diff --git a/tests/assets/test_gdf.shp b/tests/assets/test_gdf.shp
new file mode 100644
index 0000000..588b612
--- /dev/null
+++ b/tests/assets/test_gdf.shp
@@ -0,0 +1,287 @@
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+{ "type": "Feature", "properties": { "osm_id": 134150836, "osm_type": "ways_line", "width": null, "name": "East Michigan Avenue", "highway": "primary", "layer": null, "oneway": null, "surface": "asphalt", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6315778, 41.9443959 ], [ -85.6317718, 41.9443666 ], [ -85.6321585, 41.9443033 ], [ -85.6322992, 41.9442766 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 772835855, "osm_type": "ways_line", "width": null, "name": "East Armitage Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.633274, 41.951159 ], [ -85.634686, 41.951158 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 203968031, "osm_type": "ways_line", "width": null, "name": null, "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6453514, 41.9412419 ], [ -85.6453371, 41.9407486 ], [ -85.645247, 41.940684 ], [ -85.6443423, 41.9407072 ], [ -85.644272, 41.940795 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17965836, "osm_type": "ways_line", "width": null, "name": "Spring Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.636834, 41.934223 ], [ -85.636786, 41.93429 ], [ -85.636516, 41.935036 ], [ -85.636453, 41.937038 ], [ -85.6363309, 41.9381805 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 41260271, "osm_type": "ways_line", "width": null, "name": "M-60", "highway": "primary", "layer": null, "oneway": "yes", "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6593087, 41.9255834 ], [ -85.6588917, 41.9256758 ], [ -85.6583049, 41.925818 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 134150830, "osm_type": "ways_line", "width": null, "name": "South Main Street", "highway": "secondary", "layer": "1", "oneway": null, "surface": null, "tunnel": null, "bridge": "yes", "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.631852, 41.9429465 ], [ -85.6321102, 41.9432542 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17965747, "osm_type": "ways_line", "width": null, "name": "South Grant Avenue", "highway": "residential", "layer": null, "oneway": null, "surface": "asphalt", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6412224, 41.931841 ], [ -85.6412907, 41.9319548 ], [ -85.6412915, 41.9327042 ], [ -85.6412869, 41.93279 ], [ -85.6412249, 41.9339485 ], [ -85.6412214, 41.9349827 ], [ -85.641148, 41.936984 ], [ -85.641112, 41.938169 ], [ -85.6410946, 41.9399845 ], [ -85.6410939, 41.9400568 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 847427780, "osm_type": "ways_line", "width": null, "name": "North Main Street", "highway": "primary", "layer": null, "oneway": null, "surface": "paved", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6342487, 41.9454489 ], [ -85.6343577, 41.9455483 ], [ -85.6344386, 41.9456229 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17964630, "osm_type": "ways_line", "width": null, "name": "Bell Street", "highway": "residential", "layer": null, "oneway": null, "surface": "asphalt", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6263285, 41.928331 ], [ -85.6280779, 41.928322 ], [ -85.6296524, 41.928314 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 203968026, "osm_type": "ways_line", "width": null, "name": "Loren Avenue", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6477466, 41.9458724 ], [ -85.64793, 41.945805 ], [ -85.6480183, 41.9456719 ], [ -85.6480294, 41.9455996 ], [ -85.6480185, 41.9447787 ], [ -85.6480097, 41.9441136 ], [ -85.6479747, 41.9440825 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17967730, "osm_type": "ways_line", "width": null, "name": "Water Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6332888, 41.9456871 ], [ -85.6328948, 41.9462374 ], [ -85.631422, 41.948294 ], [ -85.63102, 41.948805 ], [ -85.6308961, 41.9490425 ], [ -85.630773, 41.949209 ], [ -85.63005, 41.95016 ], [ -85.629423, 41.951016 ], [ -85.629252, 41.951256 ], [ -85.629126, 41.951489 ], [ -85.628991, 41.951704 ], [ -85.628689, 41.952112 ], [ -85.628313, 41.952666 ], [ -85.627687, 41.953529 ], [ -85.627394, 41.953947 ], [ -85.627287, 41.954128 ], [ -85.626832, 41.954677 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17966462, "osm_type": "ways_line", "width": null, "name": "South Main Street", "highway": "secondary", "layer": null, "oneway": null, "surface": "asphalt", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6255481, 41.9257224 ], [ -85.6256655, 41.9261001 ], [ -85.625685, 41.926163 ], [ -85.6257845, 41.9264872 ], [ -85.626047, 41.92737 ], [ -85.6263285, 41.928331 ], [ -85.62663, 41.929251 ], [ -85.6269, 41.930199 ], [ -85.627008, 41.930642 ], [ -85.627029, 41.930775 ], [ -85.627041, 41.930946 ], [ -85.6270379, 41.9311746 ], [ -85.6270421, 41.931671 ], [ -85.6270441, 41.9321659 ], [ -85.627073, 41.93319 ], [ -85.627055, 41.934206 ], [ -85.627053, 41.9352031 ], [ -85.627089, 41.9361884 ], [ -85.627084, 41.936804 ], [ -85.627104, 41.936914 ], [ -85.627156, 41.937026 ], [ -85.6272406, 41.9371672 ], [ -85.627317, 41.93723 ], [ -85.627422, 41.937312 ], [ -85.6276, 41.937412 ], [ -85.627754, 41.937504 ], [ -85.6278206, 41.9375655 ], [ -85.627883, 41.937623 ], [ -85.627984, 41.93773 ], [ -85.6280534, 41.9378226 ], [ -85.6282245, 41.938051 ], [ -85.629033, 41.93913 ], [ -85.6296235, 41.939922 ], [ -85.6297342, 41.9400783 ], [ -85.6302265, 41.9407499 ], [ -85.6304899, 41.9411092 ], [ -85.6309241, 41.9417016 ], [ -85.630986, 41.941786 ], [ -85.6310312, 41.9418474 ], [ -85.631194, 41.9420689 ], [ -85.6315379, 41.9425368 ], [ -85.631594, 41.942613 ], [ -85.631852, 41.9429465 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17965402, "osm_type": "ways_line", "width": null, "name": "Walnut Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.632182, 41.961493 ], [ -85.6321716, 41.9606811 ], [ -85.6321612, 41.959859 ], [ -85.6321505, 41.9590251 ], [ -85.6321452, 41.958604 ], [ -85.6321405, 41.9584004 ], [ -85.6321351, 41.9581654 ], [ -85.6321281, 41.9578611 ], [ -85.6321178, 41.9574105 ], [ -85.6321108, 41.95592 ], [ -85.6320962, 41.9547609 ], [ -85.6320952, 41.954685 ], [ -85.6320941, 41.9545984 ], [ -85.6320827, 41.9537069 ], [ -85.6320668, 41.9524531 ], [ -85.6320505, 41.951174 ], [ -85.6320344, 41.9499109 ], [ -85.6320229, 41.9490123 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17965151, "osm_type": "ways_line", "width": null, "name": "Orchard Drive", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.614204, 41.953696 ], [ -85.6142, 41.953978 ], [ -85.614195, 41.954754 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 847427773, "osm_type": "ways_line", "width": null, "name": "East Michigan Avenue", "highway": "primary", "layer": null, "oneway": null, "surface": "asphalt", "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6322992, 41.9442766 ], [ -85.6323999, 41.9442471 ], [ -85.6324925, 41.9442136 ], [ -85.632685, 41.9441169 ], [ -85.632801, 41.9440586 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17966681, "osm_type": "ways_line", "width": null, "name": "East Buck Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6235488, 41.9371726 ], [ -85.6247949, 41.9371708 ], [ -85.6257369, 41.9371694 ], [ -85.62642, 41.9371684 ], [ -85.6265186, 41.9371683 ], [ -85.6267423, 41.9371679 ], [ -85.6272406, 41.9371672 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17967743, "osm_type": "ways_line", "width": null, "name": "Manistee River Road", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6159142, 41.9577578 ], [ -85.61592, 41.9581603 ], [ -85.6159249, 41.9585901 ], [ -85.6159249, 41.9589533 ], [ -85.6158923, 41.959089 ], [ -85.6157358, 41.959364 ] ] } },
+{ "type": "Feature", "properties": { "osm_id": 17965778, "osm_type": "ways_line", "width": null, "name": "Canal Street", "highway": "residential", "layer": null, "oneway": null, "surface": null, "tunnel": null, "bridge": null, "smoothness": null }, "geometry": { "type": "LineString", "coordinates": [ [ -85.6173696, 41.9381886 ], [ -85.6179654, 41.938187 ], [ -85.6189467, 41.9381843 ], [ -85.620013, 41.9381814 ], [ -85.6211299, 41.9381784 ], [ -85.62232, 41.9381751 ], [ -85.6235512, 41.9381718 ], [ -85.6248019, 41.9381684 ], [ -85.62569, 41.938166 ] ] } }
+]
+}
diff --git a/tests/test_create_points.py b/tests/test_create_points.py
index 56d2174..b593e9d 100644
--- a/tests/test_create_points.py
+++ b/tests/test_create_points.py
@@ -1,6 +1,20 @@
+from pathlib import Path
+import shutil
+
+import geopandas as gpd
+import numpy as np
+import pytest
+from shapely import LineString, MultiPoint, geometry
 from typer.testing import CliRunner
 
-from src.create_points import app
+from src.create_points import (
+    DEFAULT_HIGHWAY_VALUES_TO_KEEP,
+    DEFAULT_MINI_DIST,
+    app,
+    create_points,
+    filter_by_highway_type,
+    interpolate_along_line,
+)
 
 runner = CliRunner(mix_stderr=False)
 
@@ -14,3 +28,81 @@ def test_help():
         "Create a dataset of interpolated points along OpenStreetMap roads."
         in result.output
     )
+
+
+def test_filter_by_highway_type_error():
+    bad_df = gpd.GeoDataFrame(columns=["not_highway"])
+    with pytest.raises(Exception):
+        filter_by_highway_type(bad_df, [])
+
+
+def test_filter_by_highway_type():
+    highway_vals = np.random.choice(DEFAULT_HIGHWAY_VALUES_TO_KEEP, size=10).tolist()
+    drop_highway_vals = ["drop_value_1", "drop_value_2", "drop_value_3"]
+    df = gpd.GeoDataFrame({"highway": highway_vals + drop_highway_vals})
+    filtered_df = filter_by_highway_type(df)
+    assert all(val in DEFAULT_HIGHWAY_VALUES_TO_KEEP for val in filtered_df["highway"])
+
+
+def test_interpolate_along_line():
+    test_line = LineString(np.random.rand(2, 2))
+    test_dist = 0.2
+    new_coords = interpolate_along_line(test_line, test_dist)
+    assert isinstance(new_coords, MultiPoint)
+    assert len(new_coords.geoms) == int(test_line.length / test_dist)
+
+
+@pytest.mark.parametrize("invalid_value", [None, geometry.Point((1, 1))])
+def test_create_points_error(invalid_value):
+    test_df = gpd.read_file("tests/assets/test_gdf.shp").head()
+    test_df.loc[0, "geometry"] = invalid_value
+    with pytest.raises(ValueError):
+        create_points(test_df, 20)
+
+
+def test_create_points():
+    """
+    Note: 'test_gdf.shp' test asset is generated by running
+    Three_Rivers_Michigan_USA_line.zip through main() and saving
+    out the data in its state before create_points() is called.
+    """
+    test_df = gpd.read_file("tests/assets/test_gdf.shp").head()
+    output_df = create_points(test_df, 20)
+    assert set(output_df.columns) == set(["osm_id", "highway", "geometry"])
+    assert (output_df.geom_type == "Point").all()
+    assert output_df.crs == "EPSG:4326"
+
+
+@pytest.mark.parametrize(
+    "mini_dist,drop_null,highway_types",
+    [
+        (DEFAULT_MINI_DIST, False, DEFAULT_HIGHWAY_VALUES_TO_KEEP),
+        (DEFAULT_MINI_DIST, True, DEFAULT_HIGHWAY_VALUES_TO_KEEP),
+        (DEFAULT_MINI_DIST, False, DEFAULT_HIGHWAY_VALUES_TO_KEEP[:2]),
+    ],
+)
+def test_main(mini_dist, drop_null, highway_types):
+    Path("tests/tmp").mkdir(exist_ok=True)
+    in_filepath = "tests/assets/test_gdf.shp"
+    out_filepath = "tests/tmp/test_gdf_out.shp"
+
+    args = [
+        in_filepath,
+        out_filepath,
+        "--mini-dist",
+        mini_dist,
+        "--highway-type",
+        highway_types,
+    ]
+
+    if drop_null:
+        args.append("--drop-null")
+
+    runner.invoke(app, args)
+    output_gdf = gpd.read_file(out_filepath)
+
+    assert output_gdf.crs == "EPSG:4326"
+    assert all(val in highway_types for val in output_gdf["highway"])
+    if drop_null:
+        assert not output_gdf.geometry.isnull().values.any()
+    shutil.rmtree("tests/tmp")