Repository: kraina-ai/srai (language: python)

Issue:
Implement GTFS loader
* load GTFS from .zip file
* use gtfs-kit to extract features needed by gtfs2vec
* if possible, then don't aggregate to regions


Discussion / hints:

Fix patch:
diff --git a/.flake8 b/.flake8
index e8d3e7fc..24340a08 100644
--- a/.flake8
+++ b/.flake8
@@ -1,7 +1,7 @@
 [flake8]
 max-line-length = 100
 max-doc-length = 100
-extend-ignore = E203
+extend-ignore = E203,B028
 exclude =
     .git,
     .venv,
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7661c2b2..c30aeba4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -37,6 +37,7 @@ repos:
     rev: v0.991
     hooks:
       - id: mypy
+        additional_dependencies: ["types-requests"]
   - repo: https://github.com/pdm-project/pdm
     rev: 2.4.3
     hooks:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6f3642ad..5921e55f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## [Unreleased] - 2022-MM-DD
 
 ### Added
+- GTFS Loader from gtfs2vec paper
 
 ### Changed
 - Change embedders and joiners interface to have `.transform` method
diff --git a/examples/loaders/README.md b/examples/loaders/README.md
index 59ed80d2..014b3ec8 100644
--- a/examples/loaders/README.md
+++ b/examples/loaders/README.md
@@ -3,3 +3,4 @@
 Examples illustrating the usage of every Loader.
 
 - [GeoparquetLoader](geoparquet_loader.ipynb)
+- [GTFSLoader](gtfs_loader.ipynb)
diff --git a/examples/loaders/files/.gitignore b/examples/loaders/files/.gitignore
new file mode 100644
index 00000000..74e39351
--- /dev/null
+++ b/examples/loaders/files/.gitignore
@@ -0,0 +1,2 @@
+# example GTFS used in notebook
+example.zip
diff --git a/examples/loaders/gtfs_loader.ipynb b/examples/loaders/gtfs_loader.ipynb
new file mode 100644
index 00000000..0b9cc614
--- /dev/null
+++ b/examples/loaders/gtfs_loader.ipynb
@@ -0,0 +1,127 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# GTFS Loader Example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pathlib import Path\n",
+    "from srai.loaders import GTFSLoader\n",
+    "import gtfs_kit as gk\n",
+    "import geopandas as gpd\n",
+    "import numpy as np\n",
+    "from shapely.geometry import Point\n",
+    "from srai.utils.constants import WGS84_CRS\n",
+    "from utils import download"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Download an example GTFS feed from Wroclaw, Poland\n",
+    "\n",
+    "In this notebook we use the GTFS feed for Wroclaw, Poland as an example, which is available in Wroclaw's open data repository[1]. This download uses transitfeeds.com[2] to download the feed, but you can also download the feed directly from the Wroclaw open data repository.\n",
+    "\n",
+    "1. https://www.wroclaw.pl/open-data/dataset/rozkladjazdytransportupublicznegoplik_data\n",
+    "2. https://transitfeeds.com/p/mpk-wroc-aw/663"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wroclaw_gtfs = Path().resolve() / \"files\" / \"example.zip\"\n",
+    "gtfs_url = \"https://transitfeeds.com/p/mpk-wroc-aw/663/20221221/download\"\n",
+    "\n",
+    "download(gtfs_url, wroclaw_gtfs.as_posix())"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Peek at the feed using `gtfs_kit` directly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "feed = gk.read_feed(wroclaw_gtfs, dist_units=\"km\")\n",
+    "\n",
+    "stops_df = feed.stops[[\"stop_id\", \"stop_lat\", \"stop_lon\"]].set_index(\"stop_id\")\n",
+    "stops_df[\"geometry\"] = stops_df.apply(lambda row: Point(row[\"stop_lon\"], row[\"stop_lat\"]), axis=1)\n",
+    "\n",
+    "stops_gdf = gpd.GeoDataFrame(\n",
+    "    stops_df,\n",
+    "    geometry=\"geometry\",\n",
+    "    crs=WGS84_CRS,\n",
+    ")\n",
+    "\n",
+    "stops_gdf.plot(markersize=1)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Use GTFSLoader to load stops statistics from the feed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gtfs_loader = GTFSLoader()\n",
+    "trips_gdf = gtfs_loader.load(wroclaw_gtfs)\n",
+    "\n",
+    "print(trips_gdf.columns)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.14"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "f39c7279c85c8be5d827e53eddb5011e966102d239fe8b81ca4bd9f0123eda8f"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/loaders/utils.py b/examples/loaders/utils.py
new file mode 100644
index 00000000..3585b1e7
--- /dev/null
+++ b/examples/loaders/utils.py
@@ -0,0 +1,28 @@
+"""Utility functions for loaders examples."""
+import requests
+from tqdm import tqdm
+
+
+def download(url: str, fname: str, chunk_size: int = 1024) -> None:
+    """
+    Download a file with progress bar.
+
+    Args:
+        url (str): URL to download.
+        fname (str): File name.
+        chunk_size (str): Chunk size.
+
+    Source: https://gist.github.com/yanqd0/c13ed29e29432e3cf3e7c38467f42f51
+    """
+    resp = requests.get(url, stream=True)
+    total = int(resp.headers.get("content-length", 0))
+    with open(fname, "wb") as file, tqdm(
+        desc=fname.split("/")[-1],
+        total=total,
+        unit="iB",
+        unit_scale=True,
+        unit_divisor=1024,
+    ) as bar:
+        for data in resp.iter_content(chunk_size=chunk_size):
+            size = file.write(data)
+            bar.update(size)
diff --git a/pdm.lock b/pdm.lock
index 40b20baa..48225b04 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -1,3 +1,6 @@
+# This file is @generated by PDM.
+# It is not intended for manual editing.
+
 [[package]]
 name = "anyio"
 version = "3.6.2"
@@ -42,7 +45,7 @@ dependencies = [
 
 [[package]]
 name = "astropy"
-version = "5.2"
+version = "5.2.1"
 requires_python = ">=3.8"
 summary = "Astronomy and astrophysics core library"
 dependencies = [
@@ -73,7 +76,7 @@ summary = "Specifications for callback functions passed in to an API"
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.11.1"
+version = "4.11.2"
 requires_python = ">=3.6.0"
 summary = "Screen-scraping library"
 dependencies = [
@@ -82,33 +85,34 @@ dependencies = [
 
 [[package]]
 name = "black"
-version = "22.12.0"
+version = "23.1.0"
 requires_python = ">=3.7"
 summary = "The uncompromising code formatter."
 dependencies = [
     "click>=8.0.0",
     "mypy-extensions>=0.4.3",
+    "packaging>=22.0",
     "pathspec>=0.9.0",
     "platformdirs>=2",
-    "tomli>=1.1.0; python_full_version < \"3.11.0a7\"",
+    "tomli>=1.1.0; python_version < \"3.11\"",
     "typing-extensions>=3.10.0.0; python_version < \"3.10\"",
 ]
 
 [[package]]
 name = "black"
-version = "22.12.0"
+version = "23.1.0"
 extras = ["jupyter"]
 requires_python = ">=3.7"
 summary = "The uncompromising code formatter."
 dependencies = [
-    "black==22.12.0",
+    "black==23.1.0",
     "ipython>=7.8.0",
     "tokenize-rt>=3.2.0",
 ]
 
 [[package]]
 name = "bleach"
-version = "5.0.1"
+version = "6.0.0"
 requires_python = ">=3.7"
 summary = "An easy safelist-based HTML-sanitizing tool."
 dependencies = [
@@ -122,6 +126,15 @@ version = "2.3.post1"
 requires_python = ">=3.7"
 summary = "Bash style brace expander."
 
+[[package]]
+name = "branca"
+version = "0.6.0"
+requires_python = ">=3.7"
+summary = "Generate complex HTML+JS pages with Python"
+dependencies = [
+    "jinja2",
+]
+
 [[package]]
 name = "bumpver"
 version = "2022.1120"
@@ -138,7 +151,7 @@ dependencies = [
 
 [[package]]
 name = "cachetools"
-version = "5.2.0"
+version = "5.3.0"
 requires_python = "~=3.7"
 summary = "Extensible memoizing collections and decorators"
 
@@ -202,7 +215,7 @@ dependencies = [
 
 [[package]]
 name = "cloudpickle"
-version = "2.2.0"
+version = "2.2.1"
 requires_python = ">=3.6"
 summary = "Extended pickling support for Python objects"
 
@@ -228,8 +241,8 @@ summary = "Python parser for the CommonMark Markdown spec"
 
 [[package]]
 name = "contourpy"
-version = "1.0.6"
-requires_python = ">=3.7"
+version = "1.0.7"
+requires_python = ">=3.8"
 summary = "Python library for calculating contours of 2D quadrilateral grids"
 dependencies = [
     "numpy>=1.16",
@@ -243,7 +256,7 @@ summary = "Composable style cycles"
 
 [[package]]
 name = "debugpy"
-version = "1.6.4"
+version = "1.6.6"
 requires_python = ">=3.7"
 summary = "An implementation of the Debug Adapter Protocol for Python"
 
@@ -304,7 +317,7 @@ summary = "Discover and load entry points from installed packages."
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.4"
+version = "1.1.0"
 requires_python = ">=3.7"
 summary = "Backport of PEP 654 (exception groups)"
 
@@ -330,23 +343,22 @@ dependencies = [
 
 [[package]]
 name = "filelock"
-version = "3.8.2"
+version = "3.9.0"
 requires_python = ">=3.7"
 summary = "A platform independent file lock."
 
 [[package]]
 name = "fiona"
-version = "1.8.22"
+version = "1.9.0"
+requires_python = ">=3.7"
 summary = "Fiona reads and writes spatial data files"
 dependencies = [
-    "attrs>=17",
+    "attrs>=19.2.0",
     "certifi",
     "click-plugins>=1.0",
-    "click>=4.0",
+    "click~=8.0",
     "cligj>=0.5",
-    "munch",
-    "setuptools",
-    "six>=1.7",
+    "munch>=2.3.2",
 ]
 
 [[package]]
@@ -362,13 +374,26 @@ dependencies = [
 
 [[package]]
 name = "flake8-docstrings"
-version = "1.6.0"
+version = "1.7.0"
+requires_python = ">=3.7"
 summary = "Extension for flake8 which uses pydocstyle to check docstrings"
 dependencies = [
     "flake8>=3",
     "pydocstyle>=2.1",
 ]
 
+[[package]]
+name = "folium"
+version = "0.14.0"
+requires_python = ">=3.5"
+summary = "Make beautiful maps with Leaflet.js & Python"
+dependencies = [
+    "branca>=0.6.0",
+    "jinja2>=2.9",
+    "numpy",
+    "requests",
+]
+
 [[package]]
 name = "fonttools"
 version = "4.38.0"
@@ -383,7 +408,7 @@ summary = "Validates fully-qualified domain names against RFC 1123, so that they
 
 [[package]]
 name = "future"
-version = "0.18.2"
+version = "0.18.3"
 requires_python = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Clean single-source support for Python 3 and 2"
 
@@ -420,13 +445,30 @@ dependencies = [
 
 [[package]]
 name = "griffe"
-version = "0.25.1"
+version = "0.25.4"
 requires_python = ">=3.7"
 summary = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 dependencies = [
     "colorama>=0.4",
 ]
 
+[[package]]
+name = "gtfs-kit"
+version = "5.2.3"
+requires_python = ">=3.8,<4"
+summary = "A Python 3.8+ library for analyzing GTFS feeds."
+dependencies = [
+    "folium>=0",
+    "geopandas>=0",
+    "json2html>=1",
+    "pandas>=1",
+    "pycountry>=19",
+    "requests>=2",
+    "rtree>=0",
+    "shapely>=1",
+    "utm>=0",
+]
+
 [[package]]
 name = "h3"
 version = "4.0.0b2"
@@ -440,7 +482,7 @@ summary = "Calculate the distance between 2 points on Earth."
 
 [[package]]
 name = "identify"
-version = "2.5.11"
+version = "2.5.17"
 requires_python = ">=3.7"
 summary = "File identification library for Python"
 
@@ -452,7 +494,7 @@ summary = "Internationalized Domain Names in Applications (IDNA)"
 
 [[package]]
 name = "importlib-metadata"
-version = "5.2.0"
+version = "6.0.0"
 requires_python = ">=3.7"
 summary = "Read metadata from Python packages"
 dependencies = [
@@ -461,7 +503,7 @@ dependencies = [
 
 [[package]]
 name = "importlib-resources"
-version = "5.10.1"
+version = "5.10.2"
 requires_python = ">=3.7"
 summary = "Read resources from Python packages"
 dependencies = [
@@ -470,20 +512,22 @@ dependencies = [
 
 [[package]]
 name = "iniconfig"
-version = "1.1.1"
-summary = "iniconfig: brain-dead simple config-ini parsing"
+version = "2.0.0"
+requires_python = ">=3.7"
+summary = "brain-dead simple config-ini parsing"
 
 [[package]]
 name = "ipykernel"
-version = "6.19.4"
+version = "6.21.1"
 requires_python = ">=3.8"
 summary = "IPython Kernel for Jupyter"
 dependencies = [
     "appnope; platform_system == \"Darwin\"",
     "comm>=0.1.1",
-    "debugpy>=1.0",
+    "debugpy>=1.6.5",
     "ipython>=7.23.1",
     "jupyter-client>=6.1.12",
+    "jupyter-core!=5.0.*,>=4.12",
     "matplotlib-inline>=0.1",
     "nest-asyncio",
     "packaging",
@@ -495,7 +539,7 @@ dependencies = [
 
 [[package]]
 name = "ipython"
-version = "8.7.0"
+version = "8.9.0"
 requires_python = ">=3.8"
 summary = "IPython: Productive Interactive Computing"
 dependencies = [
@@ -507,7 +551,7 @@ dependencies = [
     "matplotlib-inline",
     "pexpect>4.3; sys_platform != \"win32\"",
     "pickleshare",
-    "prompt-toolkit<3.1.0,>=3.0.11",
+    "prompt-toolkit<3.1.0,>=3.0.30",
     "pygments>=2.4.0",
     "stack-data",
     "traitlets>=5",
@@ -520,7 +564,7 @@ summary = "Vestigial utilities from IPython"
 
 [[package]]
 name = "ipywidgets"
-version = "7.7.2"
+version = "7.7.3"
 summary = "IPython HTML widgets for Jupyter"
 dependencies = [
     "ipykernel>=4.5.1",
@@ -542,8 +586,8 @@ dependencies = [
 
 [[package]]
 name = "isort"
-version = "5.11.4"
-requires_python = ">=3.7.0"
+version = "5.12.0"
+requires_python = ">=3.8.0"
 summary = "A Python utility / library to sort Python imports."
 
 [[package]]
@@ -573,6 +617,11 @@ dependencies = [
     "six>=1.13.0",
 ]
 
+[[package]]
+name = "json2html"
+version = "1.3.0"
+summary = "JSON to HTML Table Representation"
+
 [[package]]
 name = "jsonpointer"
 version = "2.3"
@@ -611,22 +660,21 @@ dependencies = [
 
 [[package]]
 name = "jupyter-client"
-version = "7.4.8"
-requires_python = ">=3.7"
+version = "8.0.2"
+requires_python = ">=3.8"
 summary = "Jupyter protocol implementation and client libraries"
 dependencies = [
-    "entrypoints",
-    "jupyter-core>=4.9.2",
-    "nest-asyncio>=1.5.4",
+    "importlib-metadata>=4.8.3; python_version < \"3.10\"",
+    "jupyter-core!=5.0.*,>=4.12",
     "python-dateutil>=2.8.2",
     "pyzmq>=23.0",
     "tornado>=6.2",
-    "traitlets",
+    "traitlets>=5.3",
 ]
 
 [[package]]
 name = "jupyter-core"
-version = "5.1.0"
+version = "5.2.0"
 requires_python = ">=3.8"
 summary = "Jupyter core package. A base package on which Jupyter projects rely."
 dependencies = [
@@ -637,23 +685,25 @@ dependencies = [
 
 [[package]]
 name = "jupyter-events"
-version = "0.5.0"
+version = "0.6.3"
 requires_python = ">=3.7"
 summary = "Jupyter Event System library"
 dependencies = [
-    "jsonschema[format-nongpl]>=4.3.0",
-    "python-json-logger",
-    "pyyaml",
-    "traitlets",
+    "jsonschema[format-nongpl]>=3.2.0",
+    "python-json-logger>=2.0.4",
+    "pyyaml>=5.3",
+    "rfc3339-validator",
+    "rfc3986-validator>=0.1.1",
+    "traitlets>=5.3",
 ]
 
 [[package]]
 name = "jupyter-server"
-version = "2.0.4"
+version = "2.2.1"
 requires_python = ">=3.8"
 summary = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 dependencies = [
-    "anyio<4,>=3.1.0",
+    "anyio>=3.1.0",
     "argon2-cffi",
     "jinja2",
     "jupyter-client>=7.4.4",
@@ -675,7 +725,7 @@ dependencies = [
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.4.3"
+version = "0.4.4"
 requires_python = ">=3.8"
 summary = "A Jupyter Server Extension Providing Terminals."
 dependencies = [
@@ -691,7 +741,7 @@ summary = "Pygments theme using JupyterLab CSS variables"
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "1.1.1"
+version = "1.1.2"
 requires_python = ">=3.6"
 summary = "A JupyterLab extension."
 
@@ -777,13 +827,13 @@ dependencies = [
 
 [[package]]
 name = "markupsafe"
-version = "2.1.1"
+version = "2.1.2"
 requires_python = ">=3.7"
 summary = "Safely add untrusted strings to HTML/XML markup."
 
 [[package]]
 name = "matplotlib"
-version = "3.6.2"
+version = "3.6.3"
 requires_python = ">=3.8"
 summary = "Python plotting package"
 dependencies = [
@@ -951,7 +1001,7 @@ dependencies = [
 
 [[package]]
 name = "mkdocstrings"
-version = "0.19.1"
+version = "0.20.0"
 requires_python = ">=3.7"
 summary = "Automatic documentation from sources, for MkDocs."
 dependencies = [
@@ -965,7 +1015,7 @@ dependencies = [
 
 [[package]]
 name = "mkdocstrings-python"
-version = "0.8.2"
+version = "0.8.3"
 requires_python = ">=3.7"
 summary = "A Python handler for mkdocstrings."
 dependencies = [
@@ -975,13 +1025,13 @@ dependencies = [
 
 [[package]]
 name = "mkdocstrings"
-version = "0.19.1"
+version = "0.20.0"
 extras = ["python"]
 requires_python = ">=3.7"
 summary = "Automatic documentation from sources, for MkDocs."
 dependencies = [
     "mkdocstrings-python>=0.5.2",
-    "mkdocstrings==0.19.1",
+    "mkdocstrings==0.20.0",
 ]
 
 [[package]]
@@ -1005,8 +1055,9 @@ dependencies = [
 
 [[package]]
 name = "mypy-extensions"
-version = "0.4.3"
-summary = "Experimental type system extensions for programs checked with the mypy typechecker."
+version = "1.0.0"
+requires_python = ">=3.5"
+summary = "Type system extensions for programs checked with the mypy type checker."
 
 [[package]]
 name = "natsort"
@@ -1016,9 +1067,9 @@ summary = "Simple yet flexible natural sorting in Python."
 
 [[package]]
 name = "nbclassic"
-version = "0.4.8"
+version = "0.5.1"
 requires_python = ">=3.7"
-summary = "A web-based notebook environment for interactive computing"
+summary = "Jupyter Notebook as a Jupyter Server extension."
 dependencies = [
     "Send2Trash>=1.8.0",
     "argon2-cffi",
@@ -1027,6 +1078,7 @@ dependencies = [
     "jinja2",
     "jupyter-client>=6.1.1",
     "jupyter-core>=4.6.1",
+    "jupyter-server>=1.17.0",
     "jupyter-server>=1.8",
     "nbconvert>=5",
     "nbformat",
@@ -1078,7 +1130,7 @@ dependencies = [
 
 [[package]]
 name = "nbformat"
-version = "5.7.1"
+version = "5.7.3"
 requires_python = ">=3.7"
 summary = "The Jupyter Notebook format"
 dependencies = [
@@ -1096,7 +1148,7 @@ summary = "Patch asyncio to allow nested event loops"
 
 [[package]]
 name = "networkx"
-version = "2.8.8"
+version = "3.0"
 requires_python = ">=3.8"
 summary = "Python package for creating and manipulating graphs and networks"
 
@@ -1144,13 +1196,13 @@ dependencies = [
 
 [[package]]
 name = "numpy"
-version = "1.24.0"
+version = "1.24.2"
 requires_python = ">=3.8"
 summary = "Fundamental package for array computing in Python"
 
 [[package]]
 name = "osmium"
-version = "3.5.0"
+version = "3.6.0"
 requires_python = ">=3.6"
 summary = "Python bindings for libosmium, the data processing library for OSM data"
 dependencies = [
@@ -1174,6 +1226,21 @@ dependencies = [
     "requests>=2.28",
 ]
 
+[[package]]
+name = "osmpythontools"
+version = "0.3.5"
+summary = "A library to access OpenStreetMap related services"
+dependencies = [
+    "beautifulsoup4",
+    "geojson",
+    "lxml",
+    "matplotlib",
+    "numpy",
+    "pandas",
+    "ujson",
+    "xarray",
+]
+
 [[package]]
 name = "overpass"
 version = "0.7"
@@ -1186,13 +1253,13 @@ dependencies = [
 
 [[package]]
 name = "packaging"
-version = "22.0"
+version = "23.0"
 requires_python = ">=3.7"
 summary = "Core utilities for Python packages"
 
 [[package]]
 name = "pandas"
-version = "1.5.2"
+version = "1.5.3"
 requires_python = ">=3.8"
 summary = "Powerful data structures for data analysis, time series, and statistics"
 dependencies = [
@@ -1225,7 +1292,7 @@ dependencies = [
 
 [[package]]
 name = "pathspec"
-version = "0.10.3"
+version = "0.11.0"
 requires_python = ">=3.7"
 summary = "Utility library for gitignore style pattern matching of file paths."
 
@@ -1244,7 +1311,7 @@ summary = "Tiny 'shelve'-like database with concurrency support"
 
 [[package]]
 name = "pillow"
-version = "9.3.0"
+version = "9.4.0"
 requires_python = ">=3.7"
 summary = "Python Imaging Library (Fork)"
 
@@ -1256,13 +1323,13 @@ summary = "Resolve a name to an object."
 
 [[package]]
 name = "platformdirs"
-version = "2.6.0"
+version = "3.0.0"
 requires_python = ">=3.7"
 summary = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 
 [[package]]
 name = "plotly"
-version = "5.11.0"
+version = "5.13.0"
 requires_python = ">=3.6"
 summary = "An open-source, interactive data visualization library for Python"
 dependencies = [
@@ -1277,7 +1344,7 @@ summary = "plugin and hook calling mechanisms for python"
 
 [[package]]
 name = "pre-commit"
-version = "2.20.0"
+version = "2.21.0"
 requires_python = ">=3.7"
 summary = "A framework for managing and maintaining multi-language pre-commit hooks."
 dependencies = [
@@ -1285,13 +1352,12 @@ dependencies = [
     "identify>=1.0.0",
     "nodeenv>=0.11.1",
     "pyyaml>=5.1",
-    "toml",
-    "virtualenv>=20.0.8",
+    "virtualenv>=20.10.0",
 ]
 
 [[package]]
 name = "prometheus-client"
-version = "0.15.0"
+version = "0.16.0"
 requires_python = ">=3.6"
 summary = "Python client for the Prometheus monitoring system."
 
@@ -1320,15 +1386,9 @@ name = "pure-eval"
 version = "0.2.2"
 summary = "Safely evaluate AST nodes without side effects"
 
-[[package]]
-name = "py"
-version = "1.11.0"
-requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-summary = "library with cross-python path, ini-parsing, io, code, log facilities"
-
 [[package]]
 name = "pyarrow"
-version = "10.0.1"
+version = "11.0.0"
 requires_python = ">=3.7"
 summary = "Python library for Apache Arrow"
 dependencies = [
@@ -1341,6 +1401,15 @@ version = "2.9.1"
 requires_python = ">=3.6"
 summary = "Python style guide checker"
 
+[[package]]
+name = "pycountry"
+version = "22.3.5"
+requires_python = ">=3.6, <4"
+summary = "ISO country, subdivision, language, currency and script definitions and their translations"
+dependencies = [
+    "setuptools",
+]
+
 [[package]]
 name = "pycparser"
 version = "2.21"
@@ -1349,22 +1418,22 @@ summary = "C parser in Python"
 
 [[package]]
 name = "pydocstyle"
-version = "6.1.1"
+version = "6.3.0"
 requires_python = ">=3.6"
 summary = "Python docstring style checker"
 dependencies = [
-    "snowballstemmer",
+    "snowballstemmer>=2.2.0",
 ]
 
 [[package]]
 name = "pydocstyle"
-version = "6.1.1"
+version = "6.3.0"
 extras = ["toml"]
 requires_python = ">=3.6"
 summary = "Python docstring style checker"
 dependencies = [
-    "pydocstyle==6.1.1",
-    "toml",
+    "pydocstyle==6.3.0",
+    "tomli>=1.2.3; python_version < \"3.11\"",
 ]
 
 [[package]]
@@ -1394,7 +1463,7 @@ dependencies = [
 
 [[package]]
 name = "pygments"
-version = "2.13.0"
+version = "2.14.0"
 requires_python = ">=3.6"
 summary = "Pygments is a syntax highlighting package written in Python."
 
@@ -1406,7 +1475,7 @@ summary = "pure Python (no prereqs) coordinate conversions, following convention
 
 [[package]]
 name = "pymdown-extensions"
-version = "9.9"
+version = "9.9.2"
 requires_python = ">=3.7"
 summary = "Extension pack for Python Markdown."
 dependencies = [
@@ -1436,7 +1505,7 @@ dependencies = [
 
 [[package]]
 name = "pyproject-api"
-version = "1.2.1"
+version = "1.5.0"
 requires_python = ">=3.7"
 summary = "API to interact with the python pyproject.toml based projects"
 dependencies = [
@@ -1446,13 +1515,13 @@ dependencies = [
 
 [[package]]
 name = "pyrsistent"
-version = "0.19.2"
+version = "0.19.3"
 requires_python = ">=3.7"
 summary = "Persistent/Functional/Immutable data structures"
 
 [[package]]
 name = "pytest"
-version = "7.2.0"
+version = "7.2.1"
 requires_python = ">=3.7"
 summary = "pytest: simple powerful testing with Python"
 dependencies = [
@@ -1465,6 +1534,15 @@ dependencies = [
     "tomli>=1.0.0; python_version < \"3.11\"",
 ]
 
+[[package]]
+name = "pytest-mock"
+version = "3.10.0"
+requires_python = ">=3.7"
+summary = "Thin-wrapper around the mock package for easier use with pytest"
+dependencies = [
+    "pytest>=5.0",
+]
+
 [[package]]
 name = "python-dateutil"
 version = "2.8.2"
@@ -1482,7 +1560,7 @@ summary = "A python library adding a json log formatter"
 
 [[package]]
 name = "pytz"
-version = "2022.7"
+version = "2022.7.1"
 summary = "World timezone definitions, modern and historical"
 
 [[package]]
@@ -1492,7 +1570,7 @@ summary = "Python for Window Extensions"
 
 [[package]]
 name = "pywinpty"
-version = "2.0.9"
+version = "2.0.10"
 requires_python = ">=3.7"
 summary = "Pseudo terminal support for Windows from Python."
 
@@ -1513,22 +1591,21 @@ dependencies = [
 
 [[package]]
 name = "pyzmq"
-version = "24.0.1"
+version = "25.0.0"
 requires_python = ">=3.6"
 summary = "Python bindings for 0MQ"
 dependencies = [
     "cffi; implementation_name == \"pypy\"",
-    "py; implementation_name == \"pypy\"",
 ]
 
 [[package]]
 name = "requests"
-version = "2.28.1"
+version = "2.28.2"
 requires_python = ">=3.7, <4"
 summary = "Python HTTP for Humans."
 dependencies = [
     "certifi>=2017.4.17",
-    "charset-normalizer<3,>=2",
+    "charset-normalizer<4,>=2",
     "idna<4,>=2.5",
     "urllib3<1.27,>=1.21.1",
 ]
@@ -1594,7 +1671,7 @@ dependencies = [
 
 [[package]]
 name = "scalene"
-version = "1.5.16"
+version = "1.5.19"
 requires_python = ">=3.8"
 summary = "Scalene: A high-resolution, low-overhead CPU, GPU, and memory profiler for Python"
 dependencies = [
@@ -1621,7 +1698,7 @@ summary = "Send file to trash natively under Mac OS X, Windows and Linux."
 
 [[package]]
 name = "setuptools"
-version = "65.6.3"
+version = "67.2.0"
 requires_python = ">=3.7"
 summary = "Easily download, build, install, upgrade, and uninstall Python packages"
 
@@ -1681,7 +1758,7 @@ summary = "Pretty-print tabular data"
 
 [[package]]
 name = "tenacity"
-version = "8.1.0"
+version = "8.2.1"
 requires_python = ">=3.6"
 summary = "Retry code until it succeeds"
 
@@ -1740,18 +1817,18 @@ summary = "Tornado is a Python web framework and asynchronous networking library
 
 [[package]]
 name = "tox"
-version = "4.0.16"
+version = "4.4.5"
 requires_python = ">=3.7"
 summary = "tox is a generic virtualenv management and test command line tool"
 dependencies = [
-    "cachetools>=5.2",
+    "cachetools>=5.3",
     "chardet>=5.1",
     "colorama>=0.4.6",
-    "filelock>=3.8.2",
-    "packaging>=22",
-    "platformdirs>=2.6",
+    "filelock>=3.9",
+    "packaging>=23",
+    "platformdirs>=2.6.2",
     "pluggy>=1",
-    "pyproject-api>=1.2.1",
+    "pyproject-api>=1.5",
     "tomli>=2.0.1; python_version < \"3.11\"",
     "virtualenv>=20.17.1",
 ]
@@ -1777,7 +1854,7 @@ dependencies = [
 
 [[package]]
 name = "traitlets"
-version = "5.8.0"
+version = "5.9.0"
 requires_python = ">=3.7"
 summary = "Traitlets Python configuration system"
 
@@ -1791,12 +1868,12 @@ dependencies = [
 
 [[package]]
 name = "types-docutils"
-version = "0.19.1.2"
+version = "0.19.1.3"
 summary = "Typing stubs for docutils"
 
 [[package]]
 name = "types-setuptools"
-version = "65.7.0.3"
+version = "67.2.0.1"
 summary = "Typing stubs for setuptools"
 dependencies = [
     "types-docutils",
@@ -1810,7 +1887,7 @@ summary = "Backported and Experimental Type Hints for Python 3.7+"
 
 [[package]]
 name = "ujson"
-version = "5.6.0"
+version = "5.7.0"
 requires_python = ">=3.7"
 summary = "Ultra fast JSON encoder and decoder for Python"
 
@@ -1827,10 +1904,15 @@ summary = "RFC 6570 URI Template Processor"
 
 [[package]]
 name = "urllib3"
-version = "1.26.13"
+version = "1.26.14"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
 
+[[package]]
+name = "utm"
+version = "0.7.0"
+summary = "Bidirectional UTM-WGS84 converter for python"
+
 [[package]]
 name = "verspec"
 version = "0.1.0"
@@ -1838,18 +1920,18 @@ summary = "Flexible version handling"
 
 [[package]]
 name = "virtualenv"
-version = "20.17.1"
-requires_python = ">=3.6"
+version = "20.19.0"
+requires_python = ">=3.7"
 summary = "Virtual Python Environment builder"
 dependencies = [
     "distlib<1,>=0.3.6",
     "filelock<4,>=3.4.1",
-    "platformdirs<3,>=2.4",
+    "platformdirs<4,>=2.4",
 ]
 
 [[package]]
 name = "watchdog"
-version = "2.2.0"
+version = "2.2.1"
 requires_python = ">=3.6"
 summary = "Filesystem events monitoring"
 
@@ -1864,7 +1946,7 @@ dependencies = [
 
 [[package]]
 name = "wcwidth"
-version = "0.2.5"
+version = "0.2.6"
 summary = "Measures the displayed width of unicode strings in a terminal"
 
 [[package]]
@@ -1880,7 +1962,7 @@ summary = "Character encoding aliases for legacy web content"
 
 [[package]]
 name = "websocket-client"
-version = "1.4.2"
+version = "1.5.1"
 requires_python = ">=3.7"
 summary = "WebSocket client for Python with low level API options"
 
@@ -1892,7 +1974,7 @@ summary = "A built-package format for Python"
 
 [[package]]
 name = "widgetsnbextension"
-version = "3.6.1"
+version = "3.6.2"
 summary = "IPython HTML widgets for Jupyter"
 dependencies = [
     "notebook>=4.4.1",
@@ -1900,7 +1982,7 @@ dependencies = [
 
 [[package]]
 name = "xarray"
-version = "2022.12.0"
+version = "2023.1.0"
 requires_python = ">=3.8"
 summary = "N-D labeled arrays and datasets in Python"
 dependencies = [
@@ -1911,13 +1993,13 @@ dependencies = [
 
 [[package]]
 name = "zipp"
-version = "3.11.0"
+version = "3.13.0"
 requires_python = ">=3.7"
 summary = "Backport of pathlib-compatible object wrapper for zip files"
 
 [metadata]
 lock_version = "4.1"
-content_hash = "sha256:99ae6a5eb6509382382ce7372573011833a13e66b255088da782aff6ecb64983"
+content_hash = "sha256:828c6bdcc57a040e66c93f8e6100bb301d1caa214915bad365d03635c7fd2a83"
 
 [metadata.files]
 "anyio 3.6.2" = [
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 ]
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diff --git a/pyproject.toml b/pyproject.toml
index 3b182334..3a929245 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -49,7 +49,9 @@ Changelog = "https://github.com/srai-lab/srai/blob/main/CHANGELOG.md"
 osm = ["osmium>=3.4.1", "osmnx>=1.2.2", "overpass>=0.7"]
 # pdm add -G voronoi <library>
 voronoi = ["pymap3d>=2.9.1", "haversine>=2.7.0", "spherical-geometry>=1.2.23"]
-all = ["srai[osm,voronoi]"]
+# pdm add -G gtfs <library>
+gtfs = ["gtfs-kit>=5.0.0"]
+all = ["srai[osm,voronoi,gtfs]"]
 
 [build-system]
 requires = ["pdm-pep517>=1.0.0"]
@@ -72,7 +74,11 @@ lint = [
     "docformatter[tomli]>=1.5.0",
 ]
 # pdm add -dG test <library>
-test = ["pytest~=7.1", "tox-pdm>=0.6.0"]
+test = [
+    "pytest~=7.1",
+    "tox-pdm>=0.6.0",
+    "pytest-mock>=3.0.0",
+]
 # pdm add -dG visualization <library>
 visualization = [
     "keplergl>=0.3.2",
diff --git a/srai/loaders/__init__.py b/srai/loaders/__init__.py
index ced2ef5f..bd0e9432 100644
--- a/srai/loaders/__init__.py
+++ b/srai/loaders/__init__.py
@@ -2,5 +2,6 @@
 
 from .base import BaseLoader
 from .geoparquet_loader import GeoparquetLoader
+from .gtfs_loader import GTFSLoader
 
-__all__ = ["BaseLoader", "GeoparquetLoader"]
+__all__ = ["BaseLoader", "GeoparquetLoader", "GTFSLoader"]
diff --git a/srai/loaders/gtfs_loader.py b/srai/loaders/gtfs_loader.py
new file mode 100644
index 00000000..132ed457
--- /dev/null
+++ b/srai/loaders/gtfs_loader.py
@@ -0,0 +1,171 @@
+"""
+GTFS Loader.
+
+This module contains GTFS loader which performs time aggregations from timetable data.
+It utilizes the `gtfs_kit` library [1]. It was originally created for the purpose of
+the gtfs2vec project [2].
+
+References:
+    [1] https://gitlab.com/mrcagney/gtfs_kit
+    [2] https://doi.org/10.1145/3486640.3491392
+"""
+
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import geopandas as gpd
+import pandas as pd
+from shapely.geometry import Point
+
+from srai.utils._optional import import_optional_dependencies
+from srai.utils.constants import WGS84_CRS
+
+if TYPE_CHECKING:  # pragma: no cover
+    from gtfs_kit import Feed
+
+
+class GTFSLoader:
+    """
+    GTFSLoader.
+
+    This loader is capable of reading GTFS feed and calculates time aggregations in 1H slots.
+    """
+
+    def __init__(self) -> None:
+        """Initialize GTFS loader."""
+        import_optional_dependencies(dependency_group="gtfs", modules=["gtfs_kit"])
+
+        self.time_resolution = "1H"
+
+    def load(
+        self,
+        gtfs_file: Path,
+        fail_on_validation_errors: bool = True,
+        skip_validation: bool = False,
+    ) -> gpd.GeoDataFrame:
+        """
+        Load GTFS feed and calculate time aggregations for stops.
+
+        Args:
+            gtfs_file (Path): Path to the GTFS feed.
+            fail_on_validation_errors (bool): Fail if GTFS feed is invalid. Ignored when
+            skip_validation is True.
+            skip_validation (bool): Skip GTFS feed validation.
+
+        Returns:
+            gpd.GeoDataFrame: GeoDataFrame with trip counts and list of directions for stops.
+        """
+        import gtfs_kit as gk
+
+        feed = gk.read_feed(gtfs_file, dist_units="km")
+
+        if not skip_validation:
+            self._validate_feed(feed, fail=fail_on_validation_errors)
+
+        trips_df = self._load_trips(feed)
+        directions_df = self._load_directions(feed)
+
+        stops_df = feed.stops[["stop_id", "stop_lat", "stop_lon"]].set_index("stop_id")
+        stops_df["geometry"] = stops_df.apply(
+            lambda row: Point([row["stop_lon"], row["stop_lat"]]), axis=1
+        )
+
+        result_gdf = gpd.GeoDataFrame(
+            trips_df.merge(stops_df["geometry"], how="inner", on="stop_id"),
+            geometry="geometry",
+            crs=WGS84_CRS,
+        )
+
+        result_gdf = result_gdf.merge(directions_df, how="left", on="stop_id")
+
+        result_gdf.index.name = None
+
+        return result_gdf
+
+    def _load_trips(self, feed: "Feed") -> pd.DataFrame:
+        """
+        Load trips from GTFS feed.
+
+        Calculate sum of trips from stop in each time slot.
+
+        Args:
+            feed (gk.Feed): GTFS feed.
+
+        Returns:
+            gpd.GeoDataFrame: GeoDataFrame with trips.
+        """
+        # FIXME: this takes first wednesday from the feed, may not be the best,
+        # but that is what I did in gtfs2vec
+        date = feed.get_first_week()[2]
+        ts = feed.compute_stop_time_series([date], freq=self.time_resolution)
+
+        records = []
+
+        for idx, row in ts.iterrows():
+            h = idx.hour
+            for s, n in row["num_trips"].items():
+                records.append((s, h, n))
+
+        df = pd.DataFrame(records, columns=["stop_id", "hour", "num_trips"])
+        df = df.pivot_table(index="stop_id", columns="hour", values="num_trips", fill_value=0)
+        df = df.add_prefix("trip_count_at_")
+
+        return df
+
+    def _load_directions(self, feed: "Feed") -> gpd.GeoDataFrame:
+        """
+        Load directions from GTFS feed.
+
+        Create a list of unique directions for each stop and time slot.
+
+        Args:
+            feed (gk.Feed): GTFS feed.
+
+        Returns:
+            gpd.GeoDataFrame: GeoDataFrame with directions.
+        """
+        df = feed.stop_times.merge(feed.trips, on="trip_id")
+        df = df.merge(feed.stops, on="stop_id")
+
+        df = df[df["departure_time"].notna()]
+
+        df["hour"] = df["departure_time"].apply(self._parse_departure_time)
+
+        pivoted = df.pivot_table(
+            values="trip_headsign", index="stop_id", columns="hour", aggfunc=set
+        )
+        pivoted = pivoted.add_prefix("directions_at_")
+
+        return pivoted
+
+    def _validate_feed(self, feed: "Feed", fail: bool = True) -> None:
+        """
+        Validate GTFS feed.
+
+        Args:
+            feed (gk.Feed): GTFS feed.
+            fail (bool): Fail if feed is invalid.
+        """
+        validation_result = feed.validate()
+
+        if (validation_result["type"] == "error").sum() > 0:
+            import warnings
+
+            warnings.warn(f"Invalid GTFS feed: \n{validation_result}", RuntimeWarning)
+            if fail:
+                raise ValueError("Invalid GTFS feed.")
+
+    def _parse_departure_time(self, departure_time: str) -> int:
+        """
+        Parse departure time and extract hour from it.
+
+        In GTFS feed, departure time is in format HH:MM:SS. HH can be greater than 24, so
+        we need to parse it to 0-23 range.
+
+        Args:
+            departure_time (str): Departure time in format HH:MM:SS.
+
+        Returns:
+            int: Departure time in hours.
+        """
+        return int(departure_time[:2].replace(":", "")) % 24


Test patch:
diff --git a/tests/loaders/conftest.py b/tests/loaders/conftest.py
new file mode 100644
index 00000000..87922356
--- /dev/null
+++ b/tests/loaders/conftest.py
@@ -0,0 +1,112 @@
+"""Conftest for loaders."""
+
+from datetime import datetime
+from typing import Any
+
+import pandas as pd
+import pytest
+from pytest_mock import MockerFixture
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def gtfs_validation_ok() -> pd.DataFrame:
+    """Get GTFS validation result with no errors."""
+    return pd.DataFrame(
+        {
+            "type": ["warning", "warning"],
+            "message": ["test warning", "test warning"],
+            "table": ["test_table", "test_table"],
+            "rows": [[1, 2], [3, 4]],
+        }
+    )
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def gtfs_validation_error() -> pd.DataFrame:
+    """Get GTFS validation result with errors."""
+    return pd.DataFrame(
+        {
+            "type": ["error", "error", "warning", "warning"],
+            "message": ["test error", "test error", "test warning", "test warning"],
+            "table": ["test_table", "test_table", "test_table", "test_table"],
+            "rows": [[1, 2], [3, 4], [5, 6], [7, 8]],
+        }
+    )
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def stop_time_series() -> pd.DataFrame:
+    """Get mocked stop time series."""
+    ts = pd.DataFrame.from_dict(
+        {
+            "datetime": pd.DatetimeIndex(
+                [datetime(2022, 1, 2, 12, 0), datetime(2022, 1, 2, 13, 0)]
+            ),
+            "42": pd.Series([0, 2]),
+            "76": pd.Series([12, 12]),
+        }
+    ).set_index("datetime")
+
+    ts.columns = pd.MultiIndex.from_tuples(
+        [("num_trips", "42"), ("num_trips", "76")], names=["indicator", "stop_id"]
+    )
+
+    return ts
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def stop_times() -> pd.DataFrame:
+    """Get mocked stop times."""
+    return pd.DataFrame(
+        {
+            "trip_id": ["1", "1", "2", "2"],
+            "arrival_time": ["12:00:00", "13:00:00", "12:00:00", "13:00:00"],
+            "departure_time": ["12:00:00", "12:00:00", "13:00:00", "13:00:00"],
+            "stop_id": ["42", "76", "42", "76"],
+        }
+    )
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def trips() -> pd.DataFrame:
+    """Get mocked trips."""
+    return pd.DataFrame(
+        {
+            "trip_id": ["1", "2"],
+            "trip_headsign": ["A", "B"],
+        }
+    )
+
+
+@pytest.fixture(scope="session")  # type: ignore
+def stops() -> pd.DataFrame:
+    """Get mocked stops."""
+    return pd.DataFrame(
+        {
+            "stop_id": ["42", "76"],
+            "stop_lat": [51.198083, 51.107133],
+            "stop_lon": [16.905892, 17.019394],
+        }
+    )
+
+
+@pytest.fixture  # type: ignore
+def feed(
+    mocker: MockerFixture,
+    stop_time_series: pd.DataFrame,
+    stop_times: pd.DataFrame,
+    trips: pd.DataFrame,
+    stops: pd.DataFrame,
+) -> Any:
+    """Get mocked feed."""
+    feed_mock = mocker.MagicMock()
+    feed_mock.configure_mock(
+        **{
+            "get_first_week.return_value": ["", "", "20220102"],
+            "compute_stop_time_series.return_value": stop_time_series,
+            "stop_times": stop_times,
+            "trips": trips,
+            "stops": stops,
+        }
+    )
+    return feed_mock
diff --git a/tests/loaders/test_gtfs_loader.py b/tests/loaders/test_gtfs_loader.py
new file mode 100644
index 00000000..e9eee2b2
--- /dev/null
+++ b/tests/loaders/test_gtfs_loader.py
@@ -0,0 +1,94 @@
+"""GTFS Loader tests."""
+from pathlib import Path
+from typing import Any
+from unittest import TestCase
+
+import pandas as pd
+import pytest
+from pytest_mock import MockerFixture
+
+from srai.loaders import GTFSLoader
+
+ut = TestCase()
+
+
+def test_validation_ok(mocker: MockerFixture, gtfs_validation_ok: pd.DataFrame) -> None:
+    """Test checks if GTFSLoader returns no errors."""
+    feed_mock = mocker.MagicMock()
+    feed_mock.configure_mock(**{"validate.return_value": gtfs_validation_ok})
+
+    loader = GTFSLoader()
+    loader._validate_feed(feed_mock)
+
+
+def test_validation_error(mocker: MockerFixture, gtfs_validation_error: pd.DataFrame) -> None:
+    """Test checks if GTFSLoader raises ValueError on validation error."""
+    feed_mock = mocker.MagicMock()
+    feed_mock.configure_mock(**{"validate.return_value": gtfs_validation_error})
+
+    warning_mock = mocker.patch("warnings.warn")
+
+    loader = GTFSLoader()
+    with pytest.raises(ValueError):
+        loader._validate_feed(feed_mock)
+        warning_mock.assert_called_once()
+
+
+def test_validation_warning(mocker: MockerFixture, gtfs_validation_error: pd.DataFrame) -> None:
+    """Test checks if GTFSLoader raises ValueError on validation error."""
+    feed_mock = mocker.MagicMock()
+    feed_mock.configure_mock(**{"validate.return_value": gtfs_validation_error})
+
+    warning_mock = mocker.patch("warnings.warn")
+
+    loader = GTFSLoader()
+    loader._validate_feed(feed_mock, fail=False)
+    warning_mock.assert_called_once()
+
+
+def test_gtfs_loader(feed: Any, mocker: MockerFixture, gtfs_validation_ok: pd.DataFrame) -> None:
+    """Test GTFSLoader."""
+    feed.validate.return_value = gtfs_validation_ok
+    mocker.patch("gtfs_kit.read_feed", return_value=feed)
+
+    loader = GTFSLoader()
+    features = loader.load(Path("feed.zip").resolve())
+
+    ut.assertCountEqual(features.index, ["42", "76"])
+    ut.assertCountEqual(
+        features.columns,
+        [
+            "trip_count_at_12",
+            "trip_count_at_13",
+            "directions_at_12",
+            "directions_at_13",
+            "geometry",
+        ],
+    )
+
+
+def test_gtfs_loader_with_invalid_feed(
+    feed: Any, mocker: MockerFixture, gtfs_validation_error: pd.DataFrame
+) -> None:
+    """Test GTFSLoader with invalid feed."""
+    feed.validate.return_value = gtfs_validation_error
+    mocker.patch("gtfs_kit.read_feed", return_value=feed)
+    warning_mock = mocker.patch("warnings.warn")
+
+    loader = GTFSLoader()
+    with pytest.raises(ValueError):
+        loader.load(Path("feed.zip").resolve())
+        warning_mock.assert_called_once()
+
+
+def test_gtfs_loader_skip_validation(
+    feed: Any, mocker: MockerFixture, gtfs_validation_ok: pd.DataFrame
+) -> None:
+    """Test GTFSLoader with invalid feed."""
+    feed.validate.return_value = gtfs_validation_ok
+    mocker.patch("gtfs_kit.read_feed", return_value=feed)
+
+    loader = GTFSLoader()
+    loader.load(Path("feed.zip").resolve(), skip_validation=True)
+
+    feed.validate.assert_not_called()
diff --git a/tests/miscellaneous/test_optional_dependencies.py b/tests/miscellaneous/test_optional_dependencies.py
index 7770e3bc..8a640af4 100644
--- a/tests/miscellaneous/test_optional_dependencies.py
+++ b/tests/miscellaneous/test_optional_dependencies.py
@@ -41,6 +41,7 @@ def no_optional_dependencies(monkeypatch):
         "pymap3d",
         "haversine",
         "spherical_geometry",
+        "gtfs_kit",
     ]
     for package in optional_packages:
         sys.modules.pop(package, None)