feat: Onboard COVID19-Italy dataset

datasets/covid19_italy/_images/run_csv_transform_kub/Dockerfile

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+# 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"]

datasets/covid19_italy/_images/run_csv_transform_kub/Pipfile

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+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+requests = "*"
+vaex = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.9"

datasets/covid19_italy/_images/run_csv_transform_kub/csv_transform.py

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+# 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.
+
+# CSV transform for: covid19_italy
+
+import datetime
+import json
+import logging
+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,
+):
+
+    logging.info(
+        "Covid-19 Italy 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 {source_url}")
+    download_file(source_url, source_file)
+
+    # open the input file
+    logging.info(f"Opening file {source_file}")
+
+    df = pd.read_csv(str(source_file))
+
+    # steps in the pipeline
+    logging.info(f"Transformation Process Starting.. {source_file}")
+
+    # rename the headers
+    logging.info(f"Transform: Renaming Headers.. {source_file}")
+    rename_headers(df, rename_mappings)
+
+    # create location_geom
+    logging.info(f"Transform: Creating Geometry Column.. {pipeline_name}")
+    if pipeline_name == "data_by_province" or pipeline_name == "data_by_region":
+        df["location_geom"] = (
+            "POINT("
+            + df["longitude"].astype(str).replace("nan", "")
+            + " "
+            + df["latitude"].astype(str).replace("nan", "")
+            + ")"
+        )
+        # replace blank POINT( ) valye with blank
+        df.location_geom = df.location_geom.replace("POINT( )", "")
+
+    # reorder headers in output
+    logging.info("Transform: Reordering headers..")
+    df = df[headers]
+
+    # steps in the pipeline
+    logging.info(f"Transformation Process complete .. {source_file}")
+
+    # save to output file
+    logging.info(f"Saving to output file.. {target_file}")
+
+    try:
+        # save_to_new_file(df, file_path=str(target_file))
+        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)
+
+    # log completion
+    logging.info(
+        "Covid-19 Italy process completed at "
+        + str(datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
+    )
+
+
+def convert_dt_format(date_str, time_str):
+    #  date_str, time_str
+    # 10/26/2014,13:12:00
+    return str(datetime.datetime.strptime(date_str, "%m/%d/%Y").date()) + " " + time_str
+
+
+def rename_headers(df, rename_mappings: dict):
+    df.rename(columns=rename_mappings, inplace=True)
+
+
+def save_to_new_file(df, file_path):
+    df.to_csv(file_path, float_format="%.0f", index=False)
+
+
+def download_file(source_url: str, source_file: pathlib.Path):
+    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)
+
+    # if os.environ["PIPELINE"] == 'data_by_province':
+    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"],
+    )

datasets/covid19_italy/_images/run_csv_transform_kub/requirements.txt

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+requests
+vaex
+google-cloud-storage

datasets/covid19_italy/_terraform/covid19_italy_dataset.tf

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+/**
+ * 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" "covid19_italy" {
+  dataset_id  = "covid19_italy"
+  project     = var.project_id
+  description = "ETL Processes for Covid 19 Italy"
+}
+
+output "bigquery_dataset-covid19_italy-dataset_id" {
+  value = google_bigquery_dataset.covid19_italy.dataset_id
+}

datasets/covid19_italy/_terraform/data_by_province_pipeline.tf

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+/**
+ * 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" "data_by_province" {
+  project    = var.project_id
+  dataset_id = "covid19_italy"
+  table_id   = "data_by_province"
+
+  description = "covid19 Italy Data By Province"
+
+
+
+
+  depends_on = [
+    google_bigquery_dataset.covid19_italy
+  ]
+}
+
+output "bigquery_table-data_by_province-table_id" {
+  value = google_bigquery_table.data_by_province.table_id
+}
+
+output "bigquery_table-data_by_province-id" {
+  value = google_bigquery_table.data_by_province.id
+}

datasets/covid19_italy/_terraform/data_by_region_pipeline.tf

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+/**
+ * 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" "data_by_region" {
+  project    = var.project_id
+  dataset_id = "covid19_italy"
+  table_id   = "data_by_region"
+
+  description = "covid19 Italy Data By Region"
+
+
+
+
+  depends_on = [
+    google_bigquery_dataset.covid19_italy
+  ]
+}
+
+output "bigquery_table-data_by_region-table_id" {
+  value = google_bigquery_table.data_by_region.table_id
+}
+
+output "bigquery_table-data_by_region-id" {
+  value = google_bigquery_table.data_by_region.id
+}

datasets/covid19_italy/_terraform/national_trends_pipeline.tf

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+/**
+ * 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" "national_trends" {
+  project    = var.project_id
+  dataset_id = "covid19_italy"
+  table_id   = "national_trends"
+
+  description = "covid19 Italy National Trends"
+
+
+
+
+  depends_on = [
+    google_bigquery_dataset.covid19_italy
+  ]
+}
+
+output "bigquery_table-national_trends-table_id" {
+  value = google_bigquery_table.national_trends.table_id
+}
+
+output "bigquery_table-national_trends-id" {
+  value = google_bigquery_table.national_trends.id
+}

datasets/covid19_italy/_terraform/provider.tf

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+/**
+ * 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
+}