diff --git a/README.md b/README.md
index a2fe61b0cf..9aa0e974fe 100755
--- a/README.md
+++ b/README.md
@@ -3,6 +3,14 @@
 [![build](https://github.com/IMMM-SFA/naturf/actions/workflows/build.yml/badge.svg)](https://github.com/IMMM-SFA/naturf/actions/workflows/build.yml)
 
 # naturf
+<<<<<<< HEAD
+<<<<<<< HEAD
+=======
+>>>>>>> 3bda76b (add codecov badge)
+=======
+>>>>>>> 891f9cf (fix formatting)
+=======
+>>>>>>> main
 
 #### `naturf` (Neighborhood Adaptive Tissues for Urban Resilience Futures) is an open-source geospatial Python package for calculating urban building parameters to be compiled and input to the Weather Research and Forecasting model (WRF).
 
@@ -14,7 +22,9 @@
   - Prepare binary files to be fed into WRF to understand the effect of building morphology on the urban microclimate.
 
 ### Install `naturf`
+<<<<<<< HEAD
 
+<<<<<<< HEAD
 ```bash
 pip install naturf
 ```
@@ -42,9 +52,47 @@ The reference guide contains a detailed description of the `naturf` API. The ref
 
 To get started on development, install the pre-commit hooks to format code.
 
+<<<<<<< HEAD
+=======
+=======
+
+```bash
+pip install naturf
+```
+### Check out a quickstart tutorial to run `naturf`
+
+Run `naturf` using the quickstart tutorial: [`naturf` Quickstarter](https://immm-sfa.github.io/naturf/quickstarter.html)
+
+### Getting started
+
+New to `naturf`? Get familiar with what `naturf` is all about in our [Getting Started](https://immm-sfa.github.io/naturf/getting_started.html)
+
+### User guide
+
+Our user guide provides in-depth information on the key concepts of `naturf` with useful background information and explanation. See our [User Guide](https://immm-sfa.github.io/naturf/user_guide.html)
+
+### Contributing to `naturf`
+
+Whether you find a typo in the documentation, find a bug, or want to develop functionality that you think will make `naturf` more robust, you are welcome to contribute! See our [Contribution Guidelines](https://immm-sfa.github.io/naturf/contributing.html)
+
+### API reference
+
+The reference guide contains a detailed description of the `naturf` API. The reference describes how the methods work and which parameters can be used. It assumes that you have an understanding of the key concepts. See [API Reference](https://immm-sfa.github.io/naturf/modules.html)
+
+### Developer Setup
+
+To get started on development, install the pre-commit hooks to format code.
+
+>>>>>>> main
+First [install `pre-commit`](https://pre-commit.com/).
+
+Then install the hooks within the repo:
+>>>>>>> 77584d7 (remove mac-specific pre-commit install instructions)
+=======
 First [install `pre-commit`](https://pre-commit.com/).
 
 Then install the hooks within the repo:
+>>>>>>> 891f9cf (fix formatting)
 ```bash
 $ cd /PATH/TO/NATURF
 $ pre-commit install
diff --git a/notebooks/quickstarter.ipynb b/notebooks/quickstarter.ipynb
index 5ff47f04f3..c877f9afd7 100644
--- a/notebooks/quickstarter.ipynb
+++ b/notebooks/quickstarter.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# `naturf` Quickstarter\n",
     "\n",
-    "`naturf` (Neighborhood Adaptive Tissues for Urban Resilience Futures) calculates 132 urban parameters based on shapefiles of building footprints and heights. Here we run a small example to demonstrate functionality. "
+    "The Neighborhood Adaptive Tissues for Urban Resilience Futures tool (`naturf`) is a Python workflow that generates files readable by the Weather Research and Forecasting (WRF) model. `naturf` uses *geopandas* and *hamilton* to calculate 132 building parameters from shapefiles with building footprint and height information. These parameters can be collected and used in many formats, and the primary output is a binary file configured for input to WRF. This workflow is a flexible adaptation of the National/World Urban Database and Access Portal Tool (NUDAPT/WUDAPT) that can be used with any study area at any spatial resolution. The climate modeling community and urban planners can identify the effects of building/neighborhood morphology on the microclimate using the urban parameters and WRF-readable files produced by `naturf`. The source code for `naturf` can be found on [GitHub](https://github.com/IMMM-SFA/naturf/tree/main), and more information on the urban parameters calculated can be found in the [documentation](https://immm-sfa.github.io/naturf/)."
    ]
   },
   {
@@ -22,15 +22,18 @@
    },
    "outputs": [],
    "source": [
+    "from importlib.resources import files\n",
     "from naturf import driver"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "ecbe0098-b161-483e-baaa-720109886a00",
+   "id": "9c781bf4-d8d6-4c79-bee0-67be5bf77c12",
    "metadata": {},
    "source": [
-    "`naturf` requires two inputs: an input dictionary with the location of the shapefile, and a list of the desired outputs. To write both the binary file and the index file required for WRF, the outputs should be `[\"write_binary\", \"write_index\"]`."
+    "## Case 1\n",
+    "\n",
+    "`naturf` requires two inputs: an input dictionary with the location of the shapefile, and a list of the desired outputs. For this first case, we can look at three outputs: `plan_area_fraction`, `area_weighted_mean_of_building_heights`, and `sky_view_factor`."
    ]
   },
   {
@@ -57,13 +60,23 @@
     }
    ],
    "source": [
+    "input_shapefile_path = str(files(\"naturf.data\").joinpath(\"C-5.shp\"))\n",
+    "\n",
     "inputs = {\n",
-    "    \"input_shapefile\": \"../naturf/data/C-5.shp\",\n",
+    "    \"input_shapefile\": input_shapefile_path,\n",
     "}\n",
-    "outputs = [\"merge_parameters\"]\n",
+    "outputs = [\"plan_area_fraction\",\"area_weighted_mean_of_building_heights\",\"sky_view_factor\"]\n",
     "model = driver.Model(inputs, outputs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "c0f999e9",
+   "metadata": {},
+   "source": [
+    "Render the Directed Acyclic Graph(DAG) to show which functions the model calls in order to create the desired output. Note that the model doesn't execute!"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
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+       "<title>input_shapefile_df&#45;&gt;target_crs</title>\n",
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+       "<polygon fill=\"black\" stroke=\"black\" points=\"396.57,-321.81 407.09,-323.08 399.66,-315.53 396.57,-321.81\"/>\n",
+       "</g>\n",
+       "<!-- standardize_column_names_df -->\n",
+       "<g id=\"node10\" class=\"node\">\n",
+       "<title>standardize_column_names_df</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M552.3,-232.6C552.3,-232.6 352.2,-232.6 352.2,-232.6 346.2,-232.6 340.2,-226.6 340.2,-220.6 340.2,-220.6 340.2,-181 340.2,-181 340.2,-175 346.2,-169 352.2,-169 352.2,-169 552.3,-169 552.3,-169 558.3,-169 564.3,-175 564.3,-181 564.3,-181 564.3,-220.6 564.3,-220.6 564.3,-226.6 558.3,-232.6 552.3,-232.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"351\" y=\"-209.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">standardize_column_names_df</text>\n",
+       "<text text-anchor=\"start\" x=\"405\" y=\"-181.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
+       "</g>\n",
+       "<!-- input_shapefile_df&#45;&gt;standardize_column_names_df -->\n",
+       "<g id=\"edge13\" class=\"edge\">\n",
+       "<title>input_shapefile_df&#45;&gt;standardize_column_names_df</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M311.53,-228.15C317.11,-227.05 322.85,-225.93 328.66,-224.8\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"329.28,-228.24 338.42,-222.88 327.93,-221.37 329.28,-228.24\"/>\n",
+       "</g>\n",
+       "<!-- building_geometry -->\n",
        "<g id=\"node5\" class=\"node\">\n",
-       "<title>buildings_intersecting_plan_area</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1637.42,-366.6C1637.42,-366.6 1425.32,-366.6 1425.32,-366.6 1419.32,-366.6 1413.32,-360.6 1413.32,-354.6 1413.32,-354.6 1413.32,-315 1413.32,-315 1413.32,-309 1419.32,-303 1425.32,-303 1425.32,-303 1637.42,-303 1637.42,-303 1643.42,-303 1649.42,-309 1649.42,-315 1649.42,-315 1649.42,-354.6 1649.42,-354.6 1649.42,-360.6 1643.42,-366.6 1637.42,-366.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"1424.12\" y=\"-343.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">buildings_intersecting_plan_area</text>\n",
-       "<text text-anchor=\"start\" x=\"1484.12\" y=\"-315.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
+       "<title>building_geometry</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M896.5,-268.6C896.5,-268.6 777.4,-268.6 777.4,-268.6 771.4,-268.6 765.4,-262.6 765.4,-256.6 765.4,-256.6 765.4,-217 765.4,-217 765.4,-211 771.4,-205 777.4,-205 777.4,-205 896.5,-205 896.5,-205 902.5,-205 908.5,-211 908.5,-217 908.5,-217 908.5,-256.6 908.5,-256.6 908.5,-262.6 902.5,-268.6 896.5,-268.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"776.2\" y=\"-245.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_geometry</text>\n",
+       "<text text-anchor=\"start\" x=\"804.7\" y=\"-217.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge10\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;buildings_intersecting_plan_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1279.83,-773.69C1300.21,-727.18 1337.38,-637.95 1359.2,-558.8 1378.87,-487.44 1342.05,-452.67 1388.2,-394.8 1394.83,-386.48 1402.83,-379.3 1411.61,-373.11\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"1413.26,-376.21 1419.74,-367.82 1409.45,-370.33 1413.26,-376.21\"/>\n",
+       "<!-- total_plan_area_geometry -->\n",
+       "<g id=\"node9\" class=\"node\">\n",
+       "<title>total_plan_area_geometry</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1347.2,-429.6C1347.2,-429.6 1181.6,-429.6 1181.6,-429.6 1175.6,-429.6 1169.6,-423.6 1169.6,-417.6 1169.6,-417.6 1169.6,-378 1169.6,-378 1169.6,-372 1175.6,-366 1181.6,-366 1181.6,-366 1347.2,-366 1347.2,-366 1353.2,-366 1359.2,-372 1359.2,-378 1359.2,-378 1359.2,-417.6 1359.2,-417.6 1359.2,-423.6 1353.2,-429.6 1347.2,-429.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1180.4\" y=\"-406.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">total_plan_area_geometry</text>\n",
+       "<text text-anchor=\"start\" x=\"1232.15\" y=\"-378.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
        "</g>\n",
-       "<!-- building_surface_area -->\n",
-       "<g id=\"node12\" class=\"node\">\n",
-       "<title>building_surface_area</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1601.8,-467.6C1601.8,-467.6 1460.95,-467.6 1460.95,-467.6 1454.95,-467.6 1448.95,-461.6 1448.95,-455.6 1448.95,-455.6 1448.95,-416 1448.95,-416 1448.95,-410 1454.95,-404 1460.95,-404 1460.95,-404 1601.8,-404 1601.8,-404 1607.8,-404 1613.8,-410 1613.8,-416 1613.8,-416 1613.8,-455.6 1613.8,-455.6 1613.8,-461.6 1607.8,-467.6 1601.8,-467.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"1459.75\" y=\"-444.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_surface_area</text>\n",
-       "<text text-anchor=\"start\" x=\"1512.25\" y=\"-416.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- building_geometry&#45;&gt;total_plan_area_geometry -->\n",
+       "<g id=\"edge11\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;total_plan_area_geometry</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1040.05,-337.8C1078.39,-349.57 1120.82,-361.29 1158.3,-371.21\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"1157.22,-374.54 1167.78,-373.71 1159.01,-367.77 1157.22,-374.54\"/>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;building_surface_area -->\n",
-       "<g id=\"edge44\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;building_surface_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1279.81,-773.56C1300.59,-728.71 1341.6,-645.91 1388.2,-582.8 1417.31,-543.38 1456.36,-503.73 1486.17,-475.57\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"1488.3,-478.36 1493.21,-468.97 1483.52,-473.25 1488.3,-478.36\"/>\n",
+       "<!-- building_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge18\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M868.69,-269.09C887.04,-286.47 911.75,-306.74 937.5,-318.8 978.69,-338.08 994.57,-324.45 1038.05,-337.8\"/>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1040.05,-337.8C1134.94,-366.94 1166.43,-359.04 1263.4,-337.8\"/>\n",
        "</g>\n",
-       "<!-- macdonald_displacement_height -->\n",
-       "<g id=\"node15\" class=\"node\">\n",
-       "<title>macdonald_displacement_height</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2573.35,-972.6C2573.35,-972.6 2361.25,-972.6 2361.25,-972.6 2355.25,-972.6 2349.25,-966.6 2349.25,-960.6 2349.25,-960.6 2349.25,-921 2349.25,-921 2349.25,-915 2355.25,-909 2361.25,-909 2361.25,-909 2573.35,-909 2573.35,-909 2579.35,-909 2585.35,-915 2585.35,-921 2585.35,-921 2585.35,-960.6 2585.35,-960.6 2585.35,-966.6 2579.35,-972.6 2573.35,-972.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2360.05\" y=\"-949.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">macdonald_displacement_height</text>\n",
-       "<text text-anchor=\"start\" x=\"2448.17\" y=\"-921.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- building_area -->\n",
+       "<g id=\"node17\" class=\"node\">\n",
+       "<title>building_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1081.72,-309.6C1081.72,-309.6 996.38,-309.6 996.38,-309.6 990.38,-309.6 984.38,-303.6 984.38,-297.6 984.38,-297.6 984.38,-258 984.38,-258 984.38,-252 990.38,-246 996.38,-246 996.38,-246 1081.72,-246 1081.72,-246 1087.72,-246 1093.72,-252 1093.72,-258 1093.72,-258 1093.72,-297.6 1093.72,-297.6 1093.72,-303.6 1087.72,-309.6 1081.72,-309.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"995.17\" y=\"-286.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1019.92\" y=\"-258.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;macdonald_displacement_height -->\n",
-       "<g id=\"edge49\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;macdonald_displacement_height</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2175.07,-940.8C2228.24,-943.47 2286.94,-943.94 2337.62,-943.58\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2337.49,-947.08 2347.46,-943.49 2337.43,-940.08 2337.49,-947.08\"/>\n",
+       "<!-- building_geometry&#45;&gt;building_area -->\n",
+       "<g id=\"edge28\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;building_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M908.78,-251.31C929.65,-255.59 952.38,-260.25 972.87,-264.45\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"972.02,-267.84 982.52,-266.42 973.43,-260.99 972.02,-267.84\"/>\n",
        "</g>\n",
-       "<!-- raupach_displacement_height -->\n",
-       "<g id=\"node16\" class=\"node\">\n",
-       "<title>raupach_displacement_height</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2819.7,-776.6C2819.7,-776.6 2627.1,-776.6 2627.1,-776.6 2621.1,-776.6 2615.1,-770.6 2615.1,-764.6 2615.1,-764.6 2615.1,-725 2615.1,-725 2615.1,-719 2621.1,-713 2627.1,-713 2627.1,-713 2819.7,-713 2819.7,-713 2825.7,-713 2831.7,-719 2831.7,-725 2831.7,-725 2831.7,-764.6 2831.7,-764.6 2831.7,-770.6 2825.7,-776.6 2819.7,-776.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2625.9\" y=\"-753.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">raupach_displacement_height</text>\n",
-       "<text text-anchor=\"start\" x=\"2689.27\" y=\"-725.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "<!-- wall_angle_direction_length -->\n",
+       "<g id=\"node19\" class=\"node\">\n",
+       "<title>wall_angle_direction_length</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1128.6,-227.6C1128.6,-227.6 949.5,-227.6 949.5,-227.6 943.5,-227.6 937.5,-221.6 937.5,-215.6 937.5,-215.6 937.5,-176 937.5,-176 937.5,-170 943.5,-164 949.5,-164 949.5,-164 1128.6,-164 1128.6,-164 1134.6,-164 1140.6,-170 1140.6,-176 1140.6,-176 1140.6,-215.6 1140.6,-215.6 1140.6,-221.6 1134.6,-227.6 1128.6,-227.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"948.3\" y=\"-204.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">wall_angle_direction_length</text>\n",
+       "<text text-anchor=\"start\" x=\"1004.92\" y=\"-176.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;raupach_displacement_height -->\n",
-       "<g id=\"edge51\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;raupach_displacement_height</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2175.07,-940.8C2240.07,-944.06 2266.83,-958.96 2320.25,-921.8 2342.93,-906.02 2328.13,-884.62 2349.25,-866.8 2359.61,-858.06 2501.11,-813.1 2606.81,-780.29\"/>\n",
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+       "<!-- building_geometry&#45;&gt;wall_angle_direction_length -->\n",
+       "<g id=\"edge30\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;wall_angle_direction_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M908.78,-222.29C914.4,-221.14 920.15,-219.96 925.96,-218.77\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"926.6,-222.21 935.69,-216.77 925.19,-215.35 926.6,-222.21\"/>\n",
        "</g>\n",
-       "<!-- macdonald_roughness_length -->\n",
-       "<g id=\"node18\" class=\"node\">\n",
-       "<title>macdonald_roughness_length</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2820.45,-923.6C2820.45,-923.6 2626.35,-923.6 2626.35,-923.6 2620.35,-923.6 2614.35,-917.6 2614.35,-911.6 2614.35,-911.6 2614.35,-872 2614.35,-872 2614.35,-866 2620.35,-860 2626.35,-860 2626.35,-860 2820.45,-860 2820.45,-860 2826.45,-860 2832.45,-866 2832.45,-872 2832.45,-872 2832.45,-911.6 2832.45,-911.6 2832.45,-917.6 2826.45,-923.6 2820.45,-923.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2625.15\" y=\"-900.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">macdonald_roughness_length</text>\n",
-       "<text text-anchor=\"start\" x=\"2689.27\" y=\"-872.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "<!-- total_plan_area -->\n",
+       "<g id=\"node6\" class=\"node\">\n",
+       "<title>total_plan_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1554.55,-425.6C1554.55,-425.6 1457.95,-425.6 1457.95,-425.6 1451.95,-425.6 1445.95,-419.6 1445.95,-413.6 1445.95,-413.6 1445.95,-374 1445.95,-374 1445.95,-368 1451.95,-362 1457.95,-362 1457.95,-362 1554.55,-362 1554.55,-362 1560.55,-362 1566.55,-368 1566.55,-374 1566.55,-374 1566.55,-413.6 1566.55,-413.6 1566.55,-419.6 1560.55,-425.6 1554.55,-425.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1456.75\" y=\"-402.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">total_plan_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1487.12\" y=\"-374.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;macdonald_roughness_length -->\n",
-       "<g id=\"edge54\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;macdonald_roughness_length</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2175.07,-940.8C2240.09,-943.63 2260.05,-946.51 2320.25,-921.8 2335.22,-915.66 2334.38,-906.17 2349.25,-899.8 2397.69,-879.04 2413.62,-882.36 2466.3,-880.8\"/>\n",
+       "<!-- total_plan_area&#45;&gt;plan_area_fraction -->\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
+       "<title>total_plan_area&#45;&gt;plan_area_fraction</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1566.87,-389.44C1675.4,-381.5 1905.32,-364.69 2027.94,-355.72\"/>\n",
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-       "<!-- vertical_distribution_of_building_heights -->\n",
-       "<g id=\"node19\" class=\"node\">\n",
-       "<title>vertical_distribution_of_building_heights</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1662.55,-1136.6C1662.55,-1136.6 1400.2,-1136.6 1400.2,-1136.6 1394.2,-1136.6 1388.2,-1130.6 1388.2,-1124.6 1388.2,-1124.6 1388.2,-1085 1388.2,-1085 1388.2,-1079 1394.2,-1073 1400.2,-1073 1400.2,-1073 1662.55,-1073 1662.55,-1073 1668.55,-1073 1674.55,-1079 1674.55,-1085 1674.55,-1085 1674.55,-1124.6 1674.55,-1124.6 1674.55,-1130.6 1668.55,-1136.6 1662.55,-1136.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"1399\" y=\"-1113.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">vertical_distribution_of_building_heights</text>\n",
-       "<text text-anchor=\"start\" x=\"1497.25\" y=\"-1085.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "<!-- target_crs&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge22\" class=\"edge\">\n",
+       "<title>target_crs&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M496.11,-350.54C617.98,-365.57 976.24,-400.71 1263.4,-337.8\"/>\n",
        "</g>\n",
-       "<!-- building_height&#45;&gt;vertical_distribution_of_building_heights -->\n",
-       "<g id=\"edge58\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;vertical_distribution_of_building_heights</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1271.74,-837.97C1284.2,-892.6 1317.09,-1003.46 1388.2,-1063.8 1389.01,-1064.49 1389.84,-1065.17 1390.67,-1065.84\"/>\n",
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+       "<!-- building_plan_area -->\n",
+       "<g id=\"node8\" class=\"node\">\n",
+       "<title>building_plan_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1861.27,-338.6C1861.27,-338.6 1740.67,-338.6 1740.67,-338.6 1734.67,-338.6 1728.67,-332.6 1728.67,-326.6 1728.67,-326.6 1728.67,-287 1728.67,-287 1728.67,-281 1734.67,-275 1740.67,-275 1740.67,-275 1861.27,-275 1861.27,-275 1867.27,-275 1873.27,-281 1873.27,-287 1873.27,-287 1873.27,-326.6 1873.27,-326.6 1873.27,-332.6 1867.27,-338.6 1861.27,-338.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1739.47\" y=\"-315.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_plan_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1781.85\" y=\"-287.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- plan_area_density -->\n",
-       "<g id=\"node30\" class=\"node\">\n",
-       "<title>plan_area_density</title>\n",
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+       "<!-- building_plan_area&#45;&gt;plan_area_fraction -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>building_plan_area&#45;&gt;plan_area_fraction</title>\n",
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-       "<!-- building_height&#45;&gt;plan_area_density -->\n",
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-       "<title>building_height&#45;&gt;plan_area_density</title>\n",
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+       "<!-- total_plan_area_geometry&#45;&gt;total_plan_area -->\n",
+       "<g id=\"edge7\" class=\"edge\">\n",
+       "<title>total_plan_area_geometry&#45;&gt;total_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1359.51,-396.23C1384.43,-395.81 1410.92,-395.37 1434.38,-394.98\"/>\n",
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-       "<!-- sky_view_factor -->\n",
-       "<g id=\"node32\" class=\"node\">\n",
-       "<title>sky_view_factor</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2518.6,-536.6C2518.6,-536.6 2416,-536.6 2416,-536.6 2410,-536.6 2404,-530.6 2404,-524.6 2404,-524.6 2404,-485 2404,-485 2404,-479 2410,-473 2416,-473 2416,-473 2518.6,-473 2518.6,-473 2524.6,-473 2530.6,-479 2530.6,-485 2530.6,-485 2530.6,-524.6 2530.6,-524.6 2530.6,-530.6 2524.6,-536.6 2518.6,-536.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"2448.17\" y=\"-485.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge20\" class=\"edge\">\n",
+       "<title>total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1343.75,-365.83C1349.41,-361.65 1354.66,-356.99 1359.2,-351.8 1386.02,-321.11 1360.37,-294.58 1388.2,-264.8 1391.23,-261.55 1394.52,-258.52 1398,-255.69\"/>\n",
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-       "<!-- building_height&#45;&gt;sky_view_factor -->\n",
-       "<g id=\"edge79\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;sky_view_factor</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1852.22,-880.8C1932.4,-880.21 1949.01,-854.1 2027.9,-839.8 2092.36,-828.12 2273.86,-848.06 2320.25,-801.8 2389.47,-732.79 2297.77,-666.89 2349.25,-583.8 2360.2,-566.13 2376.74,-551.5 2393.96,-539.83\"/>\n",
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+       "<!-- filter_height_range -->\n",
+       "<g id=\"node12\" class=\"node\">\n",
+       "<title>filter_height_range</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M724.4,-201.6C724.4,-201.6 605.3,-201.6 605.3,-201.6 599.3,-201.6 593.3,-195.6 593.3,-189.6 593.3,-189.6 593.3,-150 593.3,-150 593.3,-144 599.3,-138 605.3,-138 605.3,-138 724.4,-138 724.4,-138 730.4,-138 736.4,-144 736.4,-150 736.4,-150 736.4,-189.6 736.4,-189.6 736.4,-195.6 730.4,-201.6 724.4,-201.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"604.1\" y=\"-178.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">filter_height_range</text>\n",
+       "<text text-anchor=\"start\" x=\"617.6\" y=\"-150.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
        "</g>\n",
-       "<!-- grimmond_oke_displacement_height -->\n",
-       "<g id=\"node33\" class=\"node\">\n",
-       "<title>grimmond_oke_displacement_height</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1650.55,-1054.6C1650.55,-1054.6 1412.2,-1054.6 1412.2,-1054.6 1406.2,-1054.6 1400.2,-1048.6 1400.2,-1042.6 1400.2,-1042.6 1400.2,-1003 1400.2,-1003 1400.2,-997 1406.2,-991 1412.2,-991 1412.2,-991 1650.55,-991 1650.55,-991 1656.55,-991 1662.55,-997 1662.55,-1003 1662.55,-1003 1662.55,-1042.6 1662.55,-1042.6 1662.55,-1048.6 1656.55,-1054.6 1650.55,-1054.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"1512.25\" y=\"-1003.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- standardize_column_names_df&#45;&gt;filter_height_range -->\n",
+       "<g id=\"edge15\" class=\"edge\">\n",
+       "<title>standardize_column_names_df&#45;&gt;filter_height_range</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M564.72,-184.39C570.4,-183.56 576.06,-182.72 581.63,-181.9\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"582.02,-185.38 591.41,-180.46 581.01,-178.46 582.02,-185.38\"/>\n",
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-       "<!-- building_height&#45;&gt;grimmond_oke_displacement_height -->\n",
-       "<g id=\"edge81\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;grimmond_oke_displacement_height</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1279.39,-837.82C1298.35,-877.49 1335.94,-944.4 1388.2,-981.8 1389.57,-982.78 1390.96,-983.74 1392.38,-984.67\"/>\n",
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+       "<!-- area_weighted_mean_of_building_heights -->\n",
+       "<g id=\"node11\" class=\"node\">\n",
+       "<title>area_weighted_mean_of_building_heights</title>\n",
+       "<path fill=\"#ffc857\" stroke=\"black\" d=\"M1936.65,-166.6C1936.65,-166.6 1665.3,-166.6 1665.3,-166.6 1659.3,-166.6 1653.3,-160.6 1653.3,-154.6 1653.3,-154.6 1653.3,-115 1653.3,-115 1653.3,-109 1659.3,-103 1665.3,-103 1665.3,-103 1936.65,-103 1936.65,-103 1942.65,-103 1948.65,-109 1948.65,-115 1948.65,-115 1948.65,-154.6 1948.65,-154.6 1948.65,-160.6 1942.65,-166.6 1936.65,-166.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1664.1\" y=\"-143.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">area_weighted_mean_of_building_heights</text>\n",
+       "<text text-anchor=\"start\" x=\"1781.85\" y=\"-115.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- frontal_area -->\n",
-       "<g id=\"node34\" class=\"node\">\n",
-       "<title>frontal_area</title>\n",
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+       "<!-- filter_height_range&#45;&gt;building_geometry -->\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
+       "<title>filter_height_range&#45;&gt;building_geometry</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M736.51,-197.63C742.39,-199.95 748.36,-202.3 754.3,-204.64\"/>\n",
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-       "<!-- building_height&#45;&gt;frontal_area -->\n",
-       "<g id=\"edge83\" class=\"edge\">\n",
-       "<title>building_height&#45;&gt;frontal_area</title>\n",
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-       "<polygon fill=\"black\" stroke=\"black\" points=\"2112.63,-884.04 2122.64,-880.57 2112.65,-877.04 2112.63,-884.04\"/>\n",
+       "<!-- building_id -->\n",
+       "<g id=\"node15\" class=\"node\">\n",
+       "<title>building_id</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M871.75,-160.6C871.75,-160.6 802.15,-160.6 802.15,-160.6 796.15,-160.6 790.15,-154.6 790.15,-148.6 790.15,-148.6 790.15,-109 790.15,-109 790.15,-103 796.15,-97 802.15,-97 802.15,-97 871.75,-97 871.75,-97 877.75,-97 883.75,-103 883.75,-109 883.75,-109 883.75,-148.6 883.75,-148.6 883.75,-154.6 877.75,-160.6 871.75,-160.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"800.95\" y=\"-137.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_id</text>\n",
+       "<text text-anchor=\"start\" x=\"804.7\" y=\"-109.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
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-       "<title>merge_parameters</title>\n",
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+       "<!-- filter_height_range&#45;&gt;building_id -->\n",
+       "<g id=\"edge25\" class=\"edge\">\n",
+       "<title>filter_height_range&#45;&gt;building_id</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M736.51,-152.77C750.63,-149.37 765.29,-145.83 778.89,-142.55\"/>\n",
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-       "<g id=\"edge32\" class=\"edge\">\n",
-       "<title>grimmond_oke_roughness_length&#45;&gt;merge_parameters</title>\n",
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+       "<!-- building_height -->\n",
+       "<g id=\"node18\" class=\"node\">\n",
+       "<title>building_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1313.45,-63.6C1313.45,-63.6 1215.35,-63.6 1215.35,-63.6 1209.35,-63.6 1203.35,-57.6 1203.35,-51.6 1203.35,-51.6 1203.35,-12 1203.35,-12 1203.35,-6 1209.35,0 1215.35,0 1215.35,0 1313.45,0 1313.45,0 1319.45,0 1325.45,-6 1325.45,-12 1325.45,-12 1325.45,-51.6 1325.45,-51.6 1325.45,-57.6 1319.45,-63.6 1313.45,-63.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1214.15\" y=\"-40.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_height</text>\n",
+       "<text text-anchor=\"start\" x=\"1232.15\" y=\"-12.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
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-       "<!-- raupach_roughness_length&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge34\" class=\"edge\">\n",
-       "<title>raupach_roughness_length&#45;&gt;merge_parameters</title>\n",
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+       "<g id=\"edge29\" class=\"edge\">\n",
+       "<title>filter_height_range&#45;&gt;building_height</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M695.4,-137.6C713.73,-119.8 738.8,-99.06 765.4,-87.8 907.59,-27.6 1091.97,-23.95 1191.71,-27.38\"/>\n",
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-       "<title>frontal_area_density&#45;&gt;merge_parameters</title>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;building_plan_area -->\n",
+       "<g id=\"edge9\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;building_plan_area</title>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights -->\n",
+       "<g id=\"edge14\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1622.05,-184.56C1632.62,-181.6 1643.16,-178.64 1653.3,-175.8 1659.98,-173.93 1666.84,-172.01 1673.76,-170.07\"/>\n",
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        "<!-- distance_between_buildings -->\n",
-       "<g id=\"node8\" class=\"node\">\n",
+       "<g id=\"node14\" class=\"node\">\n",
        "<title>distance_between_buildings</title>\n",
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        "<!-- buildings_intersecting_plan_area&#45;&gt;distance_between_buildings -->\n",
-       "<g id=\"edge19\" class=\"edge\">\n",
+       "<g id=\"edge24\" class=\"edge\">\n",
        "<title>buildings_intersecting_plan_area&#45;&gt;distance_between_buildings</title>\n",
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-       "<title>frontal_length</title>\n",
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+       "<!-- distance_between_buildings&#45;&gt;average_distance_between_buildings -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>distance_between_buildings&#45;&gt;average_distance_between_buildings</title>\n",
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-       "<g id=\"edge41\" class=\"edge\">\n",
-       "<title>buildings_intersecting_plan_area&#45;&gt;frontal_length</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1643.63,-366.99C1655.54,-374.43 1666.3,-383.57 1674.55,-394.8 1714.59,-449.32 1660.14,-645.93 1703.55,-697.8 1723.1,-721.16 1754.76,-731.8 1783.67,-736.43\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"1783.12,-739.89 1793.5,-737.77 1784.07,-732.96 1783.12,-739.89\"/>\n",
+       "<!-- building_id&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge16\" class=\"edge\">\n",
+       "<title>building_id&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M884.03,-116.93C976.73,-95.26 1191.26,-56.28 1359.2,-110.8 1399.4,-123.85 1437.79,-152.58 1465.11,-176.84\"/>\n",
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        "</g>\n",
-       "<!-- mean_building_height -->\n",
-       "<g id=\"node20\" class=\"node\">\n",
-       "<title>mean_building_height</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2244.88,-148.6C2244.88,-148.6 2103.27,-148.6 2103.27,-148.6 2097.27,-148.6 2091.27,-142.6 2091.27,-136.6 2091.27,-136.6 2091.27,-97 2091.27,-97 2091.27,-91 2097.27,-85 2103.27,-85 2103.27,-85 2244.88,-85 2244.88,-85 2250.88,-85 2256.88,-91 2256.88,-97 2256.88,-97 2256.88,-136.6 2256.88,-136.6 2256.88,-142.6 2250.88,-148.6 2244.88,-148.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-97.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- building_area&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge19\" class=\"edge\">\n",
+       "<title>building_area&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1094.15,-298.48C1149.38,-318.48 1231.39,-344.81 1263.4,-337.8\"/>\n",
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-       "<!-- buildings_intersecting_plan_area&#45;&gt;mean_building_height -->\n",
-       "<g id=\"edge59\" class=\"edge\">\n",
-       "<title>buildings_intersecting_plan_area&#45;&gt;mean_building_height</title>\n",
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+       "<!-- building_height&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge17\" class=\"edge\">\n",
+       "<title>building_height&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1325.5,-57.87C1337.05,-63.82 1348.78,-70.54 1359.2,-77.8 1400.42,-106.51 1441.32,-146.71 1469.31,-176.5\"/>\n",
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-       "<!-- building_plan_area -->\n",
-       "<g id=\"node21\" class=\"node\">\n",
-       "<title>building_plan_area</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1911.52,-688.6C1911.52,-688.6 1790.92,-688.6 1790.92,-688.6 1784.92,-688.6 1778.92,-682.6 1778.92,-676.6 1778.92,-676.6 1778.92,-637 1778.92,-637 1778.92,-631 1784.92,-625 1790.92,-625 1790.92,-625 1911.52,-625 1911.52,-625 1917.52,-625 1923.52,-631 1923.52,-637 1923.52,-637 1923.52,-676.6 1923.52,-676.6 1923.52,-682.6 1917.52,-688.6 1911.52,-688.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-637.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- building_height&#45;&gt;sky_view_factor -->\n",
+       "<g id=\"edge26\" class=\"edge\">\n",
+       "<title>building_height&#45;&gt;sky_view_factor</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1325.74,-37.11C1444.85,-47.64 1718.61,-72.01 1948.65,-93.8 2056.97,-104.06 2182.36,-116.56 2259.82,-124.35\"/>\n",
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-       "<!-- buildings_intersecting_plan_area&#45;&gt;building_plan_area -->\n",
-       "<g id=\"edge60\" class=\"edge\">\n",
-       "<title>buildings_intersecting_plan_area&#45;&gt;building_plan_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1642.28,-367.06C1654.57,-374.5 1665.8,-383.62 1674.55,-394.8 1725.32,-459.64 1655.91,-510.63 1703.55,-577.8 1719.58,-600.4 1744.15,-617.15 1768.63,-629.26\"/>\n",
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+       "<!-- wall_angle_direction_length&#45;&gt;wall_length -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>wall_angle_direction_length&#45;&gt;wall_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1128,-228.09C1154.04,-237.65 1181.89,-247.88 1205.52,-256.55\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"1204.04,-259.73 1214.63,-259.9 1206.45,-253.16 1204.04,-259.73\"/>\n",
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-       "<!-- area_weighted_mean_of_building_heights -->\n",
-       "<g id=\"node24\" class=\"node\">\n",
-       "<title>area_weighted_mean_of_building_heights</title>\n",
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-       "<text text-anchor=\"start\" x=\"1714.35\" y=\"-179.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">area_weighted_mean_of_building_heights</text>\n",
-       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-151.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- _input_shapefile_df_inputs -->\n",
+       "<g id=\"node20\" class=\"node\">\n",
+       "<title>_input_shapefile_df_inputs</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"141.35,-264.1 0,-264.1 0,-219.5 141.35,-219.5 141.35,-264.1\"/>\n",
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+       "<text text-anchor=\"start\" x=\"111.55\" y=\"-236\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
        "</g>\n",
-       "<!-- buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights -->\n",
-       "<g id=\"edge65\" class=\"edge\">\n",
-       "<title>buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1569.02,-302.59C1602.13,-274.99 1653.25,-235.96 1703.55,-211.8 1706.83,-210.23 1710.18,-208.7 1713.58,-207.23\"/>\n",
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+       "<!-- _input_shapefile_df_inputs&#45;&gt;input_shapefile_df -->\n",
+       "<g id=\"edge5\" class=\"edge\">\n",
+       "<title>_input_shapefile_df_inputs&#45;&gt;input_shapefile_df</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M141.5,-241.8C147.22,-241.8 153.03,-241.8 158.82,-241.8\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"158.38,-245.3 168.38,-241.8 158.38,-238.3 158.38,-245.3\"/>\n",
        "</g>\n",
-       "<!-- lot_area -->\n",
+       "<!-- _building_plan_area_inputs -->\n",
+       "<g id=\"node21\" class=\"node\">\n",
+       "<title>_building_plan_area_inputs</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"1573.55,-339.6 1438.95,-339.6 1438.95,-274 1573.55,-274 1573.55,-339.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1453.75\" y=\"-311.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_predicate</text>\n",
+       "<text text-anchor=\"start\" x=\"1543.75\" y=\"-311.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
+       "<text text-anchor=\"start\" x=\"1463.5\" y=\"-290.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_rsuffix</text>\n",
+       "<text text-anchor=\"start\" x=\"1543.75\" y=\"-290.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
+       "</g>\n",
+       "<!-- _building_plan_area_inputs&#45;&gt;building_plan_area -->\n",
+       "<g id=\"edge10\" class=\"edge\">\n",
+       "<title>_building_plan_area_inputs&#45;&gt;building_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1574.04,-306.8C1616.51,-306.8 1671.82,-306.8 1717.08,-306.8\"/>\n",
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+       "</g>\n",
+       "<!-- _total_plan_area_geometry_inputs -->\n",
+       "<g id=\"node22\" class=\"node\">\n",
+       "<title>_total_plan_area_geometry_inputs</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"1092.35,-469.6 985.75,-469.6 985.75,-404 1092.35,-404 1092.35,-469.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1010.67\" y=\"-441.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">radius</text>\n",
+       "<text text-anchor=\"start\" x=\"1063.42\" y=\"-441.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">int</text>\n",
+       "<text text-anchor=\"start\" x=\"1000.55\" y=\"-420.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">cap_style</text>\n",
+       "<text text-anchor=\"start\" x=\"1063.42\" y=\"-420.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">int</text>\n",
+       "</g>\n",
+       "<!-- _total_plan_area_geometry_inputs&#45;&gt;total_plan_area_geometry -->\n",
+       "<g id=\"edge12\" class=\"edge\">\n",
+       "<title>_total_plan_area_geometry_inputs&#45;&gt;total_plan_area_geometry</title>\n",
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+       "</g>\n",
+       "<!-- _buildings_intersecting_plan_area_inputs -->\n",
+       "<g id=\"node23\" class=\"node\">\n",
+       "<title>_buildings_intersecting_plan_area_inputs</title>\n",
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+       "<text text-anchor=\"start\" x=\"1211.9\" y=\"-199.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_predicate</text>\n",
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+       "<text text-anchor=\"start\" x=\"1222.4\" y=\"-178.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_lsuffix</text>\n",
+       "<text text-anchor=\"start\" x=\"1301.9\" y=\"-178.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
+       "<text text-anchor=\"start\" x=\"1226.9\" y=\"-157.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_type</text>\n",
+       "<text text-anchor=\"start\" x=\"1301.9\" y=\"-157.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
+       "<text text-anchor=\"start\" x=\"1221.65\" y=\"-136.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">join_rsuffix</text>\n",
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+       "</g>\n",
+       "<!-- _buildings_intersecting_plan_area_inputs&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge23\" class=\"edge\">\n",
+       "<title>_buildings_intersecting_plan_area_inputs&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1331.89,-185.72C1345.95,-188.24 1361.24,-190.98 1376.72,-193.76\"/>\n",
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+       "</g>\n",
+       "<!-- input -->\n",
+       "<g id=\"node24\" class=\"node\">\n",
+       "<title>input</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"97.68,-429.1 43.68,-429.1 43.68,-392.5 97.68,-392.5 97.68,-429.1\"/>\n",
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+       "</g>\n",
+       "<!-- function -->\n",
+       "<g id=\"node25\" class=\"node\">\n",
+       "<title>function</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M93.1,-374.1C93.1,-374.1 48.25,-374.1 48.25,-374.1 42.25,-374.1 36.25,-368.1 36.25,-362.1 36.25,-362.1 36.25,-349.5 36.25,-349.5 36.25,-343.5 42.25,-337.5 48.25,-337.5 48.25,-337.5 93.1,-337.5 93.1,-337.5 99.1,-337.5 105.1,-343.5 105.1,-349.5 105.1,-349.5 105.1,-362.1 105.1,-362.1 105.1,-368.1 99.1,-374.1 93.1,-374.1\"/>\n",
+       "<text text-anchor=\"middle\" x=\"70.68\" y=\"-350\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">function</text>\n",
+       "</g>\n",
+       "<!-- output -->\n",
        "<g id=\"node26\" class=\"node\">\n",
-       "<title>lot_area</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1875.9,-448.6C1875.9,-448.6 1826.55,-448.6 1826.55,-448.6 1820.55,-448.6 1814.55,-442.6 1814.55,-436.6 1814.55,-436.6 1814.55,-397 1814.55,-397 1814.55,-391 1820.55,-385 1826.55,-385 1826.55,-385 1875.9,-385 1875.9,-385 1881.9,-385 1887.9,-391 1887.9,-397 1887.9,-397 1887.9,-436.6 1887.9,-436.6 1887.9,-442.6 1881.9,-448.6 1875.9,-448.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"1825.35\" y=\"-425.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">lot_area</text>\n",
-       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-397.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<title>output</title>\n",
+       "<path fill=\"#ffc857\" stroke=\"black\" d=\"M88.23,-319.1C88.23,-319.1 53.13,-319.1 53.13,-319.1 47.13,-319.1 41.13,-313.1 41.13,-307.1 41.13,-307.1 41.13,-294.5 41.13,-294.5 41.13,-288.5 47.13,-282.5 53.13,-282.5 53.13,-282.5 88.23,-282.5 88.23,-282.5 94.23,-282.5 100.23,-288.5 100.23,-294.5 100.23,-294.5 100.23,-307.1 100.23,-307.1 100.23,-313.1 94.23,-319.1 88.23,-319.1\"/>\n",
+       "<text text-anchor=\"middle\" x=\"70.68\" y=\"-295\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">output</text>\n",
        "</g>\n",
-       "<!-- buildings_intersecting_plan_area&#45;&gt;lot_area -->\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x1453a8950>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Note: you will need graphviz to visualize the Directed Acyclic Graph (DAG)\n",
+    "# https://graphviz.org/download/\n",
+    "model.graph()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1fac9404",
+   "metadata": {},
+   "source": [
+    "Execute the model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "eca2c34b680305f8",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-17T20:06:17.613667Z",
+     "start_time": "2024-01-17T20:06:17.180922Z"
+    },
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Naturf DAG -> Execution Complete!                   : 100%|██████████████| 19/19 [00:05<00:00,  3.26funcs/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = model.execute()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6207db02",
+   "metadata": {},
+   "source": [
+    "View the first three rows of the output dataframe. Note that `naturf` only outputs the desired columns, as specified above."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "32c44419-f224-4e57-8958-91c3a068a9c1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>plan_area_fraction</th>\n",
+       "      <th>area_weighted_mean_of_building_heights</th>\n",
+       "      <th>sky_view_factor</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.009073</td>\n",
+       "      <td>2.660000</td>\n",
+       "      <td>0.168611</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.010528</td>\n",
+       "      <td>2.660000</td>\n",
+       "      <td>0.168611</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.128917</td>\n",
+       "      <td>20.193242</td>\n",
+       "      <td>0.730937</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   plan_area_fraction  area_weighted_mean_of_building_heights  sky_view_factor\n",
+       "0            0.009073                                2.660000         0.168611\n",
+       "1            0.010528                                2.660000         0.168611\n",
+       "2            0.128917                               20.193242         0.730937"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9b9c2a3-5036-4b73-bc35-bea844982c7a",
+   "metadata": {},
+   "source": [
+    "## Case 2\n",
+    "\n",
+    "Now we can run the full model in order to get the required inputs to WRF. WRF requires two files: a binary file with the urban parameter data gridded and written row-by-row into binary and an index file that tells WRF where to put and how to display the data. See the [WRF User Guide](https://homepages.see.leeds.ac.uk/~lecrrb/wrf/aRWUsersGuide.pdf) for more information. The nodes `write_binary` and `write_index` will write the required files to the working directory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0227eb0f-fcc1-4bf3-a14f-af3e5eae38a3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "outputs = [\"merge_parameters\", \"write_binary\", \"write_index\"]\n",
+    "model = driver.Model(inputs, outputs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1951f504-3e4a-4f71-9c9c-be598ca93b57",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
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+       "<text text-anchor=\"start\" x=\"3113.72\" y=\"-823.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
+       "</g>\n",
+       "<!-- height_to_width_ratio&#45;&gt;merge_parameters -->\n",
        "<g id=\"edge90\" class=\"edge\">\n",
-       "<title>standardize_column_names_df&#45;&gt;filter_height_range</title>\n",
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-       "<polygon fill=\"black\" stroke=\"black\" points=\"597.75,-234.63 608.13,-236.73 601.32,-228.62 597.75,-234.63\"/>\n",
+       "<title>height_to_width_ratio&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2548.81,-378.48C2561.46,-384.06 2574.08,-390.51 2585.35,-397.8 2656.87,-444.08 2637.28,-528.48 2722.4,-531.8\"/>\n",
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-       "<!-- target_crs -->\n",
-       "<g id=\"node7\" class=\"node\">\n",
-       "<title>target_crs</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1295.82,-63.6C1295.82,-63.6 1232.97,-63.6 1232.97,-63.6 1226.97,-63.6 1220.97,-57.6 1220.97,-51.6 1220.97,-51.6 1220.97,-12 1220.97,-12 1220.97,-6 1226.97,0 1232.97,0 1232.97,0 1295.82,0 1295.82,0 1301.82,0 1307.82,-6 1307.82,-12 1307.82,-12 1307.82,-51.6 1307.82,-51.6 1307.82,-57.6 1301.82,-63.6 1295.82,-63.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"1250.15\" y=\"-12.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">CRS</text>\n",
+       "<!-- standard_deviation_of_building_heights -->\n",
+       "<g id=\"node5\" class=\"node\">\n",
+       "<title>standard_deviation_of_building_heights</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1979.77,-63.6C1979.77,-63.6 1722.67,-63.6 1722.67,-63.6 1716.67,-63.6 1710.67,-57.6 1710.67,-51.6 1710.67,-51.6 1710.67,-12 1710.67,-12 1710.67,-6 1716.67,0 1722.67,0 1722.67,0 1979.77,0 1979.77,0 1985.77,0 1991.77,-6 1991.77,-12 1991.77,-12 1991.77,-51.6 1991.77,-51.6 1991.77,-57.6 1985.77,-63.6 1979.77,-63.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1721.47\" y=\"-40.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">standard_deviation_of_building_heights</text>\n",
+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-12.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- standard_deviation_of_building_heights&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge85\" class=\"edge\">\n",
+       "<title>standard_deviation_of_building_heights&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2724.4,-531.8C2907,-538.92 3066.11,-718.65 3130.06,-801.58\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"3127.26,-803.68 3136.1,-809.51 3132.83,-799.44 3127.26,-803.68\"/>\n",
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+       "<path fill=\"none\" stroke=\"black\" d=\"M1992.09,-10.29C2124.86,2.61 2324.65,1.75 2466.3,-89.8\"/>\n",
        "</g>\n",
        "<!-- target_crs&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge15\" class=\"edge\">\n",
+       "<g id=\"edge69\" class=\"edge\">\n",
        "<title>target_crs&#45;&gt;buildings_intersecting_plan_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1308.18,-45.37C1325.78,-52.69 1345.27,-63.27 1359.2,-77.8 1381.38,-100.93 1372.09,-116.11 1388.2,-143.8 1420.15,-198.71 1464.97,-256.53 1495.7,-293.97\"/>\n",
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+       "<polygon fill=\"black\" stroke=\"black\" points=\"1438.02,-322.01 1444.81,-313.87 1434.43,-316 1438.02,-322.01\"/>\n",
+       "</g>\n",
+       "<!-- write_index -->\n",
+       "<g id=\"node44\" class=\"node\">\n",
+       "<title>write_index</title>\n",
+       "<path fill=\"#ffc857\" stroke=\"black\" d=\"M3891.42,-1043.6C3891.42,-1043.6 3818.82,-1043.6 3818.82,-1043.6 3812.82,-1043.6 3806.82,-1037.6 3806.82,-1031.6 3806.82,-1031.6 3806.82,-992 3806.82,-992 3806.82,-986 3812.82,-980 3818.82,-980 3818.82,-980 3891.42,-980 3891.42,-980 3897.42,-980 3903.42,-986 3903.42,-992 3903.42,-992 3903.42,-1031.6 3903.42,-1031.6 3903.42,-1037.6 3897.42,-1043.6 3891.42,-1043.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"3817.62\" y=\"-1020.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">write_index</text>\n",
+       "<text text-anchor=\"start\" x=\"3847.62\" y=\"-992.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">str</text>\n",
+       "</g>\n",
+       "<!-- target_crs&#45;&gt;write_index -->\n",
+       "<g id=\"edge78\" class=\"edge\">\n",
+       "<title>target_crs&#45;&gt;write_index</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1532.37,-1011.8C1669.02,-1047.64 1709.02,-1007.61 1850.22,-1011.8\"/>\n",
        "</g>\n",
        "<!-- target_crs&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge40\" class=\"edge\">\n",
+       "<g id=\"edge100\" class=\"edge\">\n",
        "<title>target_crs&#45;&gt;merge_parameters</title>\n",
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+       "<path fill=\"none\" stroke=\"black\" d=\"M1532.37,-1011.8C1669.99,-1047.89 1709.24,-954.72 1850.22,-973.8\"/>\n",
        "</g>\n",
-       "<!-- average_distance_between_buildings -->\n",
-       "<g id=\"node11\" class=\"node\">\n",
-       "<title>average_distance_between_buildings</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2294.38,-306.6C2294.38,-306.6 2053.77,-306.6 2053.77,-306.6 2047.77,-306.6 2041.77,-300.6 2041.77,-294.6 2041.77,-294.6 2041.77,-255 2041.77,-255 2041.77,-249 2047.77,-243 2053.77,-243 2053.77,-243 2294.38,-243 2294.38,-243 2300.38,-243 2306.38,-249 2306.38,-255 2306.38,-255 2306.38,-294.6 2306.38,-294.6 2306.38,-300.6 2300.38,-306.6 2294.38,-306.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-255.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- building_plan_area -->\n",
+       "<g id=\"node7\" class=\"node\">\n",
+       "<title>building_plan_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1911.52,-634.6C1911.52,-634.6 1790.92,-634.6 1790.92,-634.6 1784.92,-634.6 1778.92,-628.6 1778.92,-622.6 1778.92,-622.6 1778.92,-583 1778.92,-583 1778.92,-577 1784.92,-571 1790.92,-571 1790.92,-571 1911.52,-571 1911.52,-571 1917.52,-571 1923.52,-577 1923.52,-583 1923.52,-583 1923.52,-622.6 1923.52,-622.6 1923.52,-628.6 1917.52,-634.6 1911.52,-634.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1789.72\" y=\"-611.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_plan_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-583.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- distance_between_buildings&#45;&gt;average_distance_between_buildings -->\n",
+       "<!-- plan_area_density -->\n",
+       "<g id=\"node13\" class=\"node\">\n",
+       "<title>plan_area_density</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2231.75,-727.6C2231.75,-727.6 2116.4,-727.6 2116.4,-727.6 2110.4,-727.6 2104.4,-721.6 2104.4,-715.6 2104.4,-715.6 2104.4,-676 2104.4,-676 2104.4,-670 2110.4,-664 2116.4,-664 2116.4,-664 2231.75,-664 2231.75,-664 2237.75,-664 2243.75,-670 2243.75,-676 2243.75,-676 2243.75,-715.6 2243.75,-715.6 2243.75,-721.6 2237.75,-727.6 2231.75,-727.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2115.2\" y=\"-704.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">plan_area_density</text>\n",
+       "<text text-anchor=\"start\" x=\"2139.95\" y=\"-676.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "</g>\n",
+       "<!-- building_plan_area&#45;&gt;plan_area_density -->\n",
+       "<g id=\"edge15\" class=\"edge\">\n",
+       "<title>building_plan_area&#45;&gt;plan_area_density</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1923.86,-621.44C1947.85,-628.05 1974.66,-635.83 1998.9,-643.8 2012,-648.1 2014.81,-650.48 2027.9,-654.8 2048.87,-661.72 2071.77,-668.53 2093.06,-674.55\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2091.99,-677.89 2102.56,-677.22 2093.88,-671.15 2091.99,-677.89\"/>\n",
+       "</g>\n",
+       "<!-- plan_area_fraction -->\n",
+       "<g id=\"node25\" class=\"node\">\n",
+       "<title>plan_area_fraction</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2232.87,-563.6C2232.87,-563.6 2115.27,-563.6 2115.27,-563.6 2109.27,-563.6 2103.27,-557.6 2103.27,-551.6 2103.27,-551.6 2103.27,-512 2103.27,-512 2103.27,-506 2109.27,-500 2115.27,-500 2115.27,-500 2232.87,-500 2232.87,-500 2238.87,-500 2244.87,-506 2244.87,-512 2244.87,-512 2244.87,-551.6 2244.87,-551.6 2244.87,-557.6 2238.87,-563.6 2232.87,-563.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2114.07\" y=\"-540.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">plan_area_fraction</text>\n",
+       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-512.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- building_plan_area&#45;&gt;plan_area_fraction -->\n",
+       "<g id=\"edge37\" class=\"edge\">\n",
+       "<title>building_plan_area&#45;&gt;plan_area_fraction</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1923.83,-586.95C1973.56,-575.95 2039.91,-561.27 2091.65,-549.82\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2092.31,-553.26 2101.31,-547.68 2090.79,-546.42 2092.31,-553.26\"/>\n",
+       "</g>\n",
+       "<!-- complete_aspect_ratio -->\n",
+       "<g id=\"node36\" class=\"node\">\n",
+       "<title>complete_aspect_ratio</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2246.37,-645.6C2246.37,-645.6 2101.77,-645.6 2101.77,-645.6 2095.77,-645.6 2089.77,-639.6 2089.77,-633.6 2089.77,-633.6 2089.77,-594 2089.77,-594 2089.77,-588 2095.77,-582 2101.77,-582 2101.77,-582 2246.37,-582 2246.37,-582 2252.37,-582 2258.37,-588 2258.37,-594 2258.37,-594 2258.37,-633.6 2258.37,-633.6 2258.37,-639.6 2252.37,-645.6 2246.37,-645.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2100.57\" y=\"-622.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">complete_aspect_ratio</text>\n",
+       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-594.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- building_plan_area&#45;&gt;complete_aspect_ratio -->\n",
+       "<g id=\"edge58\" class=\"edge\">\n",
+       "<title>building_plan_area&#45;&gt;complete_aspect_ratio</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1923.83,-605.25C1969.32,-606.81 2028.73,-608.85 2078.13,-610.55\"/>\n",
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+       "</g>\n",
+       "<!-- mean_building_height -->\n",
+       "<g id=\"node8\" class=\"node\">\n",
+       "<title>mean_building_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2244.87,-121.6C2244.87,-121.6 2103.27,-121.6 2103.27,-121.6 2097.27,-121.6 2091.27,-115.6 2091.27,-109.6 2091.27,-109.6 2091.27,-70 2091.27,-70 2091.27,-64 2097.27,-58 2103.27,-58 2103.27,-58 2244.87,-58 2244.87,-58 2250.87,-58 2256.87,-64 2256.87,-70 2256.87,-70 2256.87,-109.6 2256.87,-109.6 2256.87,-115.6 2250.87,-121.6 2244.87,-121.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2102.07\" y=\"-98.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">mean_building_height</text>\n",
+       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-70.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- mean_building_height&#45;&gt;height_to_width_ratio -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>mean_building_height&#45;&gt;height_to_width_ratio</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2257.25,-105.48C2279.15,-112.31 2301.82,-122.03 2320.25,-135.8 2381.41,-181.48 2425.36,-260.7 2448.25,-309.46\"/>\n",
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+       "</g>\n",
+       "<!-- mean_building_height&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge84\" class=\"edge\">\n",
+       "<title>mean_building_height&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2257.12,-67.35C2319.48,-55.29 2404.73,-50 2466.3,-89.8\"/>\n",
+       "</g>\n",
+       "<!-- filter_height_range -->\n",
+       "<g id=\"node14\" class=\"node\">\n",
+       "<title>filter_height_range</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M724.4,-724.6C724.4,-724.6 605.3,-724.6 605.3,-724.6 599.3,-724.6 593.3,-718.6 593.3,-712.6 593.3,-712.6 593.3,-673 593.3,-673 593.3,-667 599.3,-661 605.3,-661 605.3,-661 724.4,-661 724.4,-661 730.4,-661 736.4,-667 736.4,-673 736.4,-673 736.4,-712.6 736.4,-712.6 736.4,-718.6 730.4,-724.6 724.4,-724.6\"/>\n",
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+       "<text text-anchor=\"start\" x=\"617.6\" y=\"-673.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
+       "</g>\n",
+       "<!-- standardize_column_names_df&#45;&gt;filter_height_range -->\n",
+       "<g id=\"edge18\" class=\"edge\">\n",
+       "<title>standardize_column_names_df&#45;&gt;filter_height_range</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M564.72,-701.74C570.4,-701.23 576.06,-700.72 581.63,-700.22\"/>\n",
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+       "</g>\n",
+       "<!-- rasterize_parameters -->\n",
+       "<g id=\"node10\" class=\"node\">\n",
+       "<title>rasterize_parameters</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M3408,-886.6C3408,-886.6 3273.9,-886.6 3273.9,-886.6 3267.9,-886.6 3261.9,-880.6 3261.9,-874.6 3261.9,-874.6 3261.9,-835 3261.9,-835 3261.9,-829 3267.9,-823 3273.9,-823 3273.9,-823 3408,-823 3408,-823 3414,-823 3420,-829 3420,-835 3420,-835 3420,-874.6 3420,-874.6 3420,-880.6 3414,-886.6 3408,-886.6\"/>\n",
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+       "<text text-anchor=\"start\" x=\"3317.7\" y=\"-835.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Dataset</text>\n",
+       "</g>\n",
+       "<!-- aggregate_rasters -->\n",
+       "<g id=\"node27\" class=\"node\">\n",
+       "<title>aggregate_rasters</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M3575.6,-916.6C3575.6,-916.6 3461,-916.6 3461,-916.6 3455,-916.6 3449,-910.6 3449,-904.6 3449,-904.6 3449,-865 3449,-865 3449,-859 3455,-853 3461,-853 3461,-853 3575.6,-853 3575.6,-853 3581.6,-853 3587.6,-859 3587.6,-865 3587.6,-865 3587.6,-904.6 3587.6,-904.6 3587.6,-910.6 3581.6,-916.6 3575.6,-916.6\"/>\n",
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+       "<text text-anchor=\"start\" x=\"3495.05\" y=\"-865.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Dataset</text>\n",
+       "</g>\n",
+       "<!-- rasterize_parameters&#45;&gt;aggregate_rasters -->\n",
        "<g id=\"edge42\" class=\"edge\">\n",
-       "<title>distance_between_buildings&#45;&gt;average_distance_between_buildings</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1954.63,-315.65C1978.67,-311.15 2004.72,-306.28 2030.18,-301.52\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2030.76,-304.97 2039.95,-299.7 2029.47,-298.09 2030.76,-304.97\"/>\n",
+       "<title>rasterize_parameters&#45;&gt;aggregate_rasters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M3420.39,-868.22C3426.12,-869.2 3431.89,-870.19 3437.62,-871.17\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"3436.62,-874.55 3447.07,-872.78 3437.8,-867.65 3436.62,-874.55\"/>\n",
+       "</g>\n",
+       "<!-- frontal_length -->\n",
+       "<g id=\"node11\" class=\"node\">\n",
+       "<title>frontal_length</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1895.02,-552.6C1895.02,-552.6 1807.42,-552.6 1807.42,-552.6 1801.42,-552.6 1795.42,-546.6 1795.42,-540.6 1795.42,-540.6 1795.42,-501 1795.42,-501 1795.42,-495 1801.42,-489 1807.42,-489 1807.42,-489 1895.02,-489 1895.02,-489 1901.02,-489 1907.02,-495 1907.02,-501 1907.02,-501 1907.02,-540.6 1907.02,-540.6 1907.02,-546.6 1901.02,-552.6 1895.02,-552.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1806.22\" y=\"-529.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">frontal_length</text>\n",
+       "<text text-anchor=\"start\" x=\"1817.1\" y=\"-501.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "</g>\n",
+       "<!-- frontal_area_density -->\n",
+       "<g id=\"node26\" class=\"node\">\n",
+       "<title>frontal_area_density</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2238.87,-443.6C2238.87,-443.6 2109.27,-443.6 2109.27,-443.6 2103.27,-443.6 2097.27,-437.6 2097.27,-431.6 2097.27,-431.6 2097.27,-392 2097.27,-392 2097.27,-386 2103.27,-380 2109.27,-380 2109.27,-380 2238.87,-380 2238.87,-380 2244.87,-380 2250.87,-386 2250.87,-392 2250.87,-392 2250.87,-431.6 2250.87,-431.6 2250.87,-437.6 2244.87,-443.6 2238.87,-443.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2108.07\" y=\"-420.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">frontal_area_density</text>\n",
+       "<text text-anchor=\"start\" x=\"2139.95\" y=\"-392.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
        "<!-- frontal_length&#45;&gt;frontal_area_density -->\n",
-       "<g id=\"edge6\" class=\"edge\">\n",
+       "<g id=\"edge39\" class=\"edge\">\n",
        "<title>frontal_length&#45;&gt;frontal_area_density</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1907.51,-734.36C1937.41,-729.44 1973.35,-719.17 1998.9,-697.8 2021.62,-678.8 2005.21,-656.83 2027.9,-637.8 2044.31,-624.03 2065.06,-614.88 2085.7,-608.79\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2086.58,-612.18 2095.32,-606.2 2084.76,-605.42 2086.58,-612.18\"/>\n",
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+       "<polygon fill=\"black\" stroke=\"black\" points=\"2087.53,-450.92 2095.53,-443.98 2084.95,-444.41 2087.53,-450.92\"/>\n",
+       "</g>\n",
+       "<!-- frontal_area -->\n",
+       "<g id=\"node33\" class=\"node\">\n",
+       "<title>frontal_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2211.5,-809.6C2211.5,-809.6 2136.65,-809.6 2136.65,-809.6 2130.65,-809.6 2124.65,-803.6 2124.65,-797.6 2124.65,-797.6 2124.65,-758 2124.65,-758 2124.65,-752 2130.65,-746 2136.65,-746 2136.65,-746 2211.5,-746 2211.5,-746 2217.5,-746 2223.5,-752 2223.5,-758 2223.5,-758 2223.5,-797.6 2223.5,-797.6 2223.5,-803.6 2217.5,-809.6 2211.5,-809.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2135.45\" y=\"-786.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">frontal_area</text>\n",
+       "<text text-anchor=\"start\" x=\"2139.95\" y=\"-758.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
        "<!-- frontal_length&#45;&gt;frontal_area -->\n",
-       "<g id=\"edge82\" class=\"edge\">\n",
+       "<g id=\"edge51\" class=\"edge\">\n",
        "<title>frontal_length&#45;&gt;frontal_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1907.38,-763.21C1965.02,-788.72 2055.11,-828.59 2114.13,-854.71\"/>\n",
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-       "</g>\n",
-       "<!-- height_to_width_ratio -->\n",
-       "<g id=\"node22\" class=\"node\">\n",
-       "<title>height_to_width_ratio</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2536.6,-416.6C2536.6,-416.6 2398,-416.6 2398,-416.6 2392,-416.6 2386,-410.6 2386,-404.6 2386,-404.6 2386,-365 2386,-365 2386,-359 2392,-353 2398,-353 2398,-353 2536.6,-353 2536.6,-353 2542.6,-353 2548.6,-359 2548.6,-365 2548.6,-365 2548.6,-404.6 2548.6,-404.6 2548.6,-410.6 2542.6,-416.6 2536.6,-416.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2396.8\" y=\"-393.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">height_to_width_ratio</text>\n",
-       "<text text-anchor=\"start\" x=\"2448.17\" y=\"-365.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1907.52,-522.27C1938.77,-526.12 1976.03,-536.31 1998.9,-561.8 2051.55,-620.48 1975.33,-678.05 2027.9,-736.8 2049.27,-760.68 2083.38,-771.1 2113.17,-775.47\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2112.48,-778.91 2122.84,-776.68 2113.35,-771.97 2112.48,-778.91\"/>\n",
        "</g>\n",
-       "<!-- average_distance_between_buildings&#45;&gt;height_to_width_ratio -->\n",
-       "<g id=\"edge63\" class=\"edge\">\n",
-       "<title>average_distance_between_buildings&#45;&gt;height_to_width_ratio</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2281.37,-307.05C2294.54,-311.46 2307.75,-316.1 2320.25,-320.8 2341.96,-328.97 2365.1,-338.65 2386.42,-347.97\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2384.77,-351.07 2395.33,-351.9 2387.6,-344.67 2384.77,-351.07\"/>\n",
+       "<!-- grimmond_oke_displacement_height -->\n",
+       "<g id=\"node12\" class=\"node\">\n",
+       "<title>grimmond_oke_displacement_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1650.55,-781.6C1650.55,-781.6 1412.2,-781.6 1412.2,-781.6 1406.2,-781.6 1400.2,-775.6 1400.2,-769.6 1400.2,-769.6 1400.2,-730 1400.2,-730 1400.2,-724 1406.2,-718 1412.2,-718 1412.2,-718 1650.55,-718 1650.55,-718 1656.55,-718 1662.55,-724 1662.55,-730 1662.55,-730 1662.55,-769.6 1662.55,-769.6 1662.55,-775.6 1656.55,-781.6 1650.55,-781.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1411\" y=\"-758.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">grimmond_oke_displacement_height</text>\n",
+       "<text text-anchor=\"start\" x=\"1512.25\" y=\"-730.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- average_distance_between_buildings&#45;&gt;sky_view_factor -->\n",
-       "<g id=\"edge80\" class=\"edge\">\n",
-       "<title>average_distance_between_buildings&#45;&gt;sky_view_factor</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2304.57,-306.9C2310.27,-310.99 2315.55,-315.61 2320.25,-320.8 2362.3,-367.27 2308.79,-410.94 2349.25,-458.8 2360.75,-472.4 2376.8,-482.01 2393.34,-488.78\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2391.66,-491.89 2402.25,-492.11 2394.11,-485.33 2391.66,-491.89\"/>\n",
+       "<!-- grimmond_oke_displacement_height&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge93\" class=\"edge\">\n",
+       "<title>grimmond_oke_displacement_height&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1662.75,-782.03C1666.88,-784.73 1670.83,-787.64 1674.55,-790.8 1697.43,-810.23 1685.14,-828.09 1703.55,-851.8 1755.56,-918.76 1766.03,-963.73 1850.22,-973.8\"/>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1852.22,-973.8C1974.41,-988.41 2838.1,-992.37 2959.75,-973.8\"/>\n",
        "</g>\n",
-       "<!-- building_surface_area_to_plan_area_ratio -->\n",
-       "<g id=\"node13\" class=\"node\">\n",
-       "<title>building_surface_area_to_plan_area_ratio</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2308.25,-426.6C2308.25,-426.6 2039.9,-426.6 2039.9,-426.6 2033.9,-426.6 2027.9,-420.6 2027.9,-414.6 2027.9,-414.6 2027.9,-375 2027.9,-375 2027.9,-369 2033.9,-363 2039.9,-363 2039.9,-363 2308.25,-363 2308.25,-363 2314.25,-363 2320.25,-369 2320.25,-375 2320.25,-375 2320.25,-414.6 2320.25,-414.6 2320.25,-420.6 2314.25,-426.6 2308.25,-426.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2038.7\" y=\"-403.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_surface_area_to_plan_area_ratio</text>\n",
-       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-375.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<!-- rooftop_area_density -->\n",
+       "<g id=\"node17\" class=\"node\">\n",
+       "<title>rooftop_area_density</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2534.72,-623.6C2534.72,-623.6 2399.87,-623.6 2399.87,-623.6 2393.87,-623.6 2387.87,-617.6 2387.87,-611.6 2387.87,-611.6 2387.87,-572 2387.87,-572 2387.87,-566 2393.87,-560 2399.87,-560 2399.87,-560 2534.72,-560 2534.72,-560 2540.72,-560 2546.72,-566 2546.72,-572 2546.72,-572 2546.72,-611.6 2546.72,-611.6 2546.72,-617.6 2540.72,-623.6 2534.72,-623.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2398.67\" y=\"-600.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">rooftop_area_density</text>\n",
+       "<text text-anchor=\"start\" x=\"2433.17\" y=\"-572.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
-       "<!-- building_surface_area&#45;&gt;building_surface_area_to_plan_area_ratio -->\n",
-       "<g id=\"edge46\" class=\"edge\">\n",
-       "<title>building_surface_area&#45;&gt;building_surface_area_to_plan_area_ratio</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1852.22,-476.8C1917.96,-476.84 1938.08,-482.72 1998.9,-457.8 2013.87,-451.67 2013.42,-443.01 2027.9,-435.8 2030.97,-434.27 2034.1,-432.79 2037.28,-431.36\"/>\n",
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-       "<path fill=\"none\" stroke=\"black\" d=\"M1613.99,-452.15C1677.98,-463.56 1769.41,-476.75 1850.22,-476.8\"/>\n",
+       "<!-- plan_area_density&#45;&gt;rooftop_area_density -->\n",
+       "<g id=\"edge22\" class=\"edge\">\n",
+       "<title>plan_area_density&#45;&gt;rooftop_area_density</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2243.89,-680.21C2268.46,-673.65 2296.04,-665.12 2320.25,-654.8 2333.99,-648.94 2335.81,-644.33 2349.25,-637.8 2358.19,-633.45 2367.66,-629.2 2377.17,-625.14\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2378.23,-628.49 2386.1,-621.4 2375.53,-622.04 2378.23,-628.49\"/>\n",
        "</g>\n",
-       "<!-- building_surface_area&#45;&gt;lot_area -->\n",
-       "<g id=\"edge69\" class=\"edge\">\n",
-       "<title>building_surface_area&#45;&gt;lot_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1614.23,-430.91C1674.17,-427.32 1753.41,-422.59 1803.1,-419.62\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"1803.17,-423.12 1812.95,-419.03 1802.76,-416.13 1803.17,-423.12\"/>\n",
+       "<!-- plan_area_density&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge81\" class=\"edge\">\n",
+       "<title>plan_area_density&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2243.97,-685.65C2358.77,-668.67 2577.51,-636.06 2585.35,-632.8 2655.23,-603.77 2646.79,-528.85 2722.4,-531.8\"/>\n",
        "</g>\n",
-       "<!-- complete_aspect_ratio -->\n",
+       "<!-- building_geometry -->\n",
        "<g id=\"node29\" class=\"node\">\n",
-       "<title>complete_aspect_ratio</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2246.38,-508.6C2246.38,-508.6 2101.77,-508.6 2101.77,-508.6 2095.77,-508.6 2089.77,-502.6 2089.77,-496.6 2089.77,-496.6 2089.77,-457 2089.77,-457 2089.77,-451 2095.77,-445 2101.77,-445 2101.77,-445 2246.38,-445 2246.38,-445 2252.38,-445 2258.38,-451 2258.38,-457 2258.38,-457 2258.38,-496.6 2258.38,-496.6 2258.38,-502.6 2252.38,-508.6 2246.38,-508.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2100.57\" y=\"-485.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">complete_aspect_ratio</text>\n",
-       "<text text-anchor=\"start\" x=\"2154.95\" y=\"-457.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<title>building_geometry</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M896.5,-715.6C896.5,-715.6 777.4,-715.6 777.4,-715.6 771.4,-715.6 765.4,-709.6 765.4,-703.6 765.4,-703.6 765.4,-664 765.4,-664 765.4,-658 771.4,-652 777.4,-652 777.4,-652 896.5,-652 896.5,-652 902.5,-652 908.5,-658 908.5,-664 908.5,-664 908.5,-703.6 908.5,-703.6 908.5,-709.6 902.5,-715.6 896.5,-715.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"776.2\" y=\"-692.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_geometry</text>\n",
+       "<text text-anchor=\"start\" x=\"804.7\" y=\"-664.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
        "</g>\n",
-       "<!-- building_surface_area&#45;&gt;complete_aspect_ratio -->\n",
+       "<!-- filter_height_range&#45;&gt;building_geometry -->\n",
+       "<g id=\"edge44\" class=\"edge\">\n",
+       "<title>filter_height_range&#45;&gt;building_geometry</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M736.51,-689.06C742.24,-688.76 748.06,-688.45 753.86,-688.14\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"753.65,-691.66 763.45,-687.64 753.28,-684.67 753.65,-691.66\"/>\n",
+       "</g>\n",
+       "<!-- building_id -->\n",
+       "<g id=\"node41\" class=\"node\">\n",
+       "<title>building_id</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M871.75,-403.6C871.75,-403.6 802.15,-403.6 802.15,-403.6 796.15,-403.6 790.15,-397.6 790.15,-391.6 790.15,-391.6 790.15,-352 790.15,-352 790.15,-346 796.15,-340 802.15,-340 802.15,-340 871.75,-340 871.75,-340 877.75,-340 883.75,-346 883.75,-352 883.75,-352 883.75,-391.6 883.75,-391.6 883.75,-397.6 877.75,-403.6 871.75,-403.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"800.95\" y=\"-380.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_id</text>\n",
+       "<text text-anchor=\"start\" x=\"804.7\" y=\"-352.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
+       "</g>\n",
+       "<!-- filter_height_range&#45;&gt;building_id -->\n",
        "<g id=\"edge72\" class=\"edge\">\n",
-       "<title>building_surface_area&#45;&gt;complete_aspect_ratio</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1852.22,-476.8C1928.16,-476.84 2014.2,-476.84 2078.05,-476.83\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2077.79,-480.33 2087.79,-476.83 2077.79,-473.33 2077.79,-480.33\"/>\n",
+       "<title>filter_height_range&#45;&gt;building_id</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M682.94,-660.55C713.89,-602.15 779.19,-478.91 813.62,-413.94\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"816.57,-415.84 818.16,-405.36 810.39,-412.56 816.57,-415.84\"/>\n",
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-       "<!-- building_surface_area_to_plan_area_ratio&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge27\" class=\"edge\">\n",
-       "<title>building_surface_area_to_plan_area_ratio&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2320.45,-420.85C2330.2,-422.54 2339.86,-424.2 2349.25,-425.8 2401.21,-434.64 2415.37,-431.25 2466.3,-444.8\"/>\n",
+       "<!-- building_height -->\n",
+       "<g id=\"node46\" class=\"node\">\n",
+       "<title>building_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1313.45,-743.6C1313.45,-743.6 1215.35,-743.6 1215.35,-743.6 1209.35,-743.6 1203.35,-737.6 1203.35,-731.6 1203.35,-731.6 1203.35,-692 1203.35,-692 1203.35,-686 1209.35,-680 1215.35,-680 1215.35,-680 1313.45,-680 1313.45,-680 1319.45,-680 1325.45,-686 1325.45,-692 1325.45,-692 1325.45,-731.6 1325.45,-731.6 1325.45,-737.6 1319.45,-743.6 1313.45,-743.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1214.15\" y=\"-720.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_height</text>\n",
+       "<text text-anchor=\"start\" x=\"1232.15\" y=\"-692.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
        "</g>\n",
-       "<!-- input_shapefile_df -->\n",
-       "<g id=\"node14\" class=\"node\">\n",
-       "<title>input_shapefile_df</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M299.2,-104.6C299.2,-104.6 182.35,-104.6 182.35,-104.6 176.35,-104.6 170.35,-98.6 170.35,-92.6 170.35,-92.6 170.35,-53 170.35,-53 170.35,-47 176.35,-41 182.35,-41 182.35,-41 299.2,-41 299.2,-41 305.2,-41 311.2,-47 311.2,-53 311.2,-53 311.2,-92.6 311.2,-92.6 311.2,-98.6 305.2,-104.6 299.2,-104.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"193.53\" y=\"-53.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoDataFrame</text>\n",
+       "<!-- filter_height_range&#45;&gt;building_height -->\n",
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+       "<title>macdonald_roughness_length</title>\n",
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+       "<g id=\"edge20\" class=\"edge\">\n",
+       "<title>building_surface_area&#45;&gt;building_surface_area_to_plan_area_ratio</title>\n",
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+       "<!-- lot_area -->\n",
+       "<g id=\"node35\" class=\"node\">\n",
+       "<title>lot_area</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1875.9,-716.6C1875.9,-716.6 1826.55,-716.6 1826.55,-716.6 1820.55,-716.6 1814.55,-710.6 1814.55,-704.6 1814.55,-704.6 1814.55,-665 1814.55,-665 1814.55,-659 1820.55,-653 1826.55,-653 1826.55,-653 1875.9,-653 1875.9,-653 1881.9,-653 1887.9,-659 1887.9,-665 1887.9,-665 1887.9,-704.6 1887.9,-704.6 1887.9,-710.6 1881.9,-716.6 1875.9,-716.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1825.35\" y=\"-693.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">lot_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-665.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- building_surface_area&#45;&gt;lot_area -->\n",
+       "<g id=\"edge55\" class=\"edge\">\n",
+       "<title>building_surface_area&#45;&gt;lot_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1614.23,-643.96C1674.3,-654.36 1753.75,-668.11 1803.42,-676.7\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"1802.52,-680.1 1812.97,-678.35 1803.71,-673.2 1802.52,-680.1\"/>\n",
+       "</g>\n",
+       "<!-- building_surface_area&#45;&gt;complete_aspect_ratio -->\n",
+       "<g id=\"edge56\" class=\"edge\">\n",
+       "<title>building_surface_area&#45;&gt;complete_aspect_ratio</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1614.23,-645.18C1635.45,-652 1657.19,-661.79 1674.55,-675.8 1694.54,-691.93 1681.29,-712.98 1703.55,-725.8 1817.3,-791.32 1889.94,-799 1998.9,-725.8 2027.19,-706.79 2002.48,-677.51 2027.9,-654.8 2042.19,-642.04 2060.16,-633.22 2078.55,-627.14\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2079.39,-630.54 2087.95,-624.3 2077.36,-623.84 2079.39,-630.54\"/>\n",
+       "</g>\n",
+       "<!-- wall_angle_direction_length -->\n",
+       "<g id=\"node24\" class=\"node\">\n",
+       "<title>wall_angle_direction_length</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1128.6,-657.6C1128.6,-657.6 949.5,-657.6 949.5,-657.6 943.5,-657.6 937.5,-651.6 937.5,-645.6 937.5,-645.6 937.5,-606 937.5,-606 937.5,-600 943.5,-594 949.5,-594 949.5,-594 1128.6,-594 1128.6,-594 1134.6,-594 1140.6,-600 1140.6,-606 1140.6,-606 1140.6,-645.6 1140.6,-645.6 1140.6,-651.6 1134.6,-657.6 1128.6,-657.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"948.3\" y=\"-634.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">wall_angle_direction_length</text>\n",
+       "<text text-anchor=\"start\" x=\"1004.92\" y=\"-606.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "</g>\n",
+       "<!-- wall_angle_direction_length&#45;&gt;wall_length -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>wall_angle_direction_length&#45;&gt;wall_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1132.51,-593.51C1157.26,-584.87 1183.31,-575.77 1205.6,-567.99\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"1206.5,-571.38 1214.78,-564.78 1204.19,-564.77 1206.5,-571.38\"/>\n",
+       "</g>\n",
+       "<!-- macdonald_displacement_height -->\n",
+       "<g id=\"node37\" class=\"node\">\n",
+       "<title>macdonald_displacement_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2573.35,-825.6C2573.35,-825.6 2361.25,-825.6 2361.25,-825.6 2355.25,-825.6 2349.25,-819.6 2349.25,-813.6 2349.25,-813.6 2349.25,-774 2349.25,-774 2349.25,-768 2355.25,-762 2361.25,-762 2361.25,-762 2573.35,-762 2573.35,-762 2579.35,-762 2585.35,-768 2585.35,-774 2585.35,-774 2585.35,-813.6 2585.35,-813.6 2585.35,-819.6 2579.35,-825.6 2573.35,-825.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2360.05\" y=\"-802.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">macdonald_displacement_height</text>\n",
+       "<text text-anchor=\"start\" x=\"2448.17\" y=\"-774.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- plan_area_fraction&#45;&gt;macdonald_displacement_height -->\n",
+       "<g id=\"edge60\" class=\"edge\">\n",
+       "<title>plan_area_fraction&#45;&gt;macdonald_displacement_height</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2245.3,-535.82C2272.39,-540.98 2301.35,-551.58 2320.25,-572.8 2374.15,-633.31 2297.25,-690.66 2349.25,-752.8 2349.41,-753 2349.58,-753.19 2349.75,-753.39\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"2347.23,-755.82 2356.77,-760.44 2352.19,-750.88 2347.23,-755.82\"/>\n",
        "</g>\n",
-       "<!-- building_plan_area&#45;&gt;plan_area_fraction -->\n",
-       "<g id=\"edge85\" class=\"edge\">\n",
-       "<title>building_plan_area&#45;&gt;plan_area_fraction</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1923.83,-661.71C1973.45,-665.11 2039.63,-669.65 2091.33,-673.19\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"2091.07,-676.68 2101.28,-673.88 2091.55,-669.7 2091.07,-676.68\"/>\n",
+       "<!-- plan_area_fraction&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge83\" class=\"edge\">\n",
+       "<title>plan_area_fraction&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2245.3,-527.85C2304.41,-525.46 2391.1,-524.18 2466.3,-531.8\"/>\n",
        "</g>\n",
-       "<!-- height_to_width_ratio&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge30\" class=\"edge\">\n",
-       "<title>height_to_width_ratio&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2548.81,-411.48C2561.46,-417.06 2574.08,-423.51 2585.35,-430.8 2656.87,-477.08 2643.53,-532.61 2722.4,-564.8\"/>\n",
+       "<!-- frontal_area_density&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge80\" class=\"edge\">\n",
+       "<title>frontal_area_density&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2251.07,-419.42C2275.31,-424.99 2300.85,-434.53 2320.25,-450.8 2343.56,-470.35 2324.98,-494.46 2349.25,-512.8 2391.3,-544.57 2413.87,-526.49 2466.3,-531.8\"/>\n",
        "</g>\n",
-       "<!-- building_geometry -->\n",
-       "<g id=\"node23\" class=\"node\">\n",
-       "<title>building_geometry</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M896.5,-355.6C896.5,-355.6 777.4,-355.6 777.4,-355.6 771.4,-355.6 765.4,-349.6 765.4,-343.6 765.4,-343.6 765.4,-304 765.4,-304 765.4,-298 771.4,-292 777.4,-292 777.4,-292 896.5,-292 896.5,-292 902.5,-292 908.5,-298 908.5,-304 908.5,-304 908.5,-343.6 908.5,-343.6 908.5,-349.6 902.5,-355.6 896.5,-355.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"776.2\" y=\"-332.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_geometry</text>\n",
-       "<text text-anchor=\"start\" x=\"804.7\" y=\"-304.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
+       "<!-- aggregate_rasters&#45;&gt;raster_to_numpy -->\n",
+       "<g id=\"edge19\" class=\"edge\">\n",
+       "<title>aggregate_rasters&#45;&gt;raster_to_numpy</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M3587.85,-890.94C3595.22,-891.61 3602.76,-892.28 3610.22,-892.95\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"3609.66,-896.41 3619.94,-893.82 3610.29,-889.44 3609.66,-896.41\"/>\n",
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-       "<!-- building_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge11\" class=\"edge\">\n",
-       "<title>building_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
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-       "<polygon fill=\"black\" stroke=\"black\" points=\"1400.95,-304.66 1411.45,-303.3 1402.39,-297.81 1400.95,-304.66\"/>\n",
+       "<!-- grimmond_oke_roughness_length -->\n",
+       "<g id=\"node28\" class=\"node\">\n",
+       "<title>grimmond_oke_roughness_length</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1641.55,-863.6C1641.55,-863.6 1421.2,-863.6 1421.2,-863.6 1415.2,-863.6 1409.2,-857.6 1409.2,-851.6 1409.2,-851.6 1409.2,-812 1409.2,-812 1409.2,-806 1415.2,-800 1421.2,-800 1421.2,-800 1641.55,-800 1641.55,-800 1647.55,-800 1653.55,-806 1653.55,-812 1653.55,-812 1653.55,-851.6 1653.55,-851.6 1653.55,-857.6 1647.55,-863.6 1641.55,-863.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1420\" y=\"-840.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">grimmond_oke_roughness_length</text>\n",
+       "<text text-anchor=\"start\" x=\"1512.25\" y=\"-812.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- building_geometry&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge39\" class=\"edge\">\n",
-       "<title>building_geometry&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M908.82,-314.83C956.25,-308.52 1014.19,-300.09 1038.05,-293.8\"/>\n",
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+       "<!-- grimmond_oke_roughness_length&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge92\" class=\"edge\">\n",
+       "<title>grimmond_oke_roughness_length&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1652.19,-864.07C1659.83,-866.83 1667.34,-869.74 1674.55,-872.8 1757.46,-907.98 1760.8,-963.11 1850.22,-973.8\"/>\n",
        "</g>\n",
        "<!-- building_geometry&#45;&gt;wall_angle_direction_length -->\n",
-       "<g id=\"edge53\" class=\"edge\">\n",
+       "<g id=\"edge36\" class=\"edge\">\n",
        "<title>building_geometry&#45;&gt;wall_angle_direction_length</title>\n",
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-       "<polygon fill=\"black\" stroke=\"black\" points=\"925.27,-340.43 935.68,-338.45 926.3,-333.51 925.27,-340.43\"/>\n",
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        "</g>\n",
        "<!-- total_plan_area_geometry -->\n",
-       "<g id=\"node25\" class=\"node\">\n",
+       "<g id=\"node32\" class=\"node\">\n",
        "<title>total_plan_area_geometry</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1347.2,-549.6C1347.2,-549.6 1181.6,-549.6 1181.6,-549.6 1175.6,-549.6 1169.6,-543.6 1169.6,-537.6 1169.6,-537.6 1169.6,-498 1169.6,-498 1169.6,-492 1175.6,-486 1181.6,-486 1181.6,-486 1347.2,-486 1347.2,-486 1353.2,-486 1359.2,-492 1359.2,-498 1359.2,-498 1359.2,-537.6 1359.2,-537.6 1359.2,-543.6 1353.2,-549.6 1347.2,-549.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"1232.15\" y=\"-498.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
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+       "<text text-anchor=\"start\" x=\"1180.4\" y=\"-431.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">total_plan_area_geometry</text>\n",
+       "<text text-anchor=\"start\" x=\"1232.15\" y=\"-403.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
        "</g>\n",
        "<!-- building_geometry&#45;&gt;total_plan_area_geometry -->\n",
-       "<g id=\"edge66\" class=\"edge\">\n",
+       "<g id=\"edge49\" class=\"edge\">\n",
        "<title>building_geometry&#45;&gt;total_plan_area_geometry</title>\n",
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+       "</g>\n",
+       "<!-- building_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge65\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1040.05,-362.8C1104.38,-332.65 1289.66,-358.34 1359.2,-343.8 1388.48,-337.68 1419.46,-327.5 1446.89,-317.09\"/>\n",
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        "</g>\n",
        "<!-- building_area -->\n",
-       "<g id=\"node27\" class=\"node\">\n",
+       "<g id=\"node42\" class=\"node\">\n",
        "<title>building_area</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1307.07,-467.6C1307.07,-467.6 1221.72,-467.6 1221.72,-467.6 1215.72,-467.6 1209.72,-461.6 1209.72,-455.6 1209.72,-455.6 1209.72,-416 1209.72,-416 1209.72,-410 1215.72,-404 1221.72,-404 1221.72,-404 1307.07,-404 1307.07,-404 1313.07,-404 1319.07,-410 1319.07,-416 1319.07,-416 1319.07,-455.6 1319.07,-455.6 1319.07,-461.6 1313.07,-467.6 1307.07,-467.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"1220.52\" y=\"-444.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_area</text>\n",
-       "<text text-anchor=\"start\" x=\"1245.27\" y=\"-416.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1307.07,-661.6C1307.07,-661.6 1221.72,-661.6 1221.72,-661.6 1215.72,-661.6 1209.72,-655.6 1209.72,-649.6 1209.72,-649.6 1209.72,-610 1209.72,-610 1209.72,-604 1215.72,-598 1221.72,-598 1221.72,-598 1307.07,-598 1307.07,-598 1313.07,-598 1319.07,-604 1319.07,-610 1319.07,-610 1319.07,-649.6 1319.07,-649.6 1319.07,-655.6 1313.07,-661.6 1307.07,-661.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1220.52\" y=\"-638.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">building_area</text>\n",
+       "<text text-anchor=\"start\" x=\"1245.27\" y=\"-610.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
        "<!-- building_geometry&#45;&gt;building_area -->\n",
-       "<g id=\"edge70\" class=\"edge\">\n",
+       "<g id=\"edge73\" class=\"edge\">\n",
        "<title>building_geometry&#45;&gt;building_area</title>\n",
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+       "<path fill=\"none\" stroke=\"black\" d=\"M890.92,-716.06C930.02,-737.06 985.37,-761.05 1038.05,-763.8\"/>\n",
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-       "<!-- area_weighted_mean_of_building_heights&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge26\" class=\"edge\">\n",
-       "<title>area_weighted_mean_of_building_heights&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1999.37,-163.84C2168.76,-157.13 2428.66,-151.34 2466.3,-176.8\"/>\n",
+       "<!-- building_geometry&#45;&gt;write_index -->\n",
+       "<g id=\"edge77\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;write_index</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1532.37,-973.8C1565.89,-985.71 1814.67,-1010.74 1850.22,-1011.8\"/>\n",
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-       "<!-- total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge13\" class=\"edge\">\n",
-       "<title>total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
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+       "<!-- building_geometry&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge99\" class=\"edge\">\n",
+       "<title>building_geometry&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1040.05,-763.8C1111.3,-767.52 1306.9,-750.27 1359.2,-798.8 1410.89,-846.77 1337.08,-906.22 1388.2,-954.8 1434.41,-998.72 1470.57,-951.73 1530.37,-973.8\"/>\n",
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        "</g>\n",
        "<!-- total_plan_area -->\n",
-       "<g id=\"node28\" class=\"node\">\n",
+       "<g id=\"node30\" class=\"node\">\n",
        "<title>total_plan_area</title>\n",
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-       "<!-- total_plan_area_geometry&#45;&gt;total_plan_area -->\n",
-       "<g id=\"edge71\" class=\"edge\">\n",
-       "<title>total_plan_area_geometry&#45;&gt;total_plan_area</title>\n",
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+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-419.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
        "</g>\n",
-       "<!-- lot_area&#45;&gt;macdonald_roughness_length -->\n",
-       "<g id=\"edge57\" class=\"edge\">\n",
-       "<title>lot_area&#45;&gt;macdonald_roughness_length</title>\n",
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+       "<!-- total_plan_area&#45;&gt;plan_area_density -->\n",
+       "<g id=\"edge17\" class=\"edge\">\n",
+       "<title>total_plan_area&#45;&gt;plan_area_density</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1911.9,-440.85C1942.19,-445.1 1977.09,-455.49 1998.9,-479.8 2051.55,-538.48 1975.33,-596.05 2027.9,-654.8 2044.56,-673.42 2068.96,-683.85 2093.02,-689.62\"/>\n",
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-       "<!-- building_area&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge12\" class=\"edge\">\n",
-       "<title>building_area&#45;&gt;buildings_intersecting_plan_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1319.34,-415.24C1352.68,-402.53 1396.4,-385.87 1435.4,-371\"/>\n",
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+       "<!-- total_plan_area&#45;&gt;building_surface_area_to_plan_area_ratio -->\n",
+       "<g id=\"edge21\" class=\"edge\">\n",
+       "<title>total_plan_area&#45;&gt;building_surface_area_to_plan_area_ratio</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1911.88,-414.1C1945.65,-400.53 1988.81,-383.85 2027.9,-370.8 2033.27,-369.01 2038.78,-367.22 2044.35,-365.46\"/>\n",
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-       "<!-- building_area&#45;&gt;building_surface_area -->\n",
-       "<g id=\"edge45\" class=\"edge\">\n",
-       "<title>building_area&#45;&gt;building_surface_area</title>\n",
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+       "<!-- total_plan_area&#45;&gt;plan_area_fraction -->\n",
+       "<g id=\"edge38\" class=\"edge\">\n",
+       "<title>total_plan_area&#45;&gt;plan_area_fraction</title>\n",
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        "</g>\n",
        "<!-- total_plan_area&#45;&gt;frontal_area_density -->\n",
-       "<g id=\"edge8\" class=\"edge\">\n",
+       "<g id=\"edge41\" class=\"edge\">\n",
        "<title>total_plan_area&#45;&gt;frontal_area_density</title>\n",
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-       "<title>total_plan_area&#45;&gt;building_surface_area_to_plan_area_ratio</title>\n",
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        "</g>\n",
        "<!-- total_plan_area&#45;&gt;complete_aspect_ratio -->\n",
-       "<g id=\"edge73\" class=\"edge\">\n",
+       "<g id=\"edge57\" class=\"edge\">\n",
        "<title>total_plan_area&#45;&gt;complete_aspect_ratio</title>\n",
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-       "<!-- total_plan_area&#45;&gt;plan_area_density -->\n",
-       "<g id=\"edge77\" class=\"edge\">\n",
-       "<title>total_plan_area&#45;&gt;plan_area_density</title>\n",
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-       "<title>total_plan_area&#45;&gt;plan_area_fraction</title>\n",
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        "<!-- frontal_area_index -->\n",
-       "<g id=\"node37\" class=\"node\">\n",
+       "<g id=\"node43\" class=\"node\">\n",
        "<title>frontal_area_index</title>\n",
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+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2526.1,-743.6C2526.1,-743.6 2408.5,-743.6 2408.5,-743.6 2402.5,-743.6 2396.5,-737.6 2396.5,-731.6 2396.5,-731.6 2396.5,-692 2396.5,-692 2396.5,-686 2402.5,-680 2408.5,-680 2408.5,-680 2526.1,-680 2526.1,-680 2532.1,-680 2538.1,-686 2538.1,-692 2538.1,-692 2538.1,-731.6 2538.1,-731.6 2538.1,-737.6 2532.1,-743.6 2526.1,-743.6\"/>\n",
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+       "<text text-anchor=\"start\" x=\"2433.17\" y=\"-692.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
        "<!-- total_plan_area&#45;&gt;frontal_area_index -->\n",
-       "<g id=\"edge88\" class=\"edge\">\n",
+       "<g id=\"edge75\" class=\"edge\">\n",
        "<title>total_plan_area&#45;&gt;frontal_area_index</title>\n",
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-       "<!-- complete_aspect_ratio&#45;&gt;merge_parameters -->\n",
+       "<!-- raupach_roughness_length -->\n",
+       "<g id=\"node31\" class=\"node\">\n",
+       "<title>raupach_roughness_length</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M3048.05,-863.6C3048.05,-863.6 2873.45,-863.6 2873.45,-863.6 2867.45,-863.6 2861.45,-857.6 2861.45,-851.6 2861.45,-851.6 2861.45,-812 2861.45,-812 2861.45,-806 2867.45,-800 2873.45,-800 2873.45,-800 3048.05,-800 3048.05,-800 3054.05,-800 3060.05,-806 3060.05,-812 3060.05,-812 3060.05,-851.6 3060.05,-851.6 3060.05,-857.6 3054.05,-863.6 3048.05,-863.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"2872.25\" y=\"-840.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">raupach_roughness_length</text>\n",
+       "<text text-anchor=\"start\" x=\"2926.62\" y=\"-812.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "</g>\n",
+       "<!-- raupach_roughness_length&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge94\" class=\"edge\">\n",
+       "<title>raupach_roughness_length&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M3060.28,-837.27C3065.99,-837.58 3071.71,-837.9 3077.35,-838.21\"/>\n",
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+       "</g>\n",
+       "<!-- total_plan_area_geometry&#45;&gt;total_plan_area -->\n",
+       "<g id=\"edge45\" class=\"edge\">\n",
+       "<title>total_plan_area_geometry&#45;&gt;total_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1330.44,-390.58C1356.35,-378.04 1381.61,-366.28 1388.2,-364.8 1512.38,-336.95 1549.8,-339.6 1674.55,-364.8 1710.84,-372.13 1748.95,-387.18 1780.37,-401.81\"/>\n",
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+       "</g>\n",
+       "<!-- total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge67\" class=\"edge\">\n",
+       "<title>total_plan_area_geometry&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1341.25,-390.69C1347.66,-386.5 1353.76,-381.87 1359.2,-376.8 1377.99,-359.28 1368.21,-342.93 1388.2,-326.8 1392.93,-322.98 1397.99,-319.48 1403.27,-316.26\"/>\n",
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+       "</g>\n",
+       "<!-- frontal_area&#45;&gt;macdonald_roughness_length -->\n",
+       "<g id=\"edge28\" class=\"edge\">\n",
+       "<title>frontal_area&#45;&gt;macdonald_roughness_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2223.78,-799.85C2280.6,-824.22 2378.04,-861.88 2466.3,-875.8\"/>\n",
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+       "</g>\n",
+       "<!-- frontal_area&#45;&gt;frontal_area_index -->\n",
+       "<g id=\"edge74\" class=\"edge\">\n",
+       "<title>frontal_area&#45;&gt;frontal_area_index</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2223.82,-766.75C2267.72,-756.8 2333.11,-741.98 2384.93,-730.24\"/>\n",
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+       "</g>\n",
+       "<!-- area_weighted_mean_of_building_heights -->\n",
+       "<g id=\"node34\" class=\"node\">\n",
+       "<title>area_weighted_mean_of_building_heights</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1986.9,-183.6C1986.9,-183.6 1715.55,-183.6 1715.55,-183.6 1709.55,-183.6 1703.55,-177.6 1703.55,-171.6 1703.55,-171.6 1703.55,-132 1703.55,-132 1703.55,-126 1709.55,-120 1715.55,-120 1715.55,-120 1986.9,-120 1986.9,-120 1992.9,-120 1998.9,-126 1998.9,-132 1998.9,-132 1998.9,-171.6 1998.9,-171.6 1998.9,-177.6 1992.9,-183.6 1986.9,-183.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1714.35\" y=\"-160.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">area_weighted_mean_of_building_heights</text>\n",
+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-132.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
+       "</g>\n",
+       "<!-- area_weighted_mean_of_building_heights&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge86\" class=\"edge\">\n",
+       "<title>area_weighted_mean_of_building_heights&#45;&gt;merge_parameters</title>\n",
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+       "</g>\n",
+       "<!-- lot_area&#45;&gt;macdonald_roughness_length -->\n",
        "<g id=\"edge29\" class=\"edge\">\n",
+       "<title>lot_area&#45;&gt;macdonald_roughness_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1883.56,-717.05C1916.37,-748.65 1970.97,-795.37 2027.9,-818.8 2209.6,-893.58 2272.22,-845.19 2466.3,-875.8\"/>\n",
+       "</g>\n",
+       "<!-- complete_aspect_ratio&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge89\" class=\"edge\">\n",
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-       "<title>plan_area_density&#45;&gt;merge_parameters</title>\n",
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+       "<!-- macdonald_displacement_height&#45;&gt;macdonald_roughness_length -->\n",
+       "<g id=\"edge27\" class=\"edge\">\n",
+       "<title>macdonald_displacement_height&#45;&gt;macdonald_roughness_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2523.59,-825.96C2550.54,-841.05 2583.68,-858.76 2614.35,-872.8 2617.49,-874.24 2620.69,-875.66 2623.94,-877.08\"/>\n",
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-       "<!-- rooftop_area_density -->\n",
+       "<!-- macdonald_displacement_height&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge97\" class=\"edge\">\n",
+       "<title>macdonald_displacement_height&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2572.81,-761.61C2577.2,-758.9 2581.4,-755.97 2585.35,-752.8 2675.49,-680.46 2606.91,-527.3 2722.4,-531.8\"/>\n",
+       "</g>\n",
+       "<!-- raupach_displacement_height -->\n",
        "<g id=\"node38\" class=\"node\">\n",
-       "<title>rooftop_area_density</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2534.72,-656.6C2534.72,-656.6 2399.87,-656.6 2399.87,-656.6 2393.87,-656.6 2387.87,-650.6 2387.87,-644.6 2387.87,-644.6 2387.87,-605 2387.87,-605 2387.87,-599 2393.87,-593 2399.87,-593 2399.87,-593 2534.72,-593 2534.72,-593 2540.72,-593 2546.72,-599 2546.72,-605 2546.72,-605 2546.72,-644.6 2546.72,-644.6 2546.72,-650.6 2540.72,-656.6 2534.72,-656.6\"/>\n",
-       "<text text-anchor=\"start\" x=\"2398.67\" y=\"-633.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">rooftop_area_density</text>\n",
-       "<text text-anchor=\"start\" x=\"2433.17\" y=\"-605.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
+       "<title>raupach_displacement_height</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M2819.7,-863.6C2819.7,-863.6 2627.1,-863.6 2627.1,-863.6 2621.1,-863.6 2615.1,-857.6 2615.1,-851.6 2615.1,-851.6 2615.1,-812 2615.1,-812 2615.1,-806 2621.1,-800 2627.1,-800 2627.1,-800 2819.7,-800 2819.7,-800 2825.7,-800 2831.7,-806 2831.7,-812 2831.7,-812 2831.7,-851.6 2831.7,-851.6 2831.7,-857.6 2825.7,-863.6 2819.7,-863.6\"/>\n",
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+       "<text text-anchor=\"start\" x=\"2689.27\" y=\"-812.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">DataFrame</text>\n",
        "</g>\n",
-       "<!-- plan_area_density&#45;&gt;rooftop_area_density -->\n",
-       "<g id=\"edge89\" class=\"edge\">\n",
-       "<title>plan_area_density&#45;&gt;rooftop_area_density</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2243.9,-752.42C2269.85,-746.57 2298.35,-736.65 2320.25,-719.8 2340.31,-704.37 2329.98,-687.21 2349.25,-670.8 2357.67,-663.63 2367.33,-657.5 2377.42,-652.28\"/>\n",
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+       "<!-- raupach_displacement_height&#45;&gt;raupach_roughness_length -->\n",
+       "<g id=\"edge48\" class=\"edge\">\n",
+       "<title>raupach_displacement_height&#45;&gt;raupach_roughness_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2832.09,-831.8C2837.99,-831.8 2843.92,-831.8 2849.83,-831.8\"/>\n",
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-       "<!-- building_id -->\n",
-       "<g id=\"node31\" class=\"node\">\n",
-       "<title>building_id</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M871.75,-218.6C871.75,-218.6 802.15,-218.6 802.15,-218.6 796.15,-218.6 790.15,-212.6 790.15,-206.6 790.15,-206.6 790.15,-167 790.15,-167 790.15,-161 796.15,-155 802.15,-155 802.15,-155 871.75,-155 871.75,-155 877.75,-155 883.75,-161 883.75,-167 883.75,-167 883.75,-206.6 883.75,-206.6 883.75,-212.6 877.75,-218.6 871.75,-218.6\"/>\n",
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-       "<text text-anchor=\"start\" x=\"804.7\" y=\"-167.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">GeoSeries</text>\n",
+       "<!-- raupach_displacement_height&#45;&gt;merge_parameters -->\n",
+       "<g id=\"edge95\" class=\"edge\">\n",
+       "<title>raupach_displacement_height&#45;&gt;merge_parameters</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2961.75,-973.8C3025.44,-964.08 3085.2,-917.46 3122.12,-882.58\"/>\n",
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        "</g>\n",
-       "<!-- building_id&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge9\" class=\"edge\">\n",
-       "<title>building_id&#45;&gt;buildings_intersecting_plan_area</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M883.95,-169.62C977.87,-137.43 1196.55,-77.44 1359.2,-148.8 1426.03,-178.12 1478.27,-247.84 1506.67,-293.09\"/>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;standard_deviation_of_building_heights -->\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;standard_deviation_of_building_heights</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1551.1,-248.78C1578.85,-204.09 1635.04,-123.38 1703.55,-77.8 1708.1,-74.77 1712.86,-71.93 1717.77,-69.27\"/>\n",
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-       "<!-- sky_view_factor&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge31\" class=\"edge\">\n",
-       "<title>sky_view_factor&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2531.06,-514.02C2583.54,-523.03 2659.66,-539.2 2722.4,-564.8\"/>\n",
+       "<!-- buildings_intersecting_plan_area&#45;&gt;building_plan_area -->\n",
+       "<g id=\"edge8\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;building_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1614.55,-313.1C1637.34,-325.9 1659.84,-342.91 1674.55,-364.8 1723.91,-438.26 1645.05,-495.39 1703.55,-561.8 1719.92,-580.38 1743.94,-590.85 1767.83,-596.67\"/>\n",
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-       "<!-- grimmond_oke_displacement_height&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge33\" class=\"edge\">\n",
-       "<title>grimmond_oke_displacement_height&#45;&gt;merge_parameters</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M1662.7,-1028.76C1720.2,-1031.54 1788.59,-1035.06 1850.22,-1038.8\"/>\n",
+       "<!-- buildings_intersecting_plan_area&#45;&gt;mean_building_height -->\n",
+       "<g id=\"edge10\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;mean_building_height</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1553.27,-248.66C1581.72,-208.09 1636.81,-140.07 1703.55,-110.8 1768.54,-82.29 1962.01,-82.83 2079.34,-86.1\"/>\n",
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        "</g>\n",
-       "<!-- frontal_area&#45;&gt;macdonald_roughness_length -->\n",
-       "<g id=\"edge56\" class=\"edge\">\n",
-       "<title>frontal_area&#45;&gt;macdonald_roughness_length</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M2223.78,-881.68C2281.63,-882.52 2381.02,-883.32 2466.3,-880.8\"/>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;frontal_length -->\n",
+       "<g id=\"edge13\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;frontal_length</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1611.36,-313.01C1634.71,-325.98 1658.33,-343.1 1674.55,-364.8 1706.12,-407.01 1666.76,-442.05 1703.55,-479.8 1724.49,-501.28 1755.67,-511.77 1783.91,-516.8\"/>\n",
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-       "<!-- frontal_area&#45;&gt;frontal_area_index -->\n",
-       "<g id=\"edge87\" class=\"edge\">\n",
-       "<title>frontal_area&#45;&gt;frontal_area_index</title>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights -->\n",
+       "<g id=\"edge53\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;area_weighted_mean_of_building_heights</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1591.06,-248.57C1623.59,-231.49 1665.13,-210.98 1703.55,-195.8 1710.53,-193.04 1717.75,-190.36 1725.08,-187.77\"/>\n",
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-       "<!-- wall_length&#45;&gt;buildings_intersecting_plan_area -->\n",
-       "<g id=\"edge14\" class=\"edge\">\n",
-       "<title>wall_length&#45;&gt;buildings_intersecting_plan_area</title>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;lot_area -->\n",
+       "<g id=\"edge54\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;lot_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1615.5,-312.93C1638.18,-325.69 1660.39,-342.72 1674.55,-364.8 1708.21,-417.27 1663.35,-596.16 1703.55,-643.8 1727.73,-672.45 1770.11,-681.94 1803.12,-684.71\"/>\n",
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-       "<!-- wall_length&#45;&gt;building_surface_area -->\n",
-       "<g id=\"edge43\" class=\"edge\">\n",
-       "<title>wall_length&#45;&gt;building_surface_area</title>\n",
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+       "<!-- distance_between_buildings -->\n",
+       "<g id=\"node40\" class=\"node\">\n",
+       "<title>distance_between_buildings</title>\n",
+       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M1942.27,-268.6C1942.27,-268.6 1760.17,-268.6 1760.17,-268.6 1754.17,-268.6 1748.17,-262.6 1748.17,-256.6 1748.17,-256.6 1748.17,-217 1748.17,-217 1748.17,-211 1754.17,-205 1760.17,-205 1760.17,-205 1942.27,-205 1942.27,-205 1948.27,-205 1954.27,-211 1954.27,-217 1954.27,-217 1954.27,-256.6 1954.27,-256.6 1954.27,-262.6 1948.27,-268.6 1942.27,-268.6\"/>\n",
+       "<text text-anchor=\"start\" x=\"1758.97\" y=\"-245.5\" font-family=\"Helvetica,sans-Serif\" font-weight=\"bold\" font-size=\"14.00\">distance_between_buildings</text>\n",
+       "<text text-anchor=\"start\" x=\"1832.1\" y=\"-217.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">Series</text>\n",
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-       "<!-- plan_area_fraction&#45;&gt;merge_parameters -->\n",
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-       "<title>plan_area_fraction&#45;&gt;merge_parameters</title>\n",
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+       "<!-- buildings_intersecting_plan_area&#45;&gt;distance_between_buildings -->\n",
+       "<g id=\"edge71\" class=\"edge\">\n",
+       "<title>buildings_intersecting_plan_area&#45;&gt;distance_between_buildings</title>\n",
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-       "<title>plan_area_fraction&#45;&gt;macdonald_displacement_height</title>\n",
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+       "<!-- distance_between_buildings&#45;&gt;average_distance_between_buildings -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>distance_between_buildings&#45;&gt;average_distance_between_buildings</title>\n",
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+       "</g>\n",
+       "<!-- building_id&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge63\" class=\"edge\">\n",
+       "<title>building_id&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M884.23,-342.34C946.3,-304.74 1061.27,-241.72 1169.6,-217.8 1251.88,-199.63 1276.24,-203.02 1359.2,-217.8 1389.61,-223.22 1421.69,-233.65 1449.77,-244.5\"/>\n",
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+       "</g>\n",
+       "<!-- building_area&#45;&gt;building_surface_area -->\n",
+       "<g id=\"edge35\" class=\"edge\">\n",
+       "<title>building_area&#45;&gt;building_surface_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1319.34,-629.8C1353.15,-629.8 1397.64,-629.8 1437.06,-629.8\"/>\n",
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+       "</g>\n",
+       "<!-- building_area&#45;&gt;buildings_intersecting_plan_area -->\n",
+       "<g id=\"edge66\" class=\"edge\">\n",
+       "<title>building_area&#45;&gt;buildings_intersecting_plan_area</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M1319.48,-616.98C1334.51,-610.85 1349.39,-601.88 1359.2,-588.8 1419.45,-508.5 1332.94,-448.61 1388.2,-364.8 1400.62,-345.96 1418.84,-330.77 1438.12,-318.76\"/>\n",
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        "<!-- frontal_area_index&#45;&gt;raupach_roughness_length -->\n",
-       "<g id=\"edge4\" class=\"edge\">\n",
+       "<g id=\"edge47\" class=\"edge\">\n",
        "<title>frontal_area_index&#45;&gt;raupach_roughness_length</title>\n",
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+       "</g>\n",
+       "<!-- frontal_area_index&#45;&gt;raupach_displacement_height -->\n",
+       "<g id=\"edge62\" class=\"edge\">\n",
+       "<title>frontal_area_index&#45;&gt;raupach_displacement_height</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M2538.56,-729.86C2554.7,-735.74 2571.25,-743.29 2585.35,-752.8 2601.54,-763.72 2598.53,-774.36 2614.35,-785.8 2618.36,-788.7 2622.58,-791.47 2626.94,-794.09\"/>\n",
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        "<!-- frontal_area_index&#45;&gt;merge_parameters -->\n",
-       "<g id=\"edge28\" class=\"edge\">\n",
+       "<g id=\"edge88\" class=\"edge\">\n",
        "<title>frontal_area_index&#45;&gt;merge_parameters</title>\n",
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-       "<title>frontal_area_index&#45;&gt;raupach_displacement_height</title>\n",
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+       "<!-- merge_parameters&#45;&gt;rasterize_parameters -->\n",
+       "<g id=\"edge12\" class=\"edge\">\n",
+       "<title>merge_parameters&#45;&gt;rasterize_parameters</title>\n",
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+       "</g>\n",
+       "<!-- building_height&#45;&gt;grimmond_oke_displacement_height -->\n",
+       "<g id=\"edge14\" class=\"edge\">\n",
+       "<title>building_height&#45;&gt;grimmond_oke_displacement_height</title>\n",
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+       "<!-- building_height&#45;&gt;plan_area_density -->\n",
+       "<g id=\"edge16\" class=\"edge\">\n",
+       "<title>building_height&#45;&gt;plan_area_density</title>\n",
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+       "</g>\n",
+       "<!-- building_height&#45;&gt;vertical_distribution_of_building_heights -->\n",
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+       "<title>building_height&#45;&gt;vertical_distribution_of_building_heights</title>\n",
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+       "<!-- building_height&#45;&gt;sky_view_factor -->\n",
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+       "<title>building_height&#45;&gt;sky_view_factor</title>\n",
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+       "<g id=\"edge26\" class=\"edge\">\n",
+       "<title>building_height&#45;&gt;macdonald_roughness_length</title>\n",
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+       "<!-- building_height&#45;&gt;building_surface_area -->\n",
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+       "<title>building_height&#45;&gt;building_surface_area</title>\n",
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+       "<!-- building_height&#45;&gt;frontal_area_density -->\n",
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+       "<title>building_height&#45;&gt;frontal_area_density</title>\n",
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+       "<title>building_height&#45;&gt;grimmond_oke_roughness_length</title>\n",
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+       "<title>building_height&#45;&gt;raupach_roughness_length</title>\n",
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+       "<title>building_height&#45;&gt;frontal_area</title>\n",
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+       "<title>building_height&#45;&gt;macdonald_displacement_height</title>\n",
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+       "<title>building_height&#45;&gt;raupach_displacement_height</title>\n",
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+       "<g id=\"node51\" class=\"node\">\n",
+       "<title>_write_index_inputs</title>\n",
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+       "<text text-anchor=\"start\" x=\"3728.9\" y=\"-1056\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">str</text>\n",
+       "</g>\n",
+       "<!-- _write_index_inputs&#45;&gt;write_index -->\n",
+       "<g id=\"edge79\" class=\"edge\">\n",
+       "<title>_write_index_inputs&#45;&gt;write_index</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M3758.83,-1040.6C3771.1,-1036.89 3783.75,-1033.06 3795.67,-1029.46\"/>\n",
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        "</g>\n",
        "<!-- input -->\n",
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        "</g>\n",
        "<!-- function -->\n",
-       "<g id=\"node46\" class=\"node\">\n",
+       "<g id=\"node53\" class=\"node\">\n",
        "<title>function</title>\n",
-       "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M93.1,-205.1C93.1,-205.1 48.25,-205.1 48.25,-205.1 42.25,-205.1 36.25,-199.1 36.25,-193.1 36.25,-193.1 36.25,-180.5 36.25,-180.5 36.25,-174.5 42.25,-168.5 48.25,-168.5 48.25,-168.5 93.1,-168.5 93.1,-168.5 99.1,-168.5 105.1,-174.5 105.1,-180.5 105.1,-180.5 105.1,-193.1 105.1,-193.1 105.1,-199.1 99.1,-205.1 93.1,-205.1\"/>\n",
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        "</g>\n",
        "<!-- output -->\n",
-       "<g id=\"node47\" class=\"node\">\n",
+       "<g id=\"node54\" class=\"node\">\n",
        "<title>output</title>\n",
-       "<path fill=\"#ffc857\" stroke=\"black\" d=\"M88.23,-150.1C88.23,-150.1 53.13,-150.1 53.13,-150.1 47.13,-150.1 41.13,-144.1 41.13,-138.1 41.13,-138.1 41.13,-125.5 41.13,-125.5 41.13,-119.5 47.13,-113.5 53.13,-113.5 53.13,-113.5 88.23,-113.5 88.23,-113.5 94.23,-113.5 100.23,-119.5 100.23,-125.5 100.23,-125.5 100.23,-138.1 100.23,-138.1 100.23,-144.1 94.23,-150.1 88.23,-150.1\"/>\n",
-       "<text text-anchor=\"middle\" x=\"70.68\" y=\"-126\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">output</text>\n",
+       "<path fill=\"#ffc857\" stroke=\"black\" d=\"M88.23,-838.1C88.23,-838.1 53.13,-838.1 53.13,-838.1 47.13,-838.1 41.13,-832.1 41.13,-826.1 41.13,-826.1 41.13,-813.5 41.13,-813.5 41.13,-807.5 47.13,-801.5 53.13,-801.5 53.13,-801.5 88.23,-801.5 88.23,-801.5 94.23,-801.5 100.23,-807.5 100.23,-813.5 100.23,-813.5 100.23,-826.1 100.23,-826.1 100.23,-832.1 94.23,-838.1 88.23,-838.1\"/>\n",
+       "<text text-anchor=\"middle\" x=\"70.68\" y=\"-814\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">output</text>\n",
        "</g>\n",
        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x1306e0290>"
+       "<graphviz.graphs.Digraph at 0x14543d050>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# Note: you will need graphviz to visualize the Directed Acyclic Graph (DAG)\n",
-    "# https://graphviz.org/download/\n",
     "model.graph()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "eca2c34b680305f8",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-01-17T20:06:17.613667Z",
-     "start_time": "2024-01-17T20:06:17.180922Z"
-    },
-    "collapsed": false,
-    "jupyter": {
-     "outputs_hidden": false
-    }
-   },
+   "execution_count": 8,
+   "id": "a07e303a-5d78-4b0d-8ae2-1e46e3ac8bfb",
+   "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Naturf DAG -> Execution Complete!                      : 100%|███████████| 40/40 [00:05<00:00,  6.80funcs/s]\n"
+      "Naturf DAG -> Execution Complete!                      : 100%|███████████| 46/46 [00:08<00:00,  5.14funcs/s]\n",
+      "WARNING: a single pandas index was found, but there are also 2 outputs without an index. Please check whether the dataframe created matches what what you expect to happen.\n"
      ]
-    },
+    }
+   ],
+   "source": [
+    "df = model.execute()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "6e055093",
+   "metadata": {},
+   "outputs": [
     {
      "data": {
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        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>frontal_area_north_0</th>\n",
-       "      <th>frontal_area_north_1</th>\n",
-       "      <th>frontal_area_north_2</th>\n",
-       "      <th>frontal_area_north_3</th>\n",
-       "      <th>frontal_area_north_4</th>\n",
-       "      <th>frontal_area_north_5</th>\n",
-       "      <th>frontal_area_north_6</th>\n",
-       "      <th>frontal_area_north_7</th>\n",
-       "      <th>frontal_area_north_8</th>\n",
-       "      <th>frontal_area_north_9</th>\n",
+       "      <th>merge_parameters.frontal_area_north_0</th>\n",
+       "      <th>merge_parameters.frontal_area_north_1</th>\n",
+       "      <th>merge_parameters.frontal_area_north_2</th>\n",
+       "      <th>merge_parameters.frontal_area_north_3</th>\n",
+       "      <th>merge_parameters.frontal_area_north_4</th>\n",
+       "      <th>merge_parameters.frontal_area_north_5</th>\n",
+       "      <th>merge_parameters.frontal_area_north_6</th>\n",
+       "      <th>merge_parameters.frontal_area_north_7</th>\n",
+       "      <th>merge_parameters.frontal_area_north_8</th>\n",
+       "      <th>merge_parameters.frontal_area_north_9</th>\n",
        "      <th>...</th>\n",
-       "      <th>vertical_distribution_of_building_heights_6</th>\n",
-       "      <th>vertical_distribution_of_building_heights_7</th>\n",
-       "      <th>vertical_distribution_of_building_heights_8</th>\n",
-       "      <th>vertical_distribution_of_building_heights_9</th>\n",
-       "      <th>vertical_distribution_of_building_heights_10</th>\n",
-       "      <th>vertical_distribution_of_building_heights_11</th>\n",
-       "      <th>vertical_distribution_of_building_heights_12</th>\n",
-       "      <th>vertical_distribution_of_building_heights_13</th>\n",
-       "      <th>vertical_distribution_of_building_heights_14</th>\n",
-       "      <th>building_geometry</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_9</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_10</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_11</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_12</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_13</th>\n",
+       "      <th>merge_parameters.vertical_distribution_of_building_heights_14</th>\n",
+       "      <th>merge_parameters.building_geometry</th>\n",
+       "      <th>merge_parameters.building_count</th>\n",
+       "      <th>write_binary</th>\n",
+       "      <th>write_index</th>\n",
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        "  </thead>\n",
        "  <tbody>\n",
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        "      <td>POLYGON ((-77.04892 38.87526, -77.04893 38.875...</td>\n",
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        "      <td>POLYGON ((-77.04882 38.87532, -77.04884 38.875...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>None</td>\n",
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        "    </tr>\n",
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        "      <th>2</th>\n",
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        "    </tr>\n",
        "    <tr>\n",
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        "      <td>POLYGON ((-77.02585 38.87985, -77.02589 38.879...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
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-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>187</th>\n",
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-       "      <td>0</td>\n",
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-       "    <tr>\n",
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-       "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>0.042610</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
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        "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>POLYGON ((-77.03133 38.87911, -77.03136 38.879...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>190</th>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.003648</td>\n",
-       "      <td>0.000752</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "    <tr>\n",
-       "      <th>191</th>\n",
-       "      <td>0.032901</td>\n",
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+       "      <td>POLYGON ((-77.02369 38.87912, -77.02309 38.878...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>192 rows × 133 columns</p>\n",
+       "<p>5 rows × 136 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "     frontal_area_north_0  frontal_area_north_1  frontal_area_north_2  \\\n",
-       "0                0.001903              0.000000              0.000000   \n",
-       "1                0.002208              0.000000              0.000000   \n",
-       "2                0.019133              0.019133              0.019133   \n",
-       "3                0.023445              0.023445              0.009331   \n",
-       "4                0.036085              0.036085              0.018620   \n",
-       "..                    ...                   ...                   ...   \n",
-       "187              0.072072              0.000000              0.000000   \n",
-       "188              0.002350              0.000000              0.000000   \n",
-       "189              0.042610              0.042610              0.025907   \n",
-       "190              0.003648              0.003648              0.003648   \n",
-       "191              0.032901              0.015003              0.000000   \n",
+       "   merge_parameters.frontal_area_north_0  \\\n",
+       "0                               0.001903   \n",
+       "1                               0.002208   \n",
+       "2                               0.019133   \n",
+       "3                               0.023445   \n",
+       "4                               0.036085   \n",
+       "\n",
+       "   merge_parameters.frontal_area_north_1  \\\n",
+       "0                               0.000000   \n",
+       "1                               0.000000   \n",
+       "2                               0.019133   \n",
+       "3                               0.023445   \n",
+       "4                               0.036085   \n",
+       "\n",
+       "   merge_parameters.frontal_area_north_2  \\\n",
+       "0                               0.000000   \n",
+       "1                               0.000000   \n",
+       "2                               0.019133   \n",
+       "3                               0.009331   \n",
+       "4                               0.018620   \n",
+       "\n",
+       "   merge_parameters.frontal_area_north_3  \\\n",
+       "0                               0.000000   \n",
+       "1                               0.000000   \n",
+       "2                               0.019133   \n",
+       "3                               0.000000   \n",
+       "4                               0.000000   \n",
+       "\n",
+       "   merge_parameters.frontal_area_north_4  \\\n",
+       "0                               0.000000   \n",
+       "1                               0.000000   \n",
+       "2                               0.019133   \n",
+       "3                               0.000000   \n",
+       "4                               0.000000   \n",
        "\n",
-       "     frontal_area_north_3  frontal_area_north_4  frontal_area_north_5  \\\n",
-       "0                0.000000              0.000000              0.000000   \n",
-       "1                0.000000              0.000000              0.000000   \n",
-       "2                0.019133              0.019133              0.001569   \n",
-       "3                0.000000              0.000000              0.000000   \n",
-       "4                0.000000              0.000000              0.000000   \n",
-       "..                    ...                   ...                   ...   \n",
-       "187              0.000000              0.000000              0.000000   \n",
-       "188              0.000000              0.000000              0.000000   \n",
-       "189              0.000000              0.000000              0.000000   \n",
-       "190              0.003648              0.003648              0.003648   \n",
-       "191              0.000000              0.000000              0.000000   \n",
+       "   merge_parameters.frontal_area_north_5  \\\n",
+       "0                               0.000000   \n",
+       "1                               0.000000   \n",
+       "2                               0.001569   \n",
+       "3                               0.000000   \n",
+       "4                               0.000000   \n",
        "\n",
-       "     frontal_area_north_6  frontal_area_north_7  frontal_area_north_8  \\\n",
-       "0                0.000000              0.000000                     0   \n",
-       "1                0.000000              0.000000                     0   \n",
-       "2                0.000000              0.000000                     0   \n",
-       "3                0.000000              0.000000                     0   \n",
-       "4                0.000000              0.000000                     0   \n",
-       "..                    ...                   ...                   ...   \n",
-       "187              0.000000              0.000000                     0   \n",
-       "188              0.000000              0.000000                     0   \n",
-       "189              0.000000              0.000000                     0   \n",
-       "190              0.003648              0.000752                     0   \n",
-       "191              0.000000              0.000000                     0   \n",
+       "   merge_parameters.frontal_area_north_6  \\\n",
+       "0                                    0.0   \n",
+       "1                                    0.0   \n",
+       "2                                    0.0   \n",
+       "3                                    0.0   \n",
+       "4                                    0.0   \n",
        "\n",
-       "     frontal_area_north_9  ...  vertical_distribution_of_building_heights_6  \\\n",
-       "0                       0  ...                                          0.0   \n",
-       "1                       0  ...                                          0.0   \n",
-       "2                       0  ...                                          0.0   \n",
-       "3                       0  ...                                          0.0   \n",
-       "4                       0  ...                                          0.0   \n",
-       "..                    ...  ...                                          ...   \n",
-       "187                     0  ...                                          0.0   \n",
-       "188                     0  ...                                          0.0   \n",
-       "189                     0  ...                                          0.0   \n",
-       "190                     0  ...                                          1.0   \n",
-       "191                     0  ...                                          0.0   \n",
+       "   merge_parameters.frontal_area_north_7  \\\n",
+       "0                                    0.0   \n",
+       "1                                    0.0   \n",
+       "2                                    0.0   \n",
+       "3                                    0.0   \n",
+       "4                                    0.0   \n",
        "\n",
-       "     vertical_distribution_of_building_heights_7  \\\n",
-       "0                                            0.0   \n",
-       "1                                            0.0   \n",
-       "2                                            0.0   \n",
-       "3                                            0.0   \n",
-       "4                                            0.0   \n",
-       "..                                           ...   \n",
-       "187                                          0.0   \n",
-       "188                                          0.0   \n",
-       "189                                          0.0   \n",
-       "190                                          1.0   \n",
-       "191                                          0.0   \n",
+       "   merge_parameters.frontal_area_north_8  \\\n",
+       "0                                      0   \n",
+       "1                                      0   \n",
+       "2                                      0   \n",
+       "3                                      0   \n",
+       "4                                      0   \n",
        "\n",
-       "     vertical_distribution_of_building_heights_8  \\\n",
-       "0                                              0   \n",
-       "1                                              0   \n",
-       "2                                              0   \n",
-       "3                                              0   \n",
-       "4                                              0   \n",
-       "..                                           ...   \n",
-       "187                                            0   \n",
-       "188                                            0   \n",
-       "189                                            0   \n",
-       "190                                            0   \n",
-       "191                                            0   \n",
+       "   merge_parameters.frontal_area_north_9  ...  \\\n",
+       "0                                      0  ...   \n",
+       "1                                      0  ...   \n",
+       "2                                      0  ...   \n",
+       "3                                      0  ...   \n",
+       "4                                      0  ...   \n",
        "\n",
-       "     vertical_distribution_of_building_heights_9  \\\n",
-       "0                                              0   \n",
-       "1                                              0   \n",
-       "2                                              0   \n",
-       "3                                              0   \n",
-       "4                                              0   \n",
-       "..                                           ...   \n",
-       "187                                            0   \n",
-       "188                                            0   \n",
-       "189                                            0   \n",
-       "190                                            0   \n",
-       "191                                            0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_9  \\\n",
+       "0                                                  0              \n",
+       "1                                                  0              \n",
+       "2                                                  0              \n",
+       "3                                                  0              \n",
+       "4                                                  0              \n",
        "\n",
-       "     vertical_distribution_of_building_heights_10  \\\n",
-       "0                                               0   \n",
-       "1                                               0   \n",
-       "2                                               0   \n",
-       "3                                               0   \n",
-       "4                                               0   \n",
-       "..                                            ...   \n",
-       "187                                             0   \n",
-       "188                                             0   \n",
-       "189                                             0   \n",
-       "190                                             0   \n",
-       "191                                             0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_10  \\\n",
+       "0                                                  0               \n",
+       "1                                                  0               \n",
+       "2                                                  0               \n",
+       "3                                                  0               \n",
+       "4                                                  0               \n",
        "\n",
-       "     vertical_distribution_of_building_heights_11  \\\n",
-       "0                                               0   \n",
-       "1                                               0   \n",
-       "2                                               0   \n",
-       "3                                               0   \n",
-       "4                                               0   \n",
-       "..                                            ...   \n",
-       "187                                             0   \n",
-       "188                                             0   \n",
-       "189                                             0   \n",
-       "190                                             0   \n",
-       "191                                             0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_11  \\\n",
+       "0                                                  0               \n",
+       "1                                                  0               \n",
+       "2                                                  0               \n",
+       "3                                                  0               \n",
+       "4                                                  0               \n",
        "\n",
-       "     vertical_distribution_of_building_heights_12  \\\n",
-       "0                                               0   \n",
-       "1                                               0   \n",
-       "2                                               0   \n",
-       "3                                               0   \n",
-       "4                                               0   \n",
-       "..                                            ...   \n",
-       "187                                             0   \n",
-       "188                                             0   \n",
-       "189                                             0   \n",
-       "190                                             0   \n",
-       "191                                             0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_12  \\\n",
+       "0                                                  0               \n",
+       "1                                                  0               \n",
+       "2                                                  0               \n",
+       "3                                                  0               \n",
+       "4                                                  0               \n",
        "\n",
-       "     vertical_distribution_of_building_heights_13  \\\n",
-       "0                                               0   \n",
-       "1                                               0   \n",
-       "2                                               0   \n",
-       "3                                               0   \n",
-       "4                                               0   \n",
-       "..                                            ...   \n",
-       "187                                             0   \n",
-       "188                                             0   \n",
-       "189                                             0   \n",
-       "190                                             0   \n",
-       "191                                             0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_13  \\\n",
+       "0                                                  0               \n",
+       "1                                                  0               \n",
+       "2                                                  0               \n",
+       "3                                                  0               \n",
+       "4                                                  0               \n",
        "\n",
-       "     vertical_distribution_of_building_heights_14  \\\n",
-       "0                                               0   \n",
-       "1                                               0   \n",
-       "2                                               0   \n",
-       "3                                               0   \n",
-       "4                                               0   \n",
-       "..                                            ...   \n",
-       "187                                             0   \n",
-       "188                                             0   \n",
-       "189                                             0   \n",
-       "190                                             0   \n",
-       "191                                             0   \n",
+       "   merge_parameters.vertical_distribution_of_building_heights_14  \\\n",
+       "0                                                  0               \n",
+       "1                                                  0               \n",
+       "2                                                  0               \n",
+       "3                                                  0               \n",
+       "4                                                  0               \n",
        "\n",
-       "                                     building_geometry  \n",
-       "0    POLYGON ((-77.04892 38.87526, -77.04893 38.875...  \n",
-       "1    POLYGON ((-77.04882 38.87532, -77.04884 38.875...  \n",
-       "2    POLYGON ((-77.02035 38.87679, -77.02036 38.876...  \n",
-       "3    POLYGON ((-77.02585 38.87985, -77.02589 38.879...  \n",
-       "4    POLYGON ((-77.02369 38.87912, -77.02309 38.878...  \n",
-       "..                                                 ...  \n",
-       "187  POLYGON ((-77.03181 38.87756, -77.03183 38.877...  \n",
-       "188  POLYGON ((-77.02977 38.88182, -77.02976 38.881...  \n",
-       "189  POLYGON ((-77.03133 38.87911, -77.03136 38.879...  \n",
-       "190  POLYGON ((-77.03638 38.88165, -77.03638 38.881...  \n",
-       "191  POLYGON ((-77.03254 38.87862, -77.03274 38.878...  \n",
+       "                  merge_parameters.building_geometry  \\\n",
+       "0  POLYGON ((-77.04892 38.87526, -77.04893 38.875...   \n",
+       "1  POLYGON ((-77.04882 38.87532, -77.04884 38.875...   \n",
+       "2  POLYGON ((-77.02035 38.87679, -77.02036 38.876...   \n",
+       "3  POLYGON ((-77.02585 38.87985, -77.02589 38.879...   \n",
+       "4  POLYGON ((-77.02369 38.87912, -77.02309 38.878...   \n",
        "\n",
-       "[192 rows x 133 columns]"
+       "   merge_parameters.building_count  write_binary  write_index  \n",
+       "0                                1          None         None  \n",
+       "1                                1          None         None  \n",
+       "2                                1          None         None  \n",
+       "3                                1          None         None  \n",
+       "4                                1          None         None  \n",
+       "\n",
+       "[5 rows x 136 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "model.execute()"
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f8271e2",
+   "metadata": {},
+   "source": [
+    "We have 136 columns here, which are the 132 output parameters plus 4 other parameters: `merge_parameters.building_geometry`, `merge_parameters.building_count`, `write_binary`, and `write_index`. "
    ]
   },
   {
@@ -1517,9 +2008,9 @@
    "source": [
     "## Optional: DAGWorks Interactive Dashboard\n",
     "\n",
-    "Since we're using `hamilton` to run `naturf`, users can log each run to DAGWorks (researchers/academics have access to the free tier) by signing up at www.dagworks.io and creating a project. Then either set the environment variables DAGWORKS_API_KEY, DAGWORKS_USERNAME, and DAGWORKS_PROJECT_ID below or set it on the module directly.\n",
+    "Since we're using `hamilton` to run `naturf`, users can log each run to DAGWorks (researchers/academics have access to the free tier) by signing up at [dagworks.io](www.dagworks.io) and creating a project. Then either set the environment variables `DAGWORKS_API_KEY`, `DAGWORKS_USERNAME`, and `DAGWORKS_PROJECT_ID` below or set it in the module directly.\n",
     "\n",
-    "Note: The cell below is in the \"raw\" format, if you want to run it, change the cell type to \"python\"."
+    "Note: The cell below is in the `raw` format, if you want to run it, change the cell type to `python`."
    ]
   },
   {
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