diff --git a/city_metrix/layers/__init__.py b/city_metrix/layers/__init__.py
index ea7fa8a..669e727 100644
--- a/city_metrix/layers/__init__.py
+++ b/city_metrix/layers/__init__.py
@@ -1,4 +1,5 @@
 from .albedo import Albedo
+from .ndvi_sentinel2_gee import NdviSentinel2
 from .esa_world_cover import EsaWorldCover, EsaWorldCoverClass
 from .land_surface_temperature import LandSurfaceTemperature
 from .tree_cover import TreeCover
diff --git a/city_metrix/layers/landsat_collection_2.py b/city_metrix/layers/landsat_collection_2.py
index d82180d..1739fa1 100644
--- a/city_metrix/layers/landsat_collection_2.py
+++ b/city_metrix/layers/landsat_collection_2.py
@@ -1,9 +1,10 @@
 import odc.stac
 import pystac_client
+from jupyterlab.utils import deprecated
 
 from .layer import Layer
 
-
+@deprecated
 class LandsatCollection2(Layer):
     def __init__(self, bands, start_date="2013-01-01", end_date="2023-01-01", **kwargs):
         super().__init__(**kwargs)
@@ -29,8 +30,7 @@ def get_data(self, bbox):
             fail_on_error=False,
         )
 
+        # TODO: Determine how to output xarray
+
         qa_lst = lc2.where((lc2.qa_pixel & 24) == 0)
         return qa_lst.drop_vars("qa_pixel")
-
-
-
diff --git a/city_metrix/layers/layer.py b/city_metrix/layers/layer.py
index 299b0a1..f3e2174 100644
--- a/city_metrix/layers/layer.py
+++ b/city_metrix/layers/layer.py
@@ -18,10 +18,8 @@
 import shapely.geometry as geometry
 import pandas as pd
 
-
 MAX_TILE_SIZE = 0.5
 
-
 class Layer:
     def __init__(self, aggregate=None, masks=[]):
         self.aggregate = aggregate
@@ -39,6 +37,15 @@ def get_data(self, bbox: Tuple[float]) -> Union[xr.DataArray, gpd.GeoDataFrame]:
         """
         ...
 
+    @abstractmethod
+    def post_processing_adjustment(self, data, **kwargs) -> Union[xr.DataArray, gpd.GeoDataFrame]:
+        """
+        Applies the standard post-processing adjustment used for rendering of the layer
+        :param are specific to the layer
+        :return: A rioxarray-format DataArray or a GeoPandas DataFrame
+        """
+        return data
+
     def mask(self, *layers):
         """
         Apply layers as masks
@@ -56,7 +63,7 @@ def groupby(self, zones, layer=None):
         """
         return LayerGroupBy(self.aggregate, zones, layer, self.masks)
 
-    def write(self, bbox, output_path, tile_degrees=None):
+    def write(self, bbox, output_path, tile_degrees=None, **kwargs):
         """
         Write the layer to a path. Does not apply masks.
 
@@ -76,6 +83,7 @@ def write(self, bbox, output_path, tile_degrees=None):
             file_names = []
             for tile in tiles["geometry"]:
                 data = self.aggregate.get_data(tile.bounds)
+                data = self.post_processing_adjustment(data, **kwargs)
 
                 file_name = f"{output_path}/{uuid4()}.tif"
                 file_names.append(file_name)
@@ -83,6 +91,7 @@ def write(self, bbox, output_path, tile_degrees=None):
                 write_layer(file_name, data)
         else:
             data = self.aggregate.get_data(bbox)
+            data = self.post_processing_adjustment(data, **kwargs)
             write_layer(output_path, data)
 
 
@@ -301,21 +310,23 @@ def get_image_collection(
 
     return data
 
-
 def write_layer(path, data):
     if isinstance(data, xr.DataArray):
-        # for rasters, need to write to locally first then copy to cloud storage
-        if path.startswith("s3://"):
-            tmp_path = f"{uuid4()}.tif"
-            data.rio.to_raster(raster_path=tmp_path, driver="COG")
-
-            s3 = boto3.client('s3')
-            s3.upload_file(tmp_path, path.split('/')[2], '/'.join(path.split('/')[3:]))
-
-            os.remove(tmp_path)
-        else:
-            data.rio.to_raster(raster_path=path, driver="COG")
+        write_dataarray(path, data)
     elif isinstance(data, gpd.GeoDataFrame):
         data.to_file(path, driver="GeoJSON")
     else:
-        raise NotImplementedError("Can only write DataArray or GeoDataFrame")
+        raise NotImplementedError("Can only write DataArray, Dataset, or GeoDataFrame")
+
+def write_dataarray(path, data):
+    # for rasters, need to write to locally first then copy to cloud storage
+    if path.startswith("s3://"):
+        tmp_path = f"{uuid4()}.tif"
+        data.rio.to_raster(raster_path=tmp_path, driver="COG")
+
+        s3 = boto3.client('s3')
+        s3.upload_file(tmp_path, path.split('/')[2], '/'.join(path.split('/')[3:]))
+
+        os.remove(tmp_path)
+    else:
+        data.rio.to_raster(raster_path=path, driver="COG")
diff --git a/city_metrix/layers/ndvi_sentinel2_gee.py b/city_metrix/layers/ndvi_sentinel2_gee.py
new file mode 100644
index 0000000..3ab36c0
--- /dev/null
+++ b/city_metrix/layers/ndvi_sentinel2_gee.py
@@ -0,0 +1,65 @@
+import ee
+from tools.xarray_tools import convert_ratio_to_percentage
+from .layer import Layer, get_image_collection
+
+class NdviSentinel2(Layer):
+    """"
+    NDVI = Sentinel-2 Normalized Difference Vegetation Index
+    param: year: The satellite imaging year.
+    return: a rioxarray-format DataArray
+    Author of associated Jupyter notebook: Ted.Wong@wri.org
+    Notebook: https://github.com/wri/cities-cities4forests-indicators/blob/dev-eric/scripts/extract-VegetationCover.ipynb
+    Reference: https://en.wikipedia.org/wiki/Normalized_difference_vegetation_index
+    """
+    def __init__(self, year=None, **kwargs):
+        super().__init__(**kwargs)
+        self.year = year
+
+    def get_data(self, bbox):
+        if self.year is None:
+            raise Exception('NdviSentinel2.get_data() requires a year value')
+
+        start_date = "%s-01-01" % self.year
+        end_date = "%s-12-31" % self.year
+
+        # Compute NDVI for each image
+        def calculate_ndvi(image):
+            ndvi = (image
+                    .normalizedDifference(['B8', 'B4'])
+                    .rename('NDVI'))
+            return image.addBands(ndvi)
+
+        s2 = ee.ImageCollection("COPERNICUS/S2_HARMONIZED")
+        ndvi = (s2
+                .filterBounds(ee.Geometry.BBox(*bbox))
+                .filterDate(start_date, end_date)
+                .map(calculate_ndvi)
+                .select('NDVI')
+                 )
+
+        ndvi_mosaic = ndvi.qualityMosaic('NDVI')
+
+        ic = ee.ImageCollection(ndvi_mosaic)
+        ndvi_data = get_image_collection(ic, bbox, 10, "NDVI")
+
+        xdata = ndvi_data.to_dataarray()
+
+        return xdata
+
+    def post_processing_adjustment(self, data, ndvi_threshold=0.4, convert_to_percentage=True, **kwargs):
+        """
+        Applies the standard post-processing adjustment used for rendering of NDVI including masking
+        to a threshold and conversion to percentage values.
+        :param ndvi_threshold: (float) minimum threshold for keeping values
+        :param convert_to_percentage: (bool) controls whether NDVI values are converted to a percentage
+        :return: A rioxarray-format DataArray
+        """
+        # Remove values less than the specified threshold
+        if ndvi_threshold is not None:
+            data = data.where(data >= ndvi_threshold)
+
+        # Convert to percentage in byte data_type
+        if convert_to_percentage is True:
+            data = convert_ratio_to_percentage(data)
+
+        return data
diff --git a/city_metrix/layers/open_street_map.py b/city_metrix/layers/open_street_map.py
index 8a32936..a56ff6b 100644
--- a/city_metrix/layers/open_street_map.py
+++ b/city_metrix/layers/open_street_map.py
@@ -54,3 +54,10 @@ def get_data(self, bbox):
         osm_feature = osm_feature.reset_index()[keep_col]
 
         return osm_feature
+
+    def write(self, output_path):
+        self.data['bbox'] = str(self.data.total_bounds)
+        self.data['osm_class'] = str(self.osm_class.value)
+
+        # Write to a GeoJSON file
+        self.data.to_file(output_path, driver='GeoJSON')
diff --git a/city_metrix/layers/sentinel_2_level_2.py b/city_metrix/layers/sentinel_2_level_2.py
index a7ae944..bc17d6e 100644
--- a/city_metrix/layers/sentinel_2_level_2.py
+++ b/city_metrix/layers/sentinel_2_level_2.py
@@ -1,9 +1,10 @@
 import odc.stac
 import pystac_client
+from jupyterlab.utils import deprecated
 
 from .layer import Layer
 
-
+@deprecated
 class Sentinel2Level2(Layer):
     def __init__(self, bands, start_date="2013-01-01", end_date="2023-01-01", **kwargs):
         super().__init__(**kwargs)
@@ -50,4 +51,6 @@ def get_data(self, bbox):
         cloud_masked = s2.where(s2 != 0).where(s2.scl != 3).where(s2.scl != 8).where(s2.scl != 9).where(
             s2.scl != 10)
 
+        # TODO: Determine how to output as an xarray
+
         return cloud_masked.drop_vars("scl")
diff --git a/tests/resources/bbox_constants.py b/tests/resources/bbox_constants.py
index 9f20f53..9aaf8ad 100644
--- a/tests/resources/bbox_constants.py
+++ b/tests/resources/bbox_constants.py
@@ -1,9 +1,22 @@
 # File defines bboxes using in the test code
 
 
-BBOX_BR_LAURO_DE_FREITAS_1 = (
+BBOX_BRA_LAURO_DE_FREITAS_1 = (
     -38.35530428121955,
     -12.821710300686393,
     -38.33813814352424,
     -12.80363249765361,
-)
\ No newline at end of file
+)
+
+BBOX_BRA_SALVADOR_ADM4 = (
+    -38.647320153390055,
+    -13.01748678217598787,
+    -38.3041637148564007,
+    -12.75607703449720631
+)
+
+BBOX_SMALL_TEST = (
+    -38.43864,-12.97987,
+    -38.39993,-12.93239
+)
+
diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/conftest.py b/tests/resources/layer_dumps_for_br_lauro_de_freitas/conftest.py
new file mode 100644
index 0000000..c288548
--- /dev/null
+++ b/tests/resources/layer_dumps_for_br_lauro_de_freitas/conftest.py
@@ -0,0 +1,67 @@
+import tempfile
+import pytest
+import os
+import shutil
+from collections import namedtuple
+
+from tests.resources.bbox_constants import BBOX_BRA_LAURO_DE_FREITAS_1
+from tools.general_tools import create_target_folder, is_valid_path
+
+# RUN_DUMPS is the master control for whether the writes and tests are executed
+# Setting RUN_DUMPS to True turns on code execution.
+# Values should normally be set to False in order to avoid unnecessary execution.
+RUN_DUMPS = True
+
+# Specify None to write to a temporary default folder otherwise specify a valid custom target path.
+CUSTOM_DUMP_DIRECTORY = None
+
+# Both the tests and QGIS file are implemented for the same bounding box in Brazil.
+COUNTRY_CODE_FOR_BBOX = 'BRA'
+BBOX = BBOX_BRA_LAURO_DE_FREITAS_1
+
+def pytest_configure(config):
+    qgis_project_file = 'layers_for_br_lauro_de_freitas.qgz'
+
+    source_folder = os.path.dirname(__file__)
+    target_folder = get_target_folder_path()
+    create_target_folder(target_folder, True)
+
+    source_qgis_file = os.path.join(source_folder, qgis_project_file)
+    target_qgis_file = os.path.join(target_folder, qgis_project_file)
+    shutil.copyfile(source_qgis_file, target_qgis_file)
+
+    print("\n\033[93m QGIS project file and layer files written to folder %s.\033[0m\n" % target_folder)
+
+@pytest.fixture
+def target_folder():
+    return get_target_folder_path()
+
+@pytest.fixture
+def bbox_info():
+    bbox = namedtuple('bbox', ['bounds', 'country'])
+    bbox_instance = bbox(bounds=BBOX, country=COUNTRY_CODE_FOR_BBOX)
+    return bbox_instance
+
+def get_target_folder_path():
+    if CUSTOM_DUMP_DIRECTORY is not None:
+        if is_valid_path(CUSTOM_DUMP_DIRECTORY) is False:
+            raise ValueError(f"The custom path '%s' is not valid. Stopping." % CUSTOM_DUMP_DIRECTORY)
+        else:
+            output_dir = CUSTOM_DUMP_DIRECTORY
+    else:
+        sub_directory_name = 'test_result_tif_files'
+        scratch_dir_name = tempfile.TemporaryDirectory(ignore_cleanup_errors=True).name
+        dir_path = os.path.dirname(scratch_dir_name)
+        output_dir = os.path.join(dir_path, sub_directory_name)
+
+    return output_dir
+
+def prep_output_path(output_folder, file_name):
+    file_path = os.path.join(output_folder, file_name)
+    if os.path.isfile(file_path):
+        os.remove(file_path)
+    return file_path
+
+def verify_file_is_populated(file_path):
+    is_populated = True if os.path.getsize(file_path) > 0 else False
+    return is_populated
diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/layers_for_br_lauro_de_freitas.qgs b/tests/resources/layer_dumps_for_br_lauro_de_freitas/layers_for_br_lauro_de_freitas.qgs
deleted file mode 100644
index 999bd52..0000000
--- a/tests/resources/layer_dumps_for_br_lauro_de_freitas/layers_for_br_lauro_de_freitas.qgs
+++ /dev/null
@@ -1,5175 +0,0 @@
-<!DOCTYPE qgis PUBLIC 'http://mrcc.com/qgis.dtd' 'SYSTEM'>
-<qgis projectname="" version="3.34.9-Prizren" saveUser="kenn.cartier" saveUserFull="Kenn Cartier" saveDateTime="2024-08-13T14:09:27">
-  <homePath path=""/>
-  <title></title>
-  <transaction mode="Disabled"/>
-  <projectFlags set=""/>
-  <projectCrs>
-    <spatialrefsys nativeFormat="Wkt">
-      <wkt>PROJCRS["WGS 84 / UTM zone 24S",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 24S",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",-39,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",10000000,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 42°W and 36°W, southern hemisphere between 80°S and equator, onshore and offshore. Brazil. South Georgia and the South Sandwich Islands."],BBOX[-80,-42,0,-36]],ID["EPSG",32724]]</wkt>
-      <proj4>+proj=utm +zone=24 +south +datum=WGS84 +units=m +no_defs</proj4>
-      <srsid>3174</srsid>
-      <srid>32724</srid>
-      <authid>EPSG:32724</authid>
-      <description>WGS 84 / UTM zone 24S</description>
-      <projectionacronym>utm</projectionacronym>
-      <ellipsoidacronym>EPSG:7030</ellipsoidacronym>
-      <geographicflag>false</geographicflag>
-    </spatialrefsys>
-  </projectCrs>
-  <elevation-shading-renderer edl-distance="0.5" edl-strength="1000" light-azimuth="315" edl-is-active="1" combined-method="0" edl-distance-unit="0" is-active="0" hillshading-is-multidirectional="0" hillshading-z-factor="1" light-altitude="45" hillshading-is-active="0"/>
-  <layer-tree-group>
-    <customproperties>
-      <Option/>
-    </customproperties>
-    <layer-tree-group checked="Qt::Checked" expanded="1" groupLayer="" name="Layers">
-      <customproperties>
-        <Option/>
-      </customproperties>
-      <layer-tree-layer source="./albedo.tif" checked="Qt::Unchecked" expanded="0" name="albedo" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="albedo_63933ce5_ee3b_4891_bba3_3e6f2b632a65" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./alos_dsm.tif" checked="Qt::Unchecked" expanded="0" name="alos_dsm" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="alos_dsm_afabef96_7acf_4ba8_9326_3fe0c486e868" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./average_net_building_height.tif" checked="Qt::Unchecked" expanded="0" name="average_net_building_height" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="average_net_building_height_cb2fbeee_22a5_4862_a170_b5b97d8c2359" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./esa_world_cover.tif" checked="Qt::Unchecked" expanded="0" name="esa_world_cover" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="esa_world_cover_913f3cfa_418a_4705_9ed8_cb4d0042455b" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./high_land_surface_temperature.tif" checked="Qt::Unchecked" expanded="0" name="high_land_surface_temperature" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="high_land_surface_temperature_b6aba51a_6624_45f4_a804_8947316deabd" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./land_surface_temperature.tif" checked="Qt::Unchecked" expanded="0" name="land_surface_temperature" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="land_surface_temperature_e26fbad7_3504_4b45_ad36_9231bc6ede9e" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./nasa_dem.tif" checked="Qt::Unchecked" expanded="0" name="nasa_dem" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="nasa_dem_68846b24_ab9e_4975_a548_9ea4c03bfe8d" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./natural_areas.tif" checked="Qt::Unchecked" expanded="0" name="natural_areas" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="natural_areas_fd87fec5_4965_46d4_9f49_3a87327de975" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./open_buildings.tif|layername=open_buildings" checked="Qt::Unchecked" expanded="1" name="open_buildings" legend_split_behavior="0" providerKey="ogr" legend_exp="" id="open_buildings_0d3930fb_7530_4657_bde1_bf40431f46a7" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./overture_buildings.tif|layername=overture_buildings" checked="Qt::Unchecked" expanded="1" name="overture_buildings" legend_split_behavior="0" providerKey="ogr" legend_exp="" id="overture_buildings_36036eef_d21e_4838_8914_f2ebad1d5c68" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./smart_surface_lulc.tif" checked="Qt::Unchecked" expanded="0" name="smart_surface_lulc" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="smart_surface_lulc_3c04a4e2_2352_49bc_9c1a_d8c9b22055ce" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./tree_canopy_height.tif" checked="Qt::Unchecked" expanded="0" name="tree_canopy_height" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="tree_canopy_height_7902b00d_e052_4c25_86e2_f465a978f4fc" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./tree_cover.tif" checked="Qt::Unchecked" expanded="0" name="tree_cover" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="tree_cover_1ccee586_17ee_4e1b_aef7_5cfa559b5b05" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./urban_land_use.tif" checked="Qt::Unchecked" expanded="0" name="urban_land_use" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="urban_land_use_2b9d2c0b_7689_489d_ad0d_7317d9d15faa" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-      <layer-tree-layer source="./world_pop.tif" checked="Qt::Unchecked" expanded="0" name="world_pop" legend_split_behavior="0" providerKey="gdal" legend_exp="" id="world_pop_65d76980_e93c_4f74_84cb_3a2594b36255" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
-    </layer-tree-group>
-    <layer-tree-group checked="Qt::Checked" expanded="1" groupLayer="" name="BaseMaps">
-      <customproperties>
-        <Option/>
-      </customproperties>
-      <layer-tree-layer source="crs=EPSG:3857&amp;format&amp;type=xyz&amp;url=https://mt1.google.com/vt/lyrs%3Dm%26x%3D%7Bx%7D%26y%3D%7By%7D%26z%3D%7Bz%7D&amp;zmax=19&amp;zmin=0" checked="Qt::Checked" expanded="1" name="Google Maps" legend_split_behavior="0" providerKey="wms" legend_exp="" id="Google_Maps_814dce96_1bde_4a2c_aaff_51c3cf786817" patch_size="-1,-1">
-        <customproperties>
-          <Option/>
-        </customproperties>
-      </layer-tree-layer>
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-      <elevation showMarkerSymbolInSurfacePlots="0" clamping="Terrain" zscale="1" extrusionEnabled="0" binding="Centroid" symbology="Line" zoffset="0" type="IndividualFeatures" extrusion="0" respectLayerSymbol="1">
-        <data-defined-properties>
-          <Option type="Map">
-            <Option value="" name="name" type="QString"/>
-            <Option name="properties"/>
-            <Option value="collection" name="type" type="QString"/>
-          </Option>
-        </data-defined-properties>
-        <profileLineSymbol>
-          <symbol frame_rate="10" alpha="1" force_rhr="0" name="" clip_to_extent="1" type="line" is_animated="0">
-            <data_defined_properties>
-              <Option type="Map">
-                <Option value="" name="name" type="QString"/>
-                <Option name="properties"/>
-                <Option value="collection" name="type" type="QString"/>
-              </Option>
-            </data_defined_properties>
-            <layer locked="0" class="SimpleLine" enabled="1" pass="0" id="{cb6660dd-f525-403a-a634-42adda6967ba}">
-              <Option type="Map">
-                <Option value="0" name="align_dash_pattern" type="QString"/>
-                <Option value="square" name="capstyle" type="QString"/>
-                <Option value="5;2" name="customdash" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="customdash_map_unit_scale" type="QString"/>
-                <Option value="MM" name="customdash_unit" type="QString"/>
-                <Option value="0" name="dash_pattern_offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="dash_pattern_offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="dash_pattern_offset_unit" type="QString"/>
-                <Option value="0" name="draw_inside_polygon" type="QString"/>
-                <Option value="bevel" name="joinstyle" type="QString"/>
-                <Option value="141,90,153,255" name="line_color" type="QString"/>
-                <Option value="solid" name="line_style" type="QString"/>
-                <Option value="0.6" name="line_width" type="QString"/>
-                <Option value="MM" name="line_width_unit" type="QString"/>
-                <Option value="0" name="offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="offset_unit" type="QString"/>
-                <Option value="0" name="ring_filter" type="QString"/>
-                <Option value="0" name="trim_distance_end" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="trim_distance_end_map_unit_scale" type="QString"/>
-                <Option value="MM" name="trim_distance_end_unit" type="QString"/>
-                <Option value="0" name="trim_distance_start" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="trim_distance_start_map_unit_scale" type="QString"/>
-                <Option value="MM" name="trim_distance_start_unit" type="QString"/>
-                <Option value="0" name="tweak_dash_pattern_on_corners" type="QString"/>
-                <Option value="0" name="use_custom_dash" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="width_map_unit_scale" type="QString"/>
-              </Option>
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-            </layer>
-          </symbol>
-        </profileLineSymbol>
-        <profileFillSymbol>
-          <symbol frame_rate="10" alpha="1" force_rhr="0" name="" clip_to_extent="1" type="fill" is_animated="0">
-            <data_defined_properties>
-              <Option type="Map">
-                <Option value="" name="name" type="QString"/>
-                <Option name="properties"/>
-                <Option value="collection" name="type" type="QString"/>
-              </Option>
-            </data_defined_properties>
-            <layer locked="0" class="SimpleFill" enabled="1" pass="0" id="{0f229ecb-a4d5-4d75-a8bf-4a48f3cc5165}">
-              <Option type="Map">
-                <Option value="3x:0,0,0,0,0,0" name="border_width_map_unit_scale" type="QString"/>
-                <Option value="141,90,153,255" name="color" type="QString"/>
-                <Option value="bevel" name="joinstyle" type="QString"/>
-                <Option value="0,0" name="offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="offset_unit" type="QString"/>
-                <Option value="101,64,109,255" name="outline_color" type="QString"/>
-                <Option value="solid" name="outline_style" type="QString"/>
-                <Option value="0.2" name="outline_width" type="QString"/>
-                <Option value="MM" name="outline_width_unit" type="QString"/>
-                <Option value="solid" name="style" type="QString"/>
-              </Option>
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-            </layer>
-          </symbol>
-        </profileFillSymbol>
-        <profileMarkerSymbol>
-          <symbol frame_rate="10" alpha="1" force_rhr="0" name="" clip_to_extent="1" type="marker" is_animated="0">
-            <data_defined_properties>
-              <Option type="Map">
-                <Option value="" name="name" type="QString"/>
-                <Option name="properties"/>
-                <Option value="collection" name="type" type="QString"/>
-              </Option>
-            </data_defined_properties>
-            <layer locked="0" class="SimpleMarker" enabled="1" pass="0" id="{b85ce908-7722-4b32-ac34-ef7220ae0612}">
-              <Option type="Map">
-                <Option value="0" name="angle" type="QString"/>
-                <Option value="square" name="cap_style" type="QString"/>
-                <Option value="141,90,153,255" name="color" type="QString"/>
-                <Option value="1" name="horizontal_anchor_point" type="QString"/>
-                <Option value="bevel" name="joinstyle" type="QString"/>
-                <Option value="diamond" name="name" type="QString"/>
-                <Option value="0,0" name="offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="offset_unit" type="QString"/>
-                <Option value="101,64,109,255" name="outline_color" type="QString"/>
-                <Option value="solid" name="outline_style" type="QString"/>
-                <Option value="0.2" name="outline_width" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="outline_width_map_unit_scale" type="QString"/>
-                <Option value="MM" name="outline_width_unit" type="QString"/>
-                <Option value="diameter" name="scale_method" type="QString"/>
-                <Option value="3" name="size" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="size_map_unit_scale" type="QString"/>
-                <Option value="MM" name="size_unit" type="QString"/>
-                <Option value="1" name="vertical_anchor_point" type="QString"/>
-              </Option>
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-            </layer>
-          </symbol>
-        </profileMarkerSymbol>
-      </elevation>
-      <renderer-v2 referencescale="-1" symbollevels="0" enableorderby="0" type="singleSymbol" forceraster="0">
-        <symbols>
-          <symbol frame_rate="10" alpha="1" force_rhr="0" name="0" clip_to_extent="1" type="fill" is_animated="0">
-            <data_defined_properties>
-              <Option type="Map">
-                <Option value="" name="name" type="QString"/>
-                <Option name="properties"/>
-                <Option value="collection" name="type" type="QString"/>
-              </Option>
-            </data_defined_properties>
-            <layer locked="0" class="SimpleFill" enabled="1" pass="0" id="{b8c3f9a5-72ac-431f-a688-5446935d8d00}">
-              <Option type="Map">
-                <Option value="3x:0,0,0,0,0,0" name="border_width_map_unit_scale" type="QString"/>
-                <Option value="243,166,178,255" name="color" type="QString"/>
-                <Option value="bevel" name="joinstyle" type="QString"/>
-                <Option value="0,0" name="offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="offset_unit" type="QString"/>
-                <Option value="35,35,35,255" name="outline_color" type="QString"/>
-                <Option value="solid" name="outline_style" type="QString"/>
-                <Option value="0.26" name="outline_width" type="QString"/>
-                <Option value="MM" name="outline_width_unit" type="QString"/>
-                <Option value="solid" name="style" type="QString"/>
-              </Option>
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-            </layer>
-          </symbol>
-        </symbols>
-        <rotation/>
-        <sizescale/>
-      </renderer-v2>
-      <selection mode="Default">
-        <selectionColor invalid="1"/>
-        <selectionSymbol>
-          <symbol frame_rate="10" alpha="1" force_rhr="0" name="" clip_to_extent="1" type="fill" is_animated="0">
-            <data_defined_properties>
-              <Option type="Map">
-                <Option value="" name="name" type="QString"/>
-                <Option name="properties"/>
-                <Option value="collection" name="type" type="QString"/>
-              </Option>
-            </data_defined_properties>
-            <layer locked="0" class="SimpleFill" enabled="1" pass="0" id="{24defb06-95b5-45a2-a79b-1a2dac74d91a}">
-              <Option type="Map">
-                <Option value="3x:0,0,0,0,0,0" name="border_width_map_unit_scale" type="QString"/>
-                <Option value="0,0,255,255" name="color" type="QString"/>
-                <Option value="bevel" name="joinstyle" type="QString"/>
-                <Option value="0,0" name="offset" type="QString"/>
-                <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                <Option value="MM" name="offset_unit" type="QString"/>
-                <Option value="35,35,35,255" name="outline_color" type="QString"/>
-                <Option value="solid" name="outline_style" type="QString"/>
-                <Option value="0.26" name="outline_width" type="QString"/>
-                <Option value="MM" name="outline_width_unit" type="QString"/>
-                <Option value="solid" name="style" type="QString"/>
-              </Option>
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-            </layer>
-          </symbol>
-        </selectionSymbol>
-      </selection>
-      <customproperties>
-        <Option type="Map">
-          <Option value="0" name="embeddedWidgets/count" type="int"/>
-          <Option name="variableNames" type="invalid"/>
-          <Option name="variableValues" type="invalid"/>
-        </Option>
-      </customproperties>
-      <blendMode>0</blendMode>
-      <featureBlendMode>0</featureBlendMode>
-      <layerOpacity>1</layerOpacity>
-      <SingleCategoryDiagramRenderer diagramType="Histogram" attributeLegend="1">
-        <DiagramCategory scaleBasedVisibility="0" penColor="#000000" penWidth="0" enabled="0" showAxis="1" sizeScale="3x:0,0,0,0,0,0" backgroundColor="#ffffff" height="15" maxScaleDenominator="1e+08" spacingUnit="MM" lineSizeType="MM" spacingUnitScale="3x:0,0,0,0,0,0" minimumSize="0" scaleDependency="Area" spacing="5" width="15" labelPlacementMethod="XHeight" sizeType="MM" lineSizeScale="3x:0,0,0,0,0,0" rotationOffset="270" penAlpha="255" direction="0" opacity="1" minScaleDenominator="0" barWidth="5" diagramOrientation="Up" backgroundAlpha="255">
-          <fontProperties strikethrough="0" bold="0" style="" description="MS Shell Dlg 2,8,-1,5,50,0,0,0,0,0" italic="0" underline="0"/>
-          <attribute label="" field="" colorOpacity="1" color="#000000"/>
-          <axisSymbol>
-            <symbol frame_rate="10" alpha="1" force_rhr="0" name="" clip_to_extent="1" type="line" is_animated="0">
-              <data_defined_properties>
-                <Option type="Map">
-                  <Option value="" name="name" type="QString"/>
-                  <Option name="properties"/>
-                  <Option value="collection" name="type" type="QString"/>
-                </Option>
-              </data_defined_properties>
-              <layer locked="0" class="SimpleLine" enabled="1" pass="0" id="{bbb9c5fb-16b6-4191-9411-153db16a1d13}">
-                <Option type="Map">
-                  <Option value="0" name="align_dash_pattern" type="QString"/>
-                  <Option value="square" name="capstyle" type="QString"/>
-                  <Option value="5;2" name="customdash" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="customdash_map_unit_scale" type="QString"/>
-                  <Option value="MM" name="customdash_unit" type="QString"/>
-                  <Option value="0" name="dash_pattern_offset" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="dash_pattern_offset_map_unit_scale" type="QString"/>
-                  <Option value="MM" name="dash_pattern_offset_unit" type="QString"/>
-                  <Option value="0" name="draw_inside_polygon" type="QString"/>
-                  <Option value="bevel" name="joinstyle" type="QString"/>
-                  <Option value="35,35,35,255" name="line_color" type="QString"/>
-                  <Option value="solid" name="line_style" type="QString"/>
-                  <Option value="0.26" name="line_width" type="QString"/>
-                  <Option value="MM" name="line_width_unit" type="QString"/>
-                  <Option value="0" name="offset" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="offset_map_unit_scale" type="QString"/>
-                  <Option value="MM" name="offset_unit" type="QString"/>
-                  <Option value="0" name="ring_filter" type="QString"/>
-                  <Option value="0" name="trim_distance_end" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="trim_distance_end_map_unit_scale" type="QString"/>
-                  <Option value="MM" name="trim_distance_end_unit" type="QString"/>
-                  <Option value="0" name="trim_distance_start" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="trim_distance_start_map_unit_scale" type="QString"/>
-                  <Option value="MM" name="trim_distance_start_unit" type="QString"/>
-                  <Option value="0" name="tweak_dash_pattern_on_corners" type="QString"/>
-                  <Option value="0" name="use_custom_dash" type="QString"/>
-                  <Option value="3x:0,0,0,0,0,0" name="width_map_unit_scale" type="QString"/>
-                </Option>
-                <data_defined_properties>
-                  <Option type="Map">
-                    <Option value="" name="name" type="QString"/>
-                    <Option name="properties"/>
-                    <Option value="collection" name="type" type="QString"/>
-                  </Option>
-                </data_defined_properties>
-              </layer>
-            </symbol>
-          </axisSymbol>
-        </DiagramCategory>
-      </SingleCategoryDiagramRenderer>
-      <DiagramLayerSettings linePlacementFlags="18" placement="1" obstacle="0" dist="0" showAll="1" zIndex="0" priority="0">
-        <properties>
-          <Option type="Map">
-            <Option value="" name="name" type="QString"/>
-            <Option name="properties"/>
-            <Option value="collection" name="type" type="QString"/>
-          </Option>
-        </properties>
-      </DiagramLayerSettings>
-      <geometryOptions geometryPrecision="0" removeDuplicateNodes="0">
-        <activeChecks/>
-        <checkConfiguration type="Map">
-          <Option name="QgsGeometryGapCheck" type="Map">
-            <Option value="0" name="allowedGapsBuffer" type="double"/>
-            <Option value="false" name="allowedGapsEnabled" type="bool"/>
-            <Option value="" name="allowedGapsLayer" type="QString"/>
-          </Option>
-        </checkConfiguration>
-      </geometryOptions>
-      <legend showLabelLegend="0" type="default-vector"/>
-      <referencedLayers/>
-      <fieldConfiguration>
-        <field configurationFlags="NoFlag" name="index">
-          <editWidget type="Range">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-        <field configurationFlags="NoFlag" name="area_in_meters">
-          <editWidget type="TextEdit">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-        <field configurationFlags="NoFlag" name="bf_source">
-          <editWidget type="TextEdit">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-        <field configurationFlags="NoFlag" name="boundary_id">
-          <editWidget type="Range">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-        <field configurationFlags="NoFlag" name="confidence">
-          <editWidget type="TextEdit">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-        <field configurationFlags="NoFlag" name="geometry_wkt">
-          <editWidget type="KeyValue">
-            <config>
-              <Option/>
-            </config>
-          </editWidget>
-        </field>
-      </fieldConfiguration>
-      <aliases>
-        <alias field="index" name="" index="0"/>
-        <alias field="area_in_meters" name="" index="1"/>
-        <alias field="bf_source" name="" index="2"/>
-        <alias field="boundary_id" name="" index="3"/>
-        <alias field="confidence" name="" index="4"/>
-        <alias field="geometry_wkt" name="" index="5"/>
-      </aliases>
-      <splitPolicies>
-        <policy field="index" policy="Duplicate"/>
-        <policy field="area_in_meters" policy="Duplicate"/>
-        <policy field="bf_source" policy="Duplicate"/>
-        <policy field="boundary_id" policy="Duplicate"/>
-        <policy field="confidence" policy="Duplicate"/>
-        <policy field="geometry_wkt" policy="Duplicate"/>
-      </splitPolicies>
-      <defaults>
-        <default field="index" expression="" applyOnUpdate="0"/>
-        <default field="area_in_meters" expression="" applyOnUpdate="0"/>
-        <default field="bf_source" expression="" applyOnUpdate="0"/>
-        <default field="boundary_id" expression="" applyOnUpdate="0"/>
-        <default field="confidence" expression="" applyOnUpdate="0"/>
-        <default field="geometry_wkt" expression="" applyOnUpdate="0"/>
-      </defaults>
-      <constraints>
-        <constraint constraints="0" unique_strength="0" field="index" notnull_strength="0" exp_strength="0"/>
-        <constraint constraints="0" unique_strength="0" field="area_in_meters" notnull_strength="0" exp_strength="0"/>
-        <constraint constraints="0" unique_strength="0" field="bf_source" notnull_strength="0" exp_strength="0"/>
-        <constraint constraints="0" unique_strength="0" field="boundary_id" notnull_strength="0" exp_strength="0"/>
-        <constraint constraints="0" unique_strength="0" field="confidence" notnull_strength="0" exp_strength="0"/>
-        <constraint constraints="0" unique_strength="0" field="geometry_wkt" notnull_strength="0" exp_strength="0"/>
-      </constraints>
-      <constraintExpressions>
-        <constraint exp="" field="index" desc=""/>
-        <constraint exp="" field="area_in_meters" desc=""/>
-        <constraint exp="" field="bf_source" desc=""/>
-        <constraint exp="" field="boundary_id" desc=""/>
-        <constraint exp="" field="confidence" desc=""/>
-        <constraint exp="" field="geometry_wkt" desc=""/>
-      </constraintExpressions>
-      <expressionfields/>
-      <attributeactions>
-        <defaultAction key="Canvas" value="{00000000-0000-0000-0000-000000000000}"/>
-      </attributeactions>
-      <attributetableconfig actionWidgetStyle="dropDown" sortExpression="" sortOrder="0">
-        <columns>
-          <column name="index" width="-1" type="field" hidden="0"/>
-          <column name="area_in_meters" width="-1" type="field" hidden="0"/>
-          <column name="bf_source" width="-1" type="field" hidden="0"/>
-          <column name="boundary_id" width="-1" type="field" hidden="0"/>
-          <column name="confidence" width="-1" type="field" hidden="0"/>
-          <column name="geometry_wkt" width="-1" type="field" hidden="0"/>
-          <column width="-1" type="actions" hidden="1"/>
-        </columns>
-      </attributetableconfig>
-      <conditionalstyles>
-        <rowstyles/>
-        <fieldstyles/>
-      </conditionalstyles>
-      <storedexpressions/>
-      <editform tolerant="1"></editform>
-      <editforminit/>
-      <editforminitcodesource>0</editforminitcodesource>
-      <editforminitfilepath></editforminitfilepath>
-      <editforminitcode><![CDATA[# -*- coding: utf-8 -*-
-"""
-QGIS forms can have a Python function that is called when the form is
-opened.
-
-Use this function to add extra logic to your forms.
-
-Enter the name of the function in the "Python Init function"
-field.
-An example follows:
-"""
-from qgis.PyQt.QtWidgets import QWidget
-
-def my_form_open(dialog, layer, feature):
-    geom = feature.geometry()
-    control = dialog.findChild(QWidget, "MyLineEdit")
-]]></editforminitcode>
-      <featformsuppress>0</featformsuppress>
-      <editorlayout>generatedlayout</editorlayout>
-      <editable>
-        <field editable="1" name="area_in_meters"/>
-        <field editable="1" name="bf_source"/>
-        <field editable="1" name="boundary_id"/>
-        <field editable="1" name="confidence"/>
-        <field editable="1" name="geometry_wkt"/>
-        <field editable="1" name="index"/>
-      </editable>
-      <labelOnTop>
-        <field name="area_in_meters" labelOnTop="0"/>
-        <field name="bf_source" labelOnTop="0"/>
-        <field name="boundary_id" labelOnTop="0"/>
-        <field name="confidence" labelOnTop="0"/>
-        <field name="geometry_wkt" labelOnTop="0"/>
-        <field name="index" labelOnTop="0"/>
-      </labelOnTop>
-      <reuseLastValue>
-        <field reuseLastValue="0" name="area_in_meters"/>
-        <field reuseLastValue="0" name="bf_source"/>
-        <field reuseLastValue="0" name="boundary_id"/>
-        <field reuseLastValue="0" name="confidence"/>
-        <field reuseLastValue="0" name="geometry_wkt"/>
-        <field reuseLastValue="0" name="index"/>
-      </reuseLastValue>
-      <dataDefinedFieldProperties/>
-      <widgets/>
-      <previewExpression>"bf_source"</previewExpression>
-      <mapTip enabled="1"></mapTip>
-    </maplayer>
-    <maplayer wkbType="Polygon" geometry="Polygon" hasScaleBasedVisibilityFlag="0" simplifyLocal="1" simplifyAlgorithm="0" refreshOnNotifyEnabled="0" minScale="100000000" autoRefreshTime="0" maxScale="0" simplifyDrawingHints="1" simplifyMaxScale="1" styleCategories="AllStyleCategories" symbologyReferenceScale="-1" readOnly="0" legendPlaceholderImage="" autoRefreshMode="Disabled" labelsEnabled="0" type="vector" simplifyDrawingTol="1" refreshOnNotifyMessage="">
-      <id>overture_buildings_36036eef_d21e_4838_8914_f2ebad1d5c68</id>
-      <datasource>./overture_buildings.tif|layername=overture_buildings</datasource>
-      <keywordList>
-        <value></value>
-      </keywordList>
-      <layername>overture_buildings</layername>
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-    <CoordinateCustomCrs>
-      <spatialrefsys nativeFormat="Wkt">
-        <wkt>GEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],CS[ellipsoidal,2],AXIS["geodetic latitude (Lat)",north,ORDER[1],ANGLEUNIT["degree",0.0174532925199433]],AXIS["geodetic longitude (Lon)",east,ORDER[2],ANGLEUNIT["degree",0.0174532925199433]],USAGE[SCOPE["Horizontal component of 3D system."],AREA["World."],BBOX[-90,-180,90,180]],ID["EPSG",4326]]</wkt>
-        <proj4>+proj=longlat +datum=WGS84 +no_defs</proj4>
-        <srsid>3452</srsid>
-        <srid>4326</srid>
-        <authid>EPSG:4326</authid>
-        <description>WGS 84</description>
-        <projectionacronym>longlat</projectionacronym>
-        <ellipsoidacronym>EPSG:7030</ellipsoidacronym>
-        <geographicflag>true</geographicflag>
-      </spatialrefsys>
-    </CoordinateCustomCrs>
-  </ProjectDisplaySettings>
-  <ProjectGpsSettings autoCommitFeatures="0" autoAddTrackVertices="0" destinationFollowsActiveLayer="1" destinationLayer="">
-    <timeStampFields/>
-  </ProjectGpsSettings>
-</qgis>
diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/layers_for_br_lauro_de_freitas.qgz b/tests/resources/layer_dumps_for_br_lauro_de_freitas/layers_for_br_lauro_de_freitas.qgz
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diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/sample_dataset/2021/part-0.parquet b/tests/resources/layer_dumps_for_br_lauro_de_freitas/sample_dataset/2021/part-0.parquet
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diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/sample_dataset/2022/part-0.parquet b/tests/resources/layer_dumps_for_br_lauro_de_freitas/sample_dataset/2022/part-0.parquet
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diff --git a/tests/resources/layer_dumps_for_br_lauro_de_freitas/test_write_layers_to_geotiff.py b/tests/resources/layer_dumps_for_br_lauro_de_freitas/test_write_layers_to_geotiff.py
index ba939f5..c7072f5 100644
--- a/tests/resources/layer_dumps_for_br_lauro_de_freitas/test_write_layers_to_geotiff.py
+++ b/tests/resources/layer_dumps_for_br_lauro_de_freitas/test_write_layers_to_geotiff.py
@@ -1,8 +1,8 @@
 # This code is mostly intended for manual execution
+# Execution configuration is specified in the conftest file
 
 import pytest
 import os
-import shutil
 
 from city_metrix.layers import (
     Albedo,
@@ -18,169 +18,131 @@
     OpenStreetMap,
     OvertureBuildings,
     Sentinel2Level2,
+    NdviSentinel2,
     SmartSurfaceLULC,
     TreeCanopyHeight,
     TreeCover,
     UrbanLandUse,
     WorldPop
 )
-from tests.resources.bbox_constants import BBOX_BR_LAURO_DE_FREITAS_1
-from tools.general_tools import create_temp_folder, create_folder
-
-# RUN_DUMPS is the master control for whether the writes and tests are executed
-# Setting RUN_DUMPS to True turns on code execution.
-# Values should normally be set to False in order to avoid unnecessary execution.
-RUN_DUMPS = False
-# Both the tests and QGIS file are implemented for the same bounding box in Brazil.
-COUNTRY_CODE_FOR_BBOX = 'BRA'
-BBOX = BBOX_BR_LAURO_DE_FREITAS_1
-# Specify None to write to a temporary default folder otherwise specify a valid custom target path.
-CUSTOM_DUMP_DIRECTORY = None
+from .conftest import RUN_DUMPS, prep_output_path, verify_file_is_populated
 
 @pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
-def test_geotiff_writing():
-    qgis_project_file = 'layers_for_br_lauro_de_freitas.qgs'
-
-    source_folder = os.path.dirname(__file__)
-
-    if CUSTOM_DUMP_DIRECTORY is None:
-        output_temp_folder = create_temp_folder('test_result_tif_files', True)
-    else:
-        output_temp_folder = create_folder(CUSTOM_DUMP_DIRECTORY, True)
-
-    source_qgis_file = os.path.join(source_folder, qgis_project_file)
-    target_qgis_file = os.path.join(output_temp_folder, qgis_project_file)
-    shutil.copyfile(source_qgis_file, target_qgis_file)
-
-    process_layers(output_temp_folder)
-
-    print("\n\033[93mQGIS project file and layer files were written to the %s folder.\033[0m" % output_temp_folder)
-
-
-def process_layers(output_temp_folder):
-    write_albedo(output_temp_folder)
-    write_alos_dsm(output_temp_folder)
-    write_average_net_building_height(output_temp_folder)
-    write_esa_world_cover(output_temp_folder)
-    write_high_land_surface_temperature(output_temp_folder)
-    write_land_surface_temperature(output_temp_folder)
-    # write_landsat_collection_2(output_temp_folder)  # TODO no longer used, but may be useful
-    write_nasa_dem(output_temp_folder)
-    write_natural_areas(output_temp_folder)
-    write_openbuildings(output_temp_folder)
-    # TODO Talk to Saif
-    # write_open_street_map(output_temp_folder) # TODO still needed or have we switched to overture
-    write_overture_buildings(output_temp_folder)
-    # write_sentinel_2_level2(output_temp_folder)  # TODO no longer used, but may be useful
-    write_smart_surface_lulc(output_temp_folder)
-    write_tree_canopy_height(output_temp_folder)
-    write_tree_cover(output_temp_folder)
-    write_urban_land_use(output_temp_folder)
-    write_world_pop(output_temp_folder)
-
-
-def write_albedo(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'albedo.tif')
-    Albedo().write(BBOX, file_path, tile_degrees=None)
+def test_write_albedo(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'albedo.tif')
+    Albedo().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_alos_dsm(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'alos_dsm.tif')
-    AlosDSM().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_alos_dsm(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'alos_dsm.tif')
+    AlosDSM().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_average_net_building_height(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'average_net_building_height.tif')
-    AverageNetBuildingHeight().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_average_net_building_height(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'average_net_building_height.tif')
+    AverageNetBuildingHeight().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_esa_world_cover(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'esa_world_cover.tif')
-    EsaWorldCover().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_esa_world_cover(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'esa_world_cover.tif')
+    EsaWorldCover().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_high_land_surface_temperature(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'high_land_surface_temperature.tif')
-    HighLandSurfaceTemperature().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_high_land_surface_temperature(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'high_land_surface_temperature.tif')
+    HighLandSurfaceTemperature().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_land_surface_temperature(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'land_surface_temperature.tif')
-    LandSurfaceTemperature().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_land_surface_temperature(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'land_surface_temperature.tif')
+    LandSurfaceTemperature().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-# TODO: Determine how to output xarray.Dataset with time dimension for QGIS rendering
-# def write_landsat_collection_2(output_temp_folder):
-#     file_path = prep_output_path(output_temp_folder, 'landsat_collection2.tif')
+# TODO Class is no longer used, but may be useful later
+# @pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+# def test_write_landsat_collection_2(target_folder, bbox_info):
+#     file_path = prep_output_path(target_folder, 'landsat_collection2.tif')
 #     bands = ['green']
-#     LandsatCollection2(bands).write(BBOX, file_path, tile_degrees=None)
+#     LandsatCollection2(bands).write(bbox_info.bounds, file_path, tile_degrees=None)
 #     assert verify_file_is_populated(file_path)
 
-def write_nasa_dem(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'nasa_dem.tif')
-    NasaDEM().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_nasa_dem(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'nasa_dem.tif')
+    NasaDEM().write(bbox_info.bounds, file_path, tile_degrees=None)
+    assert verify_file_is_populated(file_path)
+
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_natural_areas(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'natural_areas.tif')
+    NaturalAreas().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_natural_areas(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'natural_areas.tif')
-    NaturalAreas().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_ndvi_sentinel2_gee(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'ndvi_sentinel2_gee.tif')
+    (NdviSentinel2(year=2023)
+     .write(bbox_info.bounds, file_path, tile_degrees=None, ndvi_threshold=0.4, convert_to_percentage=True))
     assert verify_file_is_populated(file_path)
 
-def write_openbuildings(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'open_buildings.tif')
-    OpenBuildings(COUNTRY_CODE_FOR_BBOX).write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_openbuildings(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'open_buildings.tif')
+    OpenBuildings(bbox_info.country).write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-# TODO: class function "write" does not properly handle call
-# def write_open_street_map(output_temp_folder):
-#     file_path = prep_output_path(output_temp_folder, 'open_street_map.tif')
-#     OpenStreetMap().write(BBOX, file_path, tile_degrees=None)
+# TODO Class write is not functional. Is class still needed or have we switched to overture?
+# @pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+# def test_write_open_street_map(target_folder, bbox_info):
+#     file_path = prep_output_path(target_folder, 'open_street_map.tif')
+#     OpenStreetMap().write(bbox_info.bounds, file_path, tile_degrees=None)
 #     assert verify_file_is_populated(file_path)
 
-def write_overture_buildings(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'overture_buildings.tif')
-    OvertureBuildings().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_overture_buildings(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'overture_buildings.tif')
+    OvertureBuildings().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-# TODO: Determine how to output xarray.Dataset with time dimension for QGIS rendering
-# def write_sentinel_2_level2(output_temp_folder):
-#     file_path = prep_output_path(output_temp_folder, 'sentinel_2_level2.tif')
+# TODO Class is no longer used, but may be useful later
+# @pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+# def test_write_sentinel_2_level2(target_folder, bbox_info):
+#     file_path = prep_output_path(target_folder, 'sentinel_2_level2.tif')
 #     sentinel_2_bands = ["green"]
-#     Sentinel2Level2(sentinel_2_bands).write(BBOX, file_path, tile_degrees=None)
+#     Sentinel2Level2(sentinel_2_bands).write(bbox_info.bounds, file_path, tile_degrees=None)
 #     assert verify_file_is_populated(file_path)
 
-def write_smart_surface_lulc(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'smart_surface_lulc.tif')
-    SmartSurfaceLULC().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_smart_surface_lulc(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'smart_surface_lulc.tif')
+    SmartSurfaceLULC().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_tree_canopy_height(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'tree_canopy_height.tif')
-    TreeCanopyHeight().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_tree_canopy_height(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'tree_canopy_height.tif')
+    TreeCanopyHeight().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_tree_cover(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'tree_cover.tif')
-    TreeCover().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_tree_cover(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'tree_cover.tif')
+    TreeCover().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_urban_land_use(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'urban_land_use.tif')
-    UrbanLandUse().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_urban_land_use(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'urban_land_use.tif')
+    UrbanLandUse().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
 
-def write_world_pop(output_temp_folder):
-    file_path = prep_output_path(output_temp_folder, 'world_pop.tif')
-    WorldPop().write(BBOX, file_path, tile_degrees=None)
+@pytest.mark.skipif(RUN_DUMPS == False, reason='Skipping since RUN_DUMPS set to False')
+def test_write_world_pop(target_folder, bbox_info):
+    file_path = prep_output_path(target_folder, 'world_pop.tif')
+    WorldPop().write(bbox_info.bounds, file_path, tile_degrees=None)
     assert verify_file_is_populated(file_path)
-
-
-def prep_output_path(output_temp_folder, file_name):
-    file_path = os.path.join(output_temp_folder, file_name)
-    if os.path.isfile(file_path):
-        os.remove(file_path)
-    return file_path
-
-def verify_file_is_populated(file_path):
-    is_populated = True if os.path.getsize(file_path) > 0 else False
-    return is_populated
diff --git a/tests/test_layers.py b/tests/test_layers.py
index 7980aa1..bfcf4a0 100644
--- a/tests/test_layers.py
+++ b/tests/test_layers.py
@@ -5,6 +5,7 @@
     Albedo,
     AlosDSM,
     AverageNetBuildingHeight,
+    NdviSentinel2,
     EsaWorldCover,
     EsaWorldCoverClass,
     HighLandSurfaceTemperature,
@@ -24,28 +25,30 @@
     WorldPop
 )
 from city_metrix.layers.layer import get_image_collection
-from tests.resources.bbox_constants import BBOX_BR_LAURO_DE_FREITAS_1
+from tests.resources.bbox_constants import BBOX_BRA_LAURO_DE_FREITAS_1
 
 EE_IMAGE_DIMENSION_TOLERANCE = 1  # Tolerance compensates for variable results from GEE service
-
+# Tests are implemented for the same bounding box in Brazil.
+COUNTRY_CODE_FOR_BBOX = 'BRA'
+BBOX = BBOX_BRA_LAURO_DE_FREITAS_1
 
 def test_albedo():
-    assert Albedo().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    assert Albedo().get_data(BBOX).mean()
 
 
 def test_alos_dsm():
-    mean = AlosDSM().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    mean = AlosDSM().get_data(BBOX).mean()
     assert mean
 
 
 def test_average_net_building_height():
-    assert AverageNetBuildingHeight().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    assert AverageNetBuildingHeight().get_data(BBOX).mean()
 
 
 def test_esa_world_cover():
     count = (
         EsaWorldCover(land_cover_class=EsaWorldCoverClass.BUILT_UP)
-        .get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+        .get_data(BBOX)
         .count()
     )
     assert count
@@ -53,7 +56,7 @@ def test_esa_world_cover():
 
 def test_read_image_collection():
     ic = ee.ImageCollection("ESA/WorldCover/v100")
-    data = get_image_collection(ic, BBOX_BR_LAURO_DE_FREITAS_1, 10, "test")
+    data = get_image_collection(ic, BBOX, 10, "test")
 
     expected_crs = 32724
     expected_x_dimension = 187
@@ -68,47 +71,52 @@ def test_read_image_collection():
 
 def test_read_image_collection_scale():
     ic = ee.ImageCollection("ESA/WorldCover/v100")
-    data = get_image_collection(ic, BBOX_BR_LAURO_DE_FREITAS_1, 100, "test")
+    data = get_image_collection(ic, BBOX, 100, "test")
     expected_x_dimension = 19
     expected_y_dimension = 20
     assert data.dims == {"x": expected_x_dimension, "y": expected_y_dimension}
 
 
 def test_high_land_surface_temperature():
-    data = HighLandSurfaceTemperature().get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+    data = HighLandSurfaceTemperature().get_data(BBOX)
     assert data.any()
 
 
 def test_land_surface_temperature():
-    mean_lst = LandSurfaceTemperature().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    mean_lst = LandSurfaceTemperature().get_data(BBOX).mean()
     assert mean_lst
 
 
+@pytest.mark.skip(reason="layer is deprecated")
 def test_landsat_collection_2():
-    bands = ['green']
-    data = LandsatCollection2(bands).get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+    bands = ["blue"]
+    data = LandsatCollection2(bands).get_data(BBOX)
     assert data.any()
 
 
 def test_nasa_dem():
-    mean = NasaDEM().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    mean = NasaDEM().get_data(BBOX).mean()
     assert mean
 
 
 def test_natural_areas():
-    data = NaturalAreas().get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+    data = NaturalAreas().get_data(BBOX)
     assert data.any()
 
+def test_ndvi_sentinel2():
+    data = NdviSentinel2(year=2023).get_data(BBOX)
+    assert data is not None
+
 
 def test_openbuildings():
-    count = OpenBuildings().get_data(BBOX_BR_LAURO_DE_FREITAS_1).count().sum()
+    count = OpenBuildings(COUNTRY_CODE_FOR_BBOX).get_data(BBOX).count().sum()
     assert count
 
 
 def test_open_street_map():
     count = (
         OpenStreetMap(osm_class=OpenStreetMapClass.ROAD)
-        .get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+        .get_data(BBOX)
         .count()
         .sum()
     )
@@ -116,28 +124,27 @@ def test_open_street_map():
 
 
 def test_overture_buildings():
-    count = OvertureBuildings().get_data(BBOX_BR_LAURO_DE_FREITAS_1).count().sum()
+    count = OvertureBuildings().get_data(BBOX).count().sum()
     assert count
 
 
+@pytest.mark.skip(reason="layer is deprecated")
 def test_sentinel_2_level2():
     sentinel_2_bands = ["green"]
-    data = Sentinel2Level2(sentinel_2_bands).get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+    data = Sentinel2Level2(sentinel_2_bands).get_data(BBOX)
     assert data.any()
 
 
 def test_smart_surface_lulc():
-    count = SmartSurfaceLULC().get_data(BBOX_BR_LAURO_DE_FREITAS_1).count()
+    count = SmartSurfaceLULC().get_data(BBOX).count()
     assert count
 
-
 def test_tree_canopy_height():
-    count = TreeCanopyHeight().get_data(BBOX_BR_LAURO_DE_FREITAS_1).count()
+    count = TreeCanopyHeight().get_data(BBOX).count()
     assert count
 
-
 def test_tree_cover():
-    actual = TreeCover().get_data(BBOX_BR_LAURO_DE_FREITAS_1).mean()
+    actual = TreeCover().get_data(BBOX).mean()
     expected = 54.0
     tolerance = 0.1
     assert (
@@ -146,9 +153,9 @@ def test_tree_cover():
 
 
 def test_urban_land_use():
-    assert UrbanLandUse().get_data(BBOX_BR_LAURO_DE_FREITAS_1).count()
+    assert UrbanLandUse().get_data(BBOX).count()
 
 
 def test_world_pop():
-    data = WorldPop().get_data(BBOX_BR_LAURO_DE_FREITAS_1)
+    data = WorldPop().get_data(BBOX)
     assert data.any()
diff --git a/tools/general_tools.py b/tools/general_tools.py
index 1497864..b38d1b5 100644
--- a/tools/general_tools.py
+++ b/tools/general_tools.py
@@ -1,31 +1,17 @@
 import os
 import tempfile
 
-def create_temp_folder(sub_directory_name: str, delete_existing_files: bool):
-    scratch_dir_name = tempfile.TemporaryDirectory().name
-    dirpath = os.path.dirname(scratch_dir_name)
-    temp_dir = os.path.join(dirpath, sub_directory_name)
 
-    _create_target_folder(temp_dir, delete_existing_files)
-
-    return temp_dir
-
-def create_folder(folder_path, delete_existing_files: bool):
-    if _is_valid_path(folder_path) is False:
-        raise ValueError(f"The custom path '%s' is not valid. Stopping." % folder_path)
-    _create_target_folder(folder_path, delete_existing_files)
-    return folder_path
-
-def _is_valid_path(path: str):
+def is_valid_path(path: str):
     return os.path.exists(path)
 
-def _create_target_folder(folder_path, delete_existing_files: bool):
+def create_target_folder(folder_path, delete_existing_files: bool):
     if os.path.isdir(folder_path) is False:
         os.makedirs(folder_path)
     elif delete_existing_files is True:
-        _remove_all_files_in_directory(folder_path)
+        remove_all_files_in_directory(folder_path)
 
-def _remove_all_files_in_directory(directory):
+def remove_all_files_in_directory(directory):
     # Iterate over all the files in the directory
     for filename in os.listdir(directory):
         file_path = os.path.join(directory, filename)
diff --git a/tools/xarray_tools.py b/tools/xarray_tools.py
new file mode 100644
index 0000000..2ef773d
--- /dev/null
+++ b/tools/xarray_tools.py
@@ -0,0 +1,18 @@
+import numpy as np
+from rasterio import uint8
+
+def convert_ratio_to_percentage(data):
+    """
+    Converts xarray variable from a ratio to a percentage
+    :param data: (xarray) xarray to be converted
+    :return: A rioxarray-format DataArray
+    """
+
+    # convert to percentage and to bytes for efficient storage
+    values_as_percent = np.round(data * 100).astype(uint8)
+
+    # reset CRS
+    source_crs = data.rio.crs
+    values_as_percent.rio.write_crs(source_crs, inplace=True)
+
+    return values_as_percent