowYMQIODg46Vbpr1y4UFBQ8N5np2rUrvv76a0RFRWHRokVo2rQpVq9ejdDQUM0z7733Hh4+fIiJEyciNzcXvXr1wuHDh2Fvb69TLERERGTedJ4AvHbt2ucmJ+W++uornQMYMmQIhgwZUul9hUKBRYsWYdGiRTrXSUREVNOxZ0Y6OiUzx48fh4uLi86VHjp0CC+88ILeQVW3I3cvGqXeQI+OsrxriKq+C7liIhPQ3cL+bCQY5+8MAFV/l8b8XKp21Z3MnDx5Eh9//DGSkpKQmZmJr7/+WjNlo7i4GHPmzMHBgwdx69YtODk5ISAgAEuXLoWHh4emjpycHEyZMgXffvstrKysEBISgjVr1qBu3bp6t0MKOk0A7tOnD6ytdV/F3atXLy6PJiIiqkEePnyIjh07IiYmpsK9R48eITk5GXPnzkVycjL27duH1NRUvPrqq1rPhYaG4sqVKzh69CgOHDiAkydPYuLEidXVhErptc+MWq3Gr7/+iuzsbKjVaq17vXv3liQwIiIicyZVz8zTx/ZUtt9aUFAQgoKCnlmXk5MTjh49qlX273//Gy+99BLS09Ph5eWFa9eu4fDhwzh37hy6dOkCAFi3bh0GDRqE5cuXa/XgVDfRyUxCQgJGjRqF27dvQxAErXsKhQKlpaWSBUdERGSuBMCg5dXl/wI/fWzP/PnzsWDBAr3rLZeXlweFQgFnZ2cAQHx8PJydnTWJDAAEBATAysoKiYmJGD58uMGfqS/RycykSZPQpUsXfPfdd2jUqBEUCk5AIiIiEkuqnpmMjAwolUpNuRTTPB4/foz3338fb775pqZulUpVYSGQtbU1XFxcKj1iqLqITmZu3LiBr776Ci1atDBGPERERCSCUqnUSmYMVVxcjBEjRkAQBGzYsEGyeo1J9A7A3bp1w6+//mqMWIiIiCxGec+MIZfUyhOZ27dv4+jRo1pJkru7O7Kzs7WeLykpQU5OjuxHDOnUM/Pzzz9rfj1lyhTMmDEDKpUK7du3h42NjdazHTp0kDZCIiIiM1TT9pkpT2Ru3LiB48ePo379+lr3/f39kZubi6SkJPj5+QEAjh07BrVajW7dukkai1g6JTOdOnWCQqHQmvA7fvx4za/L73ECMBERUc1UUFCgNbKSlpaGlJQUuLi4oFGjRviv//ovJCcn48CBAygtLdXMg3FxcYGtrS18fX3xyiuvYMKECdi4cSOKi4sxefJkjBw5UtaVTICOyUxaWpqx4yAiIrIo1d0zc/78efTr10/zc2RkJAAgLCwMCxYswDfffAOgrAPjScePH0ffvn0BADt37sTkyZMxYMAAzaZ5a9eu1bsNUtEpmSk/xRoo20GwR48eFTbRKykpwZkzZ7SeJSIiomcTBAUEA5IZse/27du3wpYq2vVVfq+ci4sLdu3aJepzq4PoCcD9+vVDTk5OhfK8vDytjI+IiIioOoheml0+N+Zp9+/fR506dSQJioiIyNypoTBo0zxD3jU3OiczwcHBAMom+44dO1ZrU57S0lL8/PPP6NGjh/QREhERmaGatprJlOmczDg5OQEo65lxdHSEg4OD5p6trS26d++OCRMmSB9hNeBp0H8LDB5T6b0jd3dU/S6/R8tlyGnOzztx29xOijbWd2Vu3xORCDonM7GxsZrJQevWrZP9uG8iIiJTVt0TgM2ZqAnAgiBg586dyMzMNFY8REREFqEm7gBsqkQlM1ZWVmjZsiXu379vrHiIiIgsQnnPjCEXlRG9NHvp0qWYNWsWLl++bIx4iIiIiEQRvTR7zJgxePToETp27AhbW1uticAAnrkHDREREWkTDBwqYs/M30QnM6tXrzZCGERERJZFAKDDprtVvk9lRCczYWFhxoiDiIiISC+ikxmgbJO8/fv349q1awCAtm3b4tVXX0WtWrUkDY6IiMhcqaGAgjsAS0J0MvPrr79i0KBBuHPnDlq3bg0AiI6OhqenJ7777js0b95c8iCJiIjMDfeZkY7o1UxTp05F8+bNkZGRgeTkZCQnJyM9PR1NmzbF1KlTjREjERERUaVE98ycOHECCQkJcHFx0ZTVr18fS5cuRc+ePSUNjoiIyFypBQUUPJtJEqKTGTs7Ozx48KBCeUFBAWxtbSUJioiIyNwJgoGrmbicSUP0MNOQIUMwceJEJCYmQhAECIKAhIQETJo0Ca+++qoxYiQiIiKqlOhkZu3atWjevDn8/f1hb28Pe3t79OzZEy1atMCaNWuMESMREZHZsdTjDLZt2/bM8pKSEkRFRelVp0IQ9OuounHjBn755RcAgK+vL1q0aKFXAMaWn58PJycn9MUwWCts5A7HtHXvqP+7CReli4OIyEhKhGL8iP9DXl4elEqlUT6j/N8l38/fR63adnrXU/qoENfe/MiosRqDUqlEYGAgNm3ahHr16gEAUlNTMWrUKNy/fx+//fab6DpF98yUa9myJYYOHYqhQ4fW2ESGiIioprLUU7MvXLiA33//He3bt8fRo0cRExODF198ET4+Prh4Ub//8RU9Abi0tBTbtm1DXFwcsrOzoVarte4fO3ZMr0CIiIjI/DVv3hynT5/GtGnT8Morr6BWrVrYvn073nzzTb3rFJ3MvPvuu9i2bRsGDx6Mdu3aQaEwzcyQiIhITpa8mum7777D7t274e/vj+vXr2Pr1q3o06cPPDw89KpPdDKze/dufPnllxg0aJBeH0hERETlyYwhOwBLGEw1+u///m9s374dH374ISIjI5GVlYXx48ejffv22LBhA0aMGCG6TtHJjK2tLefIEBERkV5Onz6NxMREdOxYtqjE3d0dBw8eRExMDMaPH69XMiN6AvCMGTOwZs0a6LkIioiIiGC5S7OTkpI0icyTIiIikJSUpFedontmTp06hePHj+PQoUNo27YtbGy0lzvv27dPr0CIiIgsifCfy5D3TZGdnR1u3ryJ2NhY3Lx5E2vWrIGrqysOHToELy8vveoU3TPj7OyM4cOHo0+fPmjQoAGcnJy0LiIiIqLKnDhxAu3bt0diYiL27duHgoICAMDFixcxf/58veoU3TMTGxur03OnT59Gly5dYGen/4ZARERE5srQoSJTHWaaPXs2Fi9ejMjISDg6OmrK+/fvj3//+9961an3pnnPExQUhDt37hireiIiItMmSHCZoEuXLmH48OEVyl1dXfHHH3/oVafRkhlOECYiIqqCoZN/TbRnxtnZGZmZmRXKL1y4gBdeeEGvOo2WzBARERE9beTIkXj//fehUqmgUCigVqtx+vRpzJw5E2PGjNGrTiYzREREMijfAdiQyxQtWbIEPj4+8PT0REFBAdq0aYPevXujR48emDNnjl51MpkhIiKSQXXvM3Py5EkMHToUHh4eUCgU2L9//1PxCJg3bx4aNWoEBwcHBAQE4MaNG1rP5OTkIDQ0FEqlEs7OzggPD9esRtKVra0tNm/ejJs3b+LAgQP47LPP8Msvv+DTTz9FrVq1RNVVTvRqJl3xzCYzlPCc00y7V9wESad7utRNVN2q+jNryH8Lz8P/FshIHj58iI4dO2L8+PEIDg6ucH/ZsmVYu3Yttm/fjqZNm2Lu3LkIDAzE1atXYW9vDwAIDQ1FZmYmjh49iuLiYowbNw4TJ07Erl27RMfj5eWl974yTzNaMsMJwERERFUwdBKvyHeDgoIQFBT07KoEAatXr8acOXMwbNgwAMCOHTvg5uaG/fv3Y+TIkbh27RoOHz6Mc+fOoUuXLgCAdevWYdCgQVi+fHmVh0RGRkbqHOfKlStFtKqM6GTmr7/+giAIqF27NgDg9u3b+Prrr9GmTRsMHDhQ89yDBw9EB0NERGQppDo1Oz8/X6vczs5O9B5vaWlpUKlUCAgI0JQ5OTmhW7duiI+Px8iRIxEfHw9nZ2dNIgMAAQEBsLKyQmJi4jOXW5e7cOGC1s/JyckoKSlB69atAQDXr19HrVq14OfnJyrucqKTmWHDhiE4OBiTJk1Cbm4uunXrBhsbG/zxxx9YuXIl3nnnHb0CISIiIvE8PT21fp4/fz4WLFggqg6VSgUAcHNz0yp3c3PT3FOpVHB1ddW6b21tDRcXF80zlTl+/Ljm1ytXroSjoyO2b9+OevXqAQD+/PNPjBs3Di+//LKouMuJngCcnJys+bCvvvoKbm5uuH37Nnbs2IG1a9eKqmvBggVQKBRal4+Pj+b+48ePERERgfr166Nu3boICQlBVlaW2JCJiIhqHok2zcvIyEBeXp7mioqKqt52iLRixQpER0drEhkAqFevHhYvXowVK1boVafoZObRo0ea7Ye///57BAcHw8rKCt27d8ft27dFB9C2bVtkZmZqrlOnTmnuTZ8+Hd9++y327NmDEydO4O7du8+ctERERGRqpFrNpFQqtS59jhFyd3cHgAodBllZWZp77u7uyM7O1rpfUlKCnJwczTO6yM/Px7179yqU37t3T+8pKqKTmRYtWmD//v3IyMjAkSNHNPNksrOzoVQqRQdgbW0Nd3d3zdWgQQMAQF5eHrZu3YqVK1eif//+8PPzQ2xsLM6cOYOEhIRK6yssLER+fr7WRURERJVr2rQp3N3dERcXpynLz89HYmIi/P39AQD+/v7Izc1FUlKS5pljx45BrVajW7duOn/W8OHDMW7cOOzbtw+///47fv/9d+zduxfh4eF6d1iITmbmzZuHmTNnokmTJnjppZc0jfz+++/RuXNn0QHcuHEDHh4eaNasGUJDQ5Geng4ASEpKQnFxsdZkJB8fH3h5eSE+Pr7S+qKjo7VO8X56LJGIiKjGqMZzmQoKCpCSkoKUlBQAZZN+U1JSkJ6eDoVCgWnTpmHx4sX45ptvcOnSJYwZMwYeHh547bXXAAC+vr545ZVXMGHCBJw9exanT5/G5MmTMXLkyCpXMj1t48aNCAoKwqhRo+Dt7Q1vb2+MGjUKr7zyCtavXy++YdBjAvB//dd/oVevXsjMzETHjn/vpTBgwIAqZzI/S7du3bBt2za0bt0amZmZWLhwIV5++WVcvnwZKpUKtra2cHZ21nrnyclIzxIVFaW1BCw/P58JDRER1TjVfWr2+fPn0a9fP83P5f9WhoWFYdu2bXjvvffw8OFDTJw4Ebm5uejVqxcOHz6s2WMGAHbu3InJkydjwIABsLKyQkhIiOj5srVr18b69evx8ccf4+bNmwCA5s2bo06dOqLqeZJe+8y4u7ujoKAAR48eRe/eveHg4ICuXbuK3ijvyfXuHTp0QLdu3eDt7Y0vv/wSDg4O+oSm15I0IiKiamfoydci3+3bt2+Ve8ApFAosWrQIixYtqvQZFxcXvTbIe5Y6deqgQ4cOktQlOpm5f/8+RowYgePHj0OhUODGjRto1qwZwsPDUa9ePb1nIgNlJ2m2atUKv/76K/7xj3+gqKgIubm5Wr0zT05GIiIiItPy8OFDLF26FHFxccjOzoZarda6f+vWLdF1ik5mpk+fDhsbG6Snp8PX11dT/sYbbyAyMtKgZKagoAA3b97E6NGj4efnBxsbG8TFxSEkJAQAkJqaivT0dM08HSIiItOl+M9lyPum5+2338aJEycwevRoNGrUSJLjj0QnM99//z2OHDmCxo0ba5W3bNlS9NLsmTNnYujQofD29sbdu3cxf/581KpVC2+++SacnJwQHh6OyMhIuLi4QKlUYsqUKfD390f37t3Fhk1ERFSzVPMwU01x6NAhfPfdd+jZs6dkdYpOZh4+fKg5yuBJOTk5oueq/P7773jzzTdx//59NGzYEL169UJCQgIaNmwIAFi1apVmglFhYSECAwP1nulMRERE8qtXrx5cXFwkrVP00uyXX34ZO3bs0PysUCigVquxbNkyrVnSuti9ezfu3r2LwsJC/P7779i9ezeaN2+uuW9vb4+YmBjk5OTg4cOH2LdvH+fLEBGReZBoB2BT869//Qvz5s3Do0ePJKtTdM/MsmXLMGDAAJw/fx5FRUV47733cOXKFeTk5OD06dOSBUYmKOGi3BEQSUeuP8/dOz7/GX3wv8+ap5pPza4pVqxYgZs3b8LNzQ1NmjSBjY2N1v3k5GTRdYpOZtq1a4fr169j3bp1cHR0REFBAYKDgxEREYFGjRqJDoCIiIgsR/kmfFLSa58ZJycnzJkzR+pYiIiILIYglF2GvG+K5s+fL3mdoufMAMBPP/2Et956Cz169MCdO3cAAJ9++qnWIZFERERUBQudM2MMopOZvXv3IjAwEA4ODkhOTkZhYSGAsoMhlyxZInmAREREZNpcXFzwxx9/APh7NVNllz5EDzMtXrwYGzduxJgxY7B7925Nec+ePbF48WK9giAiIrI4FjQBeNWqVXB0dAQArF69WvL6RSczqamp6N27d4VyJycn5ObmShETERGR2VMIZZch75uKsLCwZ/66KkuXLsWkSZMqHDj9LKKHmdzd3fHrr79WKD916hSaNWsmtjoiIiLLxDkzVVqyZAlycnJ0elZ0MjNhwgS8++67SExMhEKhwN27d7Fz507MnDkT77zzjuhgiYiIiJ5W1QnfTxM9zDR79myo1WoMGDAAjx49Qu/evWFnZ4eZM2diypQpYqsjIiKyTBY0Z8bYRCUzpaWlOH36NCIiIjBr1iz8+uuvKCgoQJs2bVC3bl1jxUhERGR+LPSgSWMQlczUqlULAwcOxLVr1+Ds7Iw2bdoYKy4iIiIinYieM9OuXTvcunXLGLEQERFZDk4AlozoZGbx4sWYOXMmDhw4gMzMTOTn52tdREREpAMmM1V6+eWX4eDgoNOzoicADxo0CADw6quvQqH4e/KRIAhQKBQoLS0VWyURERFZiD59+iA8PByvv/56lcnKwYMHda5TdDJz/Phxsa8QEZmcI3cv6v1uYHBH/T84Qf/PJRNjoauZOnfurFkBPWLECISHh6N79+4G1Sk6menTp49BH0hERESWtQPwk1avXo3ly5fjm2++wfbt29G7d2+0aNEC48ePx+jRo+Hm5ia6TtHJzM8///zMcoVCAXt7e3h5ecHOzk50IERERGQZrK2tERwcjODgYGRnZ2PTpk2YO3cu/ud//geDBg3C1KlT0b9/f93rExtAp06dtObKPM3GxgZvvPEGPvnkE9jb24utnoiIyDJwnxmcPXsWsbGx2L17N1xdXTF27FjcuXMHQ4YMwT//+U8sX75cp3pEr2b6+uuv0bJlS2zatAkpKSlISUnBpk2b0Lp1a+zatQtbt27FsWPHMGfOHNGNIiIiIvOWnZ2NFStWoF27dnj55Zdx7949fP755/jtt9+wcOFCbNmyBd9//z02btyoc52ie2Y+/PBDrFmzBoGBgZqy9u3bo3Hjxpg7dy7Onj2LOnXqYMaMGTpnVERERJZGAQPnzEgWSfVq3LgxmjdvjvHjx2Ps2LFo2LBhhWc6dOiArl276lyn6GTm0qVL8Pb2rlDu7e2NS5cuASgbisrMzBRbNREREZkxQRAQFxeHLl26VLksW6lUilo9LXqYycfHB0uXLkVRUZGmrLi4GEuXLoWPjw8A4M6dO3rNRiYiIrIY5UuzDblMjCAIGDBgAH7//XdJ6xXdMxMTE4NXX30VjRs3RocOHQCU9daUlpbiwIEDAIBbt27hn//8p6SBEhERmRULnABsZWWFli1b4v79+2jZsqVk9YpOZnr06IG0tDTs3LkT169fBwC8/vrrGDVqFBwdHQEAo0ePlixAIiIiMh9Lly7FrFmzsGHDBrRr106SOkUnMwDg6OiISZMmSRIAERGRRbLAnhkAGDNmDB49eoSOHTvC1ta2wtyZnJwc0XXqlcx8+umn+OSTT3Dr1i3Ex8fD29sbq1atQrNmzTBs2DB9qiQiIrIolroD8KpVq6rcr04fopOZDRs2YN68eZg2bRoWL16sOViyXr16WL16NZMZIiIiqtTYsWMlr1P0aqZ169Zh8+bN+OCDD2Bt/Xcu1KVLF83SbCIiInoOQYJLhNLSUsydOxdNmzaFg4MDmjdvjn/9618QhL8rEgQB8+bNQ6NGjeDg4ICAgADcuHHDwIZqq1WrFrKzsyuU379/H7Vq1dKrTtE9M2lpaejcuXOFcjs7Ozx8+FCvIIiIqptBp2J7PO9UbJ58TTqo5jkzH330ETZs2IDt27ejbdu2OH/+PMaNGwcnJydMnToVALBs2TKsXbsW27dvR9OmTTF37lwEBgbi6tWrkh1R9GTy9KTCwkLY2trqVafoZKZp06ZISUmpsHHe4cOH4evrq1cQREREZFxnzpzBsGHDMHjwYABAkyZN8Pnnn+Ps2bMAypKM1atXY86cOZopIzt27ICbmxv279+PkSNHGvT5a9euBVB2MPWWLVtQt25dzb3S0lKcPHlSs1+dWKKTmcjISERERODx48cQBAFnz57F559/jujoaGzZskWvIIiIiCyNVBOA8/Pztcrt7OxgZ2dX4fkePXpg06ZNuH79Olq1aoWLFy/i1KlTWLlyJYCykReVSoWAgADNO05OTujWrRvi4+MNTmZWrVoFoCxp2rhxo9aQkq2tLZo0aSLqPKYniU5m3n77bTg4OGDOnDl49OgRRo0aBQ8PD6xZs8bghhIREVkMQ3fx/c+7np6eWsXz58/HggULKjw+e/Zs5Ofnw8fHB7Vq1UJpaSk+/PBDhIaGAgBUKhUAVNjB383NTXPPEGlpaQCAfv36Yd++fahXr57BdZbTa2l2aGgoQkND8ejRIxQUFMDV1VWygIiIiCyCRHNmMjIyoFQqNcXP6pUBgC+//BI7d+7Erl270LZtW6SkpGDatGnw8PBAWFiYAYGIU37mUlFREdLS0tC8eXOtBUX6EL2a6Um1a9dmIkNERCQjpVKpdVWWzMyaNQuzZ8/GyJEj0b59e4wePRrTp09HdHQ0AMDd3R0AkJWVpfVeVlaW5p4U/vrrL4SHh6N27dpo27Yt0tPTAQBTpkzB0qVL9apTp1Soc+fOOm9wk5ycrFcgRERElqS6N8179OgRrKy0+zBq1aoFtVoNoGyBj7u7O+Li4tCpUycAZfNxEhMT8c477+gf6FNmz56Nixcv4scff8Qrr7yiKQ8ICMCCBQswe/Zs0XXqlMy89tprml8/fvwY69evR5s2beDv7w8ASEhIwJUrV3i4JBERka6qeWn20KFD8eGHH8LLywtt27bFhQsXsHLlSowfPx5A2Sqj8g1xW7ZsqVma7eHhoZUHGGr//v344osv0L17d62OkrZt2+LmzZt61alTMjN//nzNr99++21MnToV//rXvyo8k5GRoVcQREREZFzr1q3D3Llz8c9//hPZ2dnw8PDAf//3f2PevHmaZ9577z08fPgQEydORG5uLnr16oXDhw9LtscMANy7d++ZU1QePnyo9zEHoufM7NmzB2PGjKlQ/tZbb2Hv3r16BUFERGRxhL+HmvS5xPbMODo6YvXq1bh9+zb++usv3Lx5E4sXL9baqE6hUGDRokVQqVR4/PgxfvjhB7Rq1UrSZnfp0gXfffed1mcCwJYtWzQjPmKJnj7s4OCA06dPo2XLllrlp0+fljRzIyIiMmsWemr2kiVLEBQUhKtXr6KkpARr1qzB1atXcebMGZw4cUKvOkUnM9OmTcM777yD5ORkvPTSSwCAxMRE/O///i/mzp2rVxBERERkGXr16oWUlBQsXboU7du3x/fff48XX3wR8fHxaN++vV51ik5mZs+ejWbNmmHNmjX47LPPAAC+vr6IjY3FiBEj9AqCiIjI4lhozwwANG/eHJs3b5asPr12qRkxYgQTFyIiIgNU99LsmiY7OxvZ2dmapeHlOnToILouw7bcIyIiIhIhKSkJYWFhuHbtWoUTtBUKBUpLS0XXqVMy4+LiguvXr6NBgwY6Verl5YWffvqpwsnaRJU5cvdipfcCPTpWYyRkTvjniqjmGT9+PFq1aoWtW7fCzc1N7+XYT9IpmcnNzcWhQ4fg5OSkU6X379/XK7MiIiKyGBY6Z+bWrVvYu3cvWrRoIVmdOg8zVechVERERObOUufMDBgwABcvXqz+ZObpyTlERERE+tiyZQvCwsJw+fJltGvXDjY2Nlr3X331VdF11qgJwEuXLkVUVBTeffddrF69GkDZWVAzZszA7t27UVhYiMDAQKxfvx5ubm7yBktERGQoE+1dMUR8fDxOnz6NQ4cOVbin7wRg0ccZGMu5c+fwySefVFiSNX36dHz77bfYs2cPTpw4gbt37yI4OFimKImIiCQiSHCZoClTpuCtt95CZmYm1Gq11qXvfNsakcwUFBQgNDQUmzdvRr169TTleXl52Lp1K1auXIn+/fvDz88PsbGxOHPmDBISEp5ZV2FhIfLz87UuIiIiqhnu37+P6dOnSzrCUiOSmYiICAwePBgBAQFa5UlJSSguLtYq9/HxgZeXF+Lj459ZV3R0NJycnDSXp6enUWMnIiLShyGHTBo6eVhOwcHBOH78uKR1yj5nZvfu3UhOTsa5c+cq3FOpVLC1tYWzs7NWuZubG1Qq1TPri4qKQmRkpObn/Px8JjRERFTzWOjS7FatWiEqKgqnTp1C+/btK0wAnjp1qug69Upmbt68idjYWNy8eRNr1qyBq6srDh06BC8vL7Rt21bnejIyMvDuu+/i6NGjkp24bWdnBzs7O0nqIiIiImlt2bIFdevWxYkTJyqckq1QKPRKZkQPM504cQLt27dHYmIi9u3bh4KCAgDAxYsXMX/+fFF1JSUlITs7Gy+++CKsra1hbW2NEydOYO3atbC2toabmxuKioqQm5ur9V5WVhbc3d3Fhk5ERFRjWOowU1paWqXXrVu39KpTdDIze/ZsLF68GEePHoWtra2mvH///pVOyq3MgAEDcOnSJaSkpGiuLl26IDQ0VPNrGxsbxMXFad5JTU1Feno6/P39xYZORERUc1joaqYnCYJQ4XwmfYgeZrp06RJ27dpVodzV1RV//PGHqLocHR3Rrl07rbI6deqgfv36mvLw8HBERkbCxcUFSqUSU6ZMgb+/P7p37y42dCIiIqoBduzYgY8//hg3btwAUDaPZtasWRg9erRe9YlOZpydnZGZmYmmTZtqlV+4cAEvvPCCXkFUZdWqVbCyskJISIjWpnlEREQmzUInAK9cuRJz587F5MmT0bNnTwDAqVOnMGnSJPzxxx+YPn266DpFJzMjR47E+++/jz179kChUECtVuP06dOYOXMmxowZIzqAp/34449aP9vb2yMmJgYxMTEG101ERFRTWOrZTOvWrcOGDRu0coZXX30Vbdu2xYIFC6onmVmyZAkiIiLg6emJ0tJStGnTBqWlpRg1ahTmzJkjOgAiImMJ9OgodwhElbPQnpnMzEz06NGjQnmPHj2QmZmpV52iJwDb2tpi8+bNuHnzJg4cOIDPPvsMv/zyCz799FPUqlVLryCIiIjIMrRo0QJffvllhfIvvvgCLVu21KtOvTfN8/LygpeXl76vExERWTYL7ZlZuHAh3njjDZw8eVIzZ+b06dOIi4t7ZpKjC52SmSd31H2elStX6hUIERGRJbHUOTMhISFITEzEqlWrsH//fgCAr68vzp49i86dO+tVp07JzIULF7R+Tk5ORklJCVq3bg0AuH79OmrVqgU/Pz+9giAiIiLL4efnh88++0yy+nRKZp48EGrlypVwdHTE9u3bNSdc//nnnxg3bhxefvllyQIjIiIyaxY6zAT8fSzSrVu3sHr1ar2PRSonegLwihUrEB0drUlkAKBevXpYvHgxVqxYIToAIiIiS2Spxxk8eSzS3r17DToWqZzoZCY/Px/37t2rUH7v3j08ePBAryCIiIjIMkh5LFI50cnM8OHDMW7cOOzbtw+///47fv/9d+zduxfh4eEIDg7WKwgiIiKLY6FnM126dAnDhw+vUK7PsUjlRC/N3rhxI2bOnIlRo0ahuLi4rBJra4SHh+Pjjz/WKwgiIiKLY6FzZoxxLJLonpnatWtj/fr1uH//Pi5cuIALFy4gJycH69evR506dfQKgoiIiCxD+bFIKpVKsmOR9N40r06dOujQoYO+rxMREVk0xX8uQ943Rc86FqmkpAShoaF6H4skOpnp168fFIrKv8Jjx47pFQgREZFFsdBhpvJjkebNm4dLly6hoKAAnTt31vsoA0CPZKZTp05aPxcXFyMlJQWXL19GWFiY3oEQERFZEjl2AL5z5w7ef/99HDp0CI8ePUKLFi0QGxuLLl26AAAEQcD8+fOxefNm5ObmomfPntiwYYNBicbTnnWqQEJCAhQKBezt7dGiRQsMGzYMLi4uOtcpOplZtWrVM8sXLFigWStORERENcuff/6Jnj17ol+/fjh06BAaNmyIGzduaO0bt2zZMqxduxbbt29H06ZNMXfuXAQGBuLq1auwt7eXJI4LFy4gOTkZpaWlFU4S8PHxwfr16zFjxgycOnUKbdq00alOvefMPO2tt97CSy+9hOXLl0tVJVmQQI+Old47cveiUeol0/e8Pxv8/acarZqHmT766CN4enoiNjZWU/bkiiJBELB69WrMmTMHw4YNAwDs2LEDbm5u2L9/P0aOHGlAsH8r73WJjY2FUqkEAOTl5eHtt99Gr169MGHCBIwaNQrTp0/HkSNHdKpT9GqmysTHx0uWtREREVkECfaYyc/P17oKCwuf+VHffPMNunTpgtdffx2urq7o3LkzNm/erLmflpYGlUqFgIAATZmTkxO6deuG+Ph4yZr88ccf41//+pcmkSn/nAULFmDZsmWoXbs25s2bh6SkJJ3rFN0z8/TGeIIgIDMzE+fPn8fcuXPFVkdEREQG8PT01Pp5/vz5WLBgQYXnbt26hQ0bNiAyMhL/8z//g3PnzmHq1KmwtbVFWFgYVCoVAMDNzU3rPTc3N809KeTl5SE7O7vCENK9e/eQn58PoGwvmqKiIp3rFJ3MKJVKrdVMVlZWaN26NRYtWoSBAweKrY6IiMgiSTUBOCMjQ6uXw87O7pnPq9VqdOnSBUuWLAEAdO7cGZcvX8bGjRurdQHPsGHDMH78eKxYsQJdu3YFAJw7dw4zZ87Ea6+9BgA4e/YsWrVqpXOdopOZbdu2iX2FiIiInibRnBmlUqmVzFSmUaNGFXpDfH19sXfvXgCAu7s7ACArKwuNGjXSPJOVlVVhJbMhPvnkE0yfPh0jR45ESUkJgLKTBMLCwjSLjHx8fLBlyxad6xQ9Z6ZZs2a4f/9+hfLc3Fw0a9ZMbHVERERUDXr27InU1FStsuvXr8Pb2xtA2WRgd3d3xMXFae7n5+cjMTER/v7+ksVRt25dbN68Weskgfv372PTpk2akwQ6deokKoES3TPz22+/obS0tEJ5YWEh7ty5I7Y6IiIii1Td+8xMnz4dPXr0wJIlSzBixAicPXsWmzZtwqZNm8rqUygwbdo0LF68GC1bttQszfbw8NAM/0ipbt26kp0koHMy880332h+feTIETg5OWl+Li0tRVxcHJo0aSJJUERERGavmpdmd+3aFV9//TWioqKwaNEiNG3aFKtXr0ZoaKjmmffeew8PHz7ExIkTkZubi169euHw4cM1frWyzslMeVamUCgqTBSysbFBkyZNsGLFCkmDIyIiIukMGTIEQ4YMqfS+QqHAokWLsGjRomqMynA6JzNqtRpA2ZjauXPn0KBBA6MFRUREZO7kOM7AXImeM5OWlmaMOIiIiCyLhR40aQw6JTNr167FxIkTYW9vj7Vr11b57NSpUyUJjIiIyKwxmZGMTsnMqlWrEBoaCnt7+0oPmgTKxtqYzBAREVF10imZeXJoicNMREREhuOcGemInjOzaNEizJw5E7Vr19Yq/+uvv/Dxxx9j3rx5kgVHBBj35OOqTl3micvVw5CTr/l7RCaNw0ySEb0D8MKFC1FQUFCh/NGjR1i4cKEkQRERERHpSnTPjCAIWgdNlrt48SJcXFwkCYqIiMjcKQQBCkH/7hVD3jU3Oicz9erVg0KhgEKhQKtWrbQSmtLSUhQUFGDSpElGCZKIiMjscJhJMjonM6tXr4YgCBg/fjwWLlyodZyBra0tmjRpIulBVERERES60DmZKT/CoGnTpujRowdsbGyMFhQREZG542om6YieM9OnTx/Nrx8/foyioiKt+0ql0vCoiIiIzB2HmSQjejXTo0ePMHnyZLi6uqJOnTqoV6+e1kVERERUnUQnM7NmzcKxY8ewYcMG2NnZYcuWLVi4cCE8PDywY8cOY8RIRERkdsqHmQy5qIzoYaZvv/0WO3bsQN++fTFu3Di8/PLLaNGiBby9vbFz506EhoYaI04iIiLzwmEmyYjumcnJyUGzZs0AlM2PycnJAQD06tULJ0+elDY6IiIiM8WeGemITmaaNWumOZ/Jx8cHX375JYCyHhtnZ2dJgyMiIiJ6HtHJzLhx43DxYtlZKrNnz0ZMTAzs7e0xffp0zJo1S/IAiYiIzJIgwUUA9JgzM336dM2vAwIC8MsvvyApKQktWrRAhw4dJA2OiIjInHGoSBqie2ae5u3tjeDgYLi4uGDixIlSxERERESkM9E9M5W5f/8+tm7dik2bNklVJZHBbn9ZdW9hoEc1BVJDHLl7Ue4QKgj06Ch3CETyEISyy5D3CYCEyQwRERHpjscZSMfgYSYiIiIiObFnhoiISA7cNE8yOiczwcHBVd7Pzc0V/eEbNmzAhg0b8NtvvwEA2rZti3nz5iEoKAhA2UGWM2bMwO7du1FYWIjAwECsX78ebm5uoj+LiIioJlGoyy5D3qcyOiczTk5Oz70/ZswYUR/euHFjLF26FC1btoQgCNi+fTuGDRuGCxcuoG3btpg+fTq+++477NmzB05OTpg8eTKCg4Nx+vRpUZ9DRERE5kvnZCY2NlbyDx86dKjWzx9++CE2bNiAhIQENG7cGFu3bsWuXbvQv39/TQy+vr5ISEhA9+7dJY+HiIio2nCYSTI1ZgJwaWkpdu/ejYcPH8Lf3x9JSUkoLi5GQECA5hkfHx94eXkhPj6+0noKCwuRn5+vdREREdU0PJtJOrInM5cuXULdunVhZ2eHSZMm4euvv0abNm2gUqlga2tb4bwnNzc3qFSqSuuLjo6Gk5OT5vL09DRyC4iIiPRQvs+MIRcBqAHJTOvWrZGSkoLExES88847CAsLw9WrV/WuLyoqCnl5eZorIyNDwmiJiIioppF9abatrS1atGgBAPDz88O5c+ewZs0avPHGGygqKkJubq5W70xWVhbc3d0rrc/Ozg52dnbGDpuIiMgg3DRPOrL3zDxNrVajsLAQfn5+sLGxQVxcnOZeamoq0tPT4e/vL2OEREREEuCp2ZKRtWcmKioKQUFB8PLywoMHD7Br1y78+OOPOHLkCJycnBAeHo7IyEi4uLhAqVRiypQp8Pf350omIiIi0pC1ZyY7OxtjxoxB69atMWDAAJw7dw5HjhzBP/7xDwDAqlWrMGTIEISEhKB3795wd3fHvn375AyZiIhIEnKvZlq6dCkUCgWmTZumKXv8+DEiIiJQv3591K1bFyEhIcjKyjLsg6qBrD0zW7durfK+vb09YmJiEBMTU00RERERVRMZT80+d+4cPvnkE3To0EGr3FQ3q5V9AjCRMXmP+LnK+7e/7FDlfUPqlsORuxervB/o0bGaItH2vLiqYt2yud7vlty4qfe7RKbi6f3UnrcQpqCgAKGhodi8eTMWL16sKc/LyzPZzWpr3ARgIiIiSyDVMJOnp6fW/mrR0dFVfm5ERAQGDx6stSktAL03q60J2DNDREQkB4mOM8jIyIBSqdQUV9Urs3v3biQnJ+PcuXMV7um7WW1NwGSGiIjIhCmVSq1kpjIZGRl49913cfToUdjb21dDZNWHw0xEREQyqO7VTElJScjOzsaLL74Ia2trWFtb48SJE1i7di2sra3h5uam2az2Sc/brLYmYM8MERGRHNRC2WXI+yIMGDAAly5d0iobN24cfHx88P7778PT01OzWW1ISAgA09mslskMERGRHCSaM6MrR0dHtGvXTqusTp06qF+/vqbcVDerZTJDREREAMo2q7WyskJISAgKCwsRGBiI9evXyx3WczGZISIikoECBh40KUEMP/74o9bPprpZLZMZIiIiOci4A7C54WomIiIiMmnsmSEiIpKBoYdFGnrQpDlhMkNERCSHal7NZM44zEREREQmjT0zREREMlAIAhQGTOI15F1zw2SGLJr3iJ8rvXf7yw5VvlvV/arqNaZAj46yfO7z9At/u/KbQVW/W1TFPdtDFQ/LIzIZ6v9chrxPADjMRERERCaOPTNEREQy4DCTdJjMEBERyYGrmSTDZIaIiEgO3AFYMpwzQ0RERCaNPTNEREQy4A7A0mEyQ0REJAcOM0mGw0xERERk0tgzQ0REJAOFuuwy5H0qw2SGiIhIDhxmkgyHmYiIiMiksWeGiIhIDtw0TzJMZoiIiGTA4wykw2EmIiIiMmkW0zPz9fVLUDrWEv1eoEdHI0RDpsB7xM96v3v7yw5Gq9tYn2vMdxvFVnlbb0VBXfV+1/bQOQkjIdIDJwBLxmKSGSIiohpFAGDI8mrmMhpMZoiIiGTAOTPS4ZwZIiIiMmnsmSEiIpKDAAPnzEgWicljMkNERCQHTgCWDIeZiIiIyKSxZ4aIiEgOagAKA98nAExmiIiIZMHVTNLhMBMRERGZNPbMEBERyYETgCXDnhkiIiI5lCczhlwiREdHo2vXrnB0dISrqytee+01pKamaj3z+PFjREREoH79+qhbty5CQkKQlZUlZauNgskMERGRBThx4gQiIiKQkJCAo0ePori4GAMHDsTDhw81z0yfPh3ffvst9uzZgxMnTuDu3bsIDg6WMWrdcJiJiIhIDtU8zHT48GGtn7dt2wZXV1ckJSWhd+/eyMvLw9atW7Fr1y70798fABAbGwtfX18kJCSge/fu+sdqZBaTzAxv1R7WCptn3jty92Kl71V1D+Cp2lSzPO807qpOtzbWSd6AYSdU31rmr//n5le+7rXxIb2rRdOztau8n/bSI/0rJ8sh0dLs/Px8rWI7OzvY2dk99/W8vDwAgIuLCwAgKSkJxcXFCAgI0Dzj4+MDLy8vxMfH1+hkhsNMREREMihfmm3IBQCenp5wcnLSXNHR0c/9bLVajWnTpqFnz55o164dAEClUsHW1hbOzs5az7q5uUGlUknefilZTM8MERGROcrIyIBSqdT8rEuvTEREBC5fvoxTp04ZM7Rqw2SGiIhIDhLNmVEqlVrJzPNMnjwZBw4cwMmTJ9G4cWNNubu7O4qKipCbm6vVO5OVlQV3d3f946wGsg4zmfMyMSIioiqpBcMvEQRBwOTJk/H111/j2LFjaNq0qdZ9Pz8/2NjYIC4uTlOWmpqK9PR0+PvrP3etOsiazJjzMjEiIqKaJCIiAp999hl27doFR0dHqFQqqFQq/PXXXwAAJycnhIeHIzIyEsePH0dSUhLGjRsHf3//Gj35F5B5mMmcl4kRERFVqZqXZm/YsAEA0LdvX63y2NhYjB07FgCwatUqWFlZISQkBIWFhQgMDMT69ev1j7Ga1Kg5M1IsEyssLERhYaHm56eXrBEREdUMBiYzED/M9Dz29vaIiYlBTEyMvkHJosYszZZqmVh0dLTWEjVPT09jh05EREQyqjHJTPkysd27dxtUT1RUFPLy8jRXRkaGRBESERFJqJrPZjJnNWKYScplYrrufEhERCQrtQCxQ0UV3ydA5p4Zc14mRkRERNVD1p6ZiIgI7Nq1C//3f/+nWSYGlC0Pc3Bw0Fom5uLiAqVSiSlTppjEMjEiIqIqCeqyy5D3CYDMyYw5LxMjIiKqUjUvzTZnsiYz5rxMjIiIqEqcMyOZGjEBWG6BHh3lDoHMjPeIn/V+9/aXHYz2uYbEVRXrC3WrvF/yg1fl7wakV/lus/fi9YrJmNJeeiR3CET0BCYzREREcuAwk2SYzBAREclBgIHJjGSRmLwas2keERERkT7YM0NERCQHDjNJhskMERGRHNRqAAbsFaPmPjPlOMxEREREJo09M0RERHLgMJNkmMwQERHJgcmMZDjMRERERCaNPTNERERy4HEGkmEyQ0REJANBUEMw4ORrQ941N0xmiIiI5CAIhvWucM6MBufMEBERkUljzwwREZEcBAPnzLBnRoPJDFEN4z3iZ6PVffvLDpXe+6DjoSrf/az1C5XeeyH6TNUfHF31bSKLpFYDCgPmvXDOjAaHmYiIiMiksWeGiIhIDhxmkgyTGSIiIhkIajUEA4aZuDT7bxxmIiIiIpPGnhkiIiI5cJhJMkxmiIiI5KAWAAWTGSlwmImIiIhMGntmiIiI5CAIAAzZZ4Y9M+WYzBAREclAUAsQDBhmEpjMaDCZISIikoOghmE9M1yaXY5zZoiIiCxITEwMmjRpAnt7e3Tr1g1nz56VOySDMZkhIiKSgaAWDL7E+uKLLxAZGYn58+cjOTkZHTt2RGBgILKzs43QwurDZIaIiEgOgtrwS6SVK1diwoQJGDduHNq0aYONGzeidu3a+N///V8jNLD6mP2cmfIJUiUoNmhvIiJzUProcaX3/iooqfLdEqFY6nCIapwSlP05r47JtYb+u1Qea35+vla5nZ0d7OzsKjxfVFSEpKQkREVFacqsrKwQEBCA+Ph4/QOpAcw+mXnw4AEA4BQOyhwJUQ0Q9n+V3nqnGsMgqukePHgAJycno9Rta2sLd3d3nFIZ/u9S3bp14enpqVU2f/58LFiwoMKzf/zxB0pLS+Hm5qZV7ubmhl9++cXgWORk9smMh4cHMjIy4OjoCIVCgfz8fHh6eiIjIwNKpVLu8IyO7TVfltRWgO01dzWlvYIg4MGDB/Dw8DDaZ9jb2yMtLQ1FRUUG1yUIAhQKhVbZs3plzJ3ZJzNWVlZo3LhxhXKlUmkRf0GUY3vNlyW1FWB7zV1NaK+xemSeZG9vD3t7e6N/zpMaNGiAWrVqISsrS6s8KysL7u7u1RqL1DgBmIiIyALY2trCz88PcXFxmjK1Wo24uDj4+/vLGJnhzL5nhoiIiMpERkYiLCwMXbp0wUsvvYTVq1fj4cOHGDdunNyhGcTikhk7OzvMnz/fYsYU2V7zZUltBdhec2dp7ZXLG2+8gXv37mHevHlQqVTo1KkTDh8+XGFSsKlRCDzcgYiIiEwY58wQERGRSWMyQ0RERCaNyQwRERGZNCYzREREZNLMNpn58MMP0aNHD9SuXRvOzs6VPrdt2zZ06NAB9vb2cHV1RUREhNb9n3/+GS+//DLs7e3h6emJZcuWGTly/ejaXgC4f/8+GjduDIVCgdzcXK17P/74I1588UXY2dmhRYsW2LZtm9FiNsTz2nvx4kW8+eab8PT0hIODA3x9fbFmzZoKz5lLewEgPT0dgwcPRu3ateHq6opZs2ahpET7vCVTae/Trl+/jmHDhqFBgwZQKpXo1asXjh8/rvWMLu03Jd999x26desGBwcH1KtXD6+99prWfXNrLwAUFhaiU6dOUCgUSElJ0bpnKn8XkzzMNpkpKirC66+/jnfeqfzEmZUrV+KDDz7A7NmzceXKFfzwww8IDAzU3M/Pz8fAgQPh7e2NpKQkfPzxx1iwYAE2bdpUHU0QRZf2lgsPD0eHDh0qlKelpWHw4MHo168fUlJSMG3aNLz99ts4cuSIMUI2yPPam5SUBFdXV3z22We4cuUKPvjgA0RFReHf//635hlzam9paSkGDx6MoqIinDlzBtu3b8e2bdswb948zTOm1N6nDRkyBCUlJTh27BiSkpLQsWNHDBkyBCqVCoBu7Tcle/fuxejRozFu3DhcvHgRp0+fxqhRozT3za295d57771nHiNgSn8Xk0wEMxcbGys4OTlVKM/JyREcHByEH374odJ3169fL9SrV08oLCzUlL3//vtC69atjRGqJCprb7n169cLffr0EeLi4gQAwp9//qm599577wlt27bVev6NN94QAgMDjRSt4Z7X3if985//FPr166f52Zzae/DgQcHKykpQqVSasg0bNghKpVLz59cU2ysIgnDv3j0BgHDy5ElNWX5+vgBAOHr0qCAIurXfVBQXFwsvvPCCsGXLlkqfMaf2ljt48KDg4+MjXLlyRQAgXLhwQXPPFP8upupltj0zz3P06FGo1WrcuXMHvr6+aNy4MUaMGIGMjAzNM/Hx8ejduzdsbW01ZYGBgUhNTcWff/4pR9gGuXr1KhYtWoQdO3bAyqrib318fDwCAgK0ygIDA03+aPhyeXl5cHFx0fxsTu2Nj49H+/bttTa+CgwMRH5+Pq5cuaJ5xhTbW79+fbRu3Ro7duzAw4cPUVJSgk8++QSurq7w8/MDoFv7TUVycjLu3LkDKysrdO7cGY0aNUJQUBAuX76secac2guUnQ00YcIEfPrpp6hdu3aF++b2dzFJz2KTmVu3bkGtVmPJkiVYvXo1vvrqK+Tk5OAf//iH5iRTlUr1zKPSy++ZksLCQrz55pv4+OOP4eXl9cxnKmtvfn4+/vrrr+oI02jOnDmDL774AhMnTtSUmVN7dfmzaqrtVSgU+OGHH3DhwgU4OjrC3t4eK1euxOHDh1GvXj0A5vXf6q1btwAACxYswJw5c3DgwAHUq1cPffv2RU5ODgDzaq8gCBg7diwmTZqELl26PPMZc2ovGYdJJTOzZ8+GQqGo8vrll190qkutVqO4uBhr165FYGAgunfvjs8//xw3btyoMLFQLlK2NyoqCr6+vnjrrbeMHLX+pGzvky5fvoxhw4Zh/vz5GDhwoBEi14+x2msqdG2/IAiIiIiAq6srfvrpJ5w9exavvfYahg4diszMTLmboTNd26tWqwEAH3zwAUJCQuDn54fY2FgoFArs2bNH5lboTtf2rlu3Dg8ePEBUVJTcIZMJM6mzmWbMmIGxY8dW+UyzZs10qqtRo0YAgDZt2mjKGjZsiAYNGiA9PR0A4O7u/syj0svvGZuU7T127BguXbqEr776CkDZ/w0BZUfCf/DBB1i4cGGl7VUqlXBwcBDfAJGkbG+5q1evYsCAAZg4cSLmzJmjdc+c2uvu7o6zZ89qlT39Z1Xu9j5N1/YfO3YMBw4cwJ9//gmlUgkAWL9+PY4ePYrt27dj9uzZOrVfbrq2tzxBe/LvJjs7OzRr1kzr7yZzae+xY8cQHx9f4UymLl26IDQ0FNu3b5f972Kq+UwqmWnYsCEaNmwoSV09e/YEAKSmpqJx48YAgJycHPzxxx/w9vYGAPj7++ODDz5AcXExbGxsAJTNtWndurWme9uYpGzv3r17tYYSzp07h/Hjx+Onn35C8+bNAZS19+DBg1rvHT16tNqOhpeyvQBw5coV9O/fH2FhYfjwww8r3Den9vr7++PDDz9EdnY2XF1dAZS1RalUav5RlLu9T9O1/Y8ePQKACvO8rKysNL0YurRfbrq218/PD3Z2dkhNTUWvXr0AAMXFxfjtt9+0/m4yl/auXbsWixcv1vx89+5dBAYG4osvvkC3bt0AyP93MZkAmScgG83t27eFCxcuCAsXLhTq1q0rXLhwQbhw4YLw4MEDzTPDhg0T2rZtK5w+fVq4dOmSMGTIEKFNmzZCUVGRIAiCkJubK7i5uQmjR48WLl++LOzevVuoXbu28Mknn8jVrErp0t4nHT9+vMJqplu3bgm1a9cWZs2aJVy7dk2IiYkRatWqJRw+fLiaWqG757X30qVLQsOGDYW33npLyMzM1FzZ2dmaOsypvSUlJUK7du2EgQMHCikpKcLhw4eFhg0bClFRUZo6TKm9T7p3755Qv359ITg4WEhJSRFSU1OFmTNnCjY2NkJKSoogCLq135S8++67wgsvvCAcOXJE+OWXX4Tw8HDB1dVVyMnJEQTB/Nr7pLS0tAqrmUzp72KSh9kmM2FhYQKACtfx48c1z+Tl5Qnjx48XnJ2dBRcXF2H48OFCenq6Vj0XL14UevXqJdjZ2QkvvPCCsHTp0mpuiW50ae+TnpXMlJd36tRJsLW1FZo1aybExsYaPXZ9PK+98+fPf+Z9b29vrXrMpb2CIAi//fabEBQUJDg4OAgNGjQQZsyYIRQXF2vVYyrtfdq5c+eEgQMHCi4uLoKjo6PQvXt34eDBg1rP6NJ+U1FUVCTMmDFDcHV1FRwdHYWAgADh8uXLWs+YU3uf9KxkRhBM5+9ikodCEP4zeYKIiIjIBJnUaiYiIiKipzGZISIiIpPGZIaIiIhMGpMZIiIiMmlMZoiIiMikMZkhIiIik8ZkhoiIiEwakxkiIiIyaUxmiMxQ3759MW3aNLnDICKqFkxmiIiIyKQxmSEiIiKTxmSGyMz9+eefGDNmDOrVq4fatWsjKCgIN27c0Nzftm0bnJ2dceTIEfj6+qJu3bp45ZVXkJmZKWPURES6YzJDZObGjh2L8+fP45tvvkF8fDwEQcCgQYNQXFyseebRo0dYvnw5Pv30U5w8eRLp6emYOXOmjFETEenOWu4AiMh4bty4gW+++QanT59Gjx49AAA7d+6Ep6cn9u/fj9dffx0AUFxcjI0bN6J58+YAgMmTJ2PRokWyxU1EJAZ7ZojM2LVr12BtbY1u3bppyurXr4/WrVvj2rVrmrLatWtrEhkAaNSoEbKzs6s1ViIifTGZISLY2Nho/axQKCAIgkzREBGJw2SGyIz5+vqipKQEiYmJmrL79+8jNTUVbdq0kTEyIiLpMJkhMmMtW7bEsGHDMGHCBJw6dQoXL17EW2+9hRdeeAHDhg2TOzwiIkkwmSEyc7GxsfDz88OQIUPg7+8PQRBw8ODBCkNLRESmSiFwYJyIiIhMGHtmiIiIyKQxmSEiIiKTxmSGiIiITBqTGSIiIjJpTGaIiIjIpDGZISIiIpPGZIaIiIhMGpMZIiIiMmlMZoiIiMikMZkhIiIik8ZkhoiIiEza/wPFpoTmQi7yhQAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -234,12 +423,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "5cb5e8d8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "(idxr_m - idxr_h).plot(cmap='viridis_r')" + "(idxr_m - idxr_h).plot(cmap=\"viridis_r\")" ] }, { @@ -252,10 +462,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "06729c53", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "r = pt.Rasterize(like=grid)\n", "r.read_shpf(url, idxkey=\"iso_a3\")\n", @@ -265,12 +496,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "59b5c496", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "(idxr_m_ignore - idxr_m).plot(cmap='viridis_r')" + "(idxr_m_ignore - idxr_m).plot(cmap=\"viridis_r\")" ] }, { @@ -285,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "7c883844", "metadata": {}, "outputs": [], @@ -297,22 +549,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "13185131", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "idxr_w.sel(iso_a3='MEX').plot()" + "idxr_w.sel(iso_a3=\"MEX\").plot()" ] } ],