diff --git a/eis_toolkit/checks/raster.py b/eis_toolkit/checks/raster.py
index d41b6e07..1ed8c645 100644
--- a/eis_toolkit/checks/raster.py
+++ b/eis_toolkit/checks/raster.py
@@ -1,6 +1,6 @@
import rasterio
from beartype import beartype
-from beartype.typing import Sequence
+from beartype.typing import Sequence, Union
from eis_toolkit.checks.crs import check_matching_crs
@@ -73,7 +73,9 @@ def check_matching_bounds(
@beartype
-def check_raster_grids(rasters: Sequence[rasterio.io.DatasetReader], same_extent: bool = False) -> bool:
+def check_raster_grids(
+ rasters: Sequence[Union[rasterio.io.DatasetReader, rasterio.io.DatasetWriter]], same_extent: bool = False
+) -> bool:
"""
Check all input rasters for matching gridding and optionally matching bounds.
diff --git a/notebooks/pca_plot_testing.ipynb b/notebooks/pca_plot_testing.ipynb
deleted file mode 100644
index 363704e9..00000000
--- a/notebooks/pca_plot_testing.ipynb
+++ /dev/null
@@ -1,2623 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import plotly.express as px\n",
- "import pandas as pd\n",
- "\n",
- "import sys\n",
- "sys.path.insert(0, \"..\")\n",
- "from eis_toolkit.exploratory_analyses.pca import compute_pca\n",
- "from eis_toolkit.exploratory_analyses.plot_pca import plot_pca"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Test with Iris flower dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
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- "plotlyServerURL": "https://plot.ly"
- },
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- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data = px.data.iris()\n",
- "color_feat = \"species\"\n",
- "\n",
- "features = [feat for feat in data.columns if feat != color_feat]\n",
- "pca_df, explained_variances = compute_pca(data[features], 3)\n",
- "\n",
- "plot_pca(pca_df, explained_variances, data[color_feat])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Test with a small made-up dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.plotly.v1+json": {
- "config": {
- "plotlyServerURL": "https://plot.ly"
- },
- "data": [
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- "dimensions": [
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- "label": "PC 1 (56.8%)",
- "values": [
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- {
- "axis": {
- "matches": true
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- "label": "PC 2 (37.4%)",
- "values": [
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- {
- "axis": {
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- },
- "label": "PC 3 (5.3%)",
- "values": [
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- "hovertemplate": "color=silver
%{xaxis.title.text}=%{x}
%{yaxis.title.text}=%{y}",
- "legendgroup": "silver",
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- "symbol": "circle"
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- "name": "silver",
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- "diagonal": {
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- "dimensions": [
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- "axis": {
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- "label": "PC 2 (37.4%)",
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- "hovertemplate": "color=gold
%{xaxis.title.text}=%{x}
%{yaxis.title.text}=%{y}",
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- "hovertemplate": "color=copper
%{xaxis.title.text}=%{x}
%{yaxis.title.text}=%{y}",
- "legendgroup": "copper",
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- "symbol": "circle"
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- "name": "copper",
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- "diagonal": {
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- "dimensions": [
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- "values": [
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- "label": "PC 3 (5.3%)",
- "values": [
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- "hovertemplate": "color=tin
%{xaxis.title.text}=%{x}
%{yaxis.title.text}=%{y}",
- "legendgroup": "tin",
- "marker": {
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- "symbol": "circle"
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- "layout": {
- "autosize": true,
- "dragmode": "select",
- "legend": {
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- },
- "tracegroupgap": 0
- },
- "margin": {
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- "error_y": {
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- "carpet": [
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- "aaxis": {
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"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data = pd.DataFrame(\n",
- " {\"feat_1\": [1, 2, 3, 10, 2, 3],\n",
- " \"feat_2\": [2, 3, 5, 2, 1, 1],\n",
- " \"feat_3\": [1, 1, 1, 2, 2, 3],\n",
- " \"feat_4\": [1, 2, 3, 9, 1, 2],\n",
- " \"feat_5\": [5, 6, 6, 4, 4, 3],\n",
- " \"mineral\": [\"silver\", \"gold\", \"gold\", \"copper\", \"copper\", \"tin\"]}\n",
- ")\n",
- "color_feat = \"mineral\"\n",
- "\n",
- "features = [feat for feat in data.columns if feat != color_feat]\n",
- "pca_df, explained_variances = compute_pca(data[features], 3)\n",
- "\n",
- "plot_pca(pca_df, explained_variances, data[color_feat])"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "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": "3.10.6"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/notebooks/workflow_demonstration.ipynb b/notebooks/workflow_demonstration.ipynb
new file mode 100644
index 00000000..6d235488
--- /dev/null
+++ b/notebooks/workflow_demonstration.ipynb
@@ -0,0 +1,717 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1. Importing and filepaths"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import rasterio\n",
+ "import geopandas\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "from rasterio.io import MemoryFile\n",
+ "import tempfile\n",
+ "\n",
+ "import sys\n",
+ "sys.path.insert(0, \"..\")\n",
+ "\n",
+ "from eis_toolkit.exploratory_analyses.basic_plots_seaborn import histogram\n",
+ "from eis_toolkit.vector_processing.idw_interpolation import idw\n",
+ "from eis_toolkit.transformations.logarithmic import _log_transform_ln\n",
+ "from eis_toolkit.transformations.sigmoid import _sigmoid_transform\n",
+ "from eis_toolkit.spatial_analyses.distance_computation import distance_computation\n",
+ "from eis_toolkit.vector_processing.rasterize_vector import rasterize_vector\n",
+ "from eis_toolkit.exploratory_analyses.parallel_coordinates import plot_parallel_coordinates\n",
+ "from eis_toolkit.raster_processing.extract_values_from_raster import extract_values_from_raster\n",
+ "from eis_toolkit.raster_processing.unifying import unify_raster_grids\n",
+ "from eis_toolkit.prediction.fuzzy_overlay import gamma_overlay\n",
+ "from eis_toolkit.prediction.weights_of_evidence import weights_of_evidence_calculate_weights, weights_of_evidence_calculate_responses\n",
+ "from eis_toolkit.validation.calculate_auc import calculate_auc\n",
+ "from eis_toolkit.validation.plot_rate_curve import plot_rate_curve\n",
+ "from eis_toolkit.validation.plot_prediction_area_curves import plot_prediction_area_curves"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define filepaths\n",
+ "AEM_inphase_fp = \"../tests/data/remote/workflow_demo/IOCG_AEM_Inph_.tif\"\n",
+ "AEM_quad_fp = \"../tests/data/remote/workflow_demo/IOCG_AEM_Quad.tif\"\n",
+ "AEM_ratio_fp = \"../tests/data/remote/workflow_demo/IOCG_EM_ratio.tif\"\n",
+ "Magn_AS_fp = \"../tests/data/remote/workflow_demo/Mag_DGRF_AS_FFT_ers_PCS_tif_clip.tif\"\n",
+ "\n",
+ "till_geochem_fp = \"../tests/data/remote/workflow_demo/Geochemical_Data/Vector_files/IOCG_CLB_Till_Geochem_reg_511p.shp\"\n",
+ "structures_fp = \"../tests/data/remote/workflow_demo/Geological_Data/IOCG_CLB_Structures_1M.shp\"\n",
+ "lithology_fp = \"../tests/data/remote/workflow_demo/Geological_Data/IOCG_CLB_Lith_Asstn_1M.shp\"\n",
+ "known_occurances_fp = \"../tests/data/remote/workflow_demo/Deposits_Occurrences/IOCG_Deps_Prosp_Occs.shp\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'driver': 'GTiff', 'dtype': 'float32', 'nodata': -1.0000000331813535e+32, 'width': 1361, 'height': 1642, 'count': 1, 'crs': CRS.from_epsg(3067), 'transform': Affine(50.0, 0.0, 345975.0,\n",
+ " 0.0, -50.0, 7540125.0), 'blockxsize': 128, 'blockysize': 128, 'tiled': True, 'compress': 'lzw', 'interleave': 'band'}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Take AEM_inphase raster profile and grid shape as the base/target\n",
+ "with rasterio.open(AEM_inphase_fp) as AEM_inphase:\n",
+ " raster_profile = AEM_inphase.profile\n",
+ " raster_extent = AEM_inphase.bounds\n",
+ " raster_pixel_size = AEM_inphase.transform[0] # Assume square pixels\n",
+ " print(raster_profile)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2. Preprocess data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/niko/.local/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
+ " result = getattr(ufunc, method)(*inputs, **kwargs)\n"
+ ]
+ }
+ ],
+ "source": [
+ "# 2.a. Preprocess geochemical data\n",
+ "till_geochem = geopandas.read_file(till_geochem_fp)\n",
+ "\n",
+ "columns_to_process = [\"Fe_ppm_511\", \"Co_ppm_511\", \"Cu_ppm_511\"]\n",
+ "\n",
+ "interpolation_results = {}\n",
+ "interpolation_extent = (raster_extent[0], raster_extent[2], raster_extent[1], raster_extent[3]) # NOTE: Rasterio's extent order differs from idw's\n",
+ "\n",
+ "# Log transform concentrations and interpolate\n",
+ "# NOTE: EIS Toolkit implements transforms only for rasters at the moment\n",
+ "for column in columns_to_process:\n",
+ " new_col_name = column[:2] + \"_log\"\n",
+ " till_geochem[new_col_name] = np.log(till_geochem[column])\n",
+ "\n",
+ " interpolation_results[new_col_name] = idw(till_geochem, new_col_name, (500, 500), interpolation_extent)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "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": [
+ "plt.imshow(interpolation_results[\"Cu_log\"][0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 2.b. Preprocess geological data\n",
+ "structures = geopandas.read_file(structures_fp)\n",
+ "\n",
+ "calculate_distances = False\n",
+ "if calculate_distances: # Can take quite a while, therefore option to skip\n",
+ " distances_to_stuctures = distance_computation(raster_profile, structures)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "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"
+ }
+ ],
+ "source": [
+ "# Visualize distances to structures with matplotlib\n",
+ "plt.imshow(distances_to_stuctures, cmap=\"turbo\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Rasterize lithology\n",
+ "lithology = geopandas.read_file(lithology_fp)\n",
+ "rasterized_lithology = rasterize_vector(lithology, base_raster_profile=raster_profile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Visualize lithology with matplotlib\n",
+ "plt.imshow(rasterized_lithology[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3-4. Explore data and unify rasters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " x | \n",
+ " y | \n",
+ " AEM_inphase | \n",
+ " AEM_quad | \n",
+ " AEM_ratio | \n",
+ " Magn_AS | \n",
+ " Lithology | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 370953.0 | \n",
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+ " 1.0 | \n",
+ "
\n",
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+ " 1 | \n",
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+ " 1.817769 | \n",
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+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
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+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
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\n",
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+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 350043.0 | \n",
+ " 7489418.0 | \n",
+ " -6.511929 | \n",
+ " 625.734375 | \n",
+ " 0.025980 | \n",
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+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
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+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 364672.0 | \n",
+ " 7482684.0 | \n",
+ " -210.937698 | \n",
+ " 1754.664917 | \n",
+ " -0.309453 | \n",
+ " 31.408430 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 396649.0 | \n",
+ " 7501845.0 | \n",
+ " -373.599243 | \n",
+ " 440.641846 | \n",
+ " -1.192332 | \n",
+ " 12.663096 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 372344.0 | \n",
+ " 7492293.0 | \n",
+ " -885.269836 | \n",
+ " 675.116272 | \n",
+ " -2.274024 | \n",
+ " 8.680225 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 371994.0 | \n",
+ " 7491258.0 | \n",
+ " 619.958496 | \n",
+ " 578.203674 | \n",
+ " 1.160073 | \n",
+ " 25.673422 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 368240.0 | \n",
+ " 7487137.0 | \n",
+ " -259.313599 | \n",
+ " 617.076233 | \n",
+ " -0.381119 | \n",
+ " 58.577671 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 373779.0 | \n",
+ " 7504766.0 | \n",
+ " 27.086342 | \n",
+ " 577.757690 | \n",
+ " -0.123563 | \n",
+ " 5.490668 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " x y AEM_inphase AEM_quad AEM_ratio Magn_AS \\\n",
+ "0 370953.0 7502821.0 -408.969513 369.960022 -1.059486 17.158161 \n",
+ "1 371340.0 7496345.0 3889.745605 2384.806152 1.817769 21.545200 \n",
+ "2 385205.0 7497926.0 -339.839050 187.980026 -1.730280 14.112287 \n",
+ "3 369187.0 7490345.0 1468.369385 1285.413208 1.034502 20.598907 \n",
+ "4 368175.0 7489722.0 537.748718 324.102142 1.903474 43.523659 \n",
+ "5 350043.0 7489418.0 -6.511929 625.734375 0.025980 72.489517 \n",
+ "6 363838.0 7492354.0 -435.950928 248.234833 -1.672447 8.311082 \n",
+ "7 364672.0 7482684.0 -210.937698 1754.664917 -0.309453 31.408430 \n",
+ "8 396649.0 7501845.0 -373.599243 440.641846 -1.192332 12.663096 \n",
+ "9 372344.0 7492293.0 -885.269836 675.116272 -2.274024 8.680225 \n",
+ "10 371994.0 7491258.0 619.958496 578.203674 1.160073 25.673422 \n",
+ "11 368240.0 7487137.0 -259.313599 617.076233 -0.381119 58.577671 \n",
+ "12 373779.0 7504766.0 27.086342 577.757690 -0.123563 5.490668 \n",
+ "\n",
+ " Lithology \n",
+ "0 1.0 \n",
+ "1 1.0 \n",
+ "2 1.0 \n",
+ "3 1.0 \n",
+ "4 1.0 \n",
+ "5 1.0 \n",
+ "6 1.0 \n",
+ "7 1.0 \n",
+ "8 1.0 \n",
+ "9 1.0 \n",
+ "10 1.0 \n",
+ "11 1.0 \n",
+ "12 1.0 "
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# 3.a. Extract raster values at deposits\n",
+ "known_occurances = geopandas.read_file(known_occurances_fp)\n",
+ "\n",
+ "# Open rasters with context manager, save lithology data to temporary raster file so we can use the extract function on it\n",
+ "with \\\n",
+ " MemoryFile() as memfile, \\\n",
+ " rasterio.open(AEM_inphase_fp) as AEM_inphase, \\\n",
+ " rasterio.open(AEM_quad_fp) as AEM_quad, \\\n",
+ " rasterio.open(AEM_ratio_fp) as AEM_ratio, \\\n",
+ " rasterio.open(Magn_AS_fp) as Magn_AS:\n",
+ "\n",
+ " with tempfile.NamedTemporaryFile() as tmpfile:\n",
+ " with rasterio.open(tmpfile.name, \"w\", **raster_profile) as dest:\n",
+ " dest.write(rasterized_lithology[0], 1)\n",
+ " with rasterio.open(tmpfile.name) as lithology_raster:\n",
+ " raster_list = [AEM_inphase, AEM_quad, AEM_ratio, Magn_AS, lithology_raster]\n",
+ " col_names = [\"AEM_inphase\", \"AEM_quad\", \"AEM_ratio\", \"Magn_AS\", \"Lithology\"]\n",
+ " raster_values_at_deposits = extract_values_from_raster(raster_list, known_occurances, col_names)\n",
+ "\n",
+ " unified_rasters = unify_raster_grids(AEM_inphase, raster_list[1:], same_extent=True)\n",
+ "\n",
+ "raster_values_at_deposits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
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