From d2d5e0856ce985f1c47631068e03a24fad39ef5f Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Thu, 7 Mar 2024 17:23:38 -0500
Subject: [PATCH 01/50] fix tutorials paths in gitignore

---
 .gitignore | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.gitignore b/.gitignore
index a10f2ca..11773ee 100644
--- a/.gitignore
+++ b/.gitignore
@@ -105,12 +105,12 @@ venv.bak/
 
 .DS_Store
 
-tutorial/tutorial_outputs/*
-Tutorial/tutorial_data/rek_grid_pop_gravity.cpg
-Tutorial/tutorial_data/rek_grid_pop_gravity.dbf
-Tutorial/tutorial_data/rek_grid_pop_gravity.prj
-Tutorial/tutorial_data/rek_grid_pop_gravity.shp
-Tutorial/tutorial_data/rek_grid_pop_gravity.shx
+Tutorials/tutorial_outputs/*
+Tutorials/tutorial_data/rek_grid_pop_gravity.cpg
+Tutorials/tutorial_data/rek_grid_pop_gravity.dbf
+Tutorials/tutorial_data/rek_grid_pop_gravity.prj
+Tutorials/tutorial_data/rek_grid_pop_gravity.shp
+Tutorials/tutorial_data/rek_grid_pop_gravity.shx
 
 # ignore the version file
 *_version.py*

From 13a53856f4a2da4f9437ea8d6bb6942476c2cd4a Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Thu, 7 Mar 2024 17:28:21 -0500
Subject: [PATCH 02/50] fix step-1 resolve deprecation warnings

---
 Tutorials/Step_1-Extract_From_OSM.ipynb | 26 ++++++++++++-------------
 src/GOSTnets/core.py                    |  3 ++-
 src/GOSTnets/load_osm.py                |  6 +++---
 3 files changed, 18 insertions(+), 17 deletions(-)

diff --git a/Tutorials/Step_1-Extract_From_OSM.ipynb b/Tutorials/Step_1-Extract_From_OSM.ipynb
index dfc5483..7545364 100644
--- a/Tutorials/Step_1-Extract_From_OSM.ipynb
+++ b/Tutorials/Step_1-Extract_From_OSM.ipynb
@@ -1,12 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## note: As of Jan 21, 2020 This tutorial is using the GOSTnets version from this repo's master branch. Make sure that the GOSTnets version from PyPi is uninstalled and that you are pointing your path to the correct location of the library."
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -23,8 +16,7 @@
    "outputs": [],
    "source": [
     "import geopandas as gpd\n",
-    "import os\n",
-    "import sys"
+    "import os"
    ]
   },
   {
@@ -43,8 +35,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Add to your system path the location of the LoadOSM.py and GOSTnet.py scripts.  \n",
-    "In this case, we use relative paths (\"..\") to locate the parent directory (one level up). One dot (\".\") means current directory."
+    "Import the GOSTnets library as gn."
    ]
   },
   {
@@ -53,7 +44,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "sys.path.append(\"../\")\n",
     "import GOSTnets as gn"
    ]
   },
@@ -271,7 +261,7 @@
    "outputs": [],
    "source": [
     "iceland.roads_raw = iceland.roads_raw.loc[\n",
-    "    iceland.roads_raw.geometry.intersects(clip_shp_obj) is True\n",
+    "    iceland.roads_raw.geometry.intersects(clip_shp_obj) == True  # noqa: E712\n",
     "]"
    ]
   },
@@ -291,6 +281,16 @@
     "iceland.generateRoadsGDF(verbose=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# view the first 5 rows of the newly created roads GeoDataFrame\n",
+    "iceland.roadsGPD.head()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 2c46ca9..756498b 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -2,6 +2,7 @@
 import logging
 import warnings
 import time
+import pickle as pkl
 
 import pyproj
 import networkx as nx
@@ -1891,7 +1892,7 @@ def save(G, savename, wpath, pickle=True, edges=True, nodes=True):
         new_edge_gdf = edge_gdf_from_graph(G)
         new_edge_gdf.to_csv(os.path.join(wpath, "%s_edges.csv" % savename))
     if pickle is True:
-        nx.write_gpickle(G, os.path.join(wpath, "%s.pickle" % savename))
+        pkl.dump(G, open(os.path.join(wpath, "%s.pickle" % savename), "wb"))
 
 
 def add_missing_reflected_edges(G, one_way_tag=None, verbose=False):
diff --git a/src/GOSTnets/load_osm.py b/src/GOSTnets/load_osm.py
index 23f9575..ce4e84a 100644
--- a/src/GOSTnets/load_osm.py
+++ b/src/GOSTnets/load_osm.py
@@ -319,7 +319,7 @@ def line_length(self, line, ellipsoid="WGS-84"):
             Length of line in kilometers
 
         """
-        if line.geometryType() == "MultiLineString":
+        if line.geom_type == "MultiLineString":
             return sum(self.line_length(segment) for segment in line)
 
         return sum(
@@ -398,9 +398,9 @@ def get_all_intersections(
                     # Save intersecting point
                     # updating to be compatible with Shapely ver 2
                     # if "Point" == inter.type:
-                    if "Point" == inter.type:
+                    if "Point" == inter.geom_type:
                         idx_inters.insert(0, inter.bounds, inter)
-                    elif "MultiPoint" == inter.type:
+                    elif "MultiPoint" == inter.geom_type:
                         # updating to be compatible with Shapely ver 2
                         # for pt in inter:
                         for pt in inter.geoms:

From 289a025a8d725e4e7fd4ac74ab3502f0871490d2 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 17:31:54 -0500
Subject: [PATCH 03/50] run step_2, remove deprecations including dict
 structure for CRS

---
 Tutorials/Step_1-Extract_From_OSM.ipynb       |   2 +-
 Tutorials/Step_2-Clean_Network.ipynb          |  27 +++++++++---------
 .../iceland_network_clean.pickle              | Bin 5030157 -> 6892840 bytes
 src/GOSTnets/core.py                          |   6 ++--
 src/GOSTnets/load_osm.py                      |   6 ++--
 src/GOSTnets/network_clean.py                 |   4 +--
 6 files changed, 21 insertions(+), 24 deletions(-)

diff --git a/Tutorials/Step_1-Extract_From_OSM.ipynb b/Tutorials/Step_1-Extract_From_OSM.ipynb
index 7545364..a7a8546 100644
--- a/Tutorials/Step_1-Extract_From_OSM.ipynb
+++ b/Tutorials/Step_1-Extract_From_OSM.ipynb
@@ -206,7 +206,7 @@
    "outputs": [],
    "source": [
     "clip_shp = gpd.read_file(os.path.join(pth, \"tutorial_data\", \"rek2.shp\"))\n",
-    "clip_shp = clip_shp.to_crs({\"init\": \"epsg:4326\"})\n",
+    "clip_shp = clip_shp.to_crs(\"epsg:4326\")\n",
     "clip_shp_obj = clip_shp.geometry.iloc[0]"
    ]
   },
diff --git a/Tutorials/Step_2-Clean_Network.ipynb b/Tutorials/Step_2-Clean_Network.ipynb
index d2a09ad..a7b7164 100644
--- a/Tutorials/Step_2-Clean_Network.ipynb
+++ b/Tutorials/Step_2-Clean_Network.ipynb
@@ -18,9 +18,9 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "import sys\n",
     "import time\n",
-    "import networkx as nx"
+    "import networkx as nx\n",
+    "import pickle"
    ]
   },
   {
@@ -29,8 +29,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# add to your system path the location of the LoadOSM.py and GOSTnet.py scripts\n",
-    "sys.path.append(\"../\")\n",
+    "# import the GOSTnets library\n",
     "import GOSTnets as gn"
    ]
   },
@@ -44,7 +43,7 @@
     "data_pth = os.path.join(pth, \"tutorial_outputs\")\n",
     "\n",
     "# read back your graph from step 1 from you saved pickle\n",
-    "G = nx.read_gpickle(os.path.join(data_pth, \"iceland_unclean.pickle\"))"
+    "G = pickle.load(open(os.path.join(data_pth, \"iceland_unclean.pickle\"), \"rb\"))"
    ]
   },
   {
@@ -69,7 +68,7 @@
    "outputs": [],
    "source": [
     "# you can also print general graph information with networkx\n",
-    "print(nx.info(G))"
+    "print(G)"
    ]
   },
   {
@@ -95,9 +94,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "Iceland_UTMZ = {\"init\": \"epsg:32627\"}\n",
+    "Iceland_UTMZ = \"epsg:32627\"\n",
     "\n",
-    "WGS = {\"init\": \"epsg:4326\"}  # do not adjust. OSM natively comes in ESPG 4326"
+    "WGS = \"epsg:4326\"  # do not adjust. OSM natively comes in ESPG 4326"
    ]
   },
   {
@@ -116,7 +115,7 @@
    "source": [
     "print(\"start: %s\\n\" % time.ctime())\n",
     "G_clean = gn.clean_network(\n",
-    "    G, UTM=Iceland_UTMZ, WGS={\"init\": \"epsg:4326\"}, junctdist=10, verbose=False\n",
+    "    G, UTM=Iceland_UTMZ, WGS=\"epsg:4326\", junctdist=10, verbose=False\n",
     ")\n",
     "\n",
     "# using verbose = True:\n",
@@ -132,7 +131,7 @@
    "outputs": [],
    "source": [
     "# let's print info on our clean version\n",
-    "print(nx.info(G_clean))"
+    "print(G_clean)"
    ]
   },
   {
@@ -182,7 +181,7 @@
    "outputs": [],
    "source": [
     "# print info about the largest sub-graph\n",
-    "print(nx.info(G_largest))"
+    "print(G_largest)"
    ]
   },
   {
@@ -260,7 +259,7 @@
     "G.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# original graph\n",
-    "ox.plot_graph(G, fig_width=10, edge_linewidth=1, node_size=7)"
+    "ox.plot_graph(G, figsize=(10, 14), edge_linewidth=1, node_size=7)"
    ]
   },
   {
@@ -273,7 +272,7 @@
     "G_clean.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# cleaned graph\n",
-    "ox.plot_graph(G_clean, fig_width=10, edge_linewidth=1, node_size=7)"
+    "ox.plot_graph(G_clean, figsize=(10, 14), edge_linewidth=1, node_size=7)"
    ]
   },
   {
@@ -286,7 +285,7 @@
     "G_largest.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# largest subgraph\n",
-    "ox.plot_graph(G_largest, fig_width=10, edge_linewidth=1, node_size=7)"
+    "ox.plot_graph(G_largest, figsize=(10, 14), edge_linewidth=1, node_size=7)"
    ]
   }
  ],
diff --git a/Tutorials/tutorial_outputs/iceland_network_clean.pickle b/Tutorials/tutorial_outputs/iceland_network_clean.pickle
index 62502f2e800850a579e7b5916234b2c8631bc017..81da7477af75992de1c52704008ff22e39c81024 100644
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zFbhpN1w;YFAuCi^)o+?rLTp$1ml1$Hy7AZ)fwgZlJ)DmPdJ?mqY#fnrj&lC8rk26G
zQd2U+|DjPO{rk^FcV3&}|M;*+28^0JBl__HqsI&zIb>``|Ht}{8Z}^4#>fG~hm9Ql
m#NYvASX{X?v41c>ch20@NpmO8ol)r_pX8t#qxzNf%lIG1QqCv<

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 756498b..5504afe 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -2072,9 +2072,7 @@ def convert_to_MultiDiGraph(G):
 #### NETWORK SIMPLIFICATION ####
 
 
-def simplify_junctions(
-    G, measure_crs, in_crs={"init": "epsg:4326"}, thresh=25, verbose=False
-):
+def simplify_junctions(G, measure_crs, in_crs="epsg:4326", thresh=25, verbose=False):
     """
     simplifies topology of networks by simplifying node clusters into single nodes.
 
@@ -2129,7 +2127,7 @@ def simplify_junctions(
         juncs_gdf_unproj,
         gdfnodes,
         how="left",
-        op="intersects",
+        predicate="intersects",
         lsuffix="left",
         rsuffix="right",
     )
diff --git a/src/GOSTnets/load_osm.py b/src/GOSTnets/load_osm.py
index ce4e84a..fb7c07b 100644
--- a/src/GOSTnets/load_osm.py
+++ b/src/GOSTnets/load_osm.py
@@ -207,7 +207,7 @@ def fetch_roads(self, data_path):
                 road_gdf = gpd.GeoDataFrame(
                     roads,
                     columns=["osm_id", "infra_type", "one_way", "geometry"],
-                    crs={"init": "epsg:4326"},
+                    crs="epsg:4326",
                 )
                 return road_gdf
 
@@ -291,7 +291,7 @@ def fetch_roads_and_ferries(self, data_path):
                 road_gdf = gpd.GeoDataFrame(
                     roads,
                     columns=["osm_id", "infra_type", "geometry"],
-                    crs={"init": "epsg:4326"},
+                    crs="epsg:4326",
                 )
                 return road_gdf
 
@@ -455,7 +455,7 @@ def get_all_intersections(
 
         # Transform into geodataframe and add coordinate system
         full_gpd = gpd.GeoDataFrame(flat_list, geometry="geometry")
-        full_gpd.crs = {"init": "epsg:4326"}
+        full_gpd.crs = "epsg:4326"
 
         return full_gpd
 
diff --git a/src/GOSTnets/network_clean.py b/src/GOSTnets/network_clean.py
index 83b8775..2e300ff 100644
--- a/src/GOSTnets/network_clean.py
+++ b/src/GOSTnets/network_clean.py
@@ -13,8 +13,8 @@ def clean_network(
     G,
     wpath="",
     output_file_name="",
-    UTM={"init": "epsg:3857"},
-    WGS={"init": "epsg:4326"},
+    UTM="epsg:3857",
+    WGS="epsg:4326",
     junctdist=50,
     verbose=False,
 ):

From 8e824659d5a6bfb6754fcdf218441db819117f8d Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 17:37:31 -0500
Subject: [PATCH 04/50] get Step 3 working

---
 Tutorials/Step_3-Using_your_Graph.ipynb | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/Tutorials/Step_3-Using_your_Graph.ipynb b/Tutorials/Step_3-Using_your_Graph.ipynb
index c904f10..408a9d2 100644
--- a/Tutorials/Step_3-Using_your_Graph.ipynb
+++ b/Tutorials/Step_3-Using_your_Graph.ipynb
@@ -28,10 +28,10 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "import sys\n",
     "import networkx as nx\n",
     "import geopandas as gpd\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import pickle as pkl"
    ]
   },
   {
@@ -40,8 +40,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# add to your system path the location of the LoadOSM.py and GOSTnet.py scripts\n",
-    "sys.path.append(\"../\")\n",
+    "# import GOSTnet library\n",
     "import GOSTnets as gn"
    ]
   },
@@ -68,8 +67,8 @@
    "outputs": [],
    "source": [
     "pth = \"./\"  # change this path to your working folder\n",
-    "G = nx.read_gpickle(\n",
-    "    os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\")\n",
+    "G = pkl.load(\n",
+    "    open(os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\"), \"rb\")\n",
     ")"
    ]
   },
@@ -363,7 +362,7 @@
    "outputs": [],
    "source": [
     "mini_gdf = gpd.GeoDataFrame(\n",
-    "    {\"geometry\": my_house}, crs={\"init\": \"epsg:4326\"}, geometry=\"geometry\", index=[1]\n",
+    "    {\"geometry\": my_house}, crs=\"epsg:4326\", geometry=\"geometry\", index=[1]\n",
     ")"
    ]
   },

From 4b3641a7b6ab9638c6479d80e58eb208614c1dae Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 18:07:17 -0500
Subject: [PATCH 05/50] fix examples notebooks

---
 .gitignore                                    |  5 ++
 .../EXAMPLE_Finding_links_between_pairs.ipynb | 16 ++---
 .../EXAMPLE_Fixing_your_road_network.ipynb    | 59 +++----------------
 Tutorials/EXAMPLE_Gravity_Calculations.ipynb  | 23 +++++---
 Tutorials/tutorial_data/OD_links_usage.csv    |  1 -
 Tutorials/tutorial_data/all_OD_links.csv      |  1 -
 6 files changed, 36 insertions(+), 69 deletions(-)
 delete mode 100644 Tutorials/tutorial_data/OD_links_usage.csv
 delete mode 100644 Tutorials/tutorial_data/all_OD_links.csv

diff --git a/.gitignore b/.gitignore
index 11773ee..8b373ea 100644
--- a/.gitignore
+++ b/.gitignore
@@ -111,6 +111,11 @@ Tutorials/tutorial_data/rek_grid_pop_gravity.dbf
 Tutorials/tutorial_data/rek_grid_pop_gravity.prj
 Tutorials/tutorial_data/rek_grid_pop_gravity.shp
 Tutorials/tutorial_data/rek_grid_pop_gravity.shx
+Tutorials/tutorial_data/rek_grid_pop_gravity2.cpg
+Tutorials/tutorial_data/rek_grid_pop_gravity2.dbf
+Tutorials/tutorial_data/rek_grid_pop_gravity2.prj
+Tutorials/tutorial_data/rek_grid_pop_gravity2.shp
+Tutorials/tutorial_data/rek_grid_pop_gravity2.shx
 
 # ignore the version file
 *_version.py*
diff --git a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
index d750181..cab0c5a 100644
--- a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
+++ b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
@@ -16,8 +16,7 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "import sys\n",
-    "\n",
+    "import pickle as pkl\n",
     "import networkx as nx\n",
     "import geopandas as gpd\n",
     "import pandas as pd\n",
@@ -31,8 +30,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# add to your system path the location of the LoadOSM.py and GOSTnet.py scripts\n",
-    "sys.path.append(\"../\")\n",
+    "# import the GOSTnet library\n",
     "import GOSTnets as gn"
    ]
   },
@@ -45,8 +43,8 @@
     "# Define input data\n",
     "pth = \"./\"\n",
     "# Read in cleaned pickle from earlier analysis and convert to time\n",
-    "G = nx.read_gpickle(\n",
-    "    os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\")\n",
+    "G = pkl.load(\n",
+    "    open(os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\"), \"rb\")\n",
     ")\n",
     "G_time = gn.convert_network_to_time(\n",
     "    G, distance_tag=\"length\", road_col=\"infra_type\", factor=1000\n",
@@ -153,7 +151,7 @@
    "source": [
     "# Write all connections to file\n",
     "all_results = pd.DataFrame(all_res, columns=[\"O\", \"D\", \"geometry\"])\n",
-    "all_results.to_csv(os.path.join(pth, \"tutorial_data\", \"all_OD_links.csv\"))"
+    "all_results.to_csv(os.path.join(pth, \"tutorial_outputs\", \"all_OD_links.csv\"))"
    ]
   },
   {
@@ -177,7 +175,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "all_connections_first.to_csv(os.path.join(pth, \"tutorial_data\", \"OD_links_usage.csv\"))"
+    "all_connections_first.to_csv(\n",
+    "    os.path.join(pth, \"tutorial_outputs\", \"OD_links_usage.csv\")\n",
+    ")"
    ]
   },
   {
diff --git a/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb b/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
index 1ecb186..a7993a4 100644
--- a/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
+++ b/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
@@ -16,9 +16,9 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "import sys\n",
     "import networkx as nx\n",
-    "import osmnx as ox"
+    "import osmnx as ox\n",
+    "import pickle as pkl"
    ]
   },
   {
@@ -27,8 +27,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# add to your system path the location of the LoadOSM.py and GOSTnet.py scripts\n",
-    "sys.path.append(\"../\")\n",
+    "# import the GOSTnets library\n",
     "import GOSTnets as gn"
    ]
   },
@@ -41,8 +40,8 @@
     "pth = \"./\"  # change this path to your working folder\n",
     "data_pth = os.path.join(pth, \"tutorial_outputs\")\n",
     "\n",
-    "# read back your graph from step 1 from you saved pickle\n",
-    "G = nx.read_gpickle(os.path.join(data_pth, \"iceland_network_clean.pickle\"))"
+    "# read back your graph from step 2 from you saved pickle\n",
+    "G = pkl.load(open(os.path.join(data_pth, \"iceland_network_clean.pickle\"), \"rb\"))"
    ]
   },
   {
@@ -64,8 +63,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "G_largest = list_of_subgraphs[0]\n",
-    "G_second_largest = list_of_subgraphs[1]"
+    "G_largest = list_of_subgraphs[0]"
    ]
   },
   {
@@ -74,25 +72,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "print(nx.info(G_largest))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(nx.info(G_second_largest))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(nx.info(list_of_subgraphs[2]))"
+    "print(G_largest)"
    ]
   },
   {
@@ -106,20 +86,7 @@
     "G_largest.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# largest connected subgraph\n",
-    "ox.plot_graph(G_largest, fig_width=10, edge_linewidth=1, node_size=7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "G_second_largest.graph[\"crs\"] = \"epsg:32646\"\n",
-    "G_second_largest.graph[\"name\"] = \"Iceland\"\n",
-    "\n",
-    "# second largest connected subgraph\n",
-    "ox.plot_graph(G_second_largest, fig_width=10, edge_linewidth=1, node_size=7)"
+    "ox.plot_graph(G_largest, figsize=(10, 14), edge_linewidth=1, node_size=7)"
    ]
   },
   {
@@ -132,16 +99,6 @@
     "edges_largest.to_csv(os.path.join(data_pth, \"edges_largest.csv\"))"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "edges_second = gn.edge_gdf_from_graph(G_second_largest)\n",
-    "edges_second.to_csv(os.path.join(data_pth, \"edges_second.csv\"))"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/Tutorials/EXAMPLE_Gravity_Calculations.ipynb b/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
index c67016a..ff09ee1 100644
--- a/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
+++ b/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
@@ -7,12 +7,11 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "import sys\n",
     "import rasterio\n",
     "\n",
-    "import networkx as nx\n",
     "import geopandas as gpd\n",
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import pickle as pkl"
    ]
   },
   {
@@ -21,8 +20,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# add to your system path the location of the LoadOSM.py and GOSTnet.py scripts\n",
-    "sys.path.append(\"../\")\n",
+    "# import the GOSTnets library\n",
     "import GOSTnets as gn"
    ]
   },
@@ -35,8 +33,11 @@
     "# Define input data\n",
     "pth = \"./\"\n",
     "# Read in cleaned pickle from earlier analysis and convert to time\n",
-    "G = nx.read_gpickle(\n",
-    "    os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\")\n",
+    "G = pkl.load(\n",
+    "    open(\n",
+    "        os.path.join(pth, \"tutorial_outputs\", r\"iceland_network_clean.pickle\"),\n",
+    "        \"rb\",\n",
+    "    )\n",
     ")\n",
     "G_time = gn.convert_network_to_time(\n",
     "    G, distance_tag=\"length\", road_col=\"infra_type\", factor=1000\n",
@@ -177,9 +178,15 @@
     "OD = gn.calculate_OD(G_time, origins, destinations, fail_value=9999999)\n",
     "gravity = calcOD.calculate_gravity(\n",
     "    OD, oWeight=origins_df[\"Pop\"], dWeight=destinations_df[\"Pop\"]\n",
-    ")"
+    ")\n",
+    "gravity[\"NN\"] = origins"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/Tutorials/tutorial_data/OD_links_usage.csv b/Tutorials/tutorial_data/OD_links_usage.csv
deleted file mode 100644
index 69a0ac0..0000000
--- a/Tutorials/tutorial_data/OD_links_usage.csv
+++ /dev/null
@@ -1 +0,0 @@
-,start,node,geometry,count
diff --git a/Tutorials/tutorial_data/all_OD_links.csv b/Tutorials/tutorial_data/all_OD_links.csv
deleted file mode 100644
index 2037447..0000000
--- a/Tutorials/tutorial_data/all_OD_links.csv
+++ /dev/null
@@ -1 +0,0 @@
-,O,D,geometry

From c0cc7253eb1e0b27511fbed439c6ed19e2678b57 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 18:11:44 -0500
Subject: [PATCH 06/50] fix crs in doc-strings and as defaults to str

---
 src/GOSTnets/calculate_od_raw.py |  8 ++++----
 src/GOSTnets/core.py             | 12 ++++++------
 src/GOSTnets/fetch_pois.py       |  2 +-
 src/GOSTnets/osm_parser.py       |  2 +-
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/src/GOSTnets/calculate_od_raw.py b/src/GOSTnets/calculate_od_raw.py
index aafeaa3..66dc7c9 100644
--- a/src/GOSTnets/calculate_od_raw.py
+++ b/src/GOSTnets/calculate_od_raw.py
@@ -14,7 +14,7 @@ def calculateOD_gdf(
     fail_value=-1,
     weight="time",
     calculate_snap=False,
-    wgs84={"init": "epsg:4326"},
+    wgs84="epsg:4326",
 ):
     """Calculate Origin destination matrix from GeoDataframes
 
@@ -76,7 +76,7 @@ def calculateOD_csv(
     oLon="Lon",
     dLat="Lat",
     dLon="Lon",
-    crs={"init": "epsg:4326"},
+    crs="epsg:4326",
     fail_value=-1,
     weight="time",
     calculate_snap=False,
@@ -100,8 +100,8 @@ def calculateOD_csv(
         Destination latitude field
     dLon : str
         Destination longitude field
-    crs : dict
-        crs of input origins and destinations, defaults to {'init':'epsg:4326'}
+    crs : str
+        crs of input origins and destinations, defaults to 'epsg:4326'
     fail-value : int
         value to put in OD matrix if no route found, defaults to -1
     weight : str
diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 5504afe..b847c0c 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -380,7 +380,7 @@ def node_gdf_from_graph(
     G : nx.Graph
         a graph object G
     crs : str
-        projection of format {'init' :'epsg:4326'}. Defaults to WGS84. note: here we are defining the crs of the input geometry - we do NOT reproject to this crs. To reproject, consider using geopandas' to_crs method on the returned gdf.
+        projection of format 'epsg:4326'. Defaults to WGS84. note: here we are defining the crs of the input geometry - we do NOT reproject to this crs. To reproject, consider using geopandas' to_crs method on the returned gdf.
     attr_list : list
         list of the keys which you want to be moved over to the GeoDataFrame, if not all. Defaults to None, which will move all.
     geometry_tag : str
@@ -491,7 +491,7 @@ def edge_gdf_from_graph(
     G : nx.Graph
         (required) a graph object G
     crs : str
-        (optional) projection of format {'init' :'epsg:4326'}. Defaults to WGS84. Note: here we are defining the crs of the input geometry -we do NOT reproject to this crs. To reproject, consider using geopandas' to_crs method on the returned gdf.
+        (optional) projection of format 'epsg:4326'. Defaults to WGS84. Note: here we are defining the crs of the input geometry -we do NOT reproject to this crs. To reproject, consider using geopandas' to_crs method on the returned gdf.
     attr_list : list
         (optional) list of the keys which you want to be moved over to the GeoDataFrame.
     geometry_tag : str
@@ -636,8 +636,8 @@ def graph_nodes_intersecting_polygon(G, polygons, crs=None):
     ----------
     G : nx.Graph or gpd.GeoDataFrame
         a Graph object OR node geodataframe
-    crs : dict
-        a crs object of form {'init':'epsg:XXXX'}. If passed, matches both inputs to this crs.
+    crs : str
+        a crs object of form 'epsg:XXXX'. If passed, matches both inputs to this crs.
 
     Returns
     -------
@@ -931,7 +931,7 @@ def make_iso_polys(
     weight : str
         The edge weight to use when appraising travel times.
     measure_crs : str
-        measurement crs, object of form {'init':'epsg:XXXX'}
+        measurement crs, object of form 'epsg:XXXX'
     edge_filters : dict
         you can optionally add a dictionary with key values, where the key is the attribute and the value you want to ignore from creating isochrones. An example might be an underground subway line.
 
@@ -1087,7 +1087,7 @@ def make_iso_polys_original(
     weight : str
         The edge weight to use when appraising travel times.
     measure_crs : str
-        measurement crs, object of form {'init':'epsg:XXXX'}
+        measurement crs, object of form 'epsg:XXXX'
 
     Returns
     -------
diff --git a/src/GOSTnets/fetch_pois.py b/src/GOSTnets/fetch_pois.py
index d9bb06b..e99f5a4 100644
--- a/src/GOSTnets/fetch_pois.py
+++ b/src/GOSTnets/fetch_pois.py
@@ -37,7 +37,7 @@ class OsmObject:
     --------
     >>> education = {'amenity':['school', 'kindergarten','university', 'college']}
     >>> health = {'amenity':['clinic', 'pharmacy', 'hospital', 'health']}
-    >>> crs = {'init' :'epsg:4326'}
+    >>> crs = 'epsg:4326'
     >>> buf_width = 0.0005
     >>> for a in amenities:
     ...     curr_amenity = amenities[a]
diff --git a/src/GOSTnets/osm_parser.py b/src/GOSTnets/osm_parser.py
index 6c8626e..695f291 100644
--- a/src/GOSTnets/osm_parser.py
+++ b/src/GOSTnets/osm_parser.py
@@ -500,7 +500,7 @@ def fetch_roads_OSM(
         road_gdf = gpd.GeoDataFrame(
             roads,
             columns=["osm_id", "infra_type", "geometry"],
-            crs={"init": "epsg:4326"},
+            crs="epsg:4326",
         )
         return road_gdf
     else:

From aa3393c93edd1a5e2e981e36e6b3add32af0e630 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 18:18:53 -0500
Subject: [PATCH 07/50] reduce number of paths for example speed

---
 Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
index cab0c5a..35531ca 100644
--- a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
+++ b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
@@ -115,6 +115,18 @@
     "## Calculate line strings connecting all origins to all destinations"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for the sake of the example we truncate the number of origins and destinations\n",
+    "# to make the computation faster. We will only use the first 10 of each\n",
+    "origins = origins[:10]\n",
+    "destinations = destinations[:10]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,

From 25aedbbac85dfb070cfe80595e3fae38cd6ec161 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 8 Mar 2024 18:28:27 -0500
Subject: [PATCH 08/50] lengthen timeout for docs to run

---
 docs/_config.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/_config.yml b/docs/_config.yml
index 1d45609..b087b8a 100755
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -8,6 +8,7 @@ logo: images/logo.png
 # Force re-execution of notebooks on each build.
 # See https://jupyterbook.org/content/execute.html
 execute:
+  timeout: 600  # 10 minutes
   execute_notebooks: force
   allow_errors: true
 

From 9309e2389f207c8502b02973cf55f84f7eea1f8b Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sat, 16 Mar 2024 09:44:48 -0400
Subject: [PATCH 09/50] text, formatting for step-1 tutorial

---
 Tutorials/Step_1-Extract_From_OSM.ipynb | 112 +++++++++++++++---------
 1 file changed, 73 insertions(+), 39 deletions(-)

diff --git a/Tutorials/Step_1-Extract_From_OSM.ipynb b/Tutorials/Step_1-Extract_From_OSM.ipynb
index a7a8546..a27e9b0 100644
--- a/Tutorials/Step_1-Extract_From_OSM.ipynb
+++ b/Tutorials/Step_1-Extract_From_OSM.ipynb
@@ -4,38 +4,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Step 1: Extract from OSM\n",
-    "The purpose of this script is to show how to go from a .osm.pbf file to a network format that GOSTnets will accept. \n",
-    "Additional modifications in this script include: clipping the roads to an input polygon (here, rek2.shp), and filtering the roads DataFrame by a list of accepted road types, as tagged in OSM (see accepted_road_types list). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import geopandas as gpd\n",
-    "import os"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# This is a Jupyter Notebook extension which reloads all of the modules whenever you run the code\n",
-    "# This is optional but good if you are modifying and testing source code\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2"
+    "# Step 1: Extract Road Network from OpenStreetMap (OSM)\n",
+    "This notebook will show you how to go from an .osm.pbf file to a GOSTnets-compatible network format. \n",
+    "In addition, this notebook will show you how to:\n",
+    "- Clip the roads to an input polygon (here we demonstrate with an ESRI Shapefile, rek2.shp)\n",
+    "- Filter the roads DataFrame by a list of accepted road types, as tagged in OSM (see the list `accepted_road_types` that we define in the code)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Import the GOSTnets library as gn."
+    "## Import Libraries\n",
+    "First, we import the necessary libraries.\n",
+    "In this notebook, we use the following libraries:\n",
+    "- `geopandas` to manipulate geospatial data (e.g. clipping the roads to a polygon)\n",
+    "- `os` to define the path to the .osm.pbf file\n",
+    "- `GOSTnets` to import the OSM data and to save the network in a GOSTnets-compatible format (.gpickle in this case)"
    ]
   },
   {
@@ -44,6 +29,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import geopandas as gpd\n",
+    "import os\n",
     "import GOSTnets as gn"
    ]
   },
@@ -67,7 +54,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Define filepaths."
+    "## Download data and set filepaths\n",
+    "We will use the `osm.pbf` file for the entire country of Iceland. You can download the file from [Geofabrik](https://download.geofabrik.de/europe/iceland.html), if you didn't download it from the GOSTnets repository \"tutorial_data\" folder.\n",
+    "Once you have downloaded the file, set the filepath to the .osm.pbf file, this can be a relative or absolute path.\n",
+    "We demonstrate construction of a relative file path using the `os.path` module to define a relative path to the \"tutorial_data\" folder."
    ]
   },
   {
@@ -90,14 +80,24 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "f"
+    "# check if the file exists, raise an exception if it does not\n",
+    "if os.path.isfile(f):\n",
+    "    print(\"File found.\")\n",
+    "else:\n",
+    "    raise Exception(\"File not found.\")\n",
+    "# print the file path\n",
+    "print(f)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "GOSTNets creates a special 'OSM_to_network' object. This object gets initialized with both a copy of the OSM file itself and the roads extracted from the OSM file in a GeoPandas DataFrame. This DataFrame is a property of the object called 'roads_raw' and is the starting point for our network."
+    "## Load the OSM data as a GOSTnets object\n",
+    "\n",
+    "GOSTNets can load OSM data as a special 'OSM_to_network' object.\n",
+    "This object gets initialized with both a copy of the OSM file itself and the roads extracted from the OSM file in a GeoPandas DataFrame. \n",
+    "This DataFrame is a property of the object called 'roads_raw' and is the starting point for our network."
    ]
   },
   {
@@ -106,6 +106,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# convert the .osm.pbf file to a GOSTnets object\n",
     "iceland = OSM_to_network(f)"
    ]
   },
@@ -115,6 +116,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# show the doc-string for the OSM_to_network object\n",
     "?iceland"
    ]
   },
@@ -124,6 +126,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# display the first 5 rows of the extracted dataframe of the roads network\n",
     "iceland.roads_raw.head()"
    ]
   },
@@ -133,7 +136,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# show the different highway types and counts\n",
+    "# show the different road types and counts\n",
     "iceland.roads_raw.infra_type.value_counts()"
    ]
   },
@@ -141,7 +144,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We define a list of the types of roads from the above that we consider acceptable for our road network"
+    "### Define the accepted road types list\n",
+    "\n",
+    "We define a list of the types of roads from the above that we consider acceptable for our road network.\n",
+    "This list is used to filter the roads DataFrame to only include the types specified."
    ]
   },
   {
@@ -171,7 +177,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We call the filterRoads method and pass it a list of acceptable road types"
+    "### Filter the roads DataFrame\n",
+    "\n",
+    "We call the `filterRoads` method and pass it a list of acceptable road types.\n",
+    "Then we can look at the infrastructure types in the filtered roads DataFrame (similar to what was done above), except now we have filtered the roads to only include the types we want."
    ]
   },
   {
@@ -196,6 +205,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Clip the roads to a polygon\n",
+    "\n",
     "Here, we import a shapefile for our area of interest. We want to make a map of Reykjavik, Iceland. We clip the extent of the country file to just the area around the capital (rek2.shp) below using standard GeoPandas functions:"
    ]
   },
@@ -205,6 +216,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# read the shapefile for the clip area\n",
     "clip_shp = gpd.read_file(os.path.join(pth, \"tutorial_data\", \"rek2.shp\"))\n",
     "clip_shp = clip_shp.to_crs(\"epsg:4326\")\n",
     "clip_shp_obj = clip_shp.geometry.iloc[0]"
@@ -216,7 +228,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# this is a geopandas dataframe\n",
+    "# visualize the clip area\n",
     "clip_shp.plot()"
    ]
   },
@@ -234,7 +246,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We check to see everything lines up by running intersect and counting the True / False returns. The count of the True values are the number of roads that intersect the AOI"
+    "### Check to ensure some roads intersect the AOI\n",
+    "\n",
+    "We check to see everything lines up by running intersect and counting the True / False returns.\n",
+    "The count of the True values are the number of roads that intersect the AOI"
    ]
   },
   {
@@ -251,7 +266,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Remove any roads that don't intersect the capital area, by modifying the roads_raw from the 'OSM_to_network' object "
+    "Next we remove any roads that don't intersect the capital area, by modifying the `roads_raw` DataFrame contained within the `OSM_to_network` object "
    ]
   },
   {
@@ -265,11 +280,25 @@
     "]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# reprint the intersects value counts (should only be True now)\n",
+    "iceland.roads_raw.geometry.intersects(clip_shp_obj).value_counts()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Having narrowed the DataFrame to the roads we are interested in, we generate the RoadsGPD object, which is stored as a property of the 'OSM_to_network' object. The RoadsGPD object is a GeoDataFrame that further processes the roads. This includes splitting the edges where intersections occur, adding unique edge IDs, and adding to/from columns to the GeoDataFrame."
+    "### Generate the RoadsGPD object\n",
+    "\n",
+    "Having narrowed the DataFrame to the roads we are interested in, we generate the `RoadsGPD` object, which is stored as a property of the `OSM_to_network` object.\n",
+    "The `RoadsGPD` object is a GeoDataFrame that further processes the roads.\n",
+    "This includes splitting the edges where intersections occur, adding unique edge IDs, and adding to/from columns to the GeoDataFrame."
    ]
   },
   {
@@ -278,6 +307,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# generate the roads GeoDataFrame, may take a few minutes\n",
     "iceland.generateRoadsGDF(verbose=False)"
    ]
   },
@@ -295,7 +325,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "With the initialReadIn() function, we transform this to a graph object"
+    "### Generate the GOSTnets graph object\n",
+    "\n",
+    "With the `initialReadIn()` method, we transform the roads GeoDataFrame into a graph object"
    ]
   },
   {
@@ -311,7 +343,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We save this graph object down to file using gn.save(). The save function produces three outputs: a node GeoDataFrame as a CSV, an edge GeoDataFrame as a CSV, and a graph object saved as a pickle."
+    "## Save the graph object to file\n",
+    "\n",
+    "We save this graph object down to file using `gn.save()`. The save function produces three outputs: a node GeoDataFrame as a CSV, an edge GeoDataFrame as a CSV, and a graph object saved as a pickle."
    ]
   },
   {
@@ -336,7 +370,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Move on to Step 2 to see how we clean up this rough network."
+    "Move on to [Step 2](Step_2-Clean_Network.ipynb) to see how we clean up this rough network."
    ]
   }
  ],

From 44194bfffcb9a825c46c7b5bd38efb66f81fabd9 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 17 Mar 2024 19:15:09 -0400
Subject: [PATCH 10/50] formatting step-2 tutorial

---
 Tutorials/README.md                  |  2 +-
 Tutorials/Step_2-Clean_Network.ipynb | 95 ++++++++++++++++++++++------
 2 files changed, 76 insertions(+), 21 deletions(-)

diff --git a/Tutorials/README.md b/Tutorials/README.md
index f137991..1316537 100644
--- a/Tutorials/README.md
+++ b/Tutorials/README.md
@@ -1,4 +1,4 @@
-# Tutorial
+# Tutorials README
 
 These notebooks are designed to introduce the methodology of GOSTNets to novice python users; in order to properly implement these, users should have a basic knowledge of
 
diff --git a/Tutorials/Step_2-Clean_Network.ipynb b/Tutorials/Step_2-Clean_Network.ipynb
index a7b7164..5f4111e 100644
--- a/Tutorials/Step_2-Clean_Network.ipynb
+++ b/Tutorials/Step_2-Clean_Network.ipynb
@@ -4,11 +4,37 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Step 2: Clean Network\n",
+    "# Step 2: Cleaning an OSM Road Network\n",
     "\n",
-    "This is a further post-processing function now found within the network_clean GOSTnets submodule. This function cleans the network by removing excessive nodes, and ensures all edges are bi-directional (except in the case of one-way roads).\n",
+    "This notebook contains further post-processing, also found within the `network_clean` GOSTnets submodule.\n",
+    "This function cleans the network by removing excessive nodes, and ensures all edges are bi-directional (except in the case of one-way roads).\n",
     "\n",
-    "WARNING: The Clean Network function is a computationally expensive function, so it may take a while to run. It outputs a pickled graph object, a dataframe of the edges, and a dataframe of the nodes. The expectation is that this will only have to be run once."
+    "__WARNING:__ The `network_clean` function is a computationally expensive function, so it may take a while to run.\n",
+    "It outputs a pickled graph object, a dataframe of the edges, and a dataframe of the nodes.\n",
+    "The expectation is that this function will only be run once."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Setup the Notebook\n",
+    "\n",
+    "First we need to import the necessary libraries and set the file paths."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import Libraries\n",
+    "\n",
+    "We will use the following libraries:\n",
+    "- `os` to set the file paths\n",
+    "- `time` to time the function\n",
+    "- `networkx` to work with the graph object\n",
+    "- `pickle` to load the graph object\n",
+    "- `GOSTnets` to use the `network_clean` function"
    ]
   },
   {
@@ -20,17 +46,19 @@
     "import os\n",
     "import time\n",
     "import networkx as nx\n",
-    "import pickle"
+    "import pickle\n",
+    "\n",
+    "# import the GOSTnets library\n",
+    "import GOSTnets as gn"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# import the GOSTnets library\n",
-    "import GOSTnets as gn"
+    "### Set File Paths\n",
+    "\n",
+    "We will set the file paths to read the output from the \"Step 1\" tutorial."
    ]
   },
   {
@@ -46,6 +74,15 @@
     "G = pickle.load(open(os.path.join(data_pth, \"iceland_unclean.pickle\"), \"rb\"))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Inspect and Clean the Network\n",
+    "\n",
+    "We will inspect the network and then clean it using the `network_clean` function."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -85,7 +122,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Set up some parameters for the CleanNetwork function"
+    "Now we set up some parameters for the CleanNetwork function"
    ]
   },
   {
@@ -96,15 +133,16 @@
    "source": [
     "Iceland_UTMZ = \"epsg:32627\"\n",
     "\n",
-    "WGS = \"epsg:4326\"  # do not adjust. OSM natively comes in ESPG 4326"
+    "WGS = \"epsg:4326\"  # do not adjust. OSM natively comes in ESPG 4326 (Web Mercator)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Run the CleanNetwork Function.  \n",
-    "Changing verbose to True will write the outputs in the specified wpath."
+    "### Run the `clean_network` Function\n",
+    "\n",
+    "Changing the keyword `verbose` to True will write the outputs in the specified wpath."
    ]
   },
   {
@@ -140,7 +178,7 @@
     "collapsed": true
    },
    "source": [
-    "The clean_network function helps snapping points that are very close to one another. However, it does not conduct any check on whether the network is fully connected."
+    "The `clean_network` function helps snapping points that are very close to one another. However, it does not conduct any check on whether the network is fully connected."
    ]
   },
   {
@@ -148,7 +186,10 @@
    "metadata": {},
    "source": [
     "## Optional step: Only use the largest sub-graph\n",
-    "Network analysis is often done on only connected graphs. Disconnected graphs can result in paths that cannot reach their destination. Also, you can evaluate how connected your network is and have the option of going back and making more edits."
+    "\n",
+    "Network analysis is often done on only connected graphs.\n",
+    "Disconnected graphs can result in paths that cannot reach their destination.\n",
+    "Also, you can evaluate how connected your network is and have the option of going back and making more edits."
    ]
   },
   {
@@ -229,7 +270,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Optional: Compare networks (original / clean-version / largest subgraph)"
+    "## Optional: Compare networks (original / clean-version / largest subgraph)"
    ]
   },
   {
@@ -245,7 +286,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import osmnx as ox"
+    "# import the OSMnx library and matplotlib library for visualizations\n",
+    "import osmnx as ox\n",
+    "import matplotlib.pyplot as plt"
    ]
   },
   {
@@ -259,7 +302,11 @@
     "G.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# original graph\n",
-    "ox.plot_graph(G, figsize=(10, 14), edge_linewidth=1, node_size=7)"
+    "fig, ax = plt.subplots(figsize=(10, 14))\n",
+    "ax.set_facecolor(\"k\")\n",
+    "ax.set_title(\"Iceland - Original Network\")\n",
+    "fig, ax = ox.plot_graph(G, ax=ax, edge_linewidth=1, node_size=7)\n",
+    "plt.show()"
    ]
   },
   {
@@ -272,7 +319,11 @@
     "G_clean.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# cleaned graph\n",
-    "ox.plot_graph(G_clean, figsize=(10, 14), edge_linewidth=1, node_size=7)"
+    "fig, ax = plt.subplots(figsize=(10, 14))\n",
+    "ax.set_facecolor(\"k\")\n",
+    "ax.set_title(\"Iceland - Cleaned Network\")\n",
+    "fig, ax = ox.plot_graph(G_clean, ax=ax, edge_linewidth=1, node_size=7)\n",
+    "plt.show()"
    ]
   },
   {
@@ -285,7 +336,11 @@
     "G_largest.graph[\"name\"] = \"Iceland\"\n",
     "\n",
     "# largest subgraph\n",
-    "ox.plot_graph(G_largest, figsize=(10, 14), edge_linewidth=1, node_size=7)"
+    "fig, ax = plt.subplots(figsize=(10, 14))\n",
+    "ax.set_facecolor(\"k\")\n",
+    "ax.set_title(\"Iceland - The Largest Subgraph\")\n",
+    "fig, ax = ox.plot_graph(G_largest, ax=ax, edge_linewidth=1, node_size=7)\n",
+    "plt.show()"
    ]
   }
  ],

From 0b8add4afdae9c84784d46a1c0733caf4e0e53e4 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 17 Mar 2024 19:33:06 -0400
Subject: [PATCH 11/50] formatting for step-3 notebook

---
 Tutorials/Step_3-Using_your_Graph.ipynb | 104 +++++++++++++++---------
 1 file changed, 67 insertions(+), 37 deletions(-)

diff --git a/Tutorials/Step_3-Using_your_Graph.ipynb b/Tutorials/Step_3-Using_your_Graph.ipynb
index 408a9d2..e23a323 100644
--- a/Tutorials/Step_3-Using_your_Graph.ipynb
+++ b/Tutorials/Step_3-Using_your_Graph.ipynb
@@ -4,34 +4,35 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Step 3: Using your Graph\n",
+    "# Step 3: Using your Graph to Calculate Travel Times Along the Network\n",
     "\n",
-    "In step 3 of this tutorial, we use our cleaned graph to create an Origin-Destination matrix (OD). Our setting remains Reykjavik, Iceland, as we look at travel times along the network to churches."
+    "In step 3 of this tutorial, we use our cleaned graph to create an Origin-Destination matrix (OD).\n",
+    "Our setting remains Reykjavik, Iceland, as we look at travel times along the network to churches."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# This is a Jupyter Notebook extension which reloads all of the modules whenever you run the code\n",
-    "# This is optional but good if you are modifying and testing source code\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2"
+    "## Import Libraries and Load the Graph\n",
+    "\n",
+    "We start by importing the necessary libraries and loading the graph we created in step 2."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "import os\n",
-    "import networkx as nx\n",
-    "import geopandas as gpd\n",
-    "import pandas as pd\n",
-    "import pickle as pkl"
+    "### Import Libraries\n",
+    "\n",
+    "We start by importing the necessary libraries:\n",
+    "- `os` to set the working directory\n",
+    "- `networkx` to work with the graph\n",
+    "- `geopandas` to work with the geospatial data\n",
+    "- `pandas` to work with the data\n",
+    "- `pickle` to load the graph\n",
+    "- `shapely` to work with the geometry\n",
+    "- `GOSTnets` to apply custom functions to the network"
    ]
   },
   {
@@ -40,24 +41,24 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import os\n",
+    "import networkx as nx\n",
+    "import geopandas as gpd\n",
+    "import pandas as pd\n",
+    "import pickle as pkl\n",
+    "from shapely.geometry import Point\n",
+    "\n",
     "# import GOSTnet library\n",
     "import GOSTnets as gn"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from shapely.geometry import Point"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "First, we read in the graph from the result of the cleaning process (Step 2)"
+    "### Read in the Graph\n",
+    "\n",
+    "We set the path and read in the graph from the result of the cleaning process (Step 2)"
    ]
   },
   {
@@ -72,6 +73,13 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate Travel Times For Each Edge of the Graph"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -94,9 +102,11 @@
    "source": [
     "We want to convert length to time, so that we can conduct analysis on how long it takes to reach certain destinations.  \n",
     "\n",
-    "We do this using the convert_network_to_time function. We have used a factor of 1000, because the function is expecting meters, so we need to convert the units of kilometers to meters.   \n",
+    "We do this using the `convert_network_to_time` function.\n",
+    "We have used a factor of 1000, because the function is expecting meters, so we need to convert the units of kilometers to meters.   \n",
     "\n",
-    "The convert_network_to_time function uses a default speed dictionary that assigns speed limits to OSM highway types. However, it is possible to specify your own speed dictionary."
+    "The `convert_network_to_time` function uses a default speed dictionary that assigns speed limits to OSM highway types.\n",
+    "However, it is possible to specify your own speed dictionary."
    ]
   },
   {
@@ -130,7 +140,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To do this for just one journey, we could call nx.shortest_path_length on any given origin or destination node. Let's list 10 of our nodes using this networkX function:"
+    "To do this for just one journey, we could call `nx.shortest_path_length` on any given origin or destination node.\n",
+    "Let's list 10 of our nodes using this networkX function:"
    ]
   },
   {
@@ -142,6 +153,13 @@
     "list(G_time.nodes)[:10]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we will calculate the travel time between the first and tenth node in the list."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -157,6 +175,13 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate Travel Times to Churches"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -180,7 +205,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, We set a variable poly equal to just the geometry"
+    "Next, we set a variable poly equal to just the geometry"
    ]
   },
   {
@@ -212,7 +237,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "With this in hand, we can read in a shapefile of destinations - here, the churches in Iceland. We use Shapely's 'within' command to select just those in the Reykjavik area:"
+    "With this in hand, we can read in a shapefile of destinations - here, the churches in Iceland.\n",
+    "We use Shapely's 'within' command to select just those in the Reykjavik area:"
    ]
   },
   {
@@ -229,7 +255,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In order to perform network analysis we want to know the closest network node to each church. For this, we use the pandana snap function to snap the church locations to the road network:"
+    "In order to perform network analysis we want to know the closest network node to each church.\n",
+    "For this, we use the GOSTnets `pandana_snap` function to snap the church locations to the road network:"
    ]
   },
   {
@@ -335,7 +362,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We would like to make an OD matrix where the origin is the cottage we are renting in the city, and the destinations are the churches in Reykjavik. This will help us work out how many churches we can see today!. First, we need to create the origin. It has coordinates: 64.152215, -22.002099 (Lat,Lon), so I make a point of this:"
+    "We would like to make an OD matrix where the origin is the cottage we are renting in the city, and the destinations are the churches in Reykjavik.\n",
+    "This will help us work out how many churches we can see today!\n",
+    "First, we need to create the origin, it has coordinates: 64.152215, -22.002099 (Lat,Lon), so we make a `shapely.geometry.Point`:"
    ]
   },
   {
@@ -352,7 +381,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, I load it into a geodataframe and snap it to the network:"
+    "Next, we load it into a GeoDataFrame and snap it to the network:"
    ]
   },
   {
@@ -409,7 +438,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now, We can calculate the OD matrix using the GOSTNets calculate_OD function. Bear in mind it takes list objects as inputs:"
+    "Now, we can calculate the OD matrix using the GOSTNets `calculate_OD` function.\n",
+    "Bear in mind it takes list objects as inputs:"
    ]
   },
   {
@@ -478,7 +508,7 @@
    "source": [
     "It appears nearly all of the churches less than twenty minutes away.\n",
     "\n",
-    "Now that you are up to speed on the basics, check out some of the example notebooks in the GOSTNets_PublicGoods 'Implementations' folder."
+    "Now you are up to speed on the basics!"
    ]
   }
  ],

From baa775d7792eb677ae5398db8e3de02fc273b450 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 17 Mar 2024 19:46:19 -0400
Subject: [PATCH 12/50] update example_finding notebook

---
 .../EXAMPLE_Finding_links_between_pairs.ipynb | 87 ++++++++++++++++---
 Tutorials/README.md                           |  2 +-
 2 files changed, 74 insertions(+), 15 deletions(-)

diff --git a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
index 35531ca..868727f 100644
--- a/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
+++ b/Tutorials/EXAMPLE_Finding_links_between_pairs.ipynb
@@ -9,6 +9,32 @@
     "For most network analysis we do not consider actual geographic connections - this notebook focuses on how to calculate those direct connections between points and collect the geospatial information"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import Libraries and Define Input Data\n",
+    "\n",
+    "First we'll import the necessary libraries and define the input data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Libraries\n",
+    "\n",
+    "We'll use the following libraries:\n",
+    "\n",
+    "- `os` for setting the working directory\n",
+    "- `pickle` to load the data\n",
+    "- `networkx` to calculate travel times through the graph\n",
+    "- `geopandas` to work with the geospatial data\n",
+    "- `pandas` to work with the data\n",
+    "- `shapely.geometry` to work with the geometry of the data\n",
+    "- `GOSTnets` to apply custom functions to the network"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -21,17 +47,20 @@
     "import geopandas as gpd\n",
     "import pandas as pd\n",
     "\n",
-    "from shapely.geometry import MultiLineString"
+    "from shapely.geometry import MultiLineString\n",
+    "\n",
+    "# import the GOSTnet library\n",
+    "import GOSTnets as gn"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# import the GOSTnet library\n",
-    "import GOSTnets as gn"
+    "### Load Input Data\n",
+    "\n",
+    "We define the path to the Iceland network tutorial data, and load the network graph information.\n",
+    "Then we load the origins and destination data, so that we're ready to calculate travel times between the points."
    ]
   },
   {
@@ -59,6 +88,16 @@
     "in_churches = in_churches.to_crs(rek_grid.crs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate Shortest Paths Between Loaded Origins and Destinations\n",
+    "\n",
+    "We'll calculate the shortest paths between the loaded origins and destinations.\n",
+    "To do this we first need to snap the origins and destinations to the network, only then can we calculate the shortest paths between them."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -112,7 +151,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Calculate line strings connecting all origins to all destinations"
+    "## Calculate line strings connecting all origins to all destinations\n",
+    "\n",
+    "We'll calculate the line strings connecting all origins to all destinations.\n",
+    "For the sake of the example, we'll only calculate the line strings between the first 10 origins and the first 10 destinations."
    ]
   },
   {
@@ -127,6 +169,13 @@
     "destinations = destinations[:10]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Practically we perform this calculation by looping through all origins and destinations and calculating the line string between them."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -155,6 +204,16 @@
     "        all_res.append([org, dest, MultiLineString(all_edges)])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Write the data to a file\n",
+    "\n",
+    "Finally, we'll write the data to a file.\n",
+    "First we write all connection data to a CSV file."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -166,6 +225,13 @@
     "all_results.to_csv(os.path.join(pth, \"tutorial_outputs\", \"all_OD_links.csv\"))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Then we write the connections information out to a CSV file."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -191,13 +257,6 @@
     "    os.path.join(pth, \"tutorial_outputs\", \"OD_links_usage.csv\")\n",
     ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Tutorials/README.md b/Tutorials/README.md
index 1316537..ca64b90 100644
--- a/Tutorials/README.md
+++ b/Tutorials/README.md
@@ -1,6 +1,6 @@
 # Tutorials README
 
-These notebooks are designed to introduce the methodology of GOSTNets to novice python users; in order to properly implement these, users should have a basic knowledge of
+These notebooks are designed to introduce the methodology of GOSTNets to novice Python users; in order to properly implement these, users should have a basic knowledge of
 
 - Python
 - Jupyter notebooks

From 8c15ce3ac02608312c00e913a5e97fae6d0d9901 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 17 Mar 2024 20:03:44 -0400
Subject: [PATCH 13/50] fix doc-strings ex-fixing

---
 .../EXAMPLE_Fixing_your_road_network.ipynb    | 75 +++++++++++++++++--
 1 file changed, 68 insertions(+), 7 deletions(-)

diff --git a/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb b/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
index a7993a4..f046c38 100644
--- a/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
+++ b/Tutorials/EXAMPLE_Fixing_your_road_network.ipynb
@@ -6,9 +6,36 @@
    "source": [
     "# Fixing your road network graph\n",
     "\n",
+    "*Note: This notebook includes processes covered in the [Step 2](Step_2-Clean_Network.ipynb) Tutorial Notebook.*\n",
+    "\n",
     "The following notebook showcases some common practices to inspect the quality of your road-network graph, and possibilities to improve it."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import Libraries and Load Data\n",
+    "\n",
+    "We will start by importing the necessary libraries and loading the data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import Libraries\n",
+    "\n",
+    "We will use the following libraries:\n",
+    "\n",
+    "- `os` to set the working directory and handle file paths\n",
+    "- `networkx` to handle the graph data structure\n",
+    "- `osmnx` to plot the network graph\n",
+    "- `pickle` to load the network data\n",
+    "- `matplotlib` to help plot and format the graph\n",
+    "- `GOSTnets` to access custom GOSTnets functionality"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -18,17 +45,20 @@
     "import os\n",
     "import networkx as nx\n",
     "import osmnx as ox\n",
-    "import pickle as pkl"
+    "import pickle as pkl\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# import the GOSTnets library\n",
+    "import GOSTnets as gn"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# import the GOSTnets library\n",
-    "import GOSTnets as gn"
+    "### Load Data\n",
+    "\n",
+    "Define the path to the tutorial data and then load the network."
    ]
   },
   {
@@ -44,6 +74,24 @@
     "G = pkl.load(open(os.path.join(data_pth, \"iceland_network_clean.pickle\"), \"rb\"))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graph processing\n",
+    "\n",
+    "In this notebook the first processing step we take is to load the largest subgraph."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Identify the largest subgraph\n",
+    "\n",
+    "We will start by identifying the largest subgraph in the network."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -75,6 +123,15 @@
     "print(G_largest)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plot the largest subgraph\n",
+    "\n",
+    "We will then plot the largest subgraph to visualize the network."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -85,8 +142,12 @@
     "G_largest.graph[\"crs\"] = \"epsg:32646\"\n",
     "G_largest.graph[\"name\"] = \"Iceland\"\n",
     "\n",
+    "fig, ax = plt.subplots(figsize=(10, 14))\n",
+    "ax.set_facecolor(\"k\")\n",
+    "ax.set_title(\"Iceland - The Largest Network\")\n",
     "# largest connected subgraph\n",
-    "ox.plot_graph(G_largest, figsize=(10, 14), edge_linewidth=1, node_size=7)"
+    "fig, ax = ox.plot_graph(G_largest, ax=ax, edge_linewidth=1, node_size=7)\n",
+    "plt.show()"
    ]
   },
   {

From 65ca02fc9895f4499e8eda21039c1378aa3b412c Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 17 Mar 2024 20:17:56 -0400
Subject: [PATCH 14/50] update ex gravity notebook

---
 Tutorials/EXAMPLE_Gravity_Calculations.ipynb | 80 ++++++++++++++------
 1 file changed, 57 insertions(+), 23 deletions(-)

diff --git a/Tutorials/EXAMPLE_Gravity_Calculations.ipynb b/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
index ff09ee1..eb4ddb9 100644
--- a/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
+++ b/Tutorials/EXAMPLE_Gravity_Calculations.ipynb
@@ -1,5 +1,39 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Example Network Gravity Calculations\n",
+    "\n",
+    "This notebook demonstrates how to calculate network gravity using the gravity model.\n",
+    "The gravity model is a simple model that estimates the flow of people, goods, or information between two locations.\n",
+    "The model is based on the idea that the flow between two locations is proportional to the product of their masses and inversely proportional to the distance between them."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import Libraries and Load Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Import Libraries\n",
+    "\n",
+    "We import the following libraries:\n",
+    "\n",
+    "- `os` to define paths\n",
+    "- `rasterio` to read raster files\n",
+    "- `geopandas` to read vector files\n",
+    "- `pandas` to manipulate data\n",
+    "- `pickle` to load the network data\n",
+    "- `GOSTnets` to access custom GOST functions"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -11,17 +45,19 @@
     "\n",
     "import geopandas as gpd\n",
     "import pandas as pd\n",
-    "import pickle as pkl"
+    "import pickle as pkl\n",
+    "\n",
+    "# import the GOSTnets library\n",
+    "import GOSTnets as gn"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# import the GOSTnets library\n",
-    "import GOSTnets as gn"
+    "### Load Data\n",
+    "\n",
+    "Define the path information and load the data."
    ]
   },
   {
@@ -52,7 +88,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Gravity calculations\n",
+    "## Gravity calculations\n",
     "\n",
     "When we discuss gravity calculations, we are combining two measures to identify the attractiveness between pairs of locations\n",
     "1. Travel time between origins and destinations\n",
@@ -88,9 +124,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Check out data\n",
+    "## Read the data and calculate origin-destination table\n",
     "\n",
-    "#### open QGIS and check out rek_grid and the churches file"
+    "We will use the GOSTnets library to calculate the origin-destination table.\n",
+    "This table will be used to calculate the gravity model."
    ]
   },
   {
@@ -139,6 +176,15 @@
     "OD = gn.calculate_OD(G_time, origins, destinations, fail_value=9999999)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Calculate the origin-destination table and gravity\n",
+    "\n",
+    "We will calculate the origin-destination table and gravity using the GOSTnets library."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -182,11 +228,6 @@
     "gravity[\"NN\"] = origins"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -202,17 +243,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Check out data\n",
+    "### Examine the data\n",
     "\n",
-    "#### open QGIS and check out rek_grid and the churches file"
+    "You can explore and examine the data by opening it up and loading it in QGIS."
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From fb63f4111ac3e3f8c406fc1b30b7f46a84febc9e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 24 Mar 2024 10:27:02 -0400
Subject: [PATCH 15/50] start testing

---
 .github/workflows/build.yml    |  2 +-
 .github/workflows/test.yml     | 26 ++++++++++++++++++++++++++
 pyproject.toml                 |  2 +-
 tests/test_calculate_od_raw.py | 34 ++++++++++++++++++++++++++++++++++
 4 files changed, 62 insertions(+), 2 deletions(-)
 create mode 100644 .github/workflows/test.yml
 create mode 100644 tests/test_calculate_od_raw.py

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2d0c439..424f70a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ["3.8"]
+        python-version: ["3.8", "3.9", "3.10"]
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..31b3cce
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,26 @@
+name: tests
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  build:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [ubuntu-latest, windows-latest, macos-latest]
+        python-version: ["3.8", "3.9", "3.10"]
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          pip install .[dev]
+      - name: Test with pytest via coverage
+        run: |
+          coverage run -m pytest
+          coverage report -m
diff --git a/pyproject.toml b/pyproject.toml
index 626a187..e16d357 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
 ]
 
 [project.optional-dependencies]
-dev = ["pre-commit", "pytest", "pytest-cov", "tomli", "GOStnets[docs,osm,opt]"]
+dev = ["pre-commit", "pytest", "pytest-cov", "tomli", "coverage[toml]", "GOStnets[docs,osm,opt]"]
 docs = [
 	"docutils==0.17.1",
 	"jupyter-book>=1,<2",
diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
new file mode 100644
index 0000000..6657cb7
--- /dev/null
+++ b/tests/test_calculate_od_raw.py
@@ -0,0 +1,34 @@
+from GOSTnets import calculate_od_raw
+from unittest.mock import MagicMock
+
+
+def test_calculateOD_csv(tmp_path):
+    """Test the calculateOD_csv function."""
+    # Define inputs
+    G = None
+    # make test csv files
+    originCSV = tmp_path / "otest_points.csv"
+    originCSV.write_text("Lat,Lon\n0,0\n1,1\n2,2\n3,3\n4,4\n5,5\n6,6\n7,7\n8,8\n9,9\n")
+    destinationCSV = tmp_path / "dtest_points.csv"
+    destinationCSV.write_text(
+        "Lat,Lon\n0,0\n1,1\n2,2\n3,3\n4,4\n5,5\n6,6\n7,7\n8,8\n9,9\n"
+    )
+    fail_value = 999999
+    weight = "length"
+    calculate_snap = True
+    # mock the calculateOD_gdf function
+    calculate_od_raw.calculateOD_gdf = MagicMock(return_value=1)
+
+    # Run the function
+    result = calculate_od_raw.calculateOD_csv(
+        G,
+        originCSV,
+        destinationCSV=destinationCSV,
+        fail_value=fail_value,
+        weight=weight,
+        calculate_snap=calculate_snap,
+    )
+
+    # Check the result
+    assert result == 1
+    assert calculate_od_raw.calculateOD_gdf.call_count == 1

From ce945bbc5c0e2299e9c1f158d9bcbbe878375b85 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Mon, 25 Mar 2024 21:28:41 -0400
Subject: [PATCH 16/50] placeholder tests

---
 tests/test_calculate_od_raw.py |  11 ++
 tests/test_conversion_utils.py |   6 +
 tests/test_core.py             | 226 +++++++++++++++++++++++++++++++++
 tests/test_fetch_od.py         |  16 +++
 tests/test_fetch_pois.py       |  25 ++++
 tests/test_load_osm.py         |  33 +++++
 tests/test_network_clean.py    |   6 +
 tests/test_optimization.py     |  21 +++
 tests/test_osm_parser.py       |  41 ++++++
 9 files changed, 385 insertions(+)
 create mode 100644 tests/test_conversion_utils.py
 create mode 100644 tests/test_core.py
 create mode 100644 tests/test_fetch_od.py
 create mode 100644 tests/test_fetch_pois.py
 create mode 100644 tests/test_load_osm.py
 create mode 100644 tests/test_network_clean.py
 create mode 100644 tests/test_optimization.py
 create mode 100644 tests/test_osm_parser.py

diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
index 6657cb7..80cd845 100644
--- a/tests/test_calculate_od_raw.py
+++ b/tests/test_calculate_od_raw.py
@@ -1,7 +1,13 @@
+import pytest  # noqa: F401
 from GOSTnets import calculate_od_raw
 from unittest.mock import MagicMock
 
 
+def test_calculateOD_gdf(tmp_path):
+    """Test the calculateOD_gdf function."""
+    pass
+
+
 def test_calculateOD_csv(tmp_path):
     """Test the calculateOD_csv function."""
     # Define inputs
@@ -32,3 +38,8 @@ def test_calculateOD_csv(tmp_path):
     # Check the result
     assert result == 1
     assert calculate_od_raw.calculateOD_gdf.call_count == 1
+
+
+def test_calculate_gravity():
+    """Test the calculate_gravity function."""
+    pass
diff --git a/tests/test_conversion_utils.py b/tests/test_conversion_utils.py
new file mode 100644
index 0000000..ad3608c
--- /dev/null
+++ b/tests/test_conversion_utils.py
@@ -0,0 +1,6 @@
+import pytest  # noqa: F401
+
+
+def test_rasterize_od_results():
+    """Test the rasterize_od_results function."""
+    pass
diff --git a/tests/test_core.py b/tests/test_core.py
new file mode 100644
index 0000000..05eb4e3
--- /dev/null
+++ b/tests/test_core.py
@@ -0,0 +1,226 @@
+import pytest  # noqa: F401
+
+
+def test_combo_csv_to_graph():
+    """Test the combo_csv_to_graph function."""
+    pass
+
+
+def test_edges_and_nodes_gdf_to_graph():
+    """Test the edges_and_nodes_gdf_to_graph function."""
+    pass
+
+
+def test_edges_and_nodes_csv_to_graph():
+    """Test the edges_and_nodes_csv_to_graph function."""
+    pass
+
+
+def test_node_gdf_from_graph():
+    """Test the node_gdf_from_graph function."""
+    pass
+
+
+def test_edge_gdf_from_graph():
+    """Test the edge_gdf_from_graph function."""
+    pass
+
+
+def test_graph_nodes_intersecting_polgyon():
+    """Test the graph_nodes_intersecting_polgyon function."""
+    pass
+
+
+def test_graph_edges_intersecting_polgyon():
+    """Test the graph_edges_intersecting_polgyon function."""
+    pass
+
+
+def test_sample_raster():
+    """Test the sample_raster function."""
+    pass
+
+
+def test_generate_isochrones():
+    """Test the generate_isochrones function."""
+    pass
+
+
+def test_make_iso_polys():
+    """Test the make_iso_polys function."""
+    pass
+
+
+def test_make_iso_polys_original():
+    """Test the make_iso_polys_original function."""
+    pass
+
+
+def test_find_hwy_distances_by_class():
+    """Test the find_hwy_distances_by_class function."""
+    pass
+
+
+def test_find_graph_avg_speed():
+    """Test the find_graph_avg_speed function."""
+    pass
+
+
+def test_example_edge():
+    """Test the ExampleEdge class."""
+    pass
+
+
+def test_example_node():
+    """Test the ExampleNode class."""
+    pass
+
+
+def test_convert_network_to_time():
+    """Test the convert_network_to_time function."""
+    pass
+
+
+def test_assign_traffic_times():
+    """Test the assign_traffic_times function."""
+    pass
+
+
+def test_calculate_OD():
+    """Test the calculate_OD function."""
+    pass
+
+
+def test_disrupt_network():
+    """Test the disrupt_network function."""
+    pass
+
+
+def test_randomly_disrupt_network():
+    """Test the randomly_disrupt_network function."""
+    pass
+
+
+def test_gravity_demand():
+    """Test the gravity_demand function."""
+    pass
+
+
+def test_unbundle_geometry():
+    """Test the unbundle_geometry function."""
+    pass
+
+
+def test_save():
+    """Test the save function."""
+    pass
+
+
+def test_add_missing_reflected_edges():
+    """Test the add_missing_reflected_edges function."""
+    pass
+
+
+def test_add_missing_reflected_edges_old():
+    """Test the add_missing_reflected_edges_old function."""
+    pass
+
+
+def test_remove_duplicate_edges():
+    """Test the remove_duplicate_edges function."""
+    pass
+
+
+def test_convert_to_MultiDiGraph():
+    """Test the convert_to_MultiDiGraph function."""
+    pass
+
+
+def test_simplify_junctions():
+    """Test the simplify_junctions function."""
+    pass
+
+
+def test_custom_simplify():
+    """Test the custom_simplify function."""
+    pass
+
+
+def test_salt_long_lines():
+    """Test the salt_long_lines function."""
+    pass
+
+
+def test_pandana_snap():
+    """Test the pandana_snap function."""
+    pass
+
+
+def test_pandana_snap_c():
+    """Test the pandana_snap_c function."""
+    pass
+
+
+def test_pandana_snap_to_many():
+    """Test the pandana_snap_to_many function."""
+    pass
+
+
+def test_pandana_snap_single_point():
+    """Test the pandana_snap_single_point function."""
+    pass
+
+
+def test_pandana_snap_points():
+    """Test the pandana_snap_points function."""
+    pass
+
+
+def test_join_networks():
+    """Test the join_networks function."""
+    pass
+
+
+def test_clip():
+    """Test the clip function."""
+    pass
+
+
+def test_new_edge_generator():
+    """Test the new_edge_generator function."""
+    pass
+
+
+def test_project_gdf():
+    """Test the project_gdf function."""
+    pass
+
+
+def test_gn_project_graph():
+    """Test the gn_project_graph function."""
+    pass
+
+
+def test_reproject_graph():
+    """Test the reproject_graph function."""
+    pass
+
+
+def test_euclidean_distance():
+    """Test the euclidean_distance function."""
+    pass
+
+
+def test_utm_of_graph():
+    """Test the utm_of_graph function."""
+    pass
+
+
+def test_advanced_snap():
+    """Test the advanced_snap function."""
+    pass
+
+
+def test_add_intersection_delay():
+    """Test the add_intersection_delay function."""
+    pass
diff --git a/tests/test_fetch_od.py b/tests/test_fetch_od.py
new file mode 100644
index 0000000..6dce336
--- /dev/null
+++ b/tests/test_fetch_od.py
@@ -0,0 +1,16 @@
+import pytest  # noqa: F401
+
+
+def test_CreateODMatrix():
+    """Test the CreateODMatrix function."""
+    pass
+
+
+def test_MarketAccess():
+    """Test the MarketAccess function."""
+    pass
+
+
+def test_ReadMe():
+    """Test the ReadMe function."""
+    pass
diff --git a/tests/test_fetch_pois.py b/tests/test_fetch_pois.py
new file mode 100644
index 0000000..708526f
--- /dev/null
+++ b/tests/test_fetch_pois.py
@@ -0,0 +1,25 @@
+import pytest  # noqa: F401
+
+
+class TestOsmObjects:
+    """Test the OsmObjects class."""
+
+    def test_RelationtoPoint(self):
+        """Test the RelationtoPoint function."""
+        pass
+
+    def test_GenerateOSMPOIs(self):
+        """Test the GenerateOSMPOIs function."""
+        pass
+
+    def test_RemoveDupes(self):
+        """Test the RemoveDupes function."""
+        pass
+
+    def test_prepForMA(self):
+        """Test the prepForMA function."""
+        pass
+
+    def test_Save(self):
+        """Test the Save function."""
+        pass
diff --git a/tests/test_load_osm.py b/tests/test_load_osm.py
new file mode 100644
index 0000000..750cb3f
--- /dev/null
+++ b/tests/test_load_osm.py
@@ -0,0 +1,33 @@
+import pytest  # noqa: F401
+
+
+class TestOSM_to_network:
+    """Test the OSM_to_network class."""
+
+    def test_generateRoadsGDF(self):
+        """Test the generateRoadsGDF function."""
+        pass
+
+    def test_filterRoads(self):
+        """Test the filterRoads function."""
+        pass
+
+    def test_fetch_roads(self):
+        """Test the fetch_roads function."""
+        pass
+
+    def test_fetch_roads_and_ferries(self):
+        """Test the fetch_roads_and_ferries function."""
+        pass
+
+    def test_line_length(self):
+        """Test the line_length function."""
+        pass
+
+    def test_get_all_intersections(self):
+        """Test the get_all_intersections function."""
+        pass
+
+    def test_initialReadIn(self):
+        """Test the initialReadIn function."""
+        pass
diff --git a/tests/test_network_clean.py b/tests/test_network_clean.py
new file mode 100644
index 0000000..a713f24
--- /dev/null
+++ b/tests/test_network_clean.py
@@ -0,0 +1,6 @@
+import pytest  # noqa: F401
+
+
+def test_clean_network():
+    """Test the clean_network function."""
+    pass
diff --git a/tests/test_optimization.py b/tests/test_optimization.py
new file mode 100644
index 0000000..9e539a7
--- /dev/null
+++ b/tests/test_optimization.py
@@ -0,0 +1,21 @@
+import pytest  # noqa: F401
+
+
+def test_optimize_facility_locations():
+    """Test the optimize_facility_locations function."""
+    pass
+
+
+def test_optimize_set_coverage():
+    """Test the optimize_set_covering function."""
+    pass
+
+
+def test_optimize_partial_set_coverage():
+    """Test the optimize_partial_set_covering function."""
+    pass
+
+
+def test_optimize_max_coverage():
+    """Test the optimize_max_coverage function."""
+    pass
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
new file mode 100644
index 0000000..02837f3
--- /dev/null
+++ b/tests/test_osm_parser.py
@@ -0,0 +1,41 @@
+import pytest  # noqa: F401
+
+
+def test_haversine():
+    """Test the haversine function."""
+    pass
+
+
+def test_download_osm():
+    """Test the download_osm function."""
+    pass
+
+
+def test_read_osm():
+    """Test the read_osm function."""
+    pass
+
+
+def test_node():
+    """Test the Node class."""
+    pass
+
+
+def test_way():
+    """Test the Way class."""
+    pass
+
+
+def test_osm():
+    """Test the OSM class."""
+    pass
+
+
+def test_fetch_roads_OSM():
+    """Test the fetch_roads_OSM function."""
+    pass
+
+
+def test_line_length():
+    """Test the line_length function."""
+    pass

From d929bbdb42dc1b4360bcb6e576480bfb083c226e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Tue, 26 Mar 2024 21:52:29 -0400
Subject: [PATCH 17/50] add tests

---
 pyproject.toml                   |  9 +++++++
 src/GOSTnets/calculate_od_raw.py |  2 +-
 src/GOSTnets/conversion_utils.py |  2 ++
 tests/test_calculate_od_raw.py   | 46 +++++++++++++++++++++++++++++++-
 tests/test_conversion_utils.py   | 21 +++++++++++++--
 5 files changed, 76 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e16d357..582ed10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -66,3 +66,12 @@ convention = "numpy"
 
 [tool.ruff]
 exclude = ["__init__.py"]
+
+[tool.coverage.run]
+omit = [
+	"tests/*",
+	"docs/*",
+	"Tutorials/*",
+	"src/GOSTnets/_version.py",
+	"src/GOSTnets/__init__.py",
+]
diff --git a/src/GOSTnets/calculate_od_raw.py b/src/GOSTnets/calculate_od_raw.py
index 66dc7c9..fec64d9 100644
--- a/src/GOSTnets/calculate_od_raw.py
+++ b/src/GOSTnets/calculate_od_raw.py
@@ -51,7 +51,7 @@ def calculateOD_gdf(
     destinations["OD_D"] = destinations["NN"].apply(
         lambda x: np.where(dNodes == x)[0][0]
     )
-    outputMatrix = od[origins["OD_O"].values, :][:, destinations["OD_D"].values]
+    outputMatrix = od[origins["OD_O"].values][destinations["OD_D"].values]
     if calculate_snap:
         originsUTM = pandana_snap(G, origins, target_crs="epsg:3857")
         destinationsUTM = pandana_snap(G, destinations, target_crs="epsg:3857")
diff --git a/src/GOSTnets/conversion_utils.py b/src/GOSTnets/conversion_utils.py
index c77029f..1907074 100644
--- a/src/GOSTnets/conversion_utils.py
+++ b/src/GOSTnets/conversion_utils.py
@@ -20,6 +20,8 @@ def rasterize_od_results(inD, outFile, field, template=None):
         path to save output raster
     field : string
         field to rasterize
+    template : string, optional
+        path to raster template file, by default None
 
     Returns
     -------
diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
index 80cd845..f422b2f 100644
--- a/tests/test_calculate_od_raw.py
+++ b/tests/test_calculate_od_raw.py
@@ -1,11 +1,55 @@
 import pytest  # noqa: F401
 from GOSTnets import calculate_od_raw
+from unittest import mock
 from unittest.mock import MagicMock
+import networkx as nx
+import geopandas as gpd
+from shapely.geometry import Point
+import numpy as np
 
 
+def mocked_pandana_snap(G, point_gdf):
+    """Mock the pandana_snap function."""
+    gdf = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)], "NN": [0, 1], "NN_dist": [0, 1]},
+        crs="epsg:4326",
+    )
+    return gdf
+
+
+def mocked_calc_od(G, oNodes, dNodes, fail_value):
+    """Mock the calc_od function."""
+    return np.array([[0, 1], [1, 0]])
+
+
+@mock.patch("GOSTnets.calculate_od_raw.pandana_snap", mocked_pandana_snap)
+@mock.patch("GOSTnets.calculate_od_raw.calc_od", mocked_calc_od)
 def test_calculateOD_gdf(tmp_path):
     """Test the calculateOD_gdf function."""
-    pass
+    # generate inputs for the function
+    G = nx.Graph(
+        x=0,
+        y=0,
+    )
+    origins = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:4326"
+    )
+    destinations = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:4326"
+    )
+    calculate_snap = False
+    wgs84 = "epsg:4326"
+    # Run the function
+    result = calculate_od_raw.calculateOD_gdf(
+        G,
+        origins,
+        destinations,
+        calculate_snap=calculate_snap,
+        wgs84=wgs84,
+    )
+    # Check the result
+    assert result.shape == (2, 2)
+    # add more assertions here...
 
 
 def test_calculateOD_csv(tmp_path):
diff --git a/tests/test_conversion_utils.py b/tests/test_conversion_utils.py
index ad3608c..11892ea 100644
--- a/tests/test_conversion_utils.py
+++ b/tests/test_conversion_utils.py
@@ -1,6 +1,23 @@
 import pytest  # noqa: F401
+from GOSTnets.conversion_utils import rasterize_od_results
+import geopandas as gpd
+from shapely.geometry import Point
 
 
-def test_rasterize_od_results():
+def test_rasterize_od_results(tmp_path):
     """Test the rasterize_od_results function."""
-    pass
+    # make input geopandas dataframe
+    gdf = gpd.GeoDataFrame(
+        {
+            "field1": [1, 2, 3],
+            "geometry": [
+                Point(0, 0),
+                Point(0, 1),
+                Point(1, 1),
+            ],
+        }
+    )
+    # call the function
+    rasterize_od_results(gdf, tmp_path / "output.tif", "field1")
+    # check that the output file was created
+    assert (tmp_path / "output.tif").exists()

From 0b2aa66173e0295d70eb8ef2317add72dceba8ff Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Tue, 26 Mar 2024 21:55:34 -0400
Subject: [PATCH 18/50] one more test, coverage to 9%

---
 tests/test_calculate_od_raw.py | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
index f422b2f..f467101 100644
--- a/tests/test_calculate_od_raw.py
+++ b/tests/test_calculate_od_raw.py
@@ -6,6 +6,7 @@
 import geopandas as gpd
 from shapely.geometry import Point
 import numpy as np
+import pandas as pd
 
 
 def mocked_pandana_snap(G, point_gdf):
@@ -86,4 +87,10 @@ def test_calculateOD_csv(tmp_path):
 
 def test_calculate_gravity():
     """Test the calculate_gravity function."""
-    pass
+    # make inputs
+    od = np.array([[0, 1], [1, 0]])
+    # Run the function
+    result = calculate_od_raw.calculate_gravity(od)
+    # Check the result
+    assert isinstance(result, pd.DataFrame)
+    assert result.shape == (2, 9)

From 627db399cd714f5cb31e056a300a1b1e41187e55 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:15:58 -0400
Subject: [PATCH 19/50] try miniconda ci

---
 .github/workflows/test.yml | 3 ++-
 pyproject.toml             | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 31b3cce..59fc6dc 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,11 +14,12 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v5
+        uses: conda-incubator/setup-miniconda@v2
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
+          conda install -c conda-forge gdal
           pip install .[dev]
       - name: Test with pytest via coverage
         run: |
diff --git a/pyproject.toml b/pyproject.toml
index 582ed10..f54e590 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ docs = [
 	"jupyter-cache>=0.6.0",
 	"nbconvert",
 ]
-osm = ["gdal", "geopy", "boltons"]
+osm = ["gdal"]
 opt = ["pulp"]
 
 [project.urls]

From 2db92905bec24019793a7f261085191e529be8c5 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:19:04 -0400
Subject: [PATCH 20/50] non-interactive conda install

---
 .github/workflows/test.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 59fc6dc..05e7607 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,12 +14,12 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
-        uses: conda-incubator/setup-miniconda@v2
+        uses: conda-incubator/setup-miniconda@v3
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
         run: |
-          conda install -c conda-forge gdal
+          conda install -c conda-forge -y gdal
           pip install .[dev]
       - name: Test with pytest via coverage
         run: |

From 96ba8db7f22bad9ce255ac04d79ee40e0b44b89e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:29:02 -0400
Subject: [PATCH 21/50] try to fix ci job

---
 .github/workflows/test.yml | 25 +++++++++++++++----------
 1 file changed, 15 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 05e7607..df7fa28 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -5,23 +5,28 @@ on:
   pull_request:
 
 jobs:
-  build:
+  ubuntu-build:
     runs-on: ${{ matrix.os }}
+    defaults:
+      run:
+        shell: bash -l {0}
     strategy:
+      fail-fast: false
       matrix:
-        os: [ubuntu-latest, windows-latest, macos-latest]
-        python-version: ["3.8", "3.9", "3.10"]
+        os: [ubuntu-latest]
+    env:
+      OS: ${{ matrix.os }}
     steps:
       - uses: actions/checkout@v4
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: conda-incubator/setup-miniconda@v3
+      - uses: conda-incubator/setup-miniconda@v3
         with:
-          python-version: ${{ matrix.python-version }}
-      - name: Install dependencies
+          auto-update-conda: false
+          activate-environment: test-env
+          auto-activate-base: false
+      - name: Install dependencies then test
         run: |
-          conda install -c conda-forge -y gdal
+          conda install -c conda-forge gdal
+          conda install -c conda-forge pip
           pip install .[dev]
-      - name: Test with pytest via coverage
-        run: |
           coverage run -m pytest
           coverage report -m

From de4059c7f63dfb704984a0ac22df0f54b63e9697 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:35:10 -0400
Subject: [PATCH 22/50] specify coverage rcfile

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index df7fa28..9f0bb82 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -29,4 +29,4 @@ jobs:
           conda install -c conda-forge pip
           pip install .[dev]
           coverage run -m pytest
-          coverage report -m
+          coverage report -m --rcfile=pyproject.toml

From 6bae815575ac2418b0a91fab174993077b746fe6 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:39:57 -0400
Subject: [PATCH 23/50] dont report coverage for now

---
 .github/workflows/test.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 9f0bb82..c68e357 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -28,5 +28,4 @@ jobs:
           conda install -c conda-forge gdal
           conda install -c conda-forge pip
           pip install .[dev]
-          coverage run -m pytest
-          coverage report -m --rcfile=pyproject.toml
+          coverage run -m pytest --rcfile=pyproject.toml

From 25dbddce035f61aa6b1a26a9d1b2b04404d3ce04 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 19:42:32 -0400
Subject: [PATCH 24/50] remove flag

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index c68e357..4bab9f5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -28,4 +28,4 @@ jobs:
           conda install -c conda-forge gdal
           conda install -c conda-forge pip
           pip install .[dev]
-          coverage run -m pytest --rcfile=pyproject.toml
+          coverage run -m pytest

From 00f3e0740348844ff2458a738d0129cf38964ab6 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 27 Mar 2024 20:11:14 -0400
Subject: [PATCH 25/50] add tests

---
 src/GOSTnets/osm_parser.py     |  4 +-
 tests/test_calculate_od_raw.py |  2 +-
 tests/test_osm_parser.py       | 69 +++++++++++++++++++++++++++++++---
 3 files changed, 66 insertions(+), 9 deletions(-)

diff --git a/src/GOSTnets/osm_parser.py b/src/GOSTnets/osm_parser.py
index 695f291..dd4b07f 100644
--- a/src/GOSTnets/osm_parser.py
+++ b/src/GOSTnets/osm_parser.py
@@ -15,10 +15,10 @@
 from pathlib import Path  # manage cached tiles
 
 try:
-    import ogr
+    from osgeo import ogr
 except ImportError:
     try:
-        from osgeo import ogr
+        import ogr
     except ImportError:
         print("GDAL is not installed - OGR functionality not available")
 
diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
index f467101..205bc6a 100644
--- a/tests/test_calculate_od_raw.py
+++ b/tests/test_calculate_od_raw.py
@@ -49,8 +49,8 @@ def test_calculateOD_gdf(tmp_path):
         wgs84=wgs84,
     )
     # Check the result
+    assert isinstance(result, np.ndarray)
     assert result.shape == (2, 2)
-    # add more assertions here...
 
 
 def test_calculateOD_csv(tmp_path):
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
index 02837f3..0352de1 100644
--- a/tests/test_osm_parser.py
+++ b/tests/test_osm_parser.py
@@ -1,14 +1,37 @@
 import pytest  # noqa: F401
+from GOSTnets import osm_parser
+from unittest import mock
+import geopandas as gpd
+from shapely.geometry import LineString
 
 
 def test_haversine():
     """Test the haversine function."""
-    pass
+    # define the lon/lat points
+    lon1 = 0.00
+    lat1 = 0.00
+    lon2 = 0.00
+    lat2 = 0.00
+    # calculate the haversine distance
+    distance = osm_parser.haversine(lon1, lat1, lon2, lat2)
+    # check the result
+    assert distance == 0.0
+
 
+def mocked_urllib_request_urlopen(url):
+    """Mock the urllib.request.urlopen function."""
+    return "test"
 
+
+@mock.patch("urllib.request.urlopen", mocked_urllib_request_urlopen)
 def test_download_osm():
     """Test the download_osm function."""
-    pass
+    # define inputs
+    left, bottom, right, top = (0, 0, 0, 0)
+    # run the function
+    result = osm_parser.download_osm(left, bottom, right, top)
+    # check the result
+    assert result == "test"
 
 
 def test_read_osm():
@@ -18,12 +41,33 @@ def test_read_osm():
 
 def test_node():
     """Test the Node class."""
-    pass
+    node = osm_parser.Node(10, 3.3, 4.4)
+    assert node.id == 10
+    assert node.lon == 3.3
+    assert node.lat == 4.4
+    assert isinstance(node.tags, dict)
 
 
 def test_way():
     """Test the Way class."""
-    pass
+    way = osm_parser.Way("id", 5)
+    assert way.id == "id"
+    assert way.osm == 5
+    assert isinstance(way.nds, list)
+    assert isinstance(way.tags, dict)
+
+
+def test_way_split():
+    """Test the Way class' split() method."""
+    way = osm_parser.Way("id", 5)
+    way.nds = [1, 2, 3]
+    # split the way
+    result = way.split({1: 1, 2: 3, 3: 5})
+    # check the result
+    assert len(result) == 2
+    assert isinstance(result, list)
+    assert isinstance(result[0], osm_parser.Way)
+    assert isinstance(result[1], osm_parser.Way)
 
 
 def test_osm():
@@ -33,9 +77,22 @@ def test_osm():
 
 def test_fetch_roads_OSM():
     """Test the fetch_roads_OSM function."""
-    pass
+    data_path = "./Tutorials/tutorial_data/iceland-latest.osm.pbf"
+    # run the function
+    result = osm_parser.fetch_roads_OSM(data_path)
+    # check the result
+    assert isinstance(result, gpd.GeoDataFrame)
+    assert result.columns[0] == "osm_id"
+    assert result.columns[1] == "infra_type"
+    assert result.columns[2] == "geometry"
 
 
 def test_line_length():
     """Test the line_length function."""
-    pass
+    # make a linestring
+    line = LineString([(0, 0), (1, 1)])
+    # run the function
+    result = osm_parser.line_length(line)
+    # check the result
+    assert isinstance(result, float)
+    assert result > 0

From c4fbcc834f3032463b15f9b2a684296ed6d4d8fa Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 29 Mar 2024 17:25:53 -0400
Subject: [PATCH 26/50] add tests

---
 tests/test_core.py          | 160 ++++++++++++++++++++++++++++++++----
 tests/test_network_clean.py |  70 +++++++++++++++-
 2 files changed, 215 insertions(+), 15 deletions(-)

diff --git a/tests/test_core.py b/tests/test_core.py
index 05eb4e3..f501cdf 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -1,4 +1,12 @@
 import pytest  # noqa: F401
+from GOSTnets import core
+import networkx as nx
+from unittest import mock
+import pandas as pd
+import os
+import geopandas as gpd
+from shapely.geometry import Point
+import shutil
 
 
 def test_combo_csv_to_graph():
@@ -66,14 +74,34 @@ def test_find_graph_avg_speed():
     pass
 
 
-def test_example_edge():
+def test_example_edge(capsys):
     """Test the ExampleEdge class."""
-    pass
-
-
-def test_example_node():
+    # make a networkx graph
+    G = nx.Graph()
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=1, y=1)
+    G.add_edge(1, 2, length=1)
+    # call example_edge function
+    core.example_edge(G, n=1)
+    # capture the output
+    captured = capsys.readouterr()
+    # check the output
+    assert captured.out == "(1, 2, {'length': 1})\n"
+
+
+def test_example_node(capsys):
     """Test the ExampleNode class."""
-    pass
+    # make a networkx graph
+    G = nx.Graph()
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=1, y=1)
+    G.add_edge(1, 2, length=1)
+    # call example_edge function
+    core.example_edge(G, n=1)
+    # capture the output
+    captured = capsys.readouterr()
+    # check the output
+    assert captured.out == "(1, 2, {'length': 1})\n"
 
 
 def test_convert_network_to_time():
@@ -93,7 +121,19 @@ def test_calculate_OD():
 
 def test_disrupt_network():
     """Test the disrupt_network function."""
-    pass
+    # make a graph object
+    G = nx.Graph()
+    # add some nodes and edges
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=5, y=1)
+    G.add_node(3, x=5, y=0)
+    G.add_edge(1, 2, length=1)
+    G.add_edge(2, 3, length=1)
+    # call the function
+    disrupted_G = core.disrupt_network(G, "x", 1, 2)
+    # assert type of function
+    assert isinstance(disrupted_G, nx.classes.graph.Graph)
+    # need to check function and make sure graph actually gets modified
 
 
 def test_randomly_disrupt_network():
@@ -111,9 +151,51 @@ def test_unbundle_geometry():
     pass
 
 
-def test_save():
+@mock.patch("GOSTnets.core.node_gdf_from_graph", return_value=pd.DataFrame())
+def test_save_01(tmp_path):
     """Test the save function."""
-    pass
+    G = nx.Graph()
+    # make output directory
+    os.makedirs(tmp_path, exist_ok=True)
+    # call the function
+    core.save(G, "test", tmp_path, pickle=False, edges=False, nodes=True)
+    # check the output
+    assert (tmp_path / "test_nodes.csv").exists()
+    # remove the output directory
+    shutil.rmtree(tmp_path)
+    if os.path.isdir("MagicMock"):
+        shutil.rmtree("MagicMock")
+
+
+@mock.patch("GOSTnets.core.edge_gdf_from_graph", return_value=pd.DataFrame())
+def test_save_02(tmp_path):
+    """Test the save function."""
+    G = nx.Graph()
+    # make output directory
+    os.makedirs(tmp_path, exist_ok=True)
+    # call the function
+    core.save(G, "test", tmp_path, pickle=False, edges=True, nodes=False)
+    # check the output
+    assert (tmp_path / "test_edges.csv").exists()
+    # remove the output directory
+    shutil.rmtree(tmp_path)
+    if os.path.isdir("MagicMock"):
+        shutil.rmtree("MagicMock")
+
+
+def test_save_03(tmp_path):
+    """Test the save function."""
+    G = nx.Graph()
+    # make output directory
+    os.makedirs(tmp_path, exist_ok=True)
+    # call the function
+    core.save(G, "test", tmp_path, pickle=True, edges=False, nodes=False)
+    # check the output
+    assert (tmp_path / "test.pickle").exists()
+    # remove the output directory
+    shutil.rmtree(tmp_path)
+    if os.path.isdir("MagicMock"):
+        shutil.rmtree("MagicMock")
 
 
 def test_add_missing_reflected_edges():
@@ -128,12 +210,37 @@ def test_add_missing_reflected_edges_old():
 
 def test_remove_duplicate_edges():
     """Test the remove_duplicate_edges function."""
-    pass
+    # define graph
+    G = nx.MultiGraph()
+    # add some nodes and edges
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=0, y=1)
+    G.add_node(3, x=0, y=2)
+    G.add_edge(1, 2, length=1)
+    G.add_edge(2, 3, length=1)
+    G.add_edge(1, 2, length=1)
+    # count number of edges
+    assert len(G.edges) == 3
+    # call the function
+    G = core.remove_duplicate_edges(G)
+    # count number of edges
+    assert len(G.edges) < 3
 
 
 def test_convert_to_MultiDiGraph():
     """Test the convert_to_MultiDiGraph function."""
-    pass
+    # input graph
+    G = nx.Graph()
+    # add some nodes and edges
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=0, y=1)
+    G.add_edge(1, 2, length=1)
+    # assert
+    assert isinstance(G, nx.Graph)
+    # call the function
+    G = core.convert_to_MultiDiGraph(G)
+    # assert
+    assert isinstance(G, nx.MultiDiGraph)
 
 
 def test_simplify_junctions():
@@ -193,7 +300,12 @@ def test_new_edge_generator():
 
 def test_project_gdf():
     """Test the project_gdf function."""
-    pass
+    # make input gdf
+    gdf = gpd.GeoDataFrame({"geometry": [Point(0, 0), Point(1, 1)]}, crs="epsg:4326")
+    # call the function
+    projected_gdf = core.project_gdf(gdf, to_crs="epsg:32633", to_latlong=False)
+    # check the output
+    assert projected_gdf.crs == "epsg:32633"
 
 
 def test_gn_project_graph():
@@ -208,12 +320,32 @@ def test_reproject_graph():
 
 def test_euclidean_distance():
     """Test the euclidean_distance function."""
-    pass
+    # define the lon/lat points
+    lon1 = 0.00
+    lat1 = 0.00
+    lon2 = 0.00
+    lat2 = 0.00
+    # calculate the haversine distance
+    distance = core.euclidean_distance(lon1, lat1, lon2, lat2)
+    # check the result
+    assert distance == 0.0
 
 
+def mocked_node_gdf_from_graph(G):
+    """Mock the node_gdf_from_graph function."""
+    return gpd.GeoDataFrame({"geometry": [Point(0, 0), Point(1, 1)], "osmid": [1, 2]})
+
+
+@mock.patch("GOSTnets.core.node_gdf_from_graph", mocked_node_gdf_from_graph)
 def test_utm_of_graph():
     """Test the utm_of_graph function."""
-    pass
+    # make the input graph
+    G = nx.Graph()
+    # call the function
+    utm = core.utm_of_graph(G)
+    # check the output
+    assert isinstance(utm, str)
+    assert utm == "+proj=utm +zone=31 +ellps=WGS84 +datum=WGS84 +units=m +no_defs"
 
 
 def test_advanced_snap():
diff --git a/tests/test_network_clean.py b/tests/test_network_clean.py
index a713f24..0de3d4a 100644
--- a/tests/test_network_clean.py
+++ b/tests/test_network_clean.py
@@ -1,6 +1,74 @@
 import pytest  # noqa: F401
+from unittest import mock
+from GOSTnets import network_clean
 
 
+# mock the functions that the clean_network() function calls
+def mocked_simplify_junctions(G, UTM, WGS, junctdist):
+    """Mock the simplify_junctions function."""
+    return G
+
+
+def mocked_add_missing_reflected_edges(G):
+    """Mock the add_missing_reflected_edges function."""
+    return G
+
+
+class nodes:
+    def __init__(self):
+        pass
+
+    def edges(self, data=False):
+        return [(1, 2, {"Wkt": "LINESTRING(0 0, 1 1)"})]
+
+    def number_of_edges(self):
+        return 1
+
+
+def mocked_custom_simplify(G):
+    """Mock the custom_simplify function."""
+    return nodes()
+
+
+def mocked_unbundle_geometry(wkt):
+    """Mock the unbundle_geometry function."""
+    return wkt
+
+
+def mocked_convert_to_MultiDiGraph(G):
+    """Mock the convert_to_MultiDiGraph function."""
+    return G
+
+
+def mocked_remove_duplicate_edges(G):
+    """Mock the remove_duplicate_edges function."""
+    return G
+
+
+@mock.patch("GOSTnets.network_clean.simplify_junctions", mocked_simplify_junctions)
+@mock.patch(
+    "GOSTnets.network_clean.add_missing_reflected_edges",
+    mocked_add_missing_reflected_edges,
+)
+@mock.patch("GOSTnets.network_clean.custom_simplify", mocked_custom_simplify)
+@mock.patch("GOSTnets.network_clean.unbundle_geometry", mocked_unbundle_geometry)
+@mock.patch(
+    "GOSTnets.network_clean.convert_to_MultiDiGraph", mocked_convert_to_MultiDiGraph
+)
+@mock.patch(
+    "GOSTnets.network_clean.remove_duplicate_edges", mocked_remove_duplicate_edges
+)
 def test_clean_network():
     """Test the clean_network function."""
-    pass
+    sg = network_clean.clean_network(
+        G=nodes(),
+        UTM=None,
+        WGS=None,
+        junctdist=None,
+        verbose=None,
+        wpath=None,
+        output_file_name=None,
+    )
+    # make assertions
+    assert isinstance(sg, nodes)
+    assert sg.number_of_edges() == 1

From 00b761a4748fb9535ab3ae2925053c1ee72ed2f9 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Tue, 2 Apr 2024 16:43:42 -0400
Subject: [PATCH 27/50] core funcs and tests

---
 src/GOSTnets/core.py | 1346 ++++++++++++++++++++++--------------------
 tests/test_core.py   |   80 ++-
 2 files changed, 794 insertions(+), 632 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index b847c0c..c0d0940 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -27,6 +27,53 @@
 import math
 
 
+def convert(x, u_tag, v_tag, geometry_tag, attr_list):
+    """
+    Convert a row of a pandas dataframe to a tuple of (u, v, data) for use in a networkx graph
+
+    Parameters
+    ----------
+    x : pandas.Series
+        a row of a pandas dataframe
+    u_tag : str
+        the column name for the u node
+    v_tag : str
+        the column name for the v node
+    geometry_tag : str
+        the column name for the geometry
+    attr_list : list
+        a list of the columns to be included in the data dictionary
+
+    Returns
+    -------
+    tuple
+        a tuple of (u, v, data) for use in a networkx graph
+
+    """
+    u = x[u_tag]
+    v = x[v_tag]
+
+    if (isinstance(u, int)) or (isinstance(u, np.int64)) or (isinstance(u, np.int32)):
+        u = u
+    elif u.isnumeric():
+        u = int(u)
+    else:
+        u = u
+
+    if (isinstance(v, int)) or (isinstance(v, np.int64)) or (isinstance(v, np.int32)):
+        v = v
+    elif v.isnumeric():
+        v = int(v)
+    else:
+        v = v
+
+    data = {"Wkt": loads(x[geometry_tag])}
+    for i in attr_list:
+        data[i] = x[i]
+
+    return (u, v, data)
+
+
 def combo_csv_to_graph(
     fpath, u_tag="u", v_tag="v", geometry_tag="Wkt", largest_G=False
 ):
@@ -70,31 +117,9 @@ def combo_csv_to_graph(
     drop_cols = [u_tag, v_tag, geometry_tag]
     attr_list = [col_entry for col_entry in col_list if col_entry not in drop_cols]
 
-    def convert(x, attr_list):
-        u = x[u_tag]
-        v = x[v_tag]
-
-        if isinstance(u, int):
-            u = u
-        elif u.isnumeric():
-            u = int(u)
-        else:
-            u = u
-
-        if isinstance(v, int):
-            v = v
-        elif v.isnumeric():
-            v = int(v)
-        else:
-            v = v
-
-        data = {"Wkt": loads(x[geometry_tag])}
-        for i in attr_list:
-            data[i] = x[i]
-
-        return (u, v, data)
-
-    edge_bunch = edges.apply(lambda x: convert(x, attr_list), axis=1).tolist()
+    edge_bunch = edges.apply(
+        lambda x: convert(x, u_tag, v_tag, geometry_tag, attr_list), axis=1
+    ).tolist()
 
     G = nx.MultiDiGraph()
 
@@ -126,6 +151,52 @@ def convert(x, attr_list):
     return G
 
 
+def check(x, chck_set):
+    """
+    Check if a value is in a set
+
+    Parameters
+    ----------
+    x : any
+        the value to be checked
+    chck_set : set
+        the set to be checked against
+
+    Returns
+    -------
+    int
+        1 if the value is in the set, 0 if not
+
+    """
+    if x in chck_set:
+        return 1
+    else:
+        return 0
+
+
+def selector(x):
+    """
+    Selects and returns an integer if the input is an integer, otherwise returns the input as is.
+
+    Parameters
+    ----------
+    x : int or any
+        The input value to be selected.
+
+    Returns
+    -------
+    int or any
+        The selected value.
+
+    """
+    if isinstance(x, int):
+        return x
+    # elif x.isnumeric():
+    #     return int(x)
+    else:
+        return x
+
+
 def edges_and_nodes_gdf_to_graph(
     nodes_df,
     edges_df,
@@ -179,12 +250,6 @@ def edges_and_nodes_gdf_to_graph(
         chck_set.extend(list(edges_df[v_tag]))
         chck_set = list(set(chck_set))
 
-        def check(x, chck_set):
-            if x in chck_set:
-                return 1
-            else:
-                return 0
-
         nodes_df["node_in_edge_df"] = nodes_df[node_tag].apply(
             lambda x: check(x, chck_set)
         )
@@ -282,28 +347,6 @@ def convert_edges(x):
 
     # node_attr = {(int(item[0]) if item[0].isnumeric() else item[0]):item[1] for item in node_attr.items() }
 
-    def selector(x):
-        """
-        Selects and returns an integer if the input is an integer, otherwise returns the input as is.
-
-        Parameters
-        ----------
-        x : int or any
-            The input value to be selected.
-
-        Returns
-        -------
-        int or any
-            The selected value.
-
-        """
-        if isinstance(x, int):
-            return x
-        # elif x.isnumeric():
-        #     return int(x)
-        else:
-            return x
-
     node_attr_dict = {selector(item[0]): item[1] for item in node_attr_dict.items()}
 
     nx.set_node_attributes(G, node_attr_dict)
@@ -369,6 +412,24 @@ def edges_and_nodes_csv_to_graph(
     return G
 
 
+def flatten(line):
+    """
+    Flattens a nested list into a single list.
+
+    Parameters
+    ----------
+    line : list
+        The nested list to be flattened.
+
+    Returns
+    -------
+    list
+        The flattened list.
+
+    """
+    return [item for sublist in line for item in sublist]
+
+
 def node_gdf_from_graph(
     G, crs="epsg:4326", attr_list=None, geometry_tag="geometry", xCol="x", yCol="y"
 ):
@@ -399,23 +460,6 @@ def node_gdf_from_graph(
     nodes = []
     keys = []
 
-    def flatten(line):
-        """
-        Flattens a nested list into a single list.
-
-        Parameters
-        ----------
-        line : list
-            The nested list to be flattened.
-
-        Returns
-        -------
-        list
-            The flattened list.
-
-        """
-        return [item for sublist in line for item in sublist]
-
     # finds all of the attributes
     if attr_list is None:
         for u, data in G.nodes(data=True):
@@ -512,23 +556,6 @@ def edge_gdf_from_graph(
     edges = []
     keys = []
 
-    def flatten(line):
-        """
-        Flattens a nested list into a single list.
-
-        Parameters
-        ----------
-        line : list
-            The nested list to be flattened.
-
-        Returns
-        -------
-        list
-            The flattened list.
-
-        """
-        return [item for sublist in line for item in sublist]
-
     if attr_list is None:
         for u, v, data in G.edges(data=True):
             keys.append(list(data.keys()))
@@ -628,6 +655,29 @@ def add_edge_attributes(data, stnode=u, endnode=v):
     return edges_gdf
 
 
+def chck(x, poly):
+    """
+    Check if a point is within a polygon
+
+    Parameters
+    ----------
+    x : shapely.geometry.Point
+        a point object
+    poly : shapely.geometry.Polygon
+        a polygon object
+
+    Returns
+    -------
+    int
+        1 if the point is within the polygon, 0 if not
+
+    """
+    if poly.contains(x):
+        return 1
+    else:
+        return 0
+
+
 def graph_nodes_intersecting_polygon(G, polygons, crs=None):
     """
     Function for generating GeoDataFrame from Graph. Note: ensure any GeoDataFrames are in the same projection before using function, or pass a crs
@@ -668,13 +718,6 @@ def graph_nodes_intersecting_polygon(G, polygons, crs=None):
 
     intersecting_nodes = []
     for poly in polygons.geometry:
-
-        def chck(x, poly):
-            if poly.contains(x):
-                return 1
-            else:
-                return 0
-
         graph_gdf["intersecting"] = graph_gdf["geometry"].apply(lambda x: chck(x, poly))
         intersecting_nodes.append(
             list(graph_gdf["node_ID"].loc[graph_gdf["intersecting"] == 1])
@@ -1430,6 +1473,27 @@ def convert_network_to_time(
     return G_adj
 
 
+def first_val(x):
+    """
+    Get the first value of a list, or the value itself if it is not a list
+
+    Parameters
+    ----------
+    x : list or str
+        a list or string
+
+    Returns
+    -------
+    str
+        the first value of the list, or the string itself if it is not a list
+
+    """
+    if isinstance(x, list):
+        return x[0]
+    else:
+        return x
+
+
 def assign_traffic_times(
     G,
     mb_token,
@@ -1479,12 +1543,6 @@ def assign_traffic_times(
 
     edges_all = edge_gdf_from_graph(G)
 
-    def first_val(x):
-        if isinstance(x, list):
-            return x[0]
-        else:
-            return x
-
     edges_all[road_col] = edges_all[road_col].apply(lambda x: first_val(x))
 
     # print('print edges_all')
@@ -2234,197 +2292,195 @@ def simplify_junctions(G, measure_crs, in_crs="epsg:4326", thresh=25, verbose=Fa
     return G2
 
 
-def custom_simplify(G, strict=True):
+def get_paths_to_simplify(G, strict=True):
     """
-    Simplify a graph's topology by removing all nodes that are not intersections or dead-ends. Create an edge directly between the end points that encapsulate them, but retain the geometry of the original edges, saved as attribute in new edge.
+    Create a list of all the paths to be simplified between endpoint nodes.
+
+    The path is ordered from the first endpoint, through the interstitial nodes,
+    to the second endpoint. If your street network is in a rural area with many
+    interstitial nodes between true edge endpoints, you may want to increase
+    your system's recursion limit to avoid recursion errors.
 
     Parameters
     ----------
     G : networkx multidigraph
         networkx multidigraph
     strict : bool
-        if False, allow nodes to be end points even if they fail all other rules but have edges with different OSM IDs
+        if False, allow nodes to be end points even if they fail all other rules
+        but have edges with different OSM IDs
 
     Returns
     -------
-    networkx multidigraph
-        simplified networkx multidigraph
+    list
+        paths to be simplified
 
     """
+    # first identify all the nodes that are endpoints
+    # start_time = time.time()
+    endpoints = set([node for node in G.nodes() if is_endpoint(G, node, strict=strict)])
 
-    def get_paths_to_simplify(G, strict=True):
-        """
-        Create a list of all the paths to be simplified between endpoint nodes.
+    # start_time = time.time()
+    paths_to_simplify = []
 
-        The path is ordered from the first endpoint, through the interstitial nodes,
-        to the second endpoint. If your street network is in a rural area with many
-        interstitial nodes between true edge endpoints, you may want to increase
-        your system's recursion limit to avoid recursion errors.
+    # for each endpoint node, look at each of its successor nodes
+    for node in endpoints:
+        for successor in G.successors(node):
+            if successor not in endpoints:
+                # if the successor is not an endpoint, build a path from the
+                # endpoint node to the next endpoint node
+                try:
+                    path = build_path(G, successor, endpoints, path=[node, successor])
+                    paths_to_simplify.append(path)
+                except RuntimeError:
+                    # recursion errors occur if some connected component is a
+                    # self-contained ring in which all nodes are not end points.
+                    # could also occur in extremely long street segments (eg, in
+                    # rural areas) with too many nodes between true endpoints.
+                    # handle it by just ignoring that component and letting its
+                    # topology remain intact (this should be a rare occurrence)
+                    # RuntimeError is what Python <3.5 will throw, Py3.5+ throws
+                    # RecursionError but it is a subtype of RuntimeError so it
+                    # still gets handled
+                    pass
+
+    return paths_to_simplify
+
+
+def is_endpoint(G, node, strict=True):
+    """
+    Return True if the node is a "real" endpoint of an edge in the network, \
+    otherwise False. OSM data includes lots of nodes that exist only as points \
+    to help streets bend around curves. An end point is a node that either: \
+    1) is its own neighbor, ie, it self-loops. \
+    2) or, has no incoming edges or no outgoing edges, ie, all its incident \
+        edges point inward or all its incident edges point outward. \
+    3) or, it does not have exactly two neighbors and degree of 2 or 4. \
+    4) or, if strict mode is false, if its edges have different OSM IDs. \
 
-        Parameters
-        ----------
-        G : networkx multidigraph
-            networkx multidigraph
-        strict : bool
-            if False, allow nodes to be end points even if they fail all other rules
-            but have edges with different OSM IDs
+    Parameters
+    ----------
+    G : networkx multidigraph
+        the input graph
+    node : int
+        the node to examine
+    strict : bool
+        if False, allow nodes to be end points even if they fail all other rules \
+        but have edges with different OSM IDs
 
-        Returns
-        -------
-        list
-            paths to be simplified
+    Returns
+    -------
+    bool
+        whether the node is a real endpoint
 
-        """
-        # first identify all the nodes that are endpoints
-        # start_time = time.time()
-        endpoints = set(
-            [node for node in G.nodes() if is_endpoint(G, node, strict=strict)]
-        )
+    """
+    neighbors = set(list(G.predecessors(node)) + list(G.successors(node)))
+    n = len(neighbors)
+    d = G.degree(node)
+
+    if node in neighbors:
+        # if the node appears in its list of neighbors, it self-loops. this is
+        # always an endpoint.
+        return "node in neighbours"
+
+    # if node has no incoming edges or no outgoing edges, it must be an endpoint
+    # elif G.out_degree(node)==0 or G.in_degree(node)==0:
+    # return 'no in or out'
+
+    elif not (n == 2 and (d == 2 or d == 4)):
+        # else, if it does NOT have 2 neighbors AND either 2 or 4 directed
+        # edges, it is an endpoint. either it has 1 or 3+ neighbors, in which
+        # case it is a dead-end or an intersection of multiple streets or it has
+        # 2 neighbors but 3 degree (indicating a change from oneway to twoway)
+        # or more than 4 degree (indicating a parallel edge) and thus is an
+        # endpoint
+        return "condition 3"
+
+    elif not strict:
+        # non-strict mode
+        osmids = []
+
+        # add all the edge OSM IDs for incoming edges
+        for u in G.predecessors(node):
+            for key in G[u][node]:
+                osmids.append(G.edges[u, node, key]["osmid"])
+
+        # add all the edge OSM IDs for outgoing edges
+        for v in G.successors(node):
+            for key in G[node][v]:
+                osmids.append(G.edges[node, v, key]["osmid"])
+
+        # if there is more than 1 OSM ID in the list of edge OSM IDs then it is
+        # an endpoint, if not, it isn't
+        return len(set(osmids)) > 1
 
-        # start_time = time.time()
-        paths_to_simplify = []
-
-        # for each endpoint node, look at each of its successor nodes
-        for node in endpoints:
-            for successor in G.successors(node):
-                if successor not in endpoints:
-                    # if the successor is not an endpoint, build a path from the
-                    # endpoint node to the next endpoint node
-                    try:
-                        path = build_path(
-                            G, successor, endpoints, path=[node, successor]
-                        )
-                        paths_to_simplify.append(path)
-                    except RuntimeError:
-                        # recursion errors occur if some connected component is a
-                        # self-contained ring in which all nodes are not end points.
-                        # could also occur in extremely long street segments (eg, in
-                        # rural areas) with too many nodes between true endpoints.
-                        # handle it by just ignoring that component and letting its
-                        # topology remain intact (this should be a rare occurrence)
-                        # RuntimeError is what Python <3.5 will throw, Py3.5+ throws
-                        # RecursionError but it is a subtype of RuntimeError so it
-                        # still gets handled
-                        pass
-
-        return paths_to_simplify
-
-    def is_endpoint(G, node, strict=True):
-        """
-        Return True if the node is a "real" endpoint of an edge in the network, \
-        otherwise False. OSM data includes lots of nodes that exist only as points \
-        to help streets bend around curves. An end point is a node that either: \
-        1) is its own neighbor, ie, it self-loops. \
-        2) or, has no incoming edges or no outgoing edges, ie, all its incident \
-            edges point inward or all its incident edges point outward. \
-        3) or, it does not have exactly two neighbors and degree of 2 or 4. \
-        4) or, if strict mode is false, if its edges have different OSM IDs. \
+    else:
+        # if none of the preceding rules returned true, then it is not an endpoint
+        return False
 
-        Parameters
-        ----------
-        G : networkx multidigraph
-            the input graph
-        node : int
-            the node to examine
-        strict : bool
-            if False, allow nodes to be end points even if they fail all other rules \
-            but have edges with different OSM IDs
 
-        Returns
-        -------
-        bool
-            whether the node is a real endpoint
+def build_path(G, node, endpoints, path):
+    """
+    Recursively build a path of nodes until you hit an endpoint node.
 
-        """
-        neighbors = set(list(G.predecessors(node)) + list(G.successors(node)))
-        n = len(neighbors)
-        d = G.degree(node)
-
-        if node in neighbors:
-            # if the node appears in its list of neighbors, it self-loops. this is
-            # always an endpoint.
-            return "node in neighbours"
-
-        # if node has no incoming edges or no outgoing edges, it must be an endpoint
-        # elif G.out_degree(node)==0 or G.in_degree(node)==0:
-        # return 'no in or out'
-
-        elif not (n == 2 and (d == 2 or d == 4)):
-            # else, if it does NOT have 2 neighbors AND either 2 or 4 directed
-            # edges, it is an endpoint. either it has 1 or 3+ neighbors, in which
-            # case it is a dead-end or an intersection of multiple streets or it has
-            # 2 neighbors but 3 degree (indicating a change from oneway to twoway)
-            # or more than 4 degree (indicating a parallel edge) and thus is an
-            # endpoint
-            return "condition 3"
-
-        elif not strict:
-            # non-strict mode
-            osmids = []
-
-            # add all the edge OSM IDs for incoming edges
-            for u in G.predecessors(node):
-                for key in G[u][node]:
-                    osmids.append(G.edges[u, node, key]["osmid"])
-
-            # add all the edge OSM IDs for outgoing edges
-            for v in G.successors(node):
-                for key in G[node][v]:
-                    osmids.append(G.edges[node, v, key]["osmid"])
-
-            # if there is more than 1 OSM ID in the list of edge OSM IDs then it is
-            # an endpoint, if not, it isn't
-            return len(set(osmids)) > 1
+    Parameters
+    ----------
+    G : networkx multidigraph
+        networkx multidigraph
+    node : int
+        the current node to start from
+    endpoints : set
+        the set of all nodes in the graph that are endpoints
+    path : list
+        the list of nodes in order in the path so far
 
-        else:
-            # if none of the preceding rules returned true, then it is not an endpoint
-            return False
+    Returns
+    -------
+    list
+        paths_to_simplify
 
-    def build_path(G, node, endpoints, path):
-        """
-        Recursively build a path of nodes until you hit an endpoint node.
+    """
+    # for each successor in the passed-in node
+    for successor in G.successors(node):
+        if successor not in path:
+            # if this successor is already in the path, ignore it, otherwise add
+            # it to the path
+            path.append(successor)
+            if successor not in endpoints:
+                # if this successor is not an endpoint, recursively call
+                # build_path until you find an endpoint
+                path = build_path(G, successor, endpoints, path)
+            else:
+                # if this successor is an endpoint, we've completed the path,
+                # so return it
+                return path
 
-        Parameters
-        ----------
-        G : networkx multidigraph
-            networkx multidigraph
-        node : int
-            the current node to start from
-        endpoints : set
-            the set of all nodes in the graph that are endpoints
-        path : list
-            the list of nodes in order in the path so far
+    if (path[-1] not in endpoints) and (path[0] in G.successors(path[-1])):
+        # if the end of the path is not actually an endpoint and the path's
+        # first node is a successor of the path's final node, then this is
+        # actually a self loop, so add path's first node to end of path to
+        # close it
+        path.append(path[0])
 
-        Returns
-        -------
-        list
-            paths_to_simplify
+    return path
 
-        """
-        # for each successor in the passed-in node
-        for successor in G.successors(node):
-            if successor not in path:
-                # if this successor is already in the path, ignore it, otherwise add
-                # it to the path
-                path.append(successor)
-                if successor not in endpoints:
-                    # if this successor is not an endpoint, recursively call
-                    # build_path until you find an endpoint
-                    path = build_path(G, successor, endpoints, path)
-                else:
-                    # if this successor is an endpoint, we've completed the path,
-                    # so return it
-                    return path
 
-        if (path[-1] not in endpoints) and (path[0] in G.successors(path[-1])):
-            # if the end of the path is not actually an endpoint and the path's
-            # first node is a successor of the path's final node, then this is
-            # actually a self loop, so add path's first node to end of path to
-            # close it
-            path.append(path[0])
+def custom_simplify(G, strict=True):
+    """
+    Simplify a graph's topology by removing all nodes that are not intersections or dead-ends. Create an edge directly between the end points that encapsulate them, but retain the geometry of the original edges, saved as attribute in new edge.
+
+    Parameters
+    ----------
+    G : networkx multidigraph
+        networkx multidigraph
+    strict : bool
+        if False, allow nodes to be end points even if they fail all other rules but have edges with different OSM IDs
 
-        return path
+    Returns
+    -------
+    networkx multidigraph
+        simplified networkx multidigraph
 
+    """
     ## MAIN PROCESS FOR CUSTOM SIMPLIFY ##
 
     G = G.copy()
@@ -2500,6 +2556,40 @@ def build_path(G, node, endpoints, path):
     return G
 
 
+def cut(line, distance):
+    """
+    Cuts a line in two at a distance from its starting point
+
+    Parameters
+    ----------
+    line : LineString
+        a shapely LineString object
+    distance : float
+        distance from start of line to cut
+
+    Returns
+    -------
+    list
+        list of two LineString objects
+
+    """
+    # Cuts a line in two at a distance from its starting point
+    if distance <= 0.0 or distance >= line.length:
+        return [LineString(line)]
+
+    coords = list(line.coords)
+    for i, p in enumerate(coords):
+        pd = line.project(Point(p))
+        if pd == distance:
+            return [LineString(coords[: i + 1]), LineString(coords[i:])]
+        if pd > distance:
+            cp = line.interpolate(distance)
+            return [
+                LineString(coords[:i] + [(cp.x, cp.y)]),
+                LineString([(cp.x, cp.y)] + coords[i:]),
+            ]
+
+
 def salt_long_lines(
     G, source, target, thresh=5000, factor=1, attr_list=None, geometry_tag="Wkt"
 ):
@@ -2527,40 +2617,6 @@ def salt_long_lines(
         a modified graph with the edited 'time' attribute
 
     """
-
-    def cut(line, distance):
-        """
-        Cuts a line in two at a distance from its starting point
-
-        Parameters
-        ----------
-        line : LineString
-            a shapely LineString object
-        distance : float
-            distance from start of line to cut
-
-        Returns
-        -------
-        list
-            list of two LineString objects
-
-        """
-        # Cuts a line in two at a distance from its starting point
-        if distance <= 0.0 or distance >= line.length:
-            return [LineString(line)]
-
-        coords = list(line.coords)
-        for i, p in enumerate(coords):
-            pd = line.project(Point(p))
-            if pd == distance:
-                return [LineString(coords[: i + 1]), LineString(coords[i:])]
-            if pd > distance:
-                cp = line.interpolate(distance)
-                return [
-                    LineString(coords[:i] + [(cp.x, cp.y)]),
-                    LineString([(cp.x, cp.y)] + coords[i:]),
-                ]
-
     G2 = G.copy()
     edges = edge_gdf_from_graph(G2, geometry_tag=geometry_tag)
     edges_projected = edges.to_crs(target)
@@ -3759,6 +3815,348 @@ def utm_of_graph(G):
     return utm_crs
 
 
+def find_kne(point, lines, near_idx):
+    """
+    Find the nearest edge (kne) to a given point from a set of lines.
+
+    Parameters
+    ----------
+    point : Point
+        The point for which to find the nearest edge.
+    lines : GeoDataFrame
+        The set of lines representing edges.
+    near_idx : array-like
+        The array-like object containing the indices of the nearest edges.
+
+    Returns
+    -------
+    kne_idx : int
+        The index of the nearest edge.
+    kne : Series
+        The geometry of the nearest edge.
+
+    """
+    # getting the distances between the point and the lines
+    dists = np.array(list(map(lambda line: line.distance(point), lines)))
+    kne_pos = dists.argsort()[0]
+    kne = lines.iloc[kne_pos]
+    kne_idx = near_idx[kne_pos]
+
+    # return the index of the nearest edge, and the geometry of the nearest edge
+    return kne_idx, kne
+
+
+def get_pp(point, line):
+    """Get the projected point (pp) of 'point' on 'line'.
+
+    Parameters
+    ----------
+    point : Point
+        The point to be projected.
+    line : LineString
+        The line on which the point is projected.
+
+    Returns
+    -------
+    Point
+        The projected point on the line.
+
+    """
+    # project new Point to be interpolated
+    pp = line.interpolate(line.project(point))  # PP as a Point
+
+    # reduce precision
+    # can't reduct it here because the split_function needs the point exactly on the line
+    # pp = loads(dumps(pp, rounding_precision=3))
+
+    return pp
+
+
+def split_line(line, pps):
+    """Split 'line' by all intersecting 'pps' (as multipoint).
+
+    Parameters
+    ----------
+    line : LineString
+        The line to be split.
+
+    pps : MultiPoint
+        The multipoint object containing all the points at which to split the line.
+
+    Returns
+    -------
+    list
+        a list of all line segments after the split
+
+    """
+    # IMPORTANT FIX for ensuring intersection between splitters and the line
+    # but no need for updating edges_meter manually because the old lines will be
+    # replaced anyway
+    # we want the tolerance to be really small, I changed it to a bigger tolerance of .5 meters and it caused
+    # the end of the line to snap to the PP therefore creating a gap
+    line = snap(line, pps, 1e-4)  # noqa
+
+    try:
+        # with Shapely ver 2, Geometry objects are not iterable, so you need to use the geoms property
+        new_lines = list(split(line, pps).geoms)  # noqa
+        return new_lines
+    except TypeError as e:
+        print("Error when splitting line: {}\n{}\n{}\n".format(e, line, pps))
+        return []
+
+
+def update_nodes(
+    nodes,
+    new_points,
+    ptype,
+    road_col,
+    node_key_col,
+    poi_key_col,
+    node_highway_pp,
+    node_highway_poi,
+    measure_crs="epsg:3857",
+    osmid_prefix=9990000000,
+):
+    """Update nodes with a list (pp) or a GeoDataFrame (poi) of new_points.
+
+    Parameters
+    ----------
+    nodes : GeoDataFrame
+        The original nodes GeoDataFrame.
+    new_points : GeoDataFrame or list
+        The new points to be added to the nodes.
+    ptype : str
+        type of Point list to append, 'pp' or 'poi'
+    measure_crs : str
+        the crs of the measure (epsg code)
+
+    Returns
+    -------
+    GeoDataFrame
+        The updated nodes GeoDataFrame.
+
+    """
+    # create gdf of new nodes (projected PAPs)
+    if ptype == "pp":
+        new_nodes = gpd.GeoDataFrame(new_points, columns=["geometry"], crs=measure_crs)
+        new_nodes[road_col] = node_highway_pp
+        n = len(new_nodes)
+        new_nodes[node_key_col] = [int(osmid_prefix + i) for i in range(n)]
+
+    # create gdf of new nodes (original POIs)
+    elif ptype == "poi":
+        new_nodes = new_points[["geometry", poi_key_col]]
+        new_nodes.columns = ["geometry", node_key_col]
+        new_nodes[road_col] = node_highway_poi
+
+    else:
+        print("Unknown ptype when updating nodes.")
+
+    # merge new nodes (it is safe to ignore the index for nodes)
+    gdfs = [nodes, new_nodes]
+    # nodespd = pd.concat(gdfs, ignore_index=True, sort=False)
+    nodes = gpd.GeoDataFrame(
+        pd.concat(gdfs, ignore_index=True, sort=False), crs=gdfs[0].crs
+    )
+    return nodes, new_nodes  # all nodes, newly added nodes only
+
+
+def update_edges(edges, new_lines, replace=True, nodes_meter=None, pois_meter=None):
+    """
+    Update edge info by adding new_lines; or,
+    replace existing ones with new_lines (n-split segments).
+
+    Parameters
+    ----------
+    edges : GeoDataFrame
+        The original edges GeoDataFrame.
+    new_lines : list
+        The new line segments to be added to the edges.
+    replace : bool
+        treat new_lines (flat list) as newly added edges if False,
+        else replace existing edges with new_lines (often a nested list)
+    nodes_meter : GeoDataFrame
+        The nodes GeoDataFrame.
+    pois_meter : GeoDataFrame
+        The POIs GeoDataFrame.
+
+    Returns
+    -------
+    GeoDataFrame
+        The updated edges GeoDataFrame.
+
+    Note:
+        kne_idx refers to 'fid in Rtree'/'label'/'loc', not positional iloc
+
+    """
+    # for interpolation (split by pp): replicate old line
+    if replace:
+        # create a flattened gdf with all line segs and corresponding kne_idx
+        kne_idxs = list(line_pps_dict.keys())  # noqa
+        # print("print kne_idxs")
+        # print(kne_idxs)
+        # number of times each line is split
+        lens = [len(item) for item in new_lines]
+        # print("print lens")
+        # print(lens)
+        new_lines_gdf = gpd.GeoDataFrame(
+            {
+                "kne_idx": np.repeat(kne_idxs, lens),
+                "geometry": list(itertools.chain.from_iterable(new_lines)),  # noqa
+            },
+            crs=measure_crs,  # noqa
+        )
+        # merge to inherit the data of the replaced line
+        cols = list(edges.columns)
+        cols.remove("geometry")  # don't include the old geometry
+        new_edges = new_lines_gdf.merge(
+            edges[cols], how="left", left_on="kne_idx", right_index=True
+        )
+        new_edges.drop("kne_idx", axis=1, inplace=True)
+
+        # print('before')
+        # print(new_edges['geometry'])
+
+        # round nodes
+        new_edges["geometry"] = new_edges.apply(
+            lambda x: loads(dumps(x["geometry"], rounding_precision=3)), axis=1
+        )
+
+        print("after")
+        print(new_edges["geometry"])
+
+        new_lines = new_edges["geometry"]  # now a flatten list
+
+    # for connection (to external poi): append new lines
+    else:
+        new_edges = gpd.GeoDataFrame(
+            pois[[poi_key_col]],  # noqa
+            geometry=new_lines,
+            columns=[poi_key_col, "geometry"],  # noqa
+            crs=measure_crs,  # noqa
+        )
+        # round nodes
+        new_edges["geometry"] = new_edges.apply(
+            lambda x: loads(dumps(x["geometry"], rounding_precision=3)), axis=1
+        )
+        new_edges[oneway_tag] = True  # noqa
+        new_edges[road_col] = edge_highway  # noqa
+
+    # https://stackoverflow.com/questions/61955960/shapely-linestring-length-units
+    # update features (a bit slow)
+    # length is only calculated and added to new lines
+    new_edges["length"] = [line.length for line in new_lines]
+    if factor > 1:  # noqa
+        new_edges["length"] = [line.length / factor for line in new_lines]  # noqa
+    # try to apply below to just new lines?
+    if replace:
+        new_edges[u_tag] = new_edges["geometry"].map(  # noqa
+            lambda x: nodes_id_dict.get(list(x.coords)[0], None)  # noqa
+        )
+    else:
+        new_edges[u_tag] = new_edges[poi_key_col]  # noqa
+
+    new_edges[v_tag] = new_edges["geometry"].map(  # noqa
+        lambda x: nodes_id_dict.get(list(x.coords)[-1], None)  # noqa
+    )
+
+    print("debugging")
+    # debugging
+    for x in new_edges["geometry"]:
+        node_id_match = nodes_id_dict.get(list(x.coords)[0], None)  # noqa
+        if node_id_match is None:
+            print(f" node_id_match is None, coords are: {list(x.coords)[0]}")
+
+    # try:
+    #     # convert node_key_col to int if needed
+    #     new_edges[u_tag] = new_edges[u_tag].astype('int64')
+    # except:
+    #     print('error, to nodes of new edges need to be an int or convertible to an int')
+
+    # try:
+    #     # convert node_key_col to int if needed
+    #     new_edges[v_tag] = new_edges[v_tag].astype('int64')
+    # except:
+    #     print('error, from nodes of new edges need to be an int or convertible to an int')
+
+    new_edges[edge_key_col] = [  # noqa
+        "_".join(list(map(str, s)))
+        for s in zip(new_edges[v_tag], new_edges[u_tag])  # noqa
+    ]
+
+    # remember to reindex to prevent duplication when concat
+    start = edges.index[-1] + 1
+    stop = start + len(new_edges)
+    new_edges.index = range(start, stop)
+
+    # for interpolation: remove existing edges
+    if replace:
+        edges = edges.drop(kne_idxs, axis=0)
+    # for connection: filter invalid links
+    else:
+        unvalid_pos = np.where(new_edges["length"] > threshold)[0]  # noqa
+        # do not add new edges if they are longer than the threshold or if the length equals 0, if the length equals 0 that means the poi was overlaying an edge itself, therefore no extra edge needs to be created
+        # unvalid_pos = np.where((new_edges['length'] > threshold) | (new_edges['length'] == 0))[0]
+        unvalid_new_edges = new_edges.iloc[unvalid_pos]
+        # print("print invalid lines over threshold")
+        # print(unvalid_new_edges)
+
+        print(f"node count before: {nodes_meter.count()[0]}")
+        nodes_meter = nodes_meter[
+            ~nodes_meter[node_key_col].isin(unvalid_new_edges.stnode)  # noqa
+        ]
+        print(f"node count after: {nodes_meter.count()[0]}")
+
+        print(f"pois_meter count before: {pois_meter.count()[0]}")
+        pois_meter = pois_meter[~pois_meter[poi_key_col].isin(unvalid_new_edges.stnode)]  # noqa
+        print(f"pois_meter count after: {pois_meter.count()[0]}")
+
+        # valid_pos = np.where(new_edges['length'] <= threshold)[0]
+        valid_pos = np.where(
+            (new_edges["length"] <= threshold) & (new_edges["length"] > 0)  # noqa
+        )[0]
+        n = len(new_edges)
+        n_fault = n - len(valid_pos)
+        f_pct = n_fault / n * 100
+        print(
+            "Remove edge projections greater than threshold: {}/{} ({:.2f}%)".format(
+                n_fault, n, f_pct
+            )
+        )
+        new_edges = new_edges.iloc[valid_pos]  # use 'iloc' here
+
+    dfs = [edges, new_edges]
+    edges = gpd.GeoDataFrame(
+        pd.concat(dfs, ignore_index=False, sort=False), crs=dfs[0].crs
+    )
+
+    if nodes_meter is not None:
+        return edges, new_edges, nodes_meter, pois_meter
+    else:
+        # all edges, newly added edges only
+        return edges, new_edges
+
+
+def nearest_edge(row, Rtree, knn, edges_meter):
+    """
+    Finds the nearest edge(s) to a given point.
+
+    Parameters
+    ----------
+    row : pandas.Series
+        A row containing the point geometry.
+
+    Returns
+    -------
+    tuple
+        A tuple containing the indices of the nearest edges and their corresponding geometries.
+
+    """
+    near_idx = list(Rtree.nearest(row["geometry"].bounds, knn))
+    near_lines = edges_meter["geometry"][near_idx]
+    return near_idx, near_lines
+
+
 def advanced_snap(
     G,
     pois,
@@ -3822,8 +4220,6 @@ def advanced_snap(
 
     """
     import rtree
-    import itertools
-    from shapely.ops import snap, split
 
     pd.options.mode.chained_assignment = None
 
@@ -3856,7 +4252,7 @@ def advanced_snap(
     # set poi arguments
     node_highway_pp = "projected_pap"  # POI Access Point
     node_highway_poi = "poi"
-    edge_highway = "projected_footway"
+    # edge_highway = "projected_footway"
     osmid_prefix = 9990000000
 
     # convert CRS
@@ -3867,317 +4263,6 @@ def advanced_snap(
     # 0-1: helper functions
 
     # find nearest edge
-    def find_kne(point, lines, near_idx):
-        """
-        Find the nearest edge (kne) to a given point from a set of lines.
-
-        Parameters
-        ----------
-        point : Point
-            The point for which to find the nearest edge.
-        lines : GeoDataFrame
-            The set of lines representing edges.
-        near_idx : array-like
-            The array-like object containing the indices of the nearest edges.
-
-        Returns
-        -------
-        kne_idx : int
-            The index of the nearest edge.
-        kne : Series
-            The geometry of the nearest edge.
-
-        """
-        # getting the distances between the point and the lines
-        dists = np.array(list(map(lambda line: line.distance(point), lines)))
-        kne_pos = dists.argsort()[0]
-        kne = lines.iloc[kne_pos]
-        kne_idx = near_idx[kne_pos]
-
-        # return the index of the nearest edge, and the geometry of the nearest edge
-        return kne_idx, kne
-
-    def get_pp(point, line):
-        """Get the projected point (pp) of 'point' on 'line'.
-
-        Parameters
-        ----------
-        point : Point
-            The point to be projected.
-        line : LineString
-            The line on which the point is projected.
-
-        Returns
-        -------
-        Point
-            The projected point on the line.
-
-        """
-        # project new Point to be interpolated
-        pp = line.interpolate(line.project(point))  # PP as a Point
-
-        # reduce precision
-        # can't reduct it here because the split_function needs the point exactly on the line
-        # pp = loads(dumps(pp, rounding_precision=3))
-
-        return pp
-
-    def split_line(line, pps):
-        """Split 'line' by all intersecting 'pps' (as multipoint).
-
-        Parameters
-        ----------
-        line : LineString
-            The line to be split.
-
-        pps : MultiPoint
-            The multipoint object containing all the points at which to split the line.
-
-        Returns
-        -------
-        list
-            a list of all line segments after the split
-
-        """
-        # IMPORTANT FIX for ensuring intersection between splitters and the line
-        # but no need for updating edges_meter manually because the old lines will be
-        # replaced anyway
-        # we want the tolerance to be really small, I changed it to a bigger tolerance of .5 meters and it caused
-        # the end of the line to snap to the PP therefore creating a gap
-        line = snap(line, pps, 1e-4)  # slow?
-
-        try:
-            # with Shapely ver 2, Geometry objects are not iterable, so you need to use the geoms property
-            new_lines = list(split(line, pps).geoms)  # split into segments
-            return new_lines
-        except TypeError as e:
-            print("Error when splitting line: {}\n{}\n{}\n".format(e, line, pps))
-            return []
-
-    def update_nodes(nodes, new_points, ptype, measure_crs="epsg:3857"):
-        """Update nodes with a list (pp) or a GeoDataFrame (poi) of new_points.
-
-        Parameters
-        ----------
-        nodes : GeoDataFrame
-            The original nodes GeoDataFrame.
-        new_points : GeoDataFrame or list
-            The new points to be added to the nodes.
-        ptype : str
-            type of Point list to append, 'pp' or 'poi'
-        measure_crs : str
-            the crs of the measure (epsg code)
-
-        Returns
-        -------
-        GeoDataFrame
-            The updated nodes GeoDataFrame.
-
-        """
-        nonlocal osmid_prefix
-
-        # create gdf of new nodes (projected PAPs)
-        if ptype == "pp":
-            new_nodes = gpd.GeoDataFrame(
-                new_points, columns=["geometry"], crs=measure_crs
-            )
-            new_nodes[road_col] = node_highway_pp
-            n = len(new_nodes)
-            new_nodes[node_key_col] = [int(osmid_prefix + i) for i in range(n)]
-
-        # create gdf of new nodes (original POIs)
-        elif ptype == "poi":
-            new_nodes = new_points[["geometry", poi_key_col]]
-            new_nodes.columns = ["geometry", node_key_col]
-            new_nodes[road_col] = node_highway_poi
-
-        else:
-            print("Unknown ptype when updating nodes.")
-
-        # merge new nodes (it is safe to ignore the index for nodes)
-        gdfs = [nodes, new_nodes]
-        # nodespd = pd.concat(gdfs, ignore_index=True, sort=False)
-        nodes = gpd.GeoDataFrame(
-            pd.concat(gdfs, ignore_index=True, sort=False), crs=gdfs[0].crs
-        )
-        return nodes, new_nodes  # all nodes, newly added nodes only
-
-    def update_edges(edges, new_lines, replace=True, nodes_meter=None, pois_meter=None):
-        """
-        Update edge info by adding new_lines; or,
-        replace existing ones with new_lines (n-split segments).
-
-        Parameters
-        ----------
-        edges : GeoDataFrame
-            The original edges GeoDataFrame.
-        new_lines : list
-            The new line segments to be added to the edges.
-        replace : bool
-            treat new_lines (flat list) as newly added edges if False,
-            else replace existing edges with new_lines (often a nested list)
-        nodes_meter : GeoDataFrame
-            The nodes GeoDataFrame.
-        pois_meter : GeoDataFrame
-            The POIs GeoDataFrame.
-
-        Returns
-        -------
-        GeoDataFrame
-            The updated edges GeoDataFrame.
-
-        Note:
-            kne_idx refers to 'fid in Rtree'/'label'/'loc', not positional iloc
-
-        """
-        # for interpolation (split by pp): replicate old line
-        if replace:
-            # create a flattened gdf with all line segs and corresponding kne_idx
-            kne_idxs = list(line_pps_dict.keys())
-            # print("print kne_idxs")
-            # print(kne_idxs)
-            # number of times each line is split
-            lens = [len(item) for item in new_lines]
-            # print("print lens")
-            # print(lens)
-            new_lines_gdf = gpd.GeoDataFrame(
-                {
-                    "kne_idx": np.repeat(kne_idxs, lens),
-                    "geometry": list(itertools.chain.from_iterable(new_lines)),
-                },
-                crs=measure_crs,
-            )
-            # merge to inherit the data of the replaced line
-            cols = list(edges.columns)
-            cols.remove("geometry")  # don't include the old geometry
-            new_edges = new_lines_gdf.merge(
-                edges[cols], how="left", left_on="kne_idx", right_index=True
-            )
-            new_edges.drop("kne_idx", axis=1, inplace=True)
-
-            # print('before')
-            # print(new_edges['geometry'])
-
-            # round nodes
-            new_edges["geometry"] = new_edges.apply(
-                lambda x: loads(dumps(x["geometry"], rounding_precision=3)), axis=1
-            )
-
-            print("after")
-            print(new_edges["geometry"])
-
-            new_lines = new_edges["geometry"]  # now a flatten list
-
-        # for connection (to external poi): append new lines
-        else:
-            new_edges = gpd.GeoDataFrame(
-                pois[[poi_key_col]],
-                geometry=new_lines,
-                columns=[poi_key_col, "geometry"],
-                crs=measure_crs,
-            )
-            # round nodes
-            new_edges["geometry"] = new_edges.apply(
-                lambda x: loads(dumps(x["geometry"], rounding_precision=3)), axis=1
-            )
-            new_edges[oneway_tag] = True
-            new_edges[road_col] = edge_highway
-
-        # https://stackoverflow.com/questions/61955960/shapely-linestring-length-units
-        # update features (a bit slow)
-        # length is only calculated and added to new lines
-        new_edges["length"] = [line.length for line in new_lines]
-        if factor > 1:
-            new_edges["length"] = [line.length / factor for line in new_lines]
-        # try to apply below to just new lines?
-        if replace:
-            new_edges[u_tag] = new_edges["geometry"].map(
-                lambda x: nodes_id_dict.get(list(x.coords)[0], None)
-            )
-        else:
-            new_edges[u_tag] = new_edges[poi_key_col]
-
-        new_edges[v_tag] = new_edges["geometry"].map(
-            lambda x: nodes_id_dict.get(list(x.coords)[-1], None)
-        )
-
-        print("debugging")
-        # debugging
-        for x in new_edges["geometry"]:
-            node_id_match = nodes_id_dict.get(list(x.coords)[0], None)
-            if node_id_match is None:
-                print(f" node_id_match is None, coords are: {list(x.coords)[0]}")
-
-        # try:
-        #     # convert node_key_col to int if needed
-        #     new_edges[u_tag] = new_edges[u_tag].astype('int64')
-        # except:
-        #     print('error, to nodes of new edges need to be an int or convertible to an int')
-
-        # try:
-        #     # convert node_key_col to int if needed
-        #     new_edges[v_tag] = new_edges[v_tag].astype('int64')
-        # except:
-        #     print('error, from nodes of new edges need to be an int or convertible to an int')
-
-        new_edges[edge_key_col] = [
-            "_".join(list(map(str, s))) for s in zip(new_edges[v_tag], new_edges[u_tag])
-        ]
-
-        # remember to reindex to prevent duplication when concat
-        start = edges.index[-1] + 1
-        stop = start + len(new_edges)
-        new_edges.index = range(start, stop)
-
-        # for interpolation: remove existing edges
-        if replace:
-            edges = edges.drop(kne_idxs, axis=0)
-        # for connection: filter invalid links
-        else:
-            unvalid_pos = np.where(new_edges["length"] > threshold)[0]
-            # do not add new edges if they are longer than the threshold or if the length equals 0, if the length equals 0 that means the poi was overlaying an edge itself, therefore no extra edge needs to be created
-            # unvalid_pos = np.where((new_edges['length'] > threshold) | (new_edges['length'] == 0))[0]
-            unvalid_new_edges = new_edges.iloc[unvalid_pos]
-            # print("print invalid lines over threshold")
-            # print(unvalid_new_edges)
-
-            print(f"node count before: {nodes_meter.count()[0]}")
-            nodes_meter = nodes_meter[
-                ~nodes_meter[node_key_col].isin(unvalid_new_edges.stnode)
-            ]
-            print(f"node count after: {nodes_meter.count()[0]}")
-
-            print(f"pois_meter count before: {pois_meter.count()[0]}")
-            pois_meter = pois_meter[
-                ~pois_meter[poi_key_col].isin(unvalid_new_edges.stnode)
-            ]
-            print(f"pois_meter count after: {pois_meter.count()[0]}")
-
-            # valid_pos = np.where(new_edges['length'] <= threshold)[0]
-            valid_pos = np.where(
-                (new_edges["length"] <= threshold) & (new_edges["length"] > 0)
-            )[0]
-            n = len(new_edges)
-            n_fault = n - len(valid_pos)
-            f_pct = n_fault / n * 100
-            print(
-                "Remove edge projections greater than threshold: {}/{} ({:.2f}%)".format(
-                    n_fault, n, f_pct
-                )
-            )
-            new_edges = new_edges.iloc[valid_pos]  # use 'iloc' here
-
-        dfs = [edges, new_edges]
-        edges = gpd.GeoDataFrame(
-            pd.concat(dfs, ignore_index=False, sort=False), crs=dfs[0].crs
-        )
-
-        if nodes_meter is not None:
-            return edges, new_edges, nodes_meter, pois_meter
-        else:
-            # all edges, newly added edges only
-            return edges, new_edges
-
     print("print edges_meter")
     # print(edges_meter)
 
@@ -4199,7 +4284,16 @@ def update_edges(edges, new_lines, replace=True, nodes_meter=None, pois_meter=No
 
     print("updating external nodes (pois)")
     nodes_meter, _ = update_nodes(
-        nodes_meter, pois_meter, ptype="poi", measure_crs=measure_crs
+        nodes_meter,
+        pois_meter,
+        ptype="poi",
+        road_col=road_col,
+        node_key_col=node_key_col,
+        poi_key_col=poi_key_col,
+        node_highway_pp=node_highway_pp,
+        node_highway_poi=node_highway_poi,
+        measure_crs=measure_crs,
+        osmid_prefix=osmid_prefix,
     )
 
     if verbose is True:
@@ -4218,25 +4312,6 @@ def update_edges(edges, new_lines, replace=True, nodes_meter=None, pois_meter=No
     # pois_meter['near_lines'] = [edges_meter['geometry'][near_idx]
     # for near_idx in pois_meter['near_idx']]  # very slow
 
-    def nearest_edge(row):
-        """
-        Finds the nearest edge(s) to a given point.
-
-        Parameters
-        ----------
-        row : pandas.Series
-            A row containing the point geometry.
-
-        Returns
-        -------
-        tuple
-            A tuple containing the indices of the nearest edges and their corresponding geometries.
-
-        """
-        near_idx = list(Rtree.nearest(row["geometry"].bounds, knn))
-        near_lines = edges_meter["geometry"][near_idx]
-        return near_idx, near_lines
-
     # debug
     # return pois_meter, edges_meter
 
@@ -4309,7 +4384,16 @@ def nearest_edge(row):
     # update nodes
     print("Updating internal nodes...")
     nodes_meter, _new_nodes = update_nodes(
-        nodes_meter, list(pp_column), ptype="pp", measure_crs=measure_crs
+        nodes_meter,
+        list(pp_column),
+        ptype="pp",
+        road_col=road_col,
+        node_key_col=node_key_col,
+        poi_key_col=poi_key_col,
+        node_highway_pp=node_highway_pp,
+        node_highway_poi=node_highway_poi,
+        measure_crs=measure_crs,
+        osmid_prefix=osmid_prefix,
     )
 
     if verbose is True:
diff --git a/tests/test_core.py b/tests/test_core.py
index f501cdf..1fd2cce 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -5,10 +5,76 @@
 import pandas as pd
 import os
 import geopandas as gpd
-from shapely.geometry import Point
+from shapely.geometry import Point, Polygon
 import shutil
 
 
+def test_convert():
+    """Test convert() function."""
+    # make pandas dataframe
+    df = pd.DataFrame(
+        {
+            "a": [1, 2, 3],
+            "b": [4, 5, 6],
+            "geometry": [Point(0, 0), Point(1, 1), Point(2, 2)],
+            "data": [1, 2, 3],
+        }
+    )
+    # convert geometry to wkt-loadable string
+    df["geometry"] = df["geometry"].apply(lambda x: x.wkt)
+    # call the function
+    G = core.convert(df.iloc[0, :], "a", "b", "geometry", ["data"])
+    # check the output
+    assert isinstance(G, tuple)
+    assert G[0] == 1
+    assert G[1] == 4
+
+
+def test_check():
+    """Test the check() function."""
+    # call the function
+    G = core.check(1, set([1, 2, 3]))
+    # check the output
+    assert G == 1
+    # call again with different input
+    G = core.check(4, set([1, 2, 3]))
+    # check the output
+    assert G == 0
+
+
+def test_selector():
+    """Test the selector() function."""
+    # call the function
+    G = core.selector(1)
+    # check the output
+    assert G == 1
+
+
+def test_flatten():
+    """Test the flatten() function."""
+    # call the function
+    G = core.flatten([[1, 2], [3, 4], [5, 6]])
+    # check the output
+    assert G == [1, 2, 3, 4, 5, 6]
+
+
+def test_chck():
+    """Test the chck() function."""
+    # define the polygon and point
+    poly = Polygon([(0, 0), (1, 0), (1, 1), (0, 1)])
+    pt = Point(0.5, 0.5)
+    # call the function
+    G = core.chck(pt, poly)
+    # check the output
+    assert G == 1
+    # case where point is outside the polygon
+    pt = Point(2, 2)
+    # call the function
+    G = core.chck(pt, poly)
+    # check the output
+    assert G == 0
+
+
 def test_combo_csv_to_graph():
     """Test the combo_csv_to_graph function."""
     pass
@@ -109,6 +175,18 @@ def test_convert_network_to_time():
     pass
 
 
+def test_first_val():
+    """Test the first_val function."""
+    # call function
+    G = core.first_val([1, 2, 3])
+    # check the output
+    assert G == 1
+    # call function with single value
+    G = core.first_val("test")
+    # check the output
+    assert G == "test"
+
+
 def test_assign_traffic_times():
     """Test the assign_traffic_times function."""
     pass

From 9e97e8ee4287137575bfc6dc974bfe1f8c74a620 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 12 May 2024 19:18:06 -0400
Subject: [PATCH 28/50] finish tests for calculate_od_raw

---
 tests/test_calculate_od_raw.py | 79 +++++++++++++++++++++++++++++++++-
 1 file changed, 78 insertions(+), 1 deletion(-)

diff --git a/tests/test_calculate_od_raw.py b/tests/test_calculate_od_raw.py
index 205bc6a..b0ff361 100644
--- a/tests/test_calculate_od_raw.py
+++ b/tests/test_calculate_od_raw.py
@@ -9,7 +9,7 @@
 import pandas as pd
 
 
-def mocked_pandana_snap(G, point_gdf):
+def mocked_pandana_snap(G, point_gdf, target_crs=None):
     """Mock the pandana_snap function."""
     gdf = gpd.GeoDataFrame(
         {"geometry": [Point(0, 0), Point(0, 1)], "NN": [0, 1], "NN_dist": [0, 1]},
@@ -40,6 +40,69 @@ def test_calculateOD_gdf(tmp_path):
     )
     calculate_snap = False
     wgs84 = "epsg:4326"
+
+    # Run the function
+    result = calculate_od_raw.calculateOD_gdf(
+        G,
+        origins,
+        destinations,
+        calculate_snap=calculate_snap,
+        wgs84=wgs84,
+    )
+    # Check the result
+    assert isinstance(result, np.ndarray)
+    assert result.shape == (2, 2)
+
+
+@mock.patch("GOSTnets.calculate_od_raw.pandana_snap", mocked_pandana_snap)
+@mock.patch("GOSTnets.calculate_od_raw.calc_od", mocked_calc_od)
+def test_calculateOD_gdf_crs_transform(tmp_path):
+    """Test the calculateOD_gdf function doing CRS transforms."""
+    # generate inputs for the function
+    G = nx.Graph(
+        x=0,
+        y=0,
+    )
+    origins = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:4326"
+    )
+    destinations = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:4326"
+    )
+    calculate_snap = False
+    wgs84 = "epsg:3857"
+
+    # Run the function
+    result = calculate_od_raw.calculateOD_gdf(
+        G,
+        origins,
+        destinations,
+        calculate_snap=calculate_snap,
+        wgs84=wgs84,
+    )
+    # Check the result
+    assert isinstance(result, np.ndarray)
+    assert result.shape == (2, 2)
+
+
+@mock.patch("GOSTnets.calculate_od_raw.pandana_snap", mocked_pandana_snap)
+@mock.patch("GOSTnets.calculate_od_raw.calc_od", mocked_calc_od)
+def test_calculateOD_gdf_snap(tmp_path):
+    """Test the calculateOD_gdf function doing CRS transforms."""
+    # generate inputs for the function
+    G = nx.Graph(
+        x=0,
+        y=0,
+    )
+    origins = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:3857"
+    )
+    destinations = gpd.GeoDataFrame(
+        {"geometry": [Point(0, 0), Point(0, 1)]}, crs="epsg:3857"
+    )
+    calculate_snap = True
+    wgs84 = "epsg:3857"
+
     # Run the function
     result = calculate_od_raw.calculateOD_gdf(
         G,
@@ -84,6 +147,20 @@ def test_calculateOD_csv(tmp_path):
     assert result == 1
     assert calculate_od_raw.calculateOD_gdf.call_count == 1
 
+    # make call without the destinationCSV
+    # Run the function
+    result = calculate_od_raw.calculateOD_csv(
+        G,
+        originCSV,
+        fail_value=fail_value,
+        weight=weight,
+        calculate_snap=calculate_snap,
+    )
+
+    # Check the result
+    assert result == 1
+    assert calculate_od_raw.calculateOD_gdf.call_count == 2
+
 
 def test_calculate_gravity():
     """Test the calculate_gravity function."""

From 9d5b04f8a85692dc2064ce853f7d7ad40c2d4c9e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 12 May 2024 19:58:33 -0400
Subject: [PATCH 29/50] more tests

---
 tests/test_conversion_utils.py | 71 +++++++++++++++++++++++++++++++++-
 tests/test_network_clean.py    | 40 +++++++++++++++++++
 2 files changed, 110 insertions(+), 1 deletion(-)

diff --git a/tests/test_conversion_utils.py b/tests/test_conversion_utils.py
index 11892ea..c5033be 100644
--- a/tests/test_conversion_utils.py
+++ b/tests/test_conversion_utils.py
@@ -1,11 +1,14 @@
 import pytest  # noqa: F401
+import numpy as np
+from unittest import mock
+from unittest.mock import MagicMock
 from GOSTnets.conversion_utils import rasterize_od_results
 import geopandas as gpd
 from shapely.geometry import Point
 
 
 def test_rasterize_od_results(tmp_path):
-    """Test the rasterize_od_results function."""
+    """Test the rasterize_od_results function, no template."""
     # make input geopandas dataframe
     gdf = gpd.GeoDataFrame(
         {
@@ -21,3 +24,69 @@ def test_rasterize_od_results(tmp_path):
     rasterize_od_results(gdf, tmp_path / "output.tif", "field1")
     # check that the output file was created
     assert (tmp_path / "output.tif").exists()
+
+
+def mocked_rasterio_open(
+    template,
+    t="w",
+    driver="gtiff",
+    height="y",
+    width="x",
+    count=1,
+    dtype="dtype",
+    crs="crs",
+    transform="t",
+):
+    """Mocked function for rasterio.open()"""
+
+    class tmpOutput:
+        def __init__(self):
+            self.crs = "EPSG:4326"
+            self.meta = MagicMock()
+            self.res = (0, 1)
+            self.transform = "transform"
+            self.shape = (10, 20)
+
+        def read(self):
+            raster = np.zeros((10, 10))
+            raster[:5, :5] = 4
+            raster[5:, 5:] = 3
+            raster = np.reshape(raster, [1, 10, 10])
+            return raster
+
+        def write_band(self, x, b):
+            return print("write")
+
+        def close(self):
+            return print("close")
+
+    return_val = tmpOutput()
+    return return_val
+
+
+def mocked_rasterize(shapes="a", fill=0, out_shape=(1, 2), transform="t"):
+    """Mock the rasterio.feature.rasterize function."""
+    return np.zeros((2, 2))
+
+
+@mock.patch("rasterio.open", mocked_rasterio_open)
+@mock.patch("rasterio.features.rasterize", mocked_rasterize)
+def test_rasterize_od_results_with_template(capfd):
+    """Test the rasterize_od_results function with a template."""
+    # make input geopandas dataframe
+    gdf = gpd.GeoDataFrame(
+        {
+            "field1": [1, 2, 3],
+            "geometry": [
+                Point(0, 0),
+                Point(0, 1),
+                Point(1, 1),
+            ],
+        }
+    )
+    # call the function
+    rasterize_od_results(gdf, "output.tif", "field1", template="template")
+    # check text output by the mocked functions
+    captured = capfd.readouterr()
+    assert captured.out[:5] == "write"
+    assert captured.out[7:11] == "lose"
diff --git a/tests/test_network_clean.py b/tests/test_network_clean.py
index 0de3d4a..14d6a78 100644
--- a/tests/test_network_clean.py
+++ b/tests/test_network_clean.py
@@ -45,6 +45,11 @@ def mocked_remove_duplicate_edges(G):
     return G
 
 
+def mocked_save(v, s, p):
+    """Mock the core.save function."""
+    print("save")
+
+
 @mock.patch("GOSTnets.network_clean.simplify_junctions", mocked_simplify_junctions)
 @mock.patch(
     "GOSTnets.network_clean.add_missing_reflected_edges",
@@ -72,3 +77,38 @@ def test_clean_network():
     # make assertions
     assert isinstance(sg, nodes)
     assert sg.number_of_edges() == 1
+
+
+@mock.patch("GOSTnets.network_clean.simplify_junctions", mocked_simplify_junctions)
+@mock.patch(
+    "GOSTnets.network_clean.add_missing_reflected_edges",
+    mocked_add_missing_reflected_edges,
+)
+@mock.patch("GOSTnets.network_clean.custom_simplify", mocked_custom_simplify)
+@mock.patch("GOSTnets.network_clean.unbundle_geometry", mocked_unbundle_geometry)
+@mock.patch(
+    "GOSTnets.network_clean.convert_to_MultiDiGraph", mocked_convert_to_MultiDiGraph
+)
+@mock.patch(
+    "GOSTnets.network_clean.remove_duplicate_edges", mocked_remove_duplicate_edges
+)
+@mock.patch("GOSTnets.network_clean.save", mocked_save)
+def test_clean_network_verbose(capfd):
+    """Test the clean_network function with verbosity."""
+    sg = network_clean.clean_network(
+        G=nodes(),
+        UTM=None,
+        WGS=None,
+        junctdist=None,
+        verbose=True,
+        wpath="wpath",
+        output_file_name=None,
+    )
+    # make assertions
+    assert isinstance(sg, nodes)
+    assert sg.number_of_edges() == 1
+    # check mocked save was called 3 times in succession
+    captured = capfd.readouterr()
+    assert captured.out[:5] == "save\n"
+    assert captured.out[5:10] == "save\n"
+    assert captured.out[10:15] == "save\n"

From 0ba15f465073424b346f6312571b39d5e41fe6bd Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 22 May 2024 21:23:36 -0400
Subject: [PATCH 30/50] add integrated test

---
 src/GOSTnets/osm_parser.py |   3 +-
 tests/test_osm_parser.py   |  20 +++++++
 tests/test_workflow.py     | 114 +++++++++++++++++++++++++++++++++++++
 3 files changed, 135 insertions(+), 2 deletions(-)
 create mode 100644 tests/test_workflow.py

diff --git a/src/GOSTnets/osm_parser.py b/src/GOSTnets/osm_parser.py
index dd4b07f..9e4be92 100644
--- a/src/GOSTnets/osm_parser.py
+++ b/src/GOSTnets/osm_parser.py
@@ -128,9 +128,8 @@ def download_osm(
         )  ## Create cache path if not exists
 
         osmFile = Path(
-            cacheTempDir + cachedTileFilename
+            cacheTempDir, cachedTileFilename
         ).resolve()  ## Replace the relative cache folder path to absolute path
-
         if osmFile.is_file():
             # download from the cache folder
             if verbose:
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
index 0352de1..3062f94 100644
--- a/tests/test_osm_parser.py
+++ b/tests/test_osm_parser.py
@@ -3,6 +3,7 @@
 from unittest import mock
 import geopandas as gpd
 from shapely.geometry import LineString
+import os
 
 
 def test_haversine():
@@ -34,6 +35,25 @@ def test_download_osm():
     assert result == "test"
 
 
+@mock.patch("urllib.request.urlopen", mocked_urllib_request_urlopen)
+def test_download_osm_cache(tmpdir):
+    """Test the download_osm function with file from cache."""
+    # define inputs
+    left, bottom, right, top = (0, 0, 0, 0)
+    # define file in cache
+    with open(
+        os.path.join(tmpdir, "osm_map_0.00000000_0.00000000_0.00000000_0.00000000.map"),
+        "w",
+    ) as f:
+        f.write("x")
+    # run the function
+    result = osm_parser.download_osm(
+        left, bottom, right, top, cache=True, cacheTempDir=tmpdir
+    )
+    # check the result
+    assert result == "test"
+
+
 def test_read_osm():
     """Test the read_osm function."""
     pass
diff --git a/tests/test_workflow.py b/tests/test_workflow.py
new file mode 100644
index 0000000..b640cd4
--- /dev/null
+++ b/tests/test_workflow.py
@@ -0,0 +1,114 @@
+"""Integrative test for the GOSTnets workflow based on tutorial notebooks."""
+import pytest
+import geopandas as gpd
+import os
+import GOSTnets as gn
+from GOSTnets.load_osm import OSM_to_network
+import shapely
+import networkx as nx
+
+
+def test_workflow():
+    pth = "Tutorials"  # change this path to your working folder
+    fil = r"iceland-latest.osm.pbf"  # download this file from geofabrik: http://download.geofabrik.de/europe/iceland.html.
+
+    # be sure to place the .osm.pbf file in the 'tutorial data' folder.
+
+    f = os.path.join(pth, "tutorial_data", fil)
+
+    # convert the .osm.pbf file to a GOSTnets object
+    iceland = OSM_to_network(f)
+    assert isinstance(iceland, OSM_to_network)
+
+    # show the different road types and counts
+    og_counts = iceland.roads_raw.infra_type.value_counts()
+
+    accepted_road_types = [
+        "residential",
+        "unclassified",
+        "track",
+        "service",
+        "tertiary",
+        "road",
+        "secondary",
+        "primary",
+        "trunk",
+        "primary_link",
+        "trunk_link",
+        "tertiary_link",
+        "secondary_link",
+    ]
+
+    iceland.filterRoads(acceptedRoads=accepted_road_types)
+
+    new_counts = iceland.roads_raw.infra_type.value_counts()
+    assert og_counts.shape[0] > new_counts.shape[0]
+
+    # read the shapefile for the clip area
+    clip_shp = gpd.read_file(os.path.join(pth, "tutorial_data", "rek2.shp"))
+    clip_shp = clip_shp.to_crs("epsg:4326")
+    clip_shp_obj = clip_shp.geometry.iloc[0]
+    assert isinstance(clip_shp, gpd.GeoDataFrame)
+    assert isinstance(clip_shp_obj, shapely.geometry.multipolygon.MultiPolygon)
+
+    # intersects is a Shapely function that returns True if the boundary or interior of the object intersect in any way with those of the other
+    int_counts = iceland.roads_raw.geometry.intersects(clip_shp_obj).value_counts()
+    assert int_counts[True] > 0
+
+    iceland.roads_raw = iceland.roads_raw.loc[
+        iceland.roads_raw.geometry.intersects(clip_shp_obj) == True  # noqa: E712
+    ]
+    # reprint the intersects value counts (should only be True now)
+    new_ints = iceland.roads_raw.geometry.intersects(clip_shp_obj).value_counts()
+    assert new_ints[True] == int_counts[True]
+
+    # generate the roads GeoDataFrame, may take a few minutes
+    iceland.generateRoadsGDF(verbose=False)
+    assert isinstance(iceland.roadsGPD, gpd.GeoDataFrame)
+
+    with pytest.raises(AttributeError):
+        iceland.network
+
+    iceland.initialReadIn()
+    assert isinstance(iceland.network, nx.classes.multidigraph.MultiDiGraph)
+
+    G = iceland.network
+
+    # inspect the graph
+    nodes = list(G.nodes(data=True))
+    edges = list(G.edges(data=True))
+    assert len(nodes) > 0
+    assert len(edges) > 0
+
+    Iceland_UTMZ = "epsg:32627"
+
+    G_clean = gn.clean_network(
+        G, UTM=Iceland_UTMZ, WGS="epsg:4326", junctdist=10, verbose=False
+    )
+    assert isinstance(G_clean, nx.classes.multidigraph.MultiDiGraph)
+
+    G = G_clean
+
+    G_time = gn.convert_network_to_time(
+        G, distance_tag="length", road_col="infra_type", factor=1000
+    )
+    assert isinstance(G_time, nx.classes.multidigraph.MultiDiGraph)
+
+    rek = gpd.read_file(os.path.join(pth, "tutorial_data", "rek2.shp"))
+    assert isinstance(rek, gpd.GeoDataFrame)
+    rek = rek.to_crs("epsg:4326")
+    poly = rek.geometry.iloc[0]
+
+    churches = gpd.read_file(os.path.join(pth, "tutorial_data", "churches.shp"))
+    assert isinstance(churches, gpd.GeoDataFrame)
+    churches = churches.loc[churches.within(poly)]
+
+    churches = gn.pandana_snap_c(
+        G_time,
+        churches,
+        source_crs="epsg:4326",
+        target_crs="epsg:32627",
+        add_dist_to_node_col=True,
+    )
+    assert isinstance(churches, gpd.GeoDataFrame)
+    assert "NN" in churches.columns

From 1e9e17c0eae37e02ce60a3fef05e30ea6b44facb Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 23 May 2024 01:23:49 +0000
Subject: [PATCH 31/50] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 tests/test_workflow.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/test_workflow.py b/tests/test_workflow.py
index b640cd4..33c0434 100644
--- a/tests/test_workflow.py
+++ b/tests/test_workflow.py
@@ -1,4 +1,5 @@
 """Integrative test for the GOSTnets workflow based on tutorial notebooks."""
+
 import pytest
 import geopandas as gpd
 import os

From 16c07229a10159334f1ab455d847ae9c0bf06dde Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Thu, 23 May 2024 19:57:22 -0400
Subject: [PATCH 32/50] more tests and edits for new networkx versions

---
 src/GOSTnets/osm_parser.py           |   30 +-
 tests/osm_map.map                    | 1728 ++++++++++++++++++++++++++
 tests/test_load_osm_integrative.py   |   15 +
 tests/test_osm_parser.py             |    5 +-
 tests/test_osm_parser_integrative.py |   22 +
 5 files changed, 1784 insertions(+), 16 deletions(-)
 create mode 100644 tests/osm_map.map
 create mode 100644 tests/test_load_osm_integrative.py
 create mode 100644 tests/test_osm_parser_integrative.py

diff --git a/src/GOSTnets/osm_parser.py b/src/GOSTnets/osm_parser.py
index 9e4be92..1b79f40 100644
--- a/src/GOSTnets/osm_parser.py
+++ b/src/GOSTnets/osm_parser.py
@@ -8,7 +8,7 @@
 import copy
 
 # Graph module
-import networkx
+import networkx as nx
 
 # Specific modules
 import xml.sax  # parse osm file
@@ -210,40 +210,40 @@ def read_osm(filename_or_stream, only_roads=True):
 
     """
     osm = OSM(filename_or_stream)
-    G = networkx.DiGraph()
+    G = nx.DiGraph()
 
     ## Add ways
     for w in osm.ways.values():
-        if only_roads and "highway" not in w.tags:
+        if (only_roads) and ("highway" not in w.tags):
             continue
 
         if "oneway" in w.tags:
             if w.tags["oneway"] == "yes":
                 # ONLY ONE DIRECTION
-                G.add_path(w.nds, id=w.id, highway=w.tags["highway"])
+                nx.add_path(G, w.nds, id=w.id, highway=w.tags["highway"])
             else:
                 # BOTH DIRECTION
-                G.add_path(w.nds, id=w.id, highway=w.tags["highway"])
-                G.add_path(w.nds[::-1], id=w.id, highway=w.tags["highway"])
+                nx.add_path(G, w.nds, id=w.id, highway=w.tags["highway"])
+                nx.add_path(G, w.nds[::-1], id=w.id, highway=w.tags["highway"])
         else:
             # BOTH DIRECTION
-            G.add_path(w.nds, id=w.id, highway=w.tags["highway"])
-            G.add_path(w.nds[::-1], id=w.id, highway=w.tags["highway"])
+            nx.add_path(G, w.nds, id=w.id, highway=w.tags["highway"])
+            nx.add_path(G, w.nds[::-1], id=w.id, highway=w.tags["highway"])
 
     ## Complete the used nodes' information
     for n_id in G.nodes.keys():
         n = osm.nodes[n_id]
-        G.node[n_id]["lat"] = n.lat
-        G.node[n_id]["lon"] = n.lon
-        G.node[n_id]["id"] = n.id
+        G.nodes[n_id]["lat"] = n.lat
+        G.nodes[n_id]["lon"] = n.lon
+        G.nodes[n_id]["id"] = n.id
 
     ## Estimate the length of each way
     for u, v in G.edges():
         distance = haversine(
-            G.node[u]["lon"],
-            G.node[u]["lat"],
-            G.node[v]["lon"],
-            G.node[v]["lat"],
+            G.nodes[u]["lon"],
+            G.nodes[u]["lat"],
+            G.nodes[v]["lon"],
+            G.nodes[v]["lat"],
             unit_m=True,
         )  # Give a realistic distance estimation (neither EPSG nor projection nor reference system are specified)
 
diff --git a/tests/osm_map.map b/tests/osm_map.map
new file mode 100644
index 0000000..27c5a57
--- /dev/null
+++ b/tests/osm_map.map
@@ -0,0 +1,1728 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<osm version="0.6" generator="CGImap 0.9.2 (83585 spike-06.openstreetmap.org)" copyright="OpenStreetMap and contributors" attribution="http://www.openstreetmap.org/copyright" license="http://opendatacommons.org/licenses/odbl/1-0/">
+ <bounds minlat="39.6274000" minlon="-92.7891000" maxlat="39.6513000" maxlon="-92.7661000"/>
+ <node id="189635749" visible="true" version="2" changeset="2789710" timestamp="2009-10-09T05:42:31Z" user="woodpeck_fixbot" uid="147510" lat="39.6336140" lon="-92.7731360"/>
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+  <nd ref="189730254"/>
+  <nd ref="189730256"/>
+  <nd ref="189730258"/>
+  <nd ref="189730260"/>
+  <nd ref="189730261"/>
+  <nd ref="189730262"/>
+  <nd ref="189730264"/>
+  <nd ref="189730267"/>
+  <nd ref="189730269"/>
+  <nd ref="189730271"/>
+  <nd ref="189730273"/>
+  <nd ref="189730275"/>
+  <nd ref="189730276"/>
+  <nd ref="189730277"/>
+  <nd ref="189715471"/>
+  <nd ref="189715445"/>
+  <nd ref="189730278"/>
+  <nd ref="189730279"/>
+  <nd ref="189730280"/>
+  <nd ref="189730282"/>
+  <nd ref="189730284"/>
+  <nd ref="189730286"/>
+  <nd ref="189730288"/>
+  <nd ref="189730290"/>
+  <nd ref="189730292"/>
+  <nd ref="189730293"/>
+  <nd ref="189730295"/>
+  <nd ref="189730297"/>
+  <nd ref="189730299"/>
+  <nd ref="189709911"/>
+  <nd ref="189730301"/>
+  <nd ref="189730304"/>
+  <nd ref="189730305"/>
+  <nd ref="189730306"/>
+  <nd ref="189730307"/>
+  <nd ref="189730308"/>
+  <nd ref="189730310"/>
+  <nd ref="189730313"/>
+  <nd ref="189730315"/>
+  <nd ref="189706857"/>
+  <nd ref="189730317"/>
+  <nd ref="189730318"/>
+  <nd ref="189730319"/>
+  <nd ref="189730321"/>
+  <nd ref="189730323"/>
+  <nd ref="189715408"/>
+  <nd ref="189715387"/>
+  <nd ref="189730325"/>
+  <nd ref="189730327"/>
+  <nd ref="189730329"/>
+  <nd ref="189637958"/>
+  <nd ref="189730331"/>
+  <nd ref="189730332"/>
+  <nd ref="189682862"/>
+  <nd ref="189682854"/>
+  <nd ref="189682821"/>
+  <nd ref="189730333"/>
+  <nd ref="189704414"/>
+  <nd ref="189682686"/>
+  <nd ref="189661916"/>
+  <nd ref="189657655"/>
+  <nd ref="189657653"/>
+  <nd ref="189657635"/>
+  <nd ref="189730335"/>
+  <nd ref="189723809"/>
+  <nd ref="189730337"/>
+  <nd ref="189730339"/>
+  <nd ref="189704354"/>
+  <nd ref="189730341"/>
+  <nd ref="189730343"/>
+  <nd ref="189730345"/>
+  <nd ref="189730347"/>
+  <nd ref="189730350"/>
+  <nd ref="189723696"/>
+  <nd ref="189730352"/>
+  <nd ref="189730354"/>
+  <nd ref="189730355"/>
+  <nd ref="189730357"/>
+  <nd ref="189730358"/>
+  <nd ref="189730360"/>
+  <tag k="highway" v="secondary"/>
+  <tag k="ref" v="MO 129"/>
+ </way>
+ <way id="683232996" visible="true" version="2" changeset="134391963" timestamp="2023-04-01T18:53:12Z" user="the_edge01" uid="14100502">
+  <nd ref="6399422171"/>
+  <nd ref="6399422170"/>
+  <nd ref="6399422169"/>
+  <nd ref="6399422168"/>
+  <nd ref="6399422171"/>
+  <tag k="power" v="substation"/>
+  <tag k="voltage" v="69000"/>
+ </way>
+ <way id="683232997" visible="true" version="3" changeset="149709733" timestamp="2024-04-07T20:55:42Z" user="phd0" uid="459331">
+  <nd ref="10778448486"/>
+  <nd ref="6399422167"/>
+  <nd ref="6399422166"/>
+  <nd ref="6399422165"/>
+  <nd ref="6399422164"/>
+  <nd ref="6399422163"/>
+  <nd ref="6399422162"/>
+  <nd ref="6399422161"/>
+  <nd ref="11800404100"/>
+  <nd ref="11800404099"/>
+  <nd ref="11800404098"/>
+  <nd ref="6399422160"/>
+  <nd ref="11800404094"/>
+  <nd ref="11800404095"/>
+  <nd ref="11800404096"/>
+  <nd ref="11800404097"/>
+  <nd ref="6399422159"/>
+  <nd ref="11800404093"/>
+  <nd ref="11800404092"/>
+  <nd ref="11800404091"/>
+  <nd ref="11800404090"/>
+  <nd ref="11800404089"/>
+  <nd ref="11800404088"/>
+  <nd ref="11800404087"/>
+  <nd ref="6399422158"/>
+  <nd ref="6399422157"/>
+  <nd ref="6399422156"/>
+  <tag k="cables" v="3"/>
+  <tag k="frequency" v="60"/>
+  <tag k="power" v="line"/>
+  <tag k="voltage" v="69000"/>
+ </way>
+ <way id="1159032299" visible="true" version="2" changeset="134394927" timestamp="2023-04-01T20:49:31Z" user="the_edge01" uid="14100502">
+  <nd ref="10778645009"/>
+  <nd ref="10778645008"/>
+  <nd ref="10778645007"/>
+  <nd ref="10778645006"/>
+  <nd ref="10778645005"/>
+  <nd ref="10778616504"/>
+  <nd ref="10778616503"/>
+  <nd ref="10778616502"/>
+  <nd ref="10778616501"/>
+  <nd ref="10778616500"/>
+  <nd ref="10778616499"/>
+  <nd ref="10778616498"/>
+  <nd ref="10778616497"/>
+  <nd ref="10778616496"/>
+  <nd ref="10778616495"/>
+  <nd ref="10778616494"/>
+  <nd ref="10778616493"/>
+  <nd ref="10778645010"/>
+  <nd ref="10778616492"/>
+  <nd ref="10778616491"/>
+  <nd ref="10778448484"/>
+  <nd ref="10778448485"/>
+  <nd ref="6399422172"/>
+  <tag k="fixme" v="Voltage?  Does not appear to be 69kv at it goes to houses even though looks like it is connected at substation"/>
+  <tag k="power" v="line"/>
+ </way>
+ <way id="1159032300" visible="true" version="1" changeset="134391963" timestamp="2023-04-01T18:53:12Z" user="the_edge01" uid="14100502">
+  <nd ref="10778448465"/>
+  <nd ref="6399422175"/>
+  <nd ref="6399422174"/>
+  <nd ref="6399422173"/>
+  <nd ref="6399422172"/>
+  <nd ref="10778448486"/>
+  <tag k="power" v="line"/>
+  <tag k="voltage" v="69000"/>
+ </way>
+ <way id="1159032301" visible="true" version="1" changeset="134391963" timestamp="2023-04-01T18:53:12Z" user="the_edge01" uid="14100502">
+  <nd ref="10778448487"/>
+  <nd ref="10778448486"/>
+  <tag k="power" v="line"/>
+  <tag k="voltage" v="69000"/>
+ </way>
+ <relation id="450402" visible="true" version="19" changeset="146016095" timestamp="2024-01-08T06:30:36Z" user="Baloo Uriza" uid="92286">
+  <member type="way" ref="18501032" role=""/>
+  <member type="way" ref="18501030" role=""/>
+  <member type="way" ref="18403572" role=""/>
+  <member type="way" ref="60956018" role=""/>
+  <member type="way" ref="60955991" role=""/>
+  <member type="way" ref="60491166" role=""/>
+  <member type="way" ref="60491158" role=""/>
+  <member type="way" ref="18405604" role=""/>
+  <member type="way" ref="18405556" role=""/>
+  <member type="way" ref="60494244" role=""/>
+  <member type="way" ref="60494232" role=""/>
+  <member type="way" ref="52322238" role=""/>
+  <member type="way" ref="18405558" role=""/>
+  <member type="way" ref="18403550" role=""/>
+  <member type="way" ref="50299667" role=""/>
+  <member type="way" ref="50299668" role=""/>
+  <member type="way" ref="18574712" role=""/>
+  <member type="way" ref="52322240" role="forward"/>
+  <member type="way" ref="52322227" role="forward"/>
+  <member type="way" ref="116656548" role="forward"/>
+  <member type="way" ref="116656920" role="forward"/>
+  <member type="way" ref="366600661" role="forward"/>
+  <member type="way" ref="116656824" role="forward"/>
+  <member type="way" ref="18570354" role="forward"/>
+  <member type="way" ref="116656702" role="forward"/>
+  <member type="way" ref="116656982" role="forward"/>
+  <member type="way" ref="116656608" role="forward"/>
+  <member type="way" ref="18575528" role="forward"/>
+  <member type="way" ref="366600664" role="forward"/>
+  <member type="way" ref="52322230" role="forward"/>
+  <member type="way" ref="52322229" role="forward"/>
+  <member type="way" ref="18569652" role=""/>
+  <member type="way" ref="18569287" role=""/>
+  <member type="way" ref="155325530" role=""/>
+  <member type="way" ref="604078055" role=""/>
+  <member type="way" ref="155325528" role=""/>
+  <member type="way" ref="18568894" role=""/>
+  <member type="way" ref="18569646" role=""/>
+  <member type="way" ref="18569651" role=""/>
+  <member type="way" ref="18568028" role=""/>
+  <member type="way" ref="18570172" role=""/>
+  <member type="way" ref="1227921677" role=""/>
+  <member type="way" ref="1227921676" role=""/>
+  <member type="way" ref="18569649" role=""/>
+  <member type="way" ref="18745717" role=""/>
+  <member type="way" ref="18743889" role=""/>
+  <member type="way" ref="18745721" role=""/>
+  <member type="way" ref="18743963" role=""/>
+  <member type="way" ref="18744539" role=""/>
+  <member type="way" ref="18744974" role=""/>
+  <member type="way" ref="52322235" role=""/>
+  <member type="way" ref="52322233" role=""/>
+  <member type="way" ref="18743977" role=""/>
+  <member type="way" ref="18743976" role=""/>
+  <member type="way" ref="385655663" role=""/>
+  <member type="way" ref="385655660" role=""/>
+  <member type="way" ref="1001304339" role=""/>
+  <member type="way" ref="1001304340" role=""/>
+  <member type="way" ref="18668246" role=""/>
+  <member type="way" ref="385655662" role=""/>
+  <member type="way" ref="385655661" role=""/>
+  <member type="way" ref="52317228" role=""/>
+  <member type="way" ref="18668234" role=""/>
+  <tag k="description" v="Missouri Highway 129"/>
+  <tag k="network" v="US:MO"/>
+  <tag k="ref" v="129"/>
+  <tag k="route" v="road"/>
+  <tag k="symbol" v="http://upload.wikimedia.org/wikipedia/commons/5/5f/MO-129.svg"/>
+  <tag k="type" v="route"/>
+  <tag k="wikidata" v="Q2485369"/>
+  <tag k="wikipedia" v="en:Missouri Route 129"/>
+ </relation>
+</osm>
diff --git a/tests/test_load_osm_integrative.py b/tests/test_load_osm_integrative.py
new file mode 100644
index 0000000..8d037ef
--- /dev/null
+++ b/tests/test_load_osm_integrative.py
@@ -0,0 +1,15 @@
+"""Integrative tests for load_osm.py"""
+import pytest  # noqa: F401
+from GOSTnets import load_osm
+import os
+import geopandas as gpd
+
+
+def test_OSM_to_network():
+    """Test the OSM_to_network class."""
+    fpath = os.path.join("Tutorials", "tutorial_data", "iceland-latest.osm.pbf")
+    # load the class
+    otn = load_osm.OSM_to_network(fpath)
+    assert isinstance(otn, load_osm.OSM_to_network)
+    assert isinstance(otn.osmFile, str)
+    assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
index 3062f94..a71dbfb 100644
--- a/tests/test_osm_parser.py
+++ b/tests/test_osm_parser.py
@@ -59,13 +59,16 @@ def test_read_osm():
     pass
 
 
-def test_node():
+def test_node(capsys):
     """Test the Node class."""
     node = osm_parser.Node(10, 3.3, 4.4)
     assert node.id == 10
     assert node.lon == 3.3
     assert node.lat == 4.4
     assert isinstance(node.tags, dict)
+    print(node)
+    captured = capsys.readouterr()
+    assert captured.out[:14] == "Node (id : 10)"
 
 
 def test_way():
diff --git a/tests/test_osm_parser_integrative.py b/tests/test_osm_parser_integrative.py
new file mode 100644
index 0000000..02f9d13
--- /dev/null
+++ b/tests/test_osm_parser_integrative.py
@@ -0,0 +1,22 @@
+"""Integrative tests for osm_parser.py"""
+import pytest  # noqa: F401
+from GOSTnets import osm_parser
+import networkx as nx
+import urllib
+import os
+
+
+def test_read_osm():
+    """Test the read_osm() function using some test data."""
+    fp = urllib.request.urlopen("file://" + os.getcwd() + "/tests/osm_map.map")
+    network = osm_parser.read_osm(fp, only_roads=True)
+    assert isinstance(network, nx.DiGraph)
+
+
+def test_OSM():
+    """Test the OSM class."""
+    fp = urllib.request.urlopen("file://" + os.getcwd() + "/tests/osm_map.map")
+    osm_obj = osm_parser.OSM(fp)
+    assert isinstance(osm_obj, osm_parser.OSM)
+    assert isinstance(osm_obj.nodes, dict)
+    assert isinstance(osm_obj.ways, dict)

From 1d6d454f559b7ca3673b2a1dc7581f37fa0e145b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 23 May 2024 23:57:48 +0000
Subject: [PATCH 33/50] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 tests/test_load_osm_integrative.py   | 1 +
 tests/test_osm_parser_integrative.py | 1 +
 2 files changed, 2 insertions(+)

diff --git a/tests/test_load_osm_integrative.py b/tests/test_load_osm_integrative.py
index 8d037ef..5f4f79f 100644
--- a/tests/test_load_osm_integrative.py
+++ b/tests/test_load_osm_integrative.py
@@ -1,4 +1,5 @@
 """Integrative tests for load_osm.py"""
+
 import pytest  # noqa: F401
 from GOSTnets import load_osm
 import os
diff --git a/tests/test_osm_parser_integrative.py b/tests/test_osm_parser_integrative.py
index 02f9d13..a6e76de 100644
--- a/tests/test_osm_parser_integrative.py
+++ b/tests/test_osm_parser_integrative.py
@@ -1,4 +1,5 @@
 """Integrative tests for osm_parser.py"""
+
 import pytest  # noqa: F401
 from GOSTnets import osm_parser
 import networkx as nx

From cb22de69e9a9fd25170a49b564c9551ae970665d Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 24 May 2024 14:41:36 -0400
Subject: [PATCH 34/50] add tests

---
 tests/test_core.py                 | 20 ++++++++++++++++++++
 tests/test_core_integrative.py     |  1 +
 tests/test_load_osm_integrative.py | 10 ++++++++++
 3 files changed, 31 insertions(+)
 create mode 100644 tests/test_core_integrative.py

diff --git a/tests/test_core.py b/tests/test_core.py
index 1fd2cce..46f4246 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -6,6 +6,7 @@
 import os
 import geopandas as gpd
 from shapely.geometry import Point, Polygon
+from shapely import LineString
 import shutil
 
 
@@ -50,6 +51,12 @@ def test_selector():
     assert G == 1
 
 
+def test_selector_non_int():
+    """Test selector() if not an int."""
+    x = core.selector("y")
+    assert x == "y"
+
+
 def test_flatten():
     """Test the flatten() function."""
     # call the function
@@ -331,6 +338,19 @@ def test_custom_simplify():
     pass
 
 
+def test_cut():
+    """Test the cut function."""
+    # define parameters
+    line = LineString([[0, 0], [1, 0], [1, 1]])
+    distance = 0.5
+    # call function
+    two_lines = core.cut(line, distance)
+    assert line.length == 2.0
+    assert two_lines[0].length == 0.5
+    assert two_lines[1].length == 1.5
+    assert line.length == (two_lines[0].length + two_lines[1].length)
+
+
 def test_salt_long_lines():
     """Test the salt_long_lines function."""
     pass
diff --git a/tests/test_core_integrative.py b/tests/test_core_integrative.py
new file mode 100644
index 0000000..8e2d9ba
--- /dev/null
+++ b/tests/test_core_integrative.py
@@ -0,0 +1 @@
+"""Integrative tests for core.py"""
diff --git a/tests/test_load_osm_integrative.py b/tests/test_load_osm_integrative.py
index 5f4f79f..54096cf 100644
--- a/tests/test_load_osm_integrative.py
+++ b/tests/test_load_osm_integrative.py
@@ -14,3 +14,13 @@ def test_OSM_to_network():
     assert isinstance(otn, load_osm.OSM_to_network)
     assert isinstance(otn.osmFile, str)
     assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
+
+
+def test_OSM_to_network_ferries():
+    """Test the OSM_to_network class with ferries."""
+    fpath = os.path.join("Tutorials", "tutorial_data", "iceland-latest.osm.pbf")
+    # load the class
+    otn = load_osm.OSM_to_network(fpath, includeFerries=True)
+    assert isinstance(otn, load_osm.OSM_to_network)
+    assert isinstance(otn.osmFile, str)
+    assert isinstance(otn.roads_raw, gpd.GeoDataFrame)

From 0b266874cad57717a286264b94506d86bd50f373 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 24 May 2024 14:43:17 -0400
Subject: [PATCH 35/50] stop building on macos

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 424f70a..9da9cba 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -28,7 +28,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        os: [ubuntu-latest, windows-latest, macos-latest]
+        os: [ubuntu-latest, windows-latest]
         python-version: ["3.8", "3.9", "3.10"]
     steps:
       - name: Checkout code

From 0ebbde7fede93d21816a0483ba4d50fcaab69ba6 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 29 May 2024 20:09:47 -0400
Subject: [PATCH 36/50] add test

---
 src/GOSTnets/core.py |  2 +-
 tests/test_core.py   | 23 ++++++++++++++++++++++-
 2 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index c0d0940..38646b5 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -96,7 +96,7 @@ def combo_csv_to_graph(
     nx.MultiDiGraph
 
     """
-    edges_1 = pd.read_csv(os.path.join(fpath))
+    edges_1 = pd.read_csv(fpath)
 
     edges = edges_1.copy()
 
diff --git a/tests/test_core.py b/tests/test_core.py
index 46f4246..c2ed75b 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -8,6 +8,7 @@
 from shapely.geometry import Point, Polygon
 from shapely import LineString
 import shutil
+import io
 
 
 def test_convert():
@@ -82,9 +83,29 @@ def test_chck():
     assert G == 0
 
 
+def mocked_convert(x, y, z, f, g):
+    return ["one", "two", "three"]
+
+
+@mock.patch("GOSTnets.core.convert", mocked_convert)
 def test_combo_csv_to_graph():
     """Test the combo_csv_to_graph function."""
-    pass
+    # create the test csv object
+    f_df = pd.DataFrame(
+        data={"u_col": ["a", "b", "c"], "v_col": ["x", "y", "z"], "geo_col": [1, 2, 3]}
+    )
+    # write to buffer
+    s_buf = io.StringIO()
+    f_df.to_csv(s_buf)
+    s_buf.seek(0)
+    # call function
+    G = core.combo_csv_to_graph(
+        s_buf, u_tag="u_col", v_tag="v_col", geometry_tag="geo_col"
+    )
+    # assertions
+    assert isinstance(G, nx.MultiDiGraph)
+    assert "a" in G.nodes
+    assert "x" in G.nodes
 
 
 def test_edges_and_nodes_gdf_to_graph():

From 4e4fb5bf12c614dee32c161e1755f85626c6f872 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 14 Jun 2024 14:59:54 -0400
Subject: [PATCH 37/50] updates

---
 src/GOSTnets/core.py |  12 ++---
 tests/test_core.py   | 108 ++++++++++++++++++++++++++++---------------
 2 files changed, 76 insertions(+), 44 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 38646b5..57f633b 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -695,16 +695,14 @@ def graph_nodes_intersecting_polygon(G, polygons, crs=None):
         a list of the nodes intersecting the polygons
 
     """
-    if type(G) == nx.classes.multidigraph.MultiDiGraph:
+    if isinstance(G, nx.Graph):
         graph_gdf = node_gdf_from_graph(G)
-
-    elif type(G) == gpd.geodataframe.GeoDataFrame:
+    elif isinstance(G, gpd.GeoDataFrame):
         graph_gdf = G
-
     else:
         raise ValueError("Expecting a graph or node geodataframe for G!")
 
-    if type(polygons) != gpd.geodataframe.GeoDataFrame:
+    if type(polygons) != gpd.GeoDataFrame:
         raise ValueError("Expecting a geodataframe for polygon(s)!")
 
     if (crs is not None) and (graph_gdf.crs != crs):
@@ -751,13 +749,13 @@ def graph_edges_intersecting_polygon(G, polygons, mode, crs=None, fast=True):
         a list of the edges intersecting the polygons
 
     """
-    if type(G) == nx.classes.multidigraph.MultiDiGraph:
+    if isinstance(G, nx.Graph):
         node_graph_gdf = node_gdf_from_graph(G)
         edge_graph_gdf = edge_gdf_from_graph(G)
     else:
         raise ValueError("Expecting a graph for G!")
 
-    if type(polygons) != gpd.geodataframe.GeoDataFrame:
+    if type(polygons) != gpd.GeoDataFrame:
         raise ValueError("Expecting a geodataframe for polygon(s)!")
 
     if (crs is not None) and (node_graph_gdf.crs != crs):
diff --git a/tests/test_core.py b/tests/test_core.py
index c2ed75b..a36601e 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -87,25 +87,30 @@ def mocked_convert(x, y, z, f, g):
     return ["one", "two", "three"]
 
 
-@mock.patch("GOSTnets.core.convert", mocked_convert)
-def test_combo_csv_to_graph():
-    """Test the combo_csv_to_graph function."""
-    # create the test csv object
-    f_df = pd.DataFrame(
-        data={"u_col": ["a", "b", "c"], "v_col": ["x", "y", "z"], "geo_col": [1, 2, 3]}
-    )
-    # write to buffer
-    s_buf = io.StringIO()
-    f_df.to_csv(s_buf)
-    s_buf.seek(0)
-    # call function
-    G = core.combo_csv_to_graph(
-        s_buf, u_tag="u_col", v_tag="v_col", geometry_tag="geo_col"
-    )
-    # assertions
-    assert isinstance(G, nx.MultiDiGraph)
-    assert "a" in G.nodes
-    assert "x" in G.nodes
+class TestGraphCreationFunctions:
+    @mock.patch("GOSTnets.core.convert", mocked_convert)
+    def test_combo_csv_to_graph(self):
+        """Test the combo_csv_to_graph function."""
+        # create the test csv object
+        f_df = pd.DataFrame(
+            data={
+                "u_col": ["a", "b", "c"],
+                "v_col": ["x", "y", "z"],
+                "geo_col": [1, 2, 3],
+            }
+        )
+        # write to buffer
+        s_buf = io.StringIO()
+        f_df.to_csv(s_buf)
+        s_buf.seek(0)
+        # call function
+        G = core.combo_csv_to_graph(
+            s_buf, u_tag="u_col", v_tag="v_col", geometry_tag="geo_col"
+        )
+        # assertions
+        assert isinstance(G, nx.MultiDiGraph)
+        assert "a" in G.nodes
+        assert "x" in G.nodes
 
 
 def test_edges_and_nodes_gdf_to_graph():
@@ -118,24 +123,53 @@ def test_edges_and_nodes_csv_to_graph():
     pass
 
 
-def test_node_gdf_from_graph():
-    """Test the node_gdf_from_graph function."""
-    pass
-
-
-def test_edge_gdf_from_graph():
-    """Test the edge_gdf_from_graph function."""
-    pass
-
-
-def test_graph_nodes_intersecting_polgyon():
-    """Test the graph_nodes_intersecting_polgyon function."""
-    pass
-
-
-def test_graph_edges_intersecting_polgyon():
-    """Test the graph_edges_intersecting_polgyon function."""
-    pass
+class TestGDFfromGraph:
+    # create graph to use for tests
+    G = nx.Graph()
+    # add some nodes w/ (x, y) attributes
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=-1, y=0.3)
+    G.add_node(3, x=2, y=0.17)
+    G.add_node(4, x=4, y=0.255)
+    G.add_node(5, x=5, y=0.03)
+    # create some edges
+    G.add_edge(1, 2)
+    G.add_edge(4, 5)
+    # define polygon
+    poly = Polygon([(-1, -1), (0.0, 1.0), (1.0, 0.0)])
+    poly_gdf = gpd.GeoDataFrame({"x": 1, "geometry": poly}, index=[1])
+
+    def test_node_gdf_from_graph(self):
+        """Test the node_gdf_from_graph function."""
+        node_gdf = core.node_gdf_from_graph(self.G)
+        assert isinstance(node_gdf, gpd.GeoDataFrame)
+        assert "x" in node_gdf.columns
+        assert "y" in node_gdf.columns
+        assert "geometry" in node_gdf.columns
+        assert node_gdf.shape[0] == 5
+
+    def test_edge_gdf_from_graph(self):
+        """Test the edge_gdf_from_graph function."""
+        edge_gdf = core.edge_gdf_from_graph(self.G)
+        assert edge_gdf.shape[0] == 2
+        assert isinstance(edge_gdf, gpd.GeoDataFrame)
+        assert "stnode" in edge_gdf.columns
+        assert "endnode" in edge_gdf.columns
+        assert "geometry" in edge_gdf.columns
+
+    # def test_graph_nodes_intersecting_polgyon(self):
+    #     """Test the graph_nodes_intersecting_polygon function."""
+    #     # call function
+    #     int_list = core.graph_nodes_intersecting_polygon(self.G, self.poly_gdf)
+    #     import pdb
+
+    #     pdb.set_trace()
+
+    # def test_graph_edges_intersecting_polgyon(self):
+    #     """Test the graph_edges_intersecting_polygon function."""
+    #     int_list = core.graph_edges_intersecting_polygon(
+    #         self.G, self.poly_gdf, mode="contains"
+    #     )
 
 
 def test_sample_raster():

From 724c012f295d55605a2a7d4537f5faa7e03cc231 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sat, 15 Jun 2024 18:58:25 -0400
Subject: [PATCH 38/50] fix and test for length of multilinesegment

---
 src/GOSTnets/osm_parser.py | 2 +-
 tests/test_osm_parser.py   | 8 ++++++++
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/src/GOSTnets/osm_parser.py b/src/GOSTnets/osm_parser.py
index 1b79f40..a951eed 100644
--- a/src/GOSTnets/osm_parser.py
+++ b/src/GOSTnets/osm_parser.py
@@ -527,7 +527,7 @@ def line_length(line, ellipsoid="WGS-84"):
 
     """
     if line.geometryType() == "MultiLineString":
-        return sum(line_length(segment) for segment in line)
+        return sum(line_length(segment) for segment in line.geoms)
 
     return sum(
         distance.geodesic(
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
index a71dbfb..489266a 100644
--- a/tests/test_osm_parser.py
+++ b/tests/test_osm_parser.py
@@ -3,6 +3,7 @@
 from unittest import mock
 import geopandas as gpd
 from shapely.geometry import LineString
+from shapely.geometry import MultiLineString
 import os
 
 
@@ -119,3 +120,10 @@ def test_line_length():
     # check the result
     assert isinstance(result, float)
     assert result > 0
+    # make a multilinestring
+    mline = MultiLineString([[[0, 0], [1, 2]], [[4, 4], [5, 6]]])
+    # run the function
+    mresult = osm_parser.line_length(mline)
+    # check the result
+    assert isinstance(mresult, float)
+    assert mresult > 0

From 6e2a13097c8485636e781891b8d8e0c9566bb2bd Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sat, 15 Jun 2024 19:56:51 -0400
Subject: [PATCH 39/50] more tests, use sample data in tests

---
 src/GOSTnets/core.py            |    10 +-
 tests/iceland_unclean.pickle    |   Bin 0 -> 4400151 bytes
 tests/iceland_unclean_edges.csv | 19463 ++++++++++++++++++++++++++++++
 tests/iceland_unclean_nodes.csv | 16116 +++++++++++++++++++++++++
 tests/test_core.py              |     6 +-
 tests/test_core_integrative.py  |    27 +
 6 files changed, 35614 insertions(+), 8 deletions(-)
 create mode 100644 tests/iceland_unclean.pickle
 create mode 100644 tests/iceland_unclean_edges.csv
 create mode 100644 tests/iceland_unclean_nodes.csv

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 57f633b..d75ae1d 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -211,14 +211,14 @@ def edges_and_nodes_gdf_to_graph(
     oneway_tag=None,
 ):
     """
-    Function for generating a G object from a saved .csv of edges
+    Function for generating a G object from dataframse of nodes and one of edges
 
     Parameters
     ----------
-    fpath_nodes : str
-      path to a .csv containing nodes
-    fpath_edges : str
-      path to a .csv containing edges
+    nodes_df : str
+      Pandas DataFrame with node information
+    edges_df : str
+      Pandas DataFrame with edges information
     u_tag : str
       optional. specify column containing the node ID. This is used to only include entries that have a value.
     u_tag : str
diff --git a/tests/iceland_unclean.pickle b/tests/iceland_unclean.pickle
new file mode 100644
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diff --git a/tests/iceland_unclean_edges.csv b/tests/iceland_unclean_edges.csv
new file mode 100644
index 0000000..b00367c
--- /dev/null
+++ b/tests/iceland_unclean_edges.csv
@@ -0,0 +1,19463 @@
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+10925,9103,374,service,3471,26987050,"LINESTRING (-21.7636763 64.1311317, -21.7638675 64.1311972, -21.7643907 64.1309129)",edge_3471,False,0.05249994450087914,"LINESTRING (-21.7636763 64.1311317, -21.7643907 64.1309129)"
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+10932,9111,3120,secondary,8036,106651077,"LINESTRING (-21.8718219 64.1500859, -21.8716743 64.1502011)",edge_8036,True,0.014715027673253151,"LINESTRING (-21.8718219 64.1500859, -21.8716743 64.1502011)"
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+10935,9112,12141,track,13676,222355479,"LINESTRING (-21.7025956 64.1107131, -21.7025475 64.1110366, -21.7024183 64.1112489, -21.7022037 64.1114831, -21.7020964 64.1116424, -21.7019891 64.1118954, -21.7017306 64.1120575, -21.7013872 64.1122448, -21.7010879 64.1124762)",edge_13676,False,0.21437555965486468,"LINESTRING (-21.7025956 64.1107131, -21.7010879 64.1124762)"
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+10944,9123,13785,unclassified,13442,222003133,"LINESTRING (-21.6165363 64.1790637, -21.6166916 64.1790608)",edge_13442,False,0.007557350584549523,"LINESTRING (-21.6165363 64.1790637, -21.6166916 64.1790608)"
+10945,9124,10519,service,14495,291535535,"LINESTRING (-21.904103 64.1467648, -21.9033305 64.1467864)",edge_14495,False,0.03767838893682045,"LINESTRING (-21.904103 64.1467648, -21.9033305 64.1467864)"
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+10947,9125,12193,service,16414,517465485,"LINESTRING (-21.8953665 64.1463706, -21.8954121 64.1462862)",edge_16414,True,0.009667143945001413,"LINESTRING (-21.8953665 64.1463706, -21.8954121 64.1462862)"
+10948,9126,3464,service,10111,136723819,"LINESTRING (-21.8665464 64.1324094, -21.8674196 64.1329039)",edge_10111,False,0.06962235266873423,"LINESTRING (-21.8665464 64.1324094, -21.8674196 64.1329039)"
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+10951,9129,4248,service,3466,26987050,"LINESTRING (-21.7632721 64.13051, -21.7627156 64.1308083)",edge_3466,False,0.04290030688854924,"LINESTRING (-21.7632721 64.13051, -21.7627156 64.1308083)"
+10952,9129,12976,service,6716,83509248,"LINESTRING (-21.7632721 64.13051, -21.7634696 64.1305793)",edge_6716,False,0.012337220958287997,"LINESTRING (-21.7632721 64.13051, -21.7634696 64.1305793)"
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+14774,12220,8378,service,5782,55760300,"LINESTRING (-21.8866231 64.1265619, -21.8866653 64.1265125, -21.8867511 64.1264125)",edge_5782,False,0.01778380786037788,"LINESTRING (-21.8866231 64.1265619, -21.8867511 64.1264125)"
+14775,12220,5626,residential,8169,106952447,"LINESTRING (-21.8866231 64.1265619, -21.8858099 64.1264319, -21.8856614 64.1264082)",edge_8169,False,0.04988009689595199,"LINESTRING (-21.8866231 64.1265619, -21.8856614 64.1264082)"
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+15849,13092,3701,service,9291,118683749,"LINESTRING (-21.9224781 64.1400707, -21.9223771 64.1401022, -21.9222731 64.1401348, -21.9215545 64.1403395)",edge_9291,False,0.05404552978684085,"LINESTRING (-21.9224781 64.1400707, -21.9215545 64.1403395)"
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+19436,16093,9303,secondary,7927,105160868,"LINESTRING (-21.9387304 64.1456582, -21.938301 64.1459312)",edge_7927,True,0.036920278061453635,"LINESTRING (-21.9387304 64.1456582, -21.938301 64.1459312)"
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+19442,16098,12677,secondary,10670,150475094,"LINESTRING (-21.8749371 64.1367491, -21.875471 64.1370615, -21.8755619 64.1371141)",edge_10670,True,0.050805858512106984,"LINESTRING (-21.8749371 64.1367491, -21.8755619 64.1371141)"
+19443,16098,10610,secondary_link,14946,351370295,"LINESTRING (-21.8749371 64.1367491, -21.8751594 64.1367062)",edge_14946,True,0.011833782288006772,"LINESTRING (-21.8749371 64.1367491, -21.8751594 64.1367062)"
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+19447,16100,13794,service,3065,25794844,"LINESTRING (-21.9933576 64.1498878, -21.9932462 64.1498997, -21.9930971 64.1499157)",edge_3065,False,0.013054325425454379,"LINESTRING (-21.9933576 64.1498878, -21.9930971 64.1499157)"
+19448,16101,9721,residential,2340,23257611,"LINESTRING (-21.8640048 64.1255966, -21.8638022 64.1255382, -21.8630722 64.1253363)",edge_2340,False,0.05390751105616149,"LINESTRING (-21.8640048 64.1255966, -21.8630722 64.1253363)"
+19449,16101,14311,tertiary,4941,40154354,"LINESTRING (-21.8640048 64.1255966, -21.8635487 64.1259112, -21.8634186 64.1260143)",edge_4941,True,0.05464134063242579,"LINESTRING (-21.8640048 64.1255966, -21.8634186 64.1260143)"
+19450,16103,13379,residential,13982,240526454,"LINESTRING (-21.7844817 64.1118093, -21.7843428 64.1119802)",edge_13982,False,0.020218684821341076,"LINESTRING (-21.7844817 64.1118093, -21.7843428 64.1119802)"
+19451,16106,484,service,12984,202299492,"LINESTRING (-21.6788461 64.1627122, -21.6774702 64.1624326, -21.6773795 64.1624085, -21.6773282 64.1623741, -21.6773124 64.1623449, -21.6773124 64.162314, -21.677344 64.1622779)",edge_12984,False,0.09467435402039093,"LINESTRING (-21.6788461 64.1627122, -21.677344 64.1622779)"
+19452,16108,3254,tertiary,17569,625145762,"LINESTRING (-21.883583 64.1400605, -21.8835296 64.1401748)",edge_17569,True,0.01300463755178729,"LINESTRING (-21.883583 64.1400605, -21.8835296 64.1401748)"
+19453,16108,11438,secondary,17575,625145769,"LINESTRING (-21.883583 64.1400605, -21.882897 64.1399501, -21.8820479 64.1397814, -21.8816014 64.1396652, -21.8811605 64.1395409, -21.8807068 64.1394014)",edge_17575,True,0.15888222490735662,"LINESTRING (-21.883583 64.1400605, -21.8807068 64.1394014)"
+19454,16109,3529,tertiary,15096,376848723,"LINESTRING (-21.7630943 64.2063837, -21.7627457 64.2066848, -21.7623916 64.2069673, -21.7620815 64.2072456, -21.7618133 64.2076004, -21.7615505 64.2078268, -21.7614018 64.2079252)",edge_15096,False,0.1910259820705888,"LINESTRING (-21.7630943 64.2063837, -21.7614018 64.2079252)"
+19455,16109,510,unclassified,15097,376848724,"LINESTRING (-21.7630943 64.2063837, -21.7631652 64.2062933, -21.76328 64.2061277, -21.7634099 64.2059278, -21.7634494 64.2056921, -21.763393 64.2054263, -21.7634041 64.2051617, -21.7634708 64.2049984, -21.7635708 64.2048355, -21.7639108 64.2045239, -21.7642756 64.2042963, -21.7646082 64.204113, -21.7648496 64.2039846, -21.7648741 64.2039639, -21.7648808 64.2039423, -21.7648754 64.2039201, -21.7648499 64.2039003, -21.7648151 64.2038839, -21.7647574 64.2038717, -21.7646309 64.2038708, -21.7643024 64.2038772, -21.7584981 64.2039589, -21.7583479 64.2039706)",edge_15097,False,0.6172274806025225,"LINESTRING (-21.7630943 64.2063837, -21.7583479 64.2039706)"
+19456,16110,13249,service,5832,56678545,"LINESTRING (-21.6995907 64.1678902, -21.6993123 64.1680479, -21.6991052 64.1681359)",edge_5832,False,0.03625127379814164,"LINESTRING (-21.6995907 64.1678902, -21.6991052 64.1681359)"
+19457,16112,10167,secondary,11035,157830997,"LINESTRING (-21.7717574 64.1507335, -21.7717606 64.1504805, -21.7717699 64.1496589, -21.7718436 64.1491566, -21.7719791 64.1486569, -21.7720726 64.1483984, -21.7720876 64.1483635, -21.7721693 64.1481739, -21.7721857 64.148136, -21.7724695 64.1476116, -21.7727372 64.147213, -21.7730247 64.1468192, -21.7735562 64.1461506)",edge_11035,False,0.5222954066809122,"LINESTRING (-21.7717574 64.1507335, -21.7735562 64.1461506)"
+19458,16112,11104,secondary,11037,157831001,"LINESTRING (-21.7717574 64.1507335, -21.7716733 64.1508604, -21.7715973 64.1509489, -21.7715588 64.1509858, -21.7715381 64.1510056, -21.77145 64.1510618)",edge_11037,True,0.0398018322369404,"LINESTRING (-21.7717574 64.1507335, -21.77145 64.1510618)"
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diff --git a/tests/iceland_unclean_nodes.csv b/tests/iceland_unclean_nodes.csv
new file mode 100644
index 0000000..4980a72
--- /dev/null
+++ b/tests/iceland_unclean_nodes.csv
@@ -0,0 +1,16116 @@
+,node_ID,x,y,geometry
+0,0,-21.6684847,64.0841785,POINT (-21.6684847 64.0841785)
+1,1,-21.9982927,64.154069,POINT (-21.9982927 64.154069)
+2,2,-21.8005061,64.1195031,POINT (-21.8005061 64.1195031)
+3,3,-21.7895039,64.1482809,POINT (-21.7895039 64.1482809)
+4,4,-21.6213654,64.3643491,POINT (-21.6213654 64.3643491)
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+16109,16109,-21.7630943,64.2063837,POINT (-21.7630943 64.2063837)
+16110,16110,-21.6995907,64.1678902,POINT (-21.6995907 64.1678902)
+16111,16111,-21.8212889,64.1106848,POINT (-21.8212889 64.1106848)
+16112,16112,-21.7717574,64.1507335,POINT (-21.7717574 64.1507335)
+16113,16113,-21.7072607,64.1107261,POINT (-21.7072607 64.1107261)
+16114,16114,-21.75298,64.1411184,POINT (-21.75298 64.1411184)
diff --git a/tests/test_core.py b/tests/test_core.py
index a36601e..0627333 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -224,12 +224,12 @@ def test_example_node(capsys):
     G.add_node(1, x=0, y=0)
     G.add_node(2, x=1, y=1)
     G.add_edge(1, 2, length=1)
-    # call example_edge function
-    core.example_edge(G, n=1)
+    # call example_node function
+    core.example_node(G, n=1)
     # capture the output
     captured = capsys.readouterr()
     # check the output
-    assert captured.out == "(1, 2, {'length': 1})\n"
+    assert captured.out == "(1, {'x': 0, 'y': 0})\n"
 
 
 def test_convert_network_to_time():
diff --git a/tests/test_core_integrative.py b/tests/test_core_integrative.py
index 8e2d9ba..cdb5e53 100644
--- a/tests/test_core_integrative.py
+++ b/tests/test_core_integrative.py
@@ -1 +1,28 @@
 """Integrative tests for core.py"""
+
+import pytest  # noqa: F401
+import os
+from GOSTnets import core
+import networkx as nx
+
+
+class TestGraphFunctions:
+    fpath_edges = os.path.join("tests", "iceland_unclean_edges.csv")
+    fpath_nodes = os.path.join("tests", "iceland_unclean_nodes.csv")
+    G = core.edges_and_nodes_csv_to_graph(fpath_nodes, fpath_edges)
+
+    def test_edges_and_nodes_csv_to_graph_01(self):
+        """Test the edges_and_nodes_csv_to_graph function."""
+        G = core.edges_and_nodes_csv_to_graph(self.fpath_nodes, self.fpath_edges)
+        assert isinstance(G, nx.Graph)
+
+    def test_convert_to_time(self):
+        """Test time conversion."""
+        G_time = core.convert_network_to_time(
+            self.G, distance_tag="length", road_col="infra_type", factor=1000
+        )
+        assert isinstance(G_time, nx.Graph)
+        # avg speed
+        avg_speed = core.find_graph_avg_speed(G_time, "length", "time")
+        assert isinstance(avg_speed, float)
+        assert avg_speed > 0

From a5cd34b9773a028abab4ed88cb2ff2ee5500ccd0 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sun, 16 Jun 2024 10:37:37 -0400
Subject: [PATCH 40/50] more tests and fixes to core fcts

---
 src/GOSTnets/core.py           | 42 +++++++++++++++++---------
 tests/test_core.py             | 52 ++++++++++++++++++++++----------
 tests/test_core_integrative.py | 54 ++++++++++++++++++++++++++++++++++
 3 files changed, 119 insertions(+), 29 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index d75ae1d..10821d1 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -87,9 +87,11 @@ def combo_csv_to_graph(
     u_tag : str
         specify column containing u node ID if not labelled 'u'
     v_tag : str
-        specify column containing u node ID if not labelled 'v'
+        specify column containing v node ID if not labelled 'v'
     geometry_tag : str
-        specify column containing u node ID if not
+        specify column containing geometry if not "Wkt"
+    largest_G : bool, optional
+        Boolean that if True, returns only the largest sub-graph, default is False
 
     Returns
     -------
@@ -138,7 +140,7 @@ def combo_csv_to_graph(
     # G = nx.convert_node_labels_to_integers(G)
 
     if largest_G is True:
-        list_of_subgraphs = list(nx.strongly_connected_component_subgraphs(G))
+        list_of_subgraphs = [G.subgraph(c) for c in nx.strongly_connected_components(G)]
         line = 0
         cur_max = 0
         for i in list_of_subgraphs:
@@ -355,7 +357,7 @@ def convert_edges(x):
     # G = nx.convert_node_labels_to_integers(G)
 
     if largest_G is True:
-        list_of_subgraphs = list(nx.strongly_connected_component_subgraphs(G))
+        list_of_subgraphs = [G.subgraph(c) for c in nx.strongly_connected_components(G)]
         line = 0
         cur_max = 0
         for i in list_of_subgraphs:
@@ -686,6 +688,8 @@ def graph_nodes_intersecting_polygon(G, polygons, crs=None):
     ----------
     G : nx.Graph or gpd.GeoDataFrame
         a Graph object OR node geodataframe
+    polygons : gpd.GeoDataFrame
+        a GeoDataFrame containing one or more polygons
     crs : str
         a crs object of form 'epsg:XXXX'. If passed, matches both inputs to this crs.
 
@@ -700,10 +704,14 @@ def graph_nodes_intersecting_polygon(G, polygons, crs=None):
     elif isinstance(G, gpd.GeoDataFrame):
         graph_gdf = G
     else:
-        raise ValueError("Expecting a graph or node geodataframe for G!")
+        raise TypeError(
+            f"Expected a graph or node geodataframe for G, input was a: {type(G)}"
+        )
 
     if type(polygons) != gpd.GeoDataFrame:
-        raise ValueError("Expecting a geodataframe for polygon(s)!")
+        raise TypeError(
+            f"Expected a geodataframe for polygon(s), input was a: {type(polygons)}"
+        )
 
     if (crs is not None) and (graph_gdf.crs != crs):
         graph_gdf = graph_gdf.to_crs(crs)
@@ -753,10 +761,12 @@ def graph_edges_intersecting_polygon(G, polygons, mode, crs=None, fast=True):
         node_graph_gdf = node_gdf_from_graph(G)
         edge_graph_gdf = edge_gdf_from_graph(G)
     else:
-        raise ValueError("Expecting a graph for G!")
+        raise TypeError(f"Expected a graph for G, input was a: {type(G)}")
 
     if type(polygons) != gpd.GeoDataFrame:
-        raise ValueError("Expecting a geodataframe for polygon(s)!")
+        raise TypeError(
+            f"Expected a geodataframe for polygon(s), input was a {type(polygons)}"
+        )
 
     if (crs is not None) and (node_graph_gdf.crs != crs):
         node_graph_gdf = node_graph_gdf.to_crs(crs)
@@ -822,7 +832,9 @@ def sample_raster(G, tif_path, property_name="RasterValue"):
     ):
         pass
     else:
-        raise ValueError("Expecting a graph or geodataframe for G!")
+        raise TypeError(
+            f"Expected a graph or geodataframe for G, input was a: {type(G)}"
+        )
 
     # generate dictionary of {node ID: point} pairs
     try:
@@ -1231,7 +1243,7 @@ def find_hwy_distances_by_class(G, distance_tag="length"):
     ):
         pass
     else:
-        raise ValueError("Expecting a graph or geodataframe for G!")
+        raise TypeError(f"Expected a graph or geodataframe for G, input was: {type(G)}")
 
     G_adj = G.copy()
 
@@ -1286,7 +1298,7 @@ def find_graph_avg_speed(G, distance_tag, time_tag):
     ):
         pass
     else:
-        raise ValueError("Expecting a graph or geodataframe for G!")
+        raise TypeError(f"Expected a graph or geodataframe for G, input was: {type(G)}")
 
     G_adj = G.copy()
 
@@ -1400,13 +1412,13 @@ def convert_network_to_time(
     ):
         pass
     else:
-        raise ValueError("Expecting a graph for G!")
+        raise TypeError(f"Expected a graph or geodataframe for G, input was: {type(G)}")
 
     try:
         # checks the first edge to see if the 'time' attribute already exists
         if list(G.edges(data=True))[0][2]["time"]:
             warnings.warn(
-                "Aree you sure you want to convert length to time? This graph already has a time attribute"
+                "Are you sure you want to convert length to time? This graph already has a time attribute"
             )
     except Exception:
         pass
@@ -1458,7 +1470,9 @@ def convert_network_to_time(
                     speed = default
 
         else:
-            raise ValueError('Expecting either a graph_type of "walk" or "drive"!')
+            raise ValueError(
+                f'Expecting either a graph_type of "walk" or "drive", value of graph_type was: {graph_type}'
+            )
 
         # perform conversion
         kmph = (orig_len / 1000) / speed
diff --git a/tests/test_core.py b/tests/test_core.py
index 0627333..2bc5c9c 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -16,8 +16,8 @@ def test_convert():
     # make pandas dataframe
     df = pd.DataFrame(
         {
-            "a": [1, 2, 3],
-            "b": [4, 5, 6],
+            "a": [1, "2", "s"],
+            "b": [4, "5", "x"],
             "geometry": [Point(0, 0), Point(1, 1), Point(2, 2)],
             "data": [1, 2, 3],
         }
@@ -30,6 +30,18 @@ def test_convert():
     assert isinstance(G, tuple)
     assert G[0] == 1
     assert G[1] == 4
+    # call the function - next row
+    G = core.convert(df.iloc[1, :], "a", "b", "geometry", ["data"])
+    # check the output
+    assert isinstance(G, tuple)
+    assert G[0] == 2
+    assert G[1] == 5
+    # call the function - last row
+    G = core.convert(df.iloc[2, :], "a", "b", "geometry", ["data"])
+    # check the output
+    assert isinstance(G, tuple)
+    assert G[0] == "s"
+    assert G[1] == "x"
 
 
 def test_check():
@@ -95,7 +107,7 @@ def test_combo_csv_to_graph(self):
         f_df = pd.DataFrame(
             data={
                 "u_col": ["a", "b", "c"],
-                "v_col": ["x", "y", "z"],
+                "v_col": ["x", "2", 3],
                 "geo_col": [1, 2, 3],
             }
         )
@@ -157,13 +169,20 @@ def test_edge_gdf_from_graph(self):
         assert "endnode" in edge_gdf.columns
         assert "geometry" in edge_gdf.columns
 
+    def test_graph_nodes_intersecting_polygon_errors(self):
+        """Test raising errors for graph_nodes_intersection_polygon."""
+        # invalid graph type
+        with pytest.raises(TypeError):
+            core.graph_nodes_intersecting_polygon("str", self.poly_gdf)
+        # invalid polygon parameter
+        with pytest.raises(TypeError):
+            core.graph_nodes_intersecting_polygon(self.G, "str")
+
     # def test_graph_nodes_intersecting_polgyon(self):
     #     """Test the graph_nodes_intersecting_polygon function."""
     #     # call function
     #     int_list = core.graph_nodes_intersecting_polygon(self.G, self.poly_gdf)
-    #     import pdb
-
-    #     pdb.set_trace()
+    #     import pdb; pdb.set_trace()
 
     # def test_graph_edges_intersecting_polgyon(self):
     #     """Test the graph_edges_intersecting_polygon function."""
@@ -192,14 +211,16 @@ def test_make_iso_polys_original():
     pass
 
 
-def test_find_hwy_distances_by_class():
-    """Test the find_hwy_distances_by_class function."""
-    pass
+def test_find_hwy_distances_by_class_error():
+    """Test the find_hwy_distances_by_class function type error."""
+    with pytest.raises(TypeError):
+        core.find_hwy_distances_by_class("str")
 
 
-def test_find_graph_avg_speed():
-    """Test the find_graph_avg_speed function."""
-    pass
+def test_find_graph_avg_speed_error():
+    """Test the find_graph_avg_speed function type error."""
+    with pytest.raises(TypeError):
+        core.find_graph_avg_speed("str", "km", "distance")
 
 
 def test_example_edge(capsys):
@@ -232,9 +253,10 @@ def test_example_node(capsys):
     assert captured.out == "(1, {'x': 0, 'y': 0})\n"
 
 
-def test_convert_network_to_time():
-    """Test the convert_network_to_time function."""
-    pass
+def test_convert_network_to_time_error():
+    """Test the convert_network_to_time function type error."""
+    with pytest.raises(TypeError):
+        core.convert_network_to_time("str", "dist")
 
 
 def test_first_val():
diff --git a/tests/test_core_integrative.py b/tests/test_core_integrative.py
index cdb5e53..1e2b664 100644
--- a/tests/test_core_integrative.py
+++ b/tests/test_core_integrative.py
@@ -2,6 +2,7 @@
 
 import pytest  # noqa: F401
 import os
+import pandas as pd
 from GOSTnets import core
 import networkx as nx
 
@@ -26,3 +27,56 @@ def test_convert_to_time(self):
         avg_speed = core.find_graph_avg_speed(G_time, "length", "time")
         assert isinstance(avg_speed, float)
         assert avg_speed > 0
+
+    def test_combo_csv_to_graph_largest(self):
+        """Testing the largest graph for the combo_csv_to_graph function."""
+        G = core.combo_csv_to_graph(
+            self.fpath_edges,
+            u_tag="stnode",
+            v_tag="endnode",
+            geometry_tag="Wkt",
+            largest_G=True,
+        )
+        G_all = core.combo_csv_to_graph(
+            self.fpath_edges,
+            u_tag="stnode",
+            v_tag="endnode",
+            geometry_tag="Wkt",
+            largest_G=False,
+        )
+        # assertions
+        assert isinstance(G, nx.Graph)
+        assert isinstance(G_all, nx.Graph)
+        assert len(G_all.nodes) > len(G.nodes)
+
+    def test_edges_nodes_df_to_graph_01(self):
+        """edges_and_nodes_gdf_to_graph with checks==True"""
+        # read csv files as dfs
+        nodes_df = pd.read_csv(self.fpath_nodes)
+        edges_df = pd.read_csv(self.fpath_edges)
+        # call function with checks
+        G = core.edges_and_nodes_gdf_to_graph(nodes_df, edges_df, checks=True)
+        # assert that the function returned a series this time
+        assert isinstance(G, pd.Series)
+
+    def test_edges_nodes_df_to_graph_02(self):
+        """edges_and_nodes_gdf_to_graph, add_missing_reflected_edges==True"""
+        # read csv files as dfs
+        nodes_df = pd.read_csv(self.fpath_nodes)
+        edges_df = pd.read_csv(self.fpath_edges)
+        # call function with adding missing reflected edges
+        G = core.edges_and_nodes_gdf_to_graph(
+            nodes_df, edges_df, add_missing_reflected_edges=True
+        )
+        # assert that the function returned a nx graph this time
+        assert isinstance(G, nx.Graph)
+
+    def test_edges_nodes_df_to_graph_03(self):
+        """edges_and_nodes_gdf_to_graph, largest_G==True"""
+        # read csv files as dfs
+        nodes_df = pd.read_csv(self.fpath_nodes)
+        edges_df = pd.read_csv(self.fpath_edges)
+        # call function with adding missing reflected edges
+        G = core.edges_and_nodes_gdf_to_graph(nodes_df, edges_df, largest_G=True)
+        # assert that the function returned a nx graph this time
+        assert isinstance(G, nx.Graph)

From 7014b975c80c1d76889e40e00d2145693cc67f3e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Tue, 18 Jun 2024 17:29:55 -0400
Subject: [PATCH 41/50] add test

---
 src/GOSTnets/core.py |  2 +-
 tests/test_core.py   | 12 +++++++++++-
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 10821d1..64ed43f 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -21,7 +21,7 @@
     box,
     Polygon,
 )
-from shapely.ops import linemerge, unary_union, transform
+from shapely.ops import linemerge, unary_union, transform, split, snap
 from collections import Counter
 
 import math
diff --git a/tests/test_core.py b/tests/test_core.py
index 2bc5c9c..40d2b6d 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -5,7 +5,7 @@
 import pandas as pd
 import os
 import geopandas as gpd
-from shapely.geometry import Point, Polygon
+from shapely.geometry import Point, Polygon, MultiPoint
 from shapely import LineString
 import shutil
 import io
@@ -428,6 +428,16 @@ def test_cut():
     assert line.length == (two_lines[0].length + two_lines[1].length)
 
 
+def test_split_line():
+    """Test the split_line function."""
+    # define parameters
+    line = LineString([[0, 0], [1, 0], [1, 1]])
+    pps = MultiPoint([[0.1, 0.0], [1.0, 0.5]])
+    # call function
+    line_list = core.split_line(line, pps)
+    assert isinstance(line_list, list)
+
+
 def test_salt_long_lines():
     """Test the salt_long_lines function."""
     pass

From c3889f868810ba4d050933a20d74c8d5d61969eb Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Mon, 1 Jul 2024 15:56:27 -0400
Subject: [PATCH 42/50] cleanup tests, test isochrone function

---
 src/GOSTnets/core.py |   8 +-
 tests/test_core.py   | 185 ++++++++++++-------------------------------
 2 files changed, 54 insertions(+), 139 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 64ed43f..8af1fc5 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -807,7 +807,9 @@ def graph_edges_intersecting_polygon(G, polygons, mode, crs=None, fast=True):
 
 def sample_raster(G, tif_path, property_name="RasterValue"):
     """
-    Function for attaching raster values to corresponding graph nodes. Ensure any GeoDataFrames / graphs are in the same projection before using function, or pass a crs
+    Function for attaching raster values to corresponding graph nodes.
+
+    Ensure any GeoDataFrames / graphs are in the same projection before using function.
 
     Parameters
     ----------
@@ -912,11 +914,11 @@ def generate_isochrones(G, origins, thresh, weight=None, stacking=False):
             "Ensure isochrone centers (origins object) is a list containing at least one node ID!"
         )
 
-    ddict = list(G.nodes(data=True))[:1][0][1]
+    ddict = list(G.edges(data=True))[:1][0][-1]
 
     if weight is None:
         if "time" not in ddict.keys():
-            raise ValueError('need "time" key in edge value dictionary!')
+            raise ValueError('need "time" key in edges value dictionary!')
         else:
             weight = "time"
 
diff --git a/tests/test_core.py b/tests/test_core.py
index 40d2b6d..9bf6014 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -9,6 +9,7 @@
 from shapely import LineString
 import shutil
 import io
+import copy
 
 
 def test_convert():
@@ -125,16 +126,6 @@ def test_combo_csv_to_graph(self):
         assert "x" in G.nodes
 
 
-def test_edges_and_nodes_gdf_to_graph():
-    """Test the edges_and_nodes_gdf_to_graph function."""
-    pass
-
-
-def test_edges_and_nodes_csv_to_graph():
-    """Test the edges_and_nodes_csv_to_graph function."""
-    pass
-
-
 class TestGDFfromGraph:
     # create graph to use for tests
     G = nx.Graph()
@@ -191,26 +182,6 @@ def test_graph_nodes_intersecting_polygon_errors(self):
     #     )
 
 
-def test_sample_raster():
-    """Test the sample_raster function."""
-    pass
-
-
-def test_generate_isochrones():
-    """Test the generate_isochrones function."""
-    pass
-
-
-def test_make_iso_polys():
-    """Test the make_iso_polys function."""
-    pass
-
-
-def test_make_iso_polys_original():
-    """Test the make_iso_polys_original function."""
-    pass
-
-
 def test_find_hwy_distances_by_class_error():
     """Test the find_hwy_distances_by_class function type error."""
     with pytest.raises(TypeError):
@@ -271,16 +242,6 @@ def test_first_val():
     assert G == "test"
 
 
-def test_assign_traffic_times():
-    """Test the assign_traffic_times function."""
-    pass
-
-
-def test_calculate_OD():
-    """Test the calculate_OD function."""
-    pass
-
-
 def test_disrupt_network():
     """Test the disrupt_network function."""
     # make a graph object
@@ -298,21 +259,6 @@ def test_disrupt_network():
     # need to check function and make sure graph actually gets modified
 
 
-def test_randomly_disrupt_network():
-    """Test the randomly_disrupt_network function."""
-    pass
-
-
-def test_gravity_demand():
-    """Test the gravity_demand function."""
-    pass
-
-
-def test_unbundle_geometry():
-    """Test the unbundle_geometry function."""
-    pass
-
-
 @mock.patch("GOSTnets.core.node_gdf_from_graph", return_value=pd.DataFrame())
 def test_save_01(tmp_path):
     """Test the save function."""
@@ -360,16 +306,6 @@ def test_save_03(tmp_path):
         shutil.rmtree("MagicMock")
 
 
-def test_add_missing_reflected_edges():
-    """Test the add_missing_reflected_edges function."""
-    pass
-
-
-def test_add_missing_reflected_edges_old():
-    """Test the add_missing_reflected_edges_old function."""
-    pass
-
-
 def test_remove_duplicate_edges():
     """Test the remove_duplicate_edges function."""
     # define graph
@@ -405,16 +341,6 @@ def test_convert_to_MultiDiGraph():
     assert isinstance(G, nx.MultiDiGraph)
 
 
-def test_simplify_junctions():
-    """Test the simplify_junctions function."""
-    pass
-
-
-def test_custom_simplify():
-    """Test the custom_simplify function."""
-    pass
-
-
 def test_cut():
     """Test the cut function."""
     # define parameters
@@ -438,51 +364,6 @@ def test_split_line():
     assert isinstance(line_list, list)
 
 
-def test_salt_long_lines():
-    """Test the salt_long_lines function."""
-    pass
-
-
-def test_pandana_snap():
-    """Test the pandana_snap function."""
-    pass
-
-
-def test_pandana_snap_c():
-    """Test the pandana_snap_c function."""
-    pass
-
-
-def test_pandana_snap_to_many():
-    """Test the pandana_snap_to_many function."""
-    pass
-
-
-def test_pandana_snap_single_point():
-    """Test the pandana_snap_single_point function."""
-    pass
-
-
-def test_pandana_snap_points():
-    """Test the pandana_snap_points function."""
-    pass
-
-
-def test_join_networks():
-    """Test the join_networks function."""
-    pass
-
-
-def test_clip():
-    """Test the clip function."""
-    pass
-
-
-def test_new_edge_generator():
-    """Test the new_edge_generator function."""
-    pass
-
-
 def test_project_gdf():
     """Test the project_gdf function."""
     # make input gdf
@@ -493,16 +374,6 @@ def test_project_gdf():
     assert projected_gdf.crs == "epsg:32633"
 
 
-def test_gn_project_graph():
-    """Test the gn_project_graph function."""
-    pass
-
-
-def test_reproject_graph():
-    """Test the reproject_graph function."""
-    pass
-
-
 def test_euclidean_distance():
     """Test the euclidean_distance function."""
     # define the lon/lat points
@@ -533,11 +404,53 @@ def test_utm_of_graph():
     assert utm == "+proj=utm +zone=31 +ellps=WGS84 +datum=WGS84 +units=m +no_defs"
 
 
-def test_advanced_snap():
-    """Test the advanced_snap function."""
-    pass
+def test_isochrones():
+    """Test the generate_isochrones() function."""
+    # create a networkx graph object
+    G = nx.Graph()
+
+    # Add four nodes to the graph
+    G.add_nodes_from(["A", "B", "C", "D"])
+
+    # Add edges with time values as dictionaries
+    edge_data = [
+        {"source": "A", "target": "B", "time": 10},
+        {"source": "A", "target": "C", "time": 15},
+        {"source": "A", "target": "D", "time": 20},
+        {"source": "B", "target": "B", "time": 11},
+        {"source": "B", "target": "C", "time": 16},
+        {"source": "B", "target": "D", "time": 21},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    G_nodes = copy.deepcopy(list(G.nodes(data=True)))
+
+    # call the function
+    new_G = core.generate_isochrones(G, ["A", "B"], 0)
+    new_G_nodes = copy.deepcopy(list(new_G.nodes(data=True)))
+
+    # assert new G nodes are not the same as the old ones
+    assert G_nodes != new_G_nodes
+
+    # call again with higher threshold
+    newer_G = core.generate_isochrones(G, ["A", "B"], 50)
+    newer_G_nodes = copy.deepcopy(list(newer_G.nodes(data=True)))
+
+    # assert new G nodes are not the same as the old ones
+    assert G_nodes != newer_G_nodes
+    assert new_G_nodes != newer_G_nodes
+
+    # call again as stacking
+    stacking_G = core.generate_isochrones(G, ["A", "B"], 50, stacking=True)
+    stacking_G_nodes = copy.deepcopy(list(stacking_G.nodes(data=True)))
 
+    # assert new G nodes are not the same as the old ones
+    assert stacking_G_nodes != newer_G_nodes
+    assert new_G_nodes != stacking_G_nodes
 
-def test_add_intersection_delay():
-    """Test the add_intersection_delay function."""
-    pass
+    # raise error
+    with pytest.raises(ValueError):
+        core.generate_isochrones(G, "invalid", 1)
+    with pytest.raises(ValueError):
+        core.generate_isochrones(G, ["A"], 1, stacking="invalid")

From e85cb169370c279c84f469b6343d27f3c7e9a7ba Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Thu, 4 Jul 2024 10:38:28 -0400
Subject: [PATCH 43/50] more tests and edits to core functions

---
 src/GOSTnets/core.py | 66 +++++++-------------------------------------
 tests/test_core.py   | 66 ++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 76 insertions(+), 56 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 8af1fc5..30ad87c 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -1245,7 +1245,9 @@ def find_hwy_distances_by_class(G, distance_tag="length"):
     ):
         pass
     else:
-        raise TypeError(f"Expected a graph or geodataframe for G, input was: {type(G)}")
+        raise TypeError(
+            f"Expected a MultiDiGraph or DiGraph input for G, provided input was: {type(G)}"
+        )
 
     G_adj = G.copy()
 
@@ -1818,8 +1820,11 @@ def randomly_disrupt_network(G, edge_frac, fail_value):
 
     Returns
     -------
-    nx.Graph
-        a modified graph with the edited 'time' attribute the list of edge IDs randomly chosen for destruction
+    tuple (nx.Graph, destroy_list)
+        nx.Graph
+            a modified graph with the edited 'time' attribute the list of edge IDs randomly chosen for destruction
+        destroy_list
+            list of the integers corresponding to the edge indices that were 'destroyed'
 
     """
     edgeid = []
@@ -1827,11 +1832,8 @@ def randomly_disrupt_network(G, edge_frac, fail_value):
     for u, v, data in G.edges(data=True):
         edgeid.append(data["edge_id"])
 
-    num_to_destroy = math.floor(len(edgeid) / 2 * (edge_frac / 100))
-
-    destroy_list = list(
-        np.random.randint(low=0, high=max(edgeid), size=[num_to_destroy])
-    )
+    num_to_destroy = math.floor(len(edgeid) * edge_frac / 100)
+    destroy_list = list(np.random.choice(edgeid, size=num_to_destroy))
 
     G_adj = G.copy()
 
@@ -2022,54 +2024,6 @@ def add_missing_reflected_edges(G, one_way_tag=None, verbose=False):
     return G2
 
 
-def add_missing_reflected_edges_old(G, one_way_tag=None):
-    """
-    to-do: delete this function, it is slower, creating a unique edge list slows things down with a big graph
-
-    function for adding any missing reflected edges - makes all edges bidirectional. This is essential for routing with simplified graphs
-
-    Parameters
-    ----------
-    G : nx.Graph
-        a graph object
-    one_way_tag : str
-        if exists, then values that are True are one-way and will not be
-
-    Returns
-    -------
-    nx.Graph
-        a modified graph with the edited 'time' attribute
-
-    """
-    unique_edges = []
-    missing_edges = []
-
-    for u, v in G.edges(data=False):
-        unique_edges.append((u, v))
-
-    for u, v, data in G.edges(data=True):
-        if one_way_tag:
-            # print("print one_way_tag")
-            # print(one_way_tag)
-            # print("print data")
-            # print(data)
-            # print("data[one_way_tag]")
-            # print(data[one_way_tag])
-            if data[one_way_tag] is False:
-                # print("2-way road")
-                if (v, u) not in unique_edges:
-                    # print("appending to missing_edges")
-                    missing_edges.append((v, u, data))
-        else:
-            if (v, u) not in unique_edges:
-                missing_edges.append((v, u, data))
-
-    G2 = G.copy()
-    G2.add_edges_from(missing_edges)
-    print(G2.number_of_edges())
-    return G2
-
-
 def remove_duplicate_edges(G, max_ratio=1.5):
     """
     function for deleting duplicated edges - where there is more than one edge connecting a node pair. USE WITH CAUTION - will change both topological relationships and node maps
diff --git a/tests/test_core.py b/tests/test_core.py
index 9bf6014..2d9af3a 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -454,3 +454,69 @@ def test_isochrones():
         core.generate_isochrones(G, "invalid", 1)
     with pytest.raises(ValueError):
         core.generate_isochrones(G, ["A"], 1, stacking="invalid")
+
+
+def test_hwy_distances():
+    """Test the find_hwy_distances_by_class() function."""
+    # create a networkx graph object
+    G = nx.DiGraph()
+
+    # Add four nodes to the graph
+    G.add_nodes_from(["A", "B", "C", "D"])
+
+    # Add edges with length and highway data values
+    edge_data = [
+        {"source": "A", "target": "B", "length": 1, "highway": "S"},
+        {"source": "A", "target": "C", "length": 2, "highway": "S"},
+        {"source": "A", "target": "D", "length": 20, "highway": "L"},
+        {"source": "B", "target": "C", "length": 16, "highway": "L"},
+        {"source": "B", "target": "D", "length": 1, "highway": "S"},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call function
+    hwy_dict = core.find_hwy_distances_by_class(G)
+    # assert things
+    assert "S" in hwy_dict.keys()
+    assert "L" in hwy_dict.keys()
+    assert hwy_dict["S"] == 1 + 2 + 1
+    assert hwy_dict["L"] == 20 + 16
+
+
+def test_random_disrupt():
+    """Test the randomly_disrupt_network() function."""
+    # create a networkx graph object
+    G = nx.Graph()
+
+    # Add four nodes to the graph
+    G.add_nodes_from(["A", "B", "C", "D"])
+
+    # Add 4 edges with edge_id values
+    edge_data = [
+        {"source": "A", "target": "B", "edge_id": 1, "time": 10},
+        {"source": "A", "target": "C", "edge_id": 2, "time": 20},
+        {"source": "A", "target": "D", "edge_id": 3, "time": 30},
+        {"source": "B", "target": "C", "edge_id": 4, "time": 40},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call function 50% reduction
+    new_G, d_list = core.randomly_disrupt_network(G, 50, -1)
+    assert len(d_list) == 2
+    # call function with 25% reduction
+    new_G, d_list = core.randomly_disrupt_network(G, 25, -1)
+    assert len(d_list) == 1
+    # 75% reduction
+    new_G, d_list = core.randomly_disrupt_network(G, 75, -1)
+    assert len(d_list) == 3
+    # check flooring so 40% should be same as 25%
+    new_G, d_list = core.randomly_disrupt_network(G, 40, -1)
+    assert len(d_list) == 1
+    assert len(new_G.edges) == 4
+    one_edge = new_G.get_edge_data("A", "B")
+    assert "source" in one_edge.keys()
+    assert "target" in one_edge.keys()
+    assert "edge_id" in one_edge.keys()
+    assert "time" in one_edge.keys()

From 27c1f7d47ee11d27cccd2109e32bdf908c40d94c Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Mon, 8 Jul 2024 21:12:31 -0400
Subject: [PATCH 44/50] more testing of core functions

---
 src/GOSTnets/core.py | 48 ++++++++++++++++----------------
 tests/test_core.py   | 65 ++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 89 insertions(+), 24 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 30ad87c..42799f5 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -682,7 +682,7 @@ def chck(x, poly):
 
 def graph_nodes_intersecting_polygon(G, polygons, crs=None):
     """
-    Function for generating GeoDataFrame from Graph. Note: ensure any GeoDataFrames are in the same projection before using function, or pass a crs
+    Function for identifying nodes of a graph that intersect polygon(s). Ensure any GeoDataFrames are in the same projection before using function, or pass a crs.
 
     Parameters
     ----------
@@ -1011,7 +1011,7 @@ def make_iso_polys(
         count = 0
         for _node_ in origins:
             subgraph = nx.ego_graph(G, _node_, radius=trip_time, distance=weight)
-            # subgraph = nx.ego_graph(G_service0002, _node_, radius = 3600, distance = 'length')
+
             node_points = [
                 Point((data["x"], data["y"]))
                 for node, data in subgraph.nodes(data=True)
@@ -1072,37 +1072,37 @@ def make_iso_polys(
             else:
                 pass
 
-        print("merge all edges and nodes")
+            print("merge all edges and nodes")
 
-        # drop duplicates
-        nodes_gdf.drop_duplicates(inplace=True, subset="coords")
-        edge_gdf.drop_duplicates(inplace=True, subset="coords")
+            # drop duplicates
+            nodes_gdf.drop_duplicates(inplace=True, subset="coords")
+            edge_gdf.drop_duplicates(inplace=True, subset="coords")
 
-        if (measure_crs is not None) and (nodes_gdf.crs != measure_crs):
-            nodes_gdf = nodes_gdf.to_crs(measure_crs)
-            edge_gdf = edge_gdf.to_crs(measure_crs)
+            if (measure_crs is not None) and (nodes_gdf.crs != measure_crs):
+                nodes_gdf = nodes_gdf.to_crs(measure_crs)
+                edge_gdf = edge_gdf.to_crs(measure_crs)
 
-        n = nodes_gdf.buffer(node_buff).geometry
-        e = edge_gdf.buffer(edge_buff).geometry
+            n = nodes_gdf.buffer(node_buff).geometry
+            e = edge_gdf.buffer(edge_buff).geometry
 
-        all_gs = list(n) + list(e)
+            all_gs = list(n) + list(e)
 
-        print("unary_union")
-        new_iso = gpd.GeoSeries(all_gs).unary_union
+            print("unary_union")
+            new_iso = gpd.GeoSeries(all_gs).unary_union
 
-        # If desired, try and "fill in" surrounded
-        # areas so that shapes will appear solid and blocks
-        # won't have white space inside of them
+            # If desired, try and "fill in" surrounded
+            # areas so that shapes will appear solid and blocks
+            # won't have white space inside of them
 
-        if infill:
-            new_iso = Polygon(new_iso.exterior)
+            if infill:
+                new_iso = Polygon(new_iso.exterior)
 
-        isochrone_polys.append(new_iso)
-        nodez.append(str(_node_))
-        tt.append(trip_time)
+            isochrone_polys.append(new_iso)
+            nodez.append(str(_node_))
+            tt.append(trip_time)
 
     gdf = gpd.GeoDataFrame(
-        {"geometry": isochrone_polys, "thresh": tt, "nodez": _node_},
+        {"geometry": isochrone_polys, "thresh": tt, "nodez": nodez},
         crs=measure_crs,
         geometry="geometry",
     )
@@ -1885,7 +1885,7 @@ def gravity_demand(
             else:
                 normalized_dist = shortest_time[o][d] / shortest_time.max()
                 demand[o][d] = (
-                    G.node[origins[o]][weight] * G.node[destinations[d]][weight]
+                    G.nodes[origins[o]][weight] * G.nodes[destinations[d]][weight]
                 ) * np.exp(-1 * dist_decay * normalized_dist)
 
     demand = (demand / demand.max()) * maxtrips
diff --git a/tests/test_core.py b/tests/test_core.py
index 2d9af3a..9cfb11d 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -10,6 +10,7 @@
 import shutil
 import io
 import copy
+import numpy as np
 
 
 def test_convert():
@@ -520,3 +521,67 @@ def test_random_disrupt():
     assert "target" in one_edge.keys()
     assert "edge_id" in one_edge.keys()
     assert "time" in one_edge.keys()
+
+
+def test_make_iso_polys():
+    """Test the make_iso_polys() function."""
+    # create a networkx graph object
+    G = nx.Graph()
+
+    # Add four nodes to the graph
+    node_attributes = [
+        ("A", "City", 10, 20),
+        ("B", "Town", 5, 30),
+        ("C", "Village", 15, 15),
+        ("D", "City", 12, 25),
+    ]
+    for name, node_type, x, y in node_attributes:
+        G.add_node(name, type=node_type, x=x, y=y)
+
+    # Add 4 edges with edge_id values
+    edge_data = [
+        {"source": "A", "target": "B", "edge_id": 1, "time": 10},
+        {"source": "A", "target": "C", "edge_id": 2, "time": 20},
+        {"source": "A", "target": "D", "edge_id": 3, "time": 30},
+        {"source": "B", "target": "C", "edge_id": 4, "time": 40},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call newer and older function (values of results are not equivalent!?)
+    gdf = core.make_iso_polys(G, ["A", "B"], [5, 10, 40, 45])
+    old_gdf = core.make_iso_polys_original(G, ["A", "B"], [5, 10, 40, 45])
+
+    assert isinstance(gdf, gpd.GeoDataFrame)
+    assert isinstance(old_gdf, gpd.GeoDataFrame)
+    assert gdf.shape == old_gdf.shape
+
+
+def test_gravity_demand():
+    """Testing the gravity_demand() function."""
+    # create a networkx graph object
+    G = nx.Graph()
+
+    # Add four nodes to the graph
+    node_attributes = [
+        ("A", "City", 10, 20),
+        ("B", "Town", 5, 30),
+        ("C", "Village", 15, 15),
+        ("D", "City", 12, 25),
+    ]
+    for name, node_type, x, y in node_attributes:
+        G.add_node(name, type=node_type, x=x, y=y)
+
+    # Add 4 edges with edge_id values
+    edge_data = [
+        {"source": "A", "target": "B", "edge_id": 1, "time": 10},
+        {"source": "A", "target": "C", "edge_id": 2, "time": 20},
+        {"source": "A", "target": "D", "edge_id": 3, "time": 30},
+        {"source": "B", "target": "C", "edge_id": 4, "time": 40},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call function
+    grav = core.gravity_demand(G, ["A", "B"], ["C"], weight="x")
+    assert isinstance(grav, np.ndarray)

From 3e5c6f5179e2f6b1c7984d372558b37630593f41 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Thu, 11 Jul 2024 18:56:56 -0400
Subject: [PATCH 45/50] add more tests

---
 src/GOSTnets/core.py |  12 ++--
 tests/test_core.py   | 153 +++++++++++++++++++++++++++++++++++++++----
 2 files changed, 149 insertions(+), 16 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 42799f5..e9f1ad6 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -753,8 +753,8 @@ def graph_edges_intersecting_polygon(G, polygons, mode, crs=None, fast=True):
 
     Returns
     -------
-    list
-        a list of the edges intersecting the polygons
+    geopandas.GeoDataFrame
+        a GeoDataFrame containing the edges intersecting the polygons
 
     """
     if isinstance(G, nx.Graph):
@@ -3016,6 +3016,10 @@ def pandana_snap_to_many(
         return distance to nearest node in the units of the target_crs
     time_it : bool
         return time to complete function
+    k_nearest : int
+        k nearest neighbors to query for the nearest node
+    origin_id : str
+        key for the id in the points_gdf input, defaults to 'index'
 
     Returns
     -------
@@ -3135,8 +3139,8 @@ def pandana_snap_single_point(
 
     Returns
     -------
-    int
-        returns the id of the nearest node in the graph
+    object
+        returns the id of the nearest node in the graph, could be an integer, float, string, or really any object
 
     """
     node_gdf = node_gdf_from_graph(G)
diff --git a/tests/test_core.py b/tests/test_core.py
index 9cfb11d..0a5bf5f 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -141,7 +141,7 @@ class TestGDFfromGraph:
     G.add_edge(4, 5)
     # define polygon
     poly = Polygon([(-1, -1), (0.0, 1.0), (1.0, 0.0)])
-    poly_gdf = gpd.GeoDataFrame({"x": 1, "geometry": poly}, index=[1])
+    poly_gdf = gpd.GeoDataFrame({"x": 1, "geometry": poly}, index=[1], crs="EPSG:4326")
 
     def test_node_gdf_from_graph(self):
         """Test the node_gdf_from_graph function."""
@@ -170,17 +170,24 @@ def test_graph_nodes_intersecting_polygon_errors(self):
         with pytest.raises(TypeError):
             core.graph_nodes_intersecting_polygon(self.G, "str")
 
-    # def test_graph_nodes_intersecting_polgyon(self):
-    #     """Test the graph_nodes_intersecting_polygon function."""
-    #     # call function
-    #     int_list = core.graph_nodes_intersecting_polygon(self.G, self.poly_gdf)
-    #     import pdb; pdb.set_trace()
-
-    # def test_graph_edges_intersecting_polgyon(self):
-    #     """Test the graph_edges_intersecting_polygon function."""
-    #     int_list = core.graph_edges_intersecting_polygon(
-    #         self.G, self.poly_gdf, mode="contains"
-    #     )
+    def test_graph_nodes_intersecting_polgyon(self):
+        """Test the graph_nodes_intersecting_polygon function."""
+        # call function
+        int_list = core.graph_nodes_intersecting_polygon(
+            self.G, self.poly_gdf, crs="EPSG:4326"
+        )
+        assert isinstance(int_list, list)
+        assert len(int_list) == 1
+        assert int_list[0] == 1
+
+    def test_graph_edges_intersecting_polgyon(self):
+        """Test the graph_edges_intersecting_polygon function."""
+        int_gdf = core.graph_edges_intersecting_polygon(
+            self.G, self.poly_gdf, mode="intersects", crs="EPSG:4326"
+        )
+        assert isinstance(int_gdf, gpd.GeoDataFrame)
+        assert int_gdf.shape[0] == 1
+        assert int_gdf.shape[1] == 3
 
 
 def test_find_hwy_distances_by_class_error():
@@ -585,3 +592,125 @@ def test_gravity_demand():
     # call function
     grav = core.gravity_demand(G, ["A", "B"], ["C"], weight="x")
     assert isinstance(grav, np.ndarray)
+
+
+def test_calculate_OD_error():
+    """Test the calculate_OD function error handling."""
+    # create a networkx graph object
+    G = nx.Graph()
+
+    # Add four nodes to the graph
+    node_attributes = [
+        ("A", "City", 10, 20),
+        ("B", "Town", 5, 30),
+        ("C", "Village", 15, 15),
+        ("D", "City", 12, 25),
+    ]
+    for name, node_type, x, y in node_attributes:
+        G.add_node(name, type=node_type, x=x, y=y)
+
+    # Add 4 edges with edge_id values
+    edge_data = [
+        {"source": "A", "target": "B", "edge_id": 1, "time": np.nan},
+        {"source": "A", "target": "C", "edge_id": 2, "time": 20},
+        {"source": "A", "target": "D", "edge_id": 3, "time": 30},
+        {"source": "B", "target": "C", "edge_id": 4, "time": 40},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call function
+    with pytest.raises(ValueError):
+        core.calculate_OD(G, ["A", "B"], ["C"], fail_value=np.nan)
+
+    # remove edge
+    G.remove_edge("A", "B")
+    # add edge
+    G.add_edge("A", "B", edge_id=1, time=0)
+
+    # call function
+    with pytest.raises(ValueError):
+        core.calculate_OD(G, ["A", "B"], ["C"], fail_value=np.nan)
+
+
+def test_is_endpoint():
+    """Test the is_endpoint function."""
+    # create a networkx graph object
+    G = nx.DiGraph()
+
+    # Add four nodes to the graph
+    node_attributes = [
+        ("A", "City", 10, 20),
+        ("B", "Town", 5, 30),
+        ("C", "Village", 15, 15),
+        ("D", "City", 12, 25),
+    ]
+    for name, node_type, x, y in node_attributes:
+        G.add_node(name, type=node_type, x=x, y=y)
+
+    # Add 4 edges with edge_id values
+    edge_data = [
+        {"source": "A", "target": "B", "edge_id": 1, "time": 10},
+        {"source": "A", "target": "C", "edge_id": 2, "time": 20},
+        {"source": "A", "target": "D", "edge_id": 3, "time": 30},
+        {"source": "B", "target": "C", "edge_id": 4, "time": 40},
+    ]
+
+    G.add_edges_from([(edge["source"], edge["target"], edge) for edge in edge_data])
+
+    # call function
+    is_endpoint = core.is_endpoint(G, "A")
+    assert is_endpoint == "condition 3"
+
+    # call function
+    is_endpoint = core.is_endpoint(G, "B")
+    assert is_endpoint is False
+
+    # call with strict==False
+    is_endpoint = core.is_endpoint(G, "A", strict=False)
+    assert is_endpoint == "condition 3"
+
+
+def test_pandana_snap():
+    """Test the pandana_snap function."""
+    # create a networkx graph object
+    G = nx.MultiDiGraph()
+
+    # Add two nodes to the graph
+    node_attributes = [
+        {"ID": "A", "geometry": Point(0, 0), "x": 0, "y": 0},
+        {"ID": "B", "geometry": Point(1, 1), "x": 1, "y": 1},
+    ]
+    G.add_nodes_from([(node["ID"], node) for node in node_attributes])
+
+    # define points gdf
+    points = gpd.GeoDataFrame(
+        {"geometry": [Point(0.25, 0.25), Point(0.75, 0.9)], "index": ["A", "B"]},
+        crs="epsg:4326",
+    )
+
+    # call function
+    G_tree = core.pandana_snap(G, points)
+    assert isinstance(G_tree, gpd.GeoDataFrame)
+    assert G_tree.shape[0] == 2
+    assert G_tree.shape[1] == 6
+    assert G_tree["NN"].iloc[0] == "A"
+    assert G_tree["NN"].iloc[1] == "B"
+    # call other function that does the same thing
+    G_tree_c = core.pandana_snap_c(G, points)
+    # assert they are the same
+    assert G_tree.equals(G_tree_c)
+
+    # try snap to many function
+    G_many = core.pandana_snap_to_many(
+        G, points, add_dist_to_node_col=False, k_nearest=1
+    )
+    assert isinstance(G_many, dict)
+    assert len(G_many) == 2
+    assert "A" in G_many.keys()
+    assert "B" in G_many.keys()
+
+    # try to snap one point
+    G_one = core.pandana_snap_single_point(G, points.geometry.iloc[0])
+    assert isinstance(G_one, str)
+    assert G_one == "A"

From 7d2b7a0426c6d539ac0ff39a31ed1d6cc53edb5e Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Fri, 12 Jul 2024 08:55:20 -0400
Subject: [PATCH 46/50] more tests, up to 70% test coverage

---
 src/GOSTnets/core.py |  55 ++---------------
 tests/test_core.py   | 143 +++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 149 insertions(+), 49 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index e9f1ad6..567f7ee 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -2705,9 +2705,9 @@ def salt_long_lines(
                 new_nodes.append((new_node_ID, node_data))
 
             ## GENERATE NEW EDGES ##
-            result = None  # placeholder to define result tuple - will need to be debugged/fixed later
             # define geometry to be cutting (iterative)
             if i == 0:
+                result = None  # placeholder to define result tuple
                 geom_to_split = UTM_geom
 
             else:
@@ -3172,8 +3172,10 @@ def pandana_snap_points(
         a geodataframe of points
     target_gdf : gpd.GeoDataFrame
         a geodataframe of points, in the same source crs as the geometry of the source_gdfsg:32638'
-    target_crs : str
-        crs object in format 'epsg:32638'
+    source_crs : str, optional
+        crs object in format 'epsg:32638', by default 'epsg:4326'
+    target_crs : str, optional
+        crs object in format 'epsg:32638', by default 'epsg:4326'
     add_dist_to_node_col : bool
         return distance in metres to nearest node
 
@@ -3588,7 +3590,7 @@ def project_gdf(gdf, to_crs=None, to_latlong=False):
     gdf : geopandas.GeoDataFrame
         geopandas.GeoDataFrame the GeoDataFrame to be projected
     to_crs : str
-        string or pyproj.CRS if None, project to UTM zone in which gdf's centroid lies, otherwise project to this CRS
+        string or pyproj. CRS if None, project to UTM zone in which gdf's centroid lies, otherwise project to this CRS
     to_latlong : bool
         bool if True, project to settings.default_crs and ignore to_crs
 
@@ -3681,51 +3683,6 @@ def gn_project_graph(G, to_crs=None):
     return G_proj
 
 
-def reproject_graph(input_net, source_crs, target_crs):
-    """
-    to-do: delete, is not working
-
-    Converts the node coordinates of a graph. Assumes that there are straight lines between the start and end nodes.
-
-    Parameters
-    ----------
-    input_net : nx.MultiDiGraph
-        a base network object (nx.MultiDiGraph)
-    source_crs : str
-        The projection of the input_net (epsg code)
-    target_crs : str
-        The projection input_net will be converted to (epsg code)
-
-    Returns
-    -------
-    nx.MultiDiGraph
-        returns a new network object that is the combination of the two input networks
-
-    """
-    # pyproj < 2.1
-    # project_WGS_UTM = partial(
-    #             pyproj.transform,
-    #             pyproj.Proj(init=source_crs),
-    #             pyproj.Proj(init=target_crs))
-
-    # pyproj >= 2.1.0
-    wgs84 = pyproj.CRS(source_crs)
-    utm = pyproj.CRS(target_crs)
-    project_WGS_UTM = pyproj.Transformer.from_crs(wgs84, utm, always_xy=True).transform
-
-    i = list(input_net.nodes(data=True))
-
-    for j in i:
-        # print(j[1])
-        # print(j[1]['x'])
-        # print(transform(project_WGS_UTM,j[1]['geom']))
-        j[1]["x"] = transform(project_WGS_UTM, j[1]["geom"]).x
-        j[1]["y"] = transform(project_WGS_UTM, j[1]["geom"]).y
-        # j[1]['geom'] = transform(project_WGS_UTM,j[1]['geom'])
-
-    return input_net
-
-
 def euclidean_distance(lat1, lon1, lat2, lon2):
     """
     Calculate the great circle distance between two points on the earth (specified in decimal degrees)
diff --git a/tests/test_core.py b/tests/test_core.py
index 0a5bf5f..70234e9 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -189,6 +189,17 @@ def test_graph_edges_intersecting_polgyon(self):
         assert int_gdf.shape[0] == 1
         assert int_gdf.shape[1] == 3
 
+    def test_graph_edges_intersecting_polgyon_error(self):
+        """Test the graph_edges_intersecting_polygon function error."""
+        with pytest.raises(TypeError):
+            core.graph_edges_intersecting_polygon("str", self.poly_gdf, "intersects")
+        with pytest.raises(TypeError):
+            core.graph_edges_intersecting_polygon(self.G, "str", "intersects")
+        with pytest.raises(ValueError):
+            core.graph_edges_intersecting_polygon(
+                self.G, self.poly_gdf, mode="intersects", fast="str"
+            )
+
 
 def test_find_hwy_distances_by_class_error():
     """Test the find_hwy_distances_by_class function type error."""
@@ -714,3 +725,135 @@ def test_pandana_snap():
     G_one = core.pandana_snap_single_point(G, points.geometry.iloc[0])
     assert isinstance(G_one, str)
     assert G_one == "A"
+
+
+def test_pandana_snap_points():
+    """Test the pandana_snap_points function"""
+    # create points gdf
+    points = gpd.GeoDataFrame(
+        geometry=[Point(x, y) for x, y in zip(range(0, 10, 1), range(0, 10, 1))],
+        crs="epsg:4326",
+    )
+    target_points_gdf = gpd.GeoDataFrame(
+        geometry=[Point(x, y) for x, y in zip(range(1, 11, 1), range(1, 11, 1))],
+        crs="epsg:4326",
+    )
+    # call function
+    pt_gdf = core.pandana_snap_points(points, target_points_gdf)
+    # assertions
+    assert isinstance(pt_gdf, gpd.GeoDataFrame)
+    assert pt_gdf.shape[0] == points.shape[0]
+    assert "geometry" in pt_gdf.columns
+    assert "idx" in pt_gdf.columns
+    assert "idx_dist" in pt_gdf.columns
+
+
+def test_gn_project_graph():
+    """Test the gn_project_graph function."""
+    # make multidigraph
+    G = nx.MultiDiGraph()
+    # make some nodes with x and y attributes
+    G.add_nodes_from([1, 2, 3, 4, 5], x=0, y=0)
+    # make some edges
+    G.add_edges_from([(1, 2), (2, 3), (3, 4), (4, 5)])
+    # set crs as property of the graph
+    G.graph["crs"] = "epsg:4326"
+    # call function
+    G_proj = core.gn_project_graph(G, to_crs="epsg:32633")
+    # pull out node and edge information
+    nodes = [i for i in G_proj.nodes(data=True)]
+    edges = [i for i in G_proj.edges(data=True)]
+    old_nodes = [i for i in G.nodes(data=True)]
+    old_edges = [i for i in G.edges(data=True)]
+    # assertions
+    assert len(nodes) == len(old_nodes)
+    assert len(edges) == len(old_edges)
+    assert nodes != old_nodes
+    assert edges == old_edges
+
+
+def test_add_intersection_delay():
+    """Test the add_intersection_delay function."""
+    # create multidigraph
+    G = nx.MultiDiGraph()
+    # add nodes
+    G.add_nodes_from([1, 2, 3, 4])
+    # add edges with time and highway type values
+    G.add_edges_from(
+        [
+            (1, 2, {"time": 10, "highway": "motorway"}),
+            (1, 3, {"time": 20, "highway": "trunk"}),
+            (2, 3, {"time": 30, "highway": "secondary"}),
+            (3, 4, {"time": 40, "highway": "primary"}),
+        ]
+    )
+    # call function
+    G_new = core.add_intersection_delay(G, time_col="time", highway_col="highway")
+    # pull out node and edge information
+    nodes = [i for i in G_new.nodes(data=True)]
+    edges = [i for i in G_new.edges(data=True)]
+    old_nodes = [i for i in G.nodes(data=True)]
+    old_edges = [i for i in G.edges(data=True)]
+    # assertions
+    assert nodes == old_nodes
+    assert edges != old_edges
+
+
+def test_sample_raster():
+    """Test the sample_raster function."""
+    # test invalid graph input
+    with pytest.raises(TypeError):
+        core.sample_raster(1, "str")
+    # test invalid point geometry in graph
+    G = nx.MultiDiGraph()
+    G.add_nodes_from([1, 2, 3, 4])
+    with pytest.raises(ValueError):
+        core.sample_raster(G, "str")
+    # test invalid tif path
+    with pytest.raises(ValueError):
+        core.sample_raster(nx.MultiDiGraph(), 1)
+
+
+def test_salt_long_lines():
+    """Test the salt_long_lines function."""
+    # create a networkx graph object with 2 nodes and one long edge
+    G = nx.MultiDiGraph()
+    node_attributes = [
+        ("A", 0, 0),
+        ("B", 1, 0),
+    ]
+    for name, x, y in node_attributes:
+        G.add_node(name, x=x, y=y)
+    G.add_edges_from([("A", "B", {"length": 1})])
+    # call function
+    G_long = core.salt_long_lines(
+        G, source="epsg:4326", target="epsg:32638", thresh=100000
+    )
+    # assertions
+    assert isinstance(G_long, nx.MultiDiGraph)
+    assert G_long.number_of_nodes() > G.number_of_nodes()
+    assert G_long.number_of_edges() > G.number_of_edges()
+
+
+def test_clip():
+    """Test the clip function."""
+    # create graph to use for tests
+    G = nx.MultiDiGraph()
+    # add some nodes w/ (x, y) attributes
+    G.add_node(1, x=0, y=0)
+    G.add_node(2, x=-1, y=0.3)
+    G.add_node(3, x=2, y=0.17)
+    G.add_node(4, x=4, y=0.255)
+    G.add_node(5, x=5, y=0.03)
+    # create some edges with highway attribute and wkt
+    G.add_edge(1, 2, highway="motorway", Wkt="LineString(0 0, 1 1)")
+    G.add_edge(4, 5, highway="primary", Wkt="LineString(1 1, 2 2)")
+    # define polygon
+    poly = Polygon([(-1, -1), (0.0, 1.0), (1.0, 0.0)])
+    # call function
+    G_clip = core.clip(G, poly)
+    # assertions
+    assert isinstance(G_clip, nx.MultiDiGraph)
+    assert G_clip.nodes(data=True) != G.nodes(data=True)
+    assert G_clip.edges(data=True) != G.edges(data=True)
+    assert G_clip.number_of_nodes() < G.number_of_nodes()

From 864347ae47a801f25eb364d21910b2a9927dcf01 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Mon, 15 Jul 2024 18:00:38 -0400
Subject: [PATCH 47/50] add more tests

---
 src/GOSTnets/core.py           | 14 +++++++++--
 tests/test_core.py             | 46 ++++++++++++++++++++++++++++++++++
 tests/test_core_integrative.py | 14 +++++++++++
 3 files changed, 72 insertions(+), 2 deletions(-)

diff --git a/src/GOSTnets/core.py b/src/GOSTnets/core.py
index 567f7ee..506fa75 100644
--- a/src/GOSTnets/core.py
+++ b/src/GOSTnets/core.py
@@ -3615,7 +3615,7 @@ def project_gdf(gdf, to_crs=None, to_latlong=False):
 
     # otherwise, automatically project the gdf to UTM
     else:
-        if ox.CRS.from_user_input(gdf.crs).is_projected:
+        if ox.projection.is_projected(gdf.crs):
             raise ValueError("Geometry must be unprojected to calculate UTM zone")
 
         # calculate longitude of centroid of union of all geometries in gdf
@@ -3766,7 +3766,7 @@ def find_kne(point, lines, near_idx):
 
     """
     # getting the distances between the point and the lines
-    dists = np.array(list(map(lambda line: line.distance(point), lines)))
+    dists = np.array(lines.distance(point))
     kne_pos = dists.argsort()[0]
     kne = lines.iloc[kne_pos]
     kne_idx = near_idx[kne_pos]
@@ -3865,6 +3865,10 @@ def update_nodes(
         The updated nodes GeoDataFrame.
 
     """
+    ### NOTES
+    # node_highway_pp and node_highway_poi are not both needed, they are
+    # used conditionally depending on the ptype, so the parameters should be updated
+
     # create gdf of new nodes (projected PAPs)
     if ptype == "pp":
         new_nodes = gpd.GeoDataFrame(new_points, columns=["geometry"], crs=measure_crs)
@@ -3918,6 +3922,12 @@ def update_edges(edges, new_lines, replace=True, nodes_meter=None, pois_meter=No
         kne_idx refers to 'fid in Rtree'/'label'/'loc', not positional iloc
 
     """
+    ### NOTES
+    # line_pps_dict is never defined, where did it come from?
+    # same for 'itertools', 'measure_crs', 'pois', 'poi_key_col', 'oneway_tag',
+    # 'road_col', 'edge_highway', 'factor', 'u_tag', 'v_tag', 'nodes_id_dict',
+    # 'threshold', and maybe additional variables... DID THIS FUNCTION EVER WORK?
+
     # for interpolation (split by pp): replicate old line
     if replace:
         # create a flattened gdf with all line segs and corresponding kne_idx
diff --git a/tests/test_core.py b/tests/test_core.py
index 70234e9..ea0a1b8 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -391,6 +391,13 @@ def test_project_gdf():
     projected_gdf = core.project_gdf(gdf, to_crs="epsg:32633", to_latlong=False)
     # check the output
     assert projected_gdf.crs == "epsg:32633"
+    # with invalid CRS
+    gdf_invalid = gpd.GeoDataFrame({"geometry": [Point(0, 0), Point(1, 1)]}, crs=None)
+    with pytest.raises(ValueError):
+        core.project_gdf(gdf_invalid, to_crs="epsg:32633", to_latlong=False)
+    # with no "to_crs" parameter
+    utm_gdf = core.project_gdf(gdf, to_latlong=False)
+    assert "utm" in utm_gdf.crs.to_string()
 
 
 def test_euclidean_distance():
@@ -857,3 +864,42 @@ def test_clip():
     assert G_clip.nodes(data=True) != G.nodes(data=True)
     assert G_clip.edges(data=True) != G.edges(data=True)
     assert G_clip.number_of_nodes() < G.number_of_nodes()
+
+
+def test_find_kne():
+    """Test the find_kne function."""
+    # define a point
+    point = Point(0.5, 0.6)
+    # define some lines
+    line1 = LineString([(0, 0), (1, 1)])
+    line2 = LineString([(1, 1), (2, 2)])
+    line3 = LineString([(2, 2), (3, 3)])
+    # put lines in a geodataframe
+    gdf = gpd.GeoDataFrame({"geometry": [line1, line2, line3]})
+    # call function
+    kne_idx, kne = core.find_kne(point, gdf, [0, 1, 2])
+    assert isinstance(kne_idx, int)
+    assert isinstance(kne, pd.Series)
+    assert kne_idx == 0
+
+
+def test_get_pp():
+    """Test the get_pp function."""
+    # define a point
+    point = Point(0.5, 0.6)
+    # define the line
+    line = LineString([(0, 0), (1, 1)])
+    # call the function
+    pp = core.get_pp(point, line)
+    assert isinstance(pp, Point)
+    assert pp.x == 0.55
+    assert pp.y == 0.55
+
+
+def test_split_line_error():
+    """Test the split_line function error handling."""
+    # define line
+    line = LineString([(0, 0), (1, 1)])
+    # call function
+    with pytest.raises(TypeError):
+        core.split_line(line, "invalid")
diff --git a/tests/test_core_integrative.py b/tests/test_core_integrative.py
index 1e2b664..0b48117 100644
--- a/tests/test_core_integrative.py
+++ b/tests/test_core_integrative.py
@@ -80,3 +80,17 @@ def test_edges_nodes_df_to_graph_03(self):
         G = core.edges_and_nodes_gdf_to_graph(nodes_df, edges_df, largest_G=True)
         # assert that the function returned a nx graph this time
         assert isinstance(G, nx.Graph)
+
+    def test_edges_nodes_df_to_graph_04(self):
+        # read csv files as dfs
+        nodes_df = pd.read_csv(self.fpath_nodes)
+        edges_df = pd.read_csv(self.fpath_edges)
+        # switch stnode and endnode to floats
+        edges_df["stnode"] = edges_df["stnode"].astype(float)
+        edges_df["endnode"] = edges_df["endnode"].astype(float)
+        # call function with adding missing reflected edges and the oneway tag
+        G = core.edges_and_nodes_gdf_to_graph(
+            nodes_df, edges_df, add_missing_reflected_edges=True, oneway_tag="one_way"
+        )
+        # assert that the function returned a nx graph this time
+        assert isinstance(G, nx.Graph)

From b1601d94c72583a5786d511bb8519a39930a8d56 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Wed, 17 Jul 2024 20:22:29 -0400
Subject: [PATCH 48/50] minor edits

---
 tests/test_core.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/tests/test_core.py b/tests/test_core.py
index ea0a1b8..5a517f1 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -581,6 +581,10 @@ def test_make_iso_polys():
     assert isinstance(old_gdf, gpd.GeoDataFrame)
     assert gdf.shape == old_gdf.shape
 
+    # fail make_iso_polys_original
+    with pytest.raises(ValueError):
+        core.make_iso_polys_original(G, "invalid", [5, 10, 40, 45])
+
 
 def test_gravity_demand():
     """Testing the gravity_demand() function."""
@@ -684,10 +688,6 @@ def test_is_endpoint():
     is_endpoint = core.is_endpoint(G, "B")
     assert is_endpoint is False
 
-    # call with strict==False
-    is_endpoint = core.is_endpoint(G, "A", strict=False)
-    assert is_endpoint == "condition 3"
-
 
 def test_pandana_snap():
     """Test the pandana_snap function."""
@@ -708,20 +708,20 @@ def test_pandana_snap():
     )
 
     # call function
-    G_tree = core.pandana_snap(G, points)
+    G_tree = core.pandana_snap(G, points, time_it=True)
     assert isinstance(G_tree, gpd.GeoDataFrame)
     assert G_tree.shape[0] == 2
     assert G_tree.shape[1] == 6
     assert G_tree["NN"].iloc[0] == "A"
     assert G_tree["NN"].iloc[1] == "B"
     # call other function that does the same thing
-    G_tree_c = core.pandana_snap_c(G, points)
+    G_tree_c = core.pandana_snap_c(G, points, time_it=True)
     # assert they are the same
     assert G_tree.equals(G_tree_c)
 
     # try snap to many function
     G_many = core.pandana_snap_to_many(
-        G, points, add_dist_to_node_col=False, k_nearest=1
+        G, points, add_dist_to_node_col=False, k_nearest=1, time_it=True
     )
     assert isinstance(G_many, dict)
     assert len(G_many) == 2

From 7f09eb650cb24361b3744707eb525585b6cbf1c1 Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sat, 20 Jul 2024 09:02:39 -0400
Subject: [PATCH 49/50] clean up tests a bit, add pooch for some data

---
 .github/workflows/test.yml         |  1 +
 pyproject.toml                     |  2 +-
 tests/test_load_osm_integrative.py | 38 +++++++++++++++++-------------
 tests/test_optimization.py         | 21 -----------------
 tests/test_osm_parser.py           | 10 --------
 5 files changed, 23 insertions(+), 49 deletions(-)
 delete mode 100644 tests/test_optimization.py

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4bab9f5..25f7795 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -29,3 +29,4 @@ jobs:
           conda install -c conda-forge pip
           pip install .[dev]
           coverage run -m pytest
+          coverage report
diff --git a/pyproject.toml b/pyproject.toml
index f54e590..860978d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
 ]
 
 [project.optional-dependencies]
-dev = ["pre-commit", "pytest", "pytest-cov", "tomli", "coverage[toml]", "GOStnets[docs,osm,opt]"]
+dev = ["pre-commit", "pytest", "pytest-cov", "tomli", "coverage[toml]", "GOStnets[docs,osm,opt]", "pooch"]
 docs = [
 	"docutils==0.17.1",
 	"jupyter-book>=1,<2",
diff --git a/tests/test_load_osm_integrative.py b/tests/test_load_osm_integrative.py
index 54096cf..5d96760 100644
--- a/tests/test_load_osm_integrative.py
+++ b/tests/test_load_osm_integrative.py
@@ -2,25 +2,29 @@
 
 import pytest  # noqa: F401
 from GOSTnets import load_osm
-import os
 import geopandas as gpd
+import pooch
 
 
-def test_OSM_to_network():
-    """Test the OSM_to_network class."""
-    fpath = os.path.join("Tutorials", "tutorial_data", "iceland-latest.osm.pbf")
-    # load the class
-    otn = load_osm.OSM_to_network(fpath)
-    assert isinstance(otn, load_osm.OSM_to_network)
-    assert isinstance(otn.osmFile, str)
-    assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
+class TestOSMtoNetwork:
+    # pooch for the osm file
+    osm_file = pooch.retrieve(
+        url="http://download.geofabrik.de/europe/iceland-latest.osm.pbf",
+        known_hash="md5:d4cab811ec9a3ecad5e76d9838be3dec",
+    )
 
+    def test_OSM_to_network(self):
+        """Test the OSM_to_network class."""
+        # load the class
+        otn = load_osm.OSM_to_network(self.osm_file)
+        assert isinstance(otn, load_osm.OSM_to_network)
+        assert isinstance(otn.osmFile, str)
+        assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
 
-def test_OSM_to_network_ferries():
-    """Test the OSM_to_network class with ferries."""
-    fpath = os.path.join("Tutorials", "tutorial_data", "iceland-latest.osm.pbf")
-    # load the class
-    otn = load_osm.OSM_to_network(fpath, includeFerries=True)
-    assert isinstance(otn, load_osm.OSM_to_network)
-    assert isinstance(otn.osmFile, str)
-    assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
+    def test_OSM_to_network_ferries(self):
+        """Test the OSM_to_network class with ferries."""
+        # load the class
+        otn = load_osm.OSM_to_network(self.osm_file, includeFerries=True)
+        assert isinstance(otn, load_osm.OSM_to_network)
+        assert isinstance(otn.osmFile, str)
+        assert isinstance(otn.roads_raw, gpd.GeoDataFrame)
diff --git a/tests/test_optimization.py b/tests/test_optimization.py
deleted file mode 100644
index 9e539a7..0000000
--- a/tests/test_optimization.py
+++ /dev/null
@@ -1,21 +0,0 @@
-import pytest  # noqa: F401
-
-
-def test_optimize_facility_locations():
-    """Test the optimize_facility_locations function."""
-    pass
-
-
-def test_optimize_set_coverage():
-    """Test the optimize_set_covering function."""
-    pass
-
-
-def test_optimize_partial_set_coverage():
-    """Test the optimize_partial_set_covering function."""
-    pass
-
-
-def test_optimize_max_coverage():
-    """Test the optimize_max_coverage function."""
-    pass
diff --git a/tests/test_osm_parser.py b/tests/test_osm_parser.py
index 489266a..cb7de4b 100644
--- a/tests/test_osm_parser.py
+++ b/tests/test_osm_parser.py
@@ -55,11 +55,6 @@ def test_download_osm_cache(tmpdir):
     assert result == "test"
 
 
-def test_read_osm():
-    """Test the read_osm function."""
-    pass
-
-
 def test_node(capsys):
     """Test the Node class."""
     node = osm_parser.Node(10, 3.3, 4.4)
@@ -94,11 +89,6 @@ def test_way_split():
     assert isinstance(result[1], osm_parser.Way)
 
 
-def test_osm():
-    """Test the OSM class."""
-    pass
-
-
 def test_fetch_roads_OSM():
     """Test the fetch_roads_OSM function."""
     data_path = "./Tutorials/tutorial_data/iceland-latest.osm.pbf"

From ff46df425249a7519607864e254288aa7359b3bc Mon Sep 17 00:00:00 2001
From: elbeejay <jayaram.hariharan@utexas.edu>
Date: Sat, 20 Jul 2024 09:09:13 -0400
Subject: [PATCH 50/50] remove cov report

---
 .github/workflows/test.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 25f7795..4bab9f5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -29,4 +29,3 @@ jobs:
           conda install -c conda-forge pip
           pip install .[dev]
           coverage run -m pytest
-          coverage report