diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml new file mode 100644 index 0000000..673e322 --- /dev/null +++ b/.github/workflows/test.yml @@ -0,0 +1,28 @@ +name: test + +on: + pull_request: + push: + branches: + - main + +jobs: + backend: + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ["3.11"] + steps: + - name: Checkout repo + uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Setup Poetry + run: | + curl -sSL https://install.python-poetry.org | python3 - + poetry install + - name: test code with pytest + run: | + poetry run python -m pytest diff --git a/.gitignore b/.gitignore index 44738c5..ef73e00 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ .env.local **/__pycache__ -.python-version \ No newline at end of file +.python-version +.temp \ No newline at end of file diff --git a/.vscode/extensions.json b/.vscode/extensions.json index b5cd589..15a320d 100644 --- a/.vscode/extensions.json +++ b/.vscode/extensions.json @@ -1,3 +1,3 @@ { - "recommendations": ["ms-python.black-formatter"] + "recommendations": ["ms-python.black-formatter", "ms-python.flake8"] } diff --git a/README.md b/README.md index b049b23..d90e54e 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,8 @@ So far we have: - Store MBTA Alerts data daily. - Store number of trips with new trains on Orange and Red line daily. - Store Bluebikes station status data every 5 min. +- Store ridership data +- Process and store speed restrictions To add a new lambda function, put the methods you need in a new file in chalicelib/. Then add your trigger in app.py. diff --git a/deploy.sh b/deploy.sh index 83bd247..cd3d65a 100755 --- a/deploy.sh +++ b/deploy.sh @@ -15,6 +15,8 @@ echo "Deploying version $GIT_VERSION | $GIT_SHA" # Adding some datadog tags to get better data DD_TAGS="git.commit.sha:$GIT_SHA,git.repository_url:github.com/transitmatters/data-ingestion" +DD_GIT_REPOSITORY_URL="github.com/transitmatters/data-ingestion" +DD_GIT_COMMIT_SHA="$GIT_SHA" poetry export -f requirements.txt --output ingestor/requirements.txt --without-hashes diff --git a/ingestor/app.py b/ingestor/app.py index 1244f06..01c5dc4 100644 --- a/ingestor/app.py +++ b/ingestor/app.py @@ -15,6 +15,7 @@ predictions, landing, trip_metrics, + lamp, yankee, ) @@ -161,3 +162,9 @@ def store_landing_data(event): @app.schedule(Cron("0/5", "0-6,9-23", "*", "*", "?", "*")) def update_yankee_shuttles(event): yankee.update_shuttles() + + +# Runs every 60 minutes from either 4 AM -> 1:55AM or 5 AM -> 2:55 AM depending on DST +@app.schedule(Cron("0", "0-6,9-23", "*", "*", "?", "*")) +def process_daily_lamp(event): + lamp.ingest_lamp_data() diff --git a/ingestor/chalicelib/__init__.py b/ingestor/chalicelib/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestor/chalicelib/lamp/__init__.py b/ingestor/chalicelib/lamp/__init__.py new file mode 100644 index 0000000..bcc7cac --- /dev/null +++ b/ingestor/chalicelib/lamp/__init__.py @@ -0,0 +1,3 @@ +__all__ = ["ingest_lamp_data"] + +from .ingest import ingest_lamp_data diff --git a/ingestor/chalicelib/lamp/backfill/__init__.py b/ingestor/chalicelib/lamp/backfill/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestor/chalicelib/lamp/backfill/main.py b/ingestor/chalicelib/lamp/backfill/main.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestor/chalicelib/lamp/ingest.py b/ingestor/chalicelib/lamp/ingest.py new file mode 100644 index 0000000..d61e74d --- /dev/null +++ b/ingestor/chalicelib/lamp/ingest.py @@ -0,0 +1,150 @@ +from datetime import date +import io +from typing import Tuple +import requests +import pandas as pd + +from .utils import format_dateint, get_current_service_date +from ..parallel import make_parallel +from ..s3 import upload_df_as_csv + + +LAMP_INDEX_URL = "https://performancedata.mbta.com/lamp/subway-on-time-performance-v1/index.csv" +RAPID_DAILY_URL_TEMPLATE = "https://performancedata.mbta.com/lamp/subway-on-time-performance-v1/{YYYY_MM_DD}-subway-on-time-performance-v1.parquet" +S3_BUCKET = "tm-mbta-performance" +# month and day are not zero-padded +S3_KEY_TEMPLATE = "Events-lamp/daily-data/{stop_id}/Year={YYYY}/Month={_M}/Day={_D}/events.csv" + + +# LAMP columns to fetch from parquet files +INPUT_COLUMNS = [ + "service_date", + "route_id", + "trip_id", + "stop_id", + "direction_id", + "stop_sequence", + "vehicle_id", + "vehicle_label", + "move_timestamp", # departure time from the previous station + "stop_timestamp", # arrival time at the current station +] + +# columns that should be output to s3 events.csv +OUTPUT_COLUMNS = [ + "service_date", + "route_id", + "trip_id", + "direction_id", + "stop_id", + "stop_sequence", + "vehicle_id", + "vehicle_label", + "event_type", + "event_time", +] + + +def _local_save(s3_key, stop_events): + """TODO remove this temp code, it saves the output files locally!""" + import os + + s3_key = ".temp/" + s3_key + if not os.path.exists(os.path.dirname(s3_key)): + os.makedirs(os.path.dirname(s3_key)) + stop_events.to_csv(s3_key) + + +def _process_arrival_departure_times(pq_df: pd.DataFrame) -> pd.DataFrame: + """Process and collate arrivals and departures for a timetable of events. + + Before: TODO add example + After: TODO add example + """ + # NB: While generally, we can trust df dtypes fetched from parquet files as the files are compressed with columnar metadata, + # theres some numerical imprecisions that numpy seem to be throwing on M1 machines + # that are affecting how epoch timestamps are being cased to datetimes. Maybe not a problem on the AWS machines, though? + pq_df["dep_time"] = pd.to_datetime(pq_df["move_timestamp"], unit="s", utc=True).dt.tz_convert("US/Eastern") + pq_df["arr_time"] = pd.to_datetime(pq_df["stop_timestamp"], unit="s", utc=True).dt.tz_convert("US/Eastern") + + # explode departure and arrival times + arr_df = pq_df[pq_df["arr_time"].notna()] + arr_df = arr_df.assign(event_type="ARR").rename(columns={"arr_time": "event_time"}) + arr_df = arr_df[OUTPUT_COLUMNS] + + dep_df = pq_df[pq_df["dep_time"].notna()] + dep_df = dep_df.assign(event_type="DEP").rename(columns={"dep_time": "event_time"}).drop(columns=["arr_time"]) + + # these departures are from the the previous stop! so set them to the previous stop id + # find the stop id for the departure whose sequence number precences the recorded one + # stop sequences don't necessarily increment by 1 or with a reliable pattern + dep_df = dep_df.sort_values(by=["stop_sequence"]) + dep_df = pd.merge_asof( + dep_df, + dep_df, + on=["stop_sequence"], + by=[ + "service_date", # comment for faster performance + "route_id", + "trip_id", + "vehicle_id", + "vehicle_label", # comment for faster performance + "direction_id", + "event_type", # comment for faster performance + ], + direction="backward", + suffixes=("_curr", "_prev"), + allow_exact_matches=False, # don't want to match on itself + ) + # use CURRENT time, but PREVIOUS stop id + dep_df = dep_df.rename(columns={"event_time_curr": "event_time", "stop_id_prev": "stop_id"})[OUTPUT_COLUMNS] + + # stitch together arrivals and departures + return pd.concat([arr_df, dep_df]) + + +def fetch_pq_file_from_remote(service_date: date) -> pd.DataFrame: + """Fetch a parquet file from LAMP for a given service date.""" + # TODO(check if file exists in index, throw if it doesn't) + url = RAPID_DAILY_URL_TEMPLATE.format(YYYY_MM_DD=service_date.strftime("%Y-%m-%d")) + result = requests.get(url) + return pd.read_parquet(io.BytesIO(result.content), columns=INPUT_COLUMNS, engine="pyarrow") + + +def ingest_pq_file(pq_df: pd.DataFrame) -> pd.DataFrame: + """Process and tranform columns for the full day's events.""" + pq_df["direction_id"] = pq_df["direction_id"].astype("int16") + pq_df["service_date"] = pq_df["service_date"].apply(format_dateint) + + processed_daily_events = _process_arrival_departure_times(pq_df) + return processed_daily_events.sort_values(by=["event_time"]) + + +def upload_to_s3(stop_id_and_events: Tuple[str, pd.DataFrame], service_date: date) -> None: + """Upload events to s3 as a .csv file.""" + # unpack from iterable + stop_id, stop_events = stop_id_and_events + + # Upload to s3 as csv + s3_key = S3_KEY_TEMPLATE.format(stop_id=stop_id, YYYY=service_date.year, _M=service_date.month, _D=service_date.day) + # _local_save(s3_key, stop_events) + upload_df_as_csv(S3_BUCKET, s3_key, stop_events) + return [stop_id] + + +_parallel_upload = make_parallel(upload_to_s3) + + +def ingest_lamp_data(): + """Ingest and upload today's LAMP data.""" + service_date = get_current_service_date() + pq_df = fetch_pq_file_from_remote(service_date) + processed_daily_events = ingest_pq_file(pq_df) + + # split daily events by stop_id and parallel upload to s3 + stop_event_groups = processed_daily_events.groupby("stop_id") + _parallel_upload(stop_event_groups, service_date) + + +if __name__ == "__main__": + ingest_lamp_data() diff --git a/ingestor/chalicelib/lamp/tests/__init__.py b/ingestor/chalicelib/lamp/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ingestor/chalicelib/lamp/tests/test_util.py b/ingestor/chalicelib/lamp/tests/test_util.py new file mode 100644 index 0000000..ae1248f --- /dev/null +++ b/ingestor/chalicelib/lamp/tests/test_util.py @@ -0,0 +1,29 @@ +from datetime import date, datetime +from ..utils import EASTERN_TIME, service_date + + +def test_service_date(): + assert service_date(datetime(2023, 12, 15, 3, 0, 0)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 5, 45, 0)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 7, 15, 0)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 23, 59, 59)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 16, 0, 0, 0)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 16, 2, 59, 59)) == date(2023, 12, 15) + + +def test_localized_datetime(): + assert service_date(datetime(2023, 12, 15, 3, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 5, 45, 0, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 7, 15, 0, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 15, 23, 59, 59, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 16, 0, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + assert service_date(datetime(2023, 12, 16, 2, 59, 59, tzinfo=EASTERN_TIME)) == date(2023, 12, 15) + + +def test_edt_vs_est_datetimes(): + assert service_date(datetime(2023, 11, 5, 23, 59, 59, tzinfo=EASTERN_TIME)) == date(2023, 11, 5) + assert service_date(datetime(2023, 11, 6, 0, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 11, 5) + assert service_date(datetime(2023, 11, 6, 1, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 11, 5) + assert service_date(datetime(2023, 11, 6, 2, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 11, 5) + # 3am EST is 4am EDT + assert service_date(datetime(2023, 11, 6, 3, 0, 0, tzinfo=EASTERN_TIME)) == date(2023, 11, 6) diff --git a/ingestor/chalicelib/lamp/utils.py b/ingestor/chalicelib/lamp/utils.py new file mode 100644 index 0000000..4255c4a --- /dev/null +++ b/ingestor/chalicelib/lamp/utils.py @@ -0,0 +1,25 @@ +from datetime import date, datetime, timedelta +from zoneinfo import ZoneInfo + +EASTERN_TIME = ZoneInfo("US/Eastern") + + +def service_date(ts: datetime) -> date: + # In practice a None TZ is UTC, but we want to be explicit + # In many places we have an implied eastern + ts = ts.replace(tzinfo=EASTERN_TIME) + + if ts.hour >= 3 and ts.hour <= 23: + return date(ts.year, ts.month, ts.day) + + prior = ts - timedelta(days=1) + return date(prior.year, prior.month, prior.day) + + +def get_current_service_date() -> date: + return service_date(datetime.now(EASTERN_TIME)) + + +def format_dateint(dtint: int) -> str: + """Safely takes a dateint of YYYYMMDD to YYYY-MM-DD.""" + return datetime.strptime(str(dtint), "%Y%m%d").strftime("%Y-%m-%d") diff --git a/poetry.lock b/poetry.lock index a8e61f1..b4e049a 100644 --- a/poetry.lock +++ b/poetry.lock @@ -32,33 +32,33 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p [[package]] name = "black" -version = "24.2.0" +version = "24.3.0" description = "The uncompromising code formatter." optional = false python-versions = ">=3.8" files = [ - {file = "black-24.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6981eae48b3b33399c8757036c7f5d48a535b962a7c2310d19361edeef64ce29"}, 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