Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
feat: Onboard Austin Bikeshare dataset (#156)
- Loading branch information
1 parent
119f8fb
commit 0bd5659
Showing
10 changed files
with
614 additions
and
0 deletions.
There are no files selected for viewing
38 changes: 38 additions & 0 deletions
38
datasets/austin_bikeshare/_images/run_csv_transform_kub/Dockerfile
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,38 @@ | ||
# Copyright 2021 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
|
||
# The base image for this build | ||
# FROM gcr.io/google.com/cloudsdktool/cloud-sdk:slim | ||
FROM python:3.8 | ||
|
||
# Allow statements and log messages to appear in Cloud logs | ||
ENV PYTHONUNBUFFERED True | ||
|
||
# Copy the requirements file into the image | ||
COPY requirements.txt ./ | ||
|
||
# Install the packages specified in the requirements file | ||
RUN python3 -m pip install --no-cache-dir -r requirements.txt | ||
|
||
# The WORKDIR instruction sets the working directory for any RUN, CMD, | ||
# ENTRYPOINT, COPY and ADD instructions that follow it in the Dockerfile. | ||
# If the WORKDIR doesn’t exist, it will be created even if it’s not used in | ||
# any subsequent Dockerfile instruction | ||
WORKDIR /custom | ||
|
||
# Copy the specific data processing script/s in the image under /custom/* | ||
COPY ./csv_transform.py . | ||
|
||
# Command to run the data processing script when the container is run | ||
CMD ["python3", "csv_transform.py"] |
166 changes: 166 additions & 0 deletions
166
datasets/austin_bikeshare/_images/run_csv_transform_kub/csv_transform.py
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,166 @@ | ||
# Copyright 2021 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
|
||
|
||
import datetime | ||
import json | ||
import logging | ||
import math | ||
import os | ||
import pathlib | ||
import typing | ||
|
||
import pandas as pd | ||
import requests | ||
from google.cloud import storage | ||
|
||
|
||
def main( | ||
source_url: str, | ||
source_file: pathlib.Path, | ||
target_file: pathlib.Path, | ||
target_gcs_bucket: str, | ||
target_gcs_path: str, | ||
headers: typing.List[str], | ||
rename_mappings: dict, | ||
pipeline_name: str, | ||
) -> None: | ||
|
||
logging.info( | ||
f"Austin bikeshare {pipeline_name} process started at " | ||
+ str(datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")) | ||
) | ||
|
||
logging.info("creating 'files' folder") | ||
pathlib.Path("./files").mkdir(parents=True, exist_ok=True) | ||
|
||
logging.info(f"Downloading file from {source_url}...") | ||
download_file(source_url, source_file) | ||
|
||
logging.info(f"Opening file {source_file}...") | ||
df = pd.read_csv(str(source_file)) | ||
|
||
logging.info(f"Transforming {source_file}... ") | ||
|
||
logging.info(f"Transform: Rename columns.. {source_file}") | ||
rename_headers(df, rename_mappings) | ||
|
||
logging.info(f"Transform: Converting date values for {source_file}... ") | ||
df["modified_date"] = df["modified_date"].apply(convert_dt_format) | ||
|
||
logging.info(f"Transform: filtering rows for {source_file}... ") | ||
filter_null_rows(df) | ||
|
||
logging.info(f"Transform: converting to integer {source_file}... ") | ||
df["city_asset_number"] = df["city_asset_number"].apply(convert_to_integer_string) | ||
df["number_of_docks"] = df["number_of_docks"].apply(convert_to_integer_string) | ||
df["footprint_length"] = df["footprint_length"].apply(convert_to_integer_string) | ||
df["council_district"] = df["council_district"].apply(convert_to_integer_string) | ||
|
||
logging.info(f"Transform: removing NaN values {source_file}... ") | ||
df["footprint_width"] = df["footprint_width"].apply(resolve_nan) | ||
|
||
logging.info("Transform: Reordering headers..") | ||
df = df[headers] | ||
|
||
logging.info(f"Saving to output file.. {target_file}") | ||
try: | ||
save_to_new_file(df, file_path=str(target_file)) | ||
except Exception as e: | ||
logging.error(f"Error saving output file: {e}.") | ||
|
||
logging.info( | ||
f"Uploading output file to.. gs://{target_gcs_bucket}/{target_gcs_path}" | ||
) | ||
upload_file_to_gcs(target_file, target_gcs_bucket, target_gcs_path) | ||
|
||
logging.info( | ||
f"Austin bikeshare {pipeline_name} process completed at " | ||
+ str(datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")) | ||
) | ||
|
||
|
||
def resolve_nan(input: typing.Union[str, float]) -> str: | ||
str_val = "" | ||
# if input == "" or (math.isnan(input)): | ||
if not input or (math.isnan(input)): | ||
str_val = "" | ||
else: | ||
str_val = str(input) | ||
return str_val.replace("None", "") | ||
|
||
|
||
def convert_to_integer_string(input: typing.Union[str, float]) -> str: | ||
str_val = "" | ||
if not input or (math.isnan(input)): | ||
str_val = "" | ||
else: | ||
str_val = str(int(round(input, 0))) | ||
return str_val | ||
|
||
|
||
def rename_headers(df: pd.DataFrame, rename_mappings: dict) -> None: | ||
df.rename(columns=rename_mappings, inplace=True) | ||
|
||
|
||
def convert_dt_format(dt_str: str) -> str: | ||
# Old format: MM/dd/yyyy hh:mm:ss aa | ||
# New format: yyyy-MM-dd HH:mm:ss | ||
if not dt_str: | ||
return dt_str | ||
else: | ||
return datetime.datetime.strptime(dt_str, "%m/%d/%Y %H:%M:%S %p").strftime( | ||
"%Y-%m-%d %H:%M:%S" | ||
) | ||
|
||
|
||
def filter_null_rows(df: pd.DataFrame) -> None: | ||
df = df[df.station_id != ""] | ||
|
||
|
||
def save_to_new_file(df: pd.DataFrame, file_path: str) -> None: | ||
df.to_csv(file_path, index=False) | ||
|
||
|
||
def download_file(source_url: str, source_file: pathlib.Path) -> None: | ||
logging.info(f"Downloading {source_url} into {source_file}") | ||
r = requests.get(source_url, stream=True) | ||
if r.status_code == 200: | ||
with open(source_file, "wb") as f: | ||
for chunk in r: | ||
f.write(chunk) | ||
else: | ||
logging.error(f"Couldn't download {source_url}: {r.text}") | ||
|
||
|
||
def upload_file_to_gcs(file_path: pathlib.Path, gcs_bucket: str, gcs_path: str) -> None: | ||
storage_client = storage.Client() | ||
bucket = storage_client.bucket(gcs_bucket) | ||
blob = bucket.blob(gcs_path) | ||
blob.upload_from_filename(file_path) | ||
|
||
|
||
if __name__ == "__main__": | ||
logging.getLogger().setLevel(logging.INFO) | ||
|
||
main( | ||
source_url=os.environ["SOURCE_URL"], | ||
source_file=pathlib.Path(os.environ["SOURCE_FILE"]).expanduser(), | ||
target_file=pathlib.Path(os.environ["TARGET_FILE"]).expanduser(), | ||
target_gcs_bucket=os.environ["TARGET_GCS_BUCKET"], | ||
target_gcs_path=os.environ["TARGET_GCS_PATH"], | ||
headers=json.loads(os.environ["CSV_HEADERS"]), | ||
rename_mappings=json.loads(os.environ["RENAME_MAPPINGS"]), | ||
pipeline_name=os.environ["PIPELINE_NAME"], | ||
) |
3 changes: 3 additions & 0 deletions
3
datasets/austin_bikeshare/_images/run_csv_transform_kub/requirements.txt
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,3 @@ | ||
requests | ||
pandas | ||
google-cloud-storage |
26 changes: 26 additions & 0 deletions
26
datasets/austin_bikeshare/_terraform/austin_bikeshare_dataset.tf
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,26 @@ | ||
/** | ||
* Copyright 2021 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
|
||
|
||
resource "google_bigquery_dataset" "austin_bikeshare" { | ||
dataset_id = "austin_bikeshare" | ||
project = var.project_id | ||
description = "Austin Bikeshare dataset" | ||
} | ||
|
||
output "bigquery_dataset-austin_bikeshare-dataset_id" { | ||
value = google_bigquery_dataset.austin_bikeshare.dataset_id | ||
} |
39 changes: 39 additions & 0 deletions
39
datasets/austin_bikeshare/_terraform/bikeshare_stations_pipeline.tf
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,39 @@ | ||
/** | ||
* Copyright 2021 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
|
||
|
||
resource "google_bigquery_table" "bikeshare_stations" { | ||
project = var.project_id | ||
dataset_id = "austin_bikeshare" | ||
table_id = "bikeshare_stations" | ||
|
||
description = "Austin Bikeshare Stations table" | ||
|
||
|
||
|
||
|
||
depends_on = [ | ||
google_bigquery_dataset.austin_bikeshare | ||
] | ||
} | ||
|
||
output "bigquery_table-bikeshare_stations-table_id" { | ||
value = google_bigquery_table.bikeshare_stations.table_id | ||
} | ||
|
||
output "bigquery_table-bikeshare_stations-id" { | ||
value = google_bigquery_table.bikeshare_stations.id | ||
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,28 @@ | ||
/** | ||
* Copyright 2021 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
|
||
|
||
provider "google" { | ||
project = var.project_id | ||
impersonate_service_account = var.impersonating_acct | ||
region = var.region | ||
} | ||
|
||
data "google_client_openid_userinfo" "me" {} | ||
|
||
output "impersonating-account" { | ||
value = data.google_client_openid_userinfo.me.email | ||
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,23 @@ | ||
/** | ||
* Copyright 2021 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
|
||
|
||
variable "project_id" {} | ||
variable "bucket_name_prefix" {} | ||
variable "impersonating_acct" {} | ||
variable "region" {} | ||
variable "env" {} | ||
|
Oops, something went wrong.