diff --git a/00-bootcamp-project/load_data_to_bigquery.py b/00-bootcamp-project/load_data_to_bigquery.py new file mode 100644 index 00000000..276ffdcd --- /dev/null +++ b/00-bootcamp-project/load_data_to_bigquery.py @@ -0,0 +1,125 @@ +import json + +from google.cloud import bigquery +from google.oauth2 import service_account + + +DATA_FOLDER = "data" + +# ตัวอย่างการกำหนด Path ของ Keyfile ในแบบที่ใช้ Environment Variable มาช่วย +# จะทำให้เราไม่ต้อง Hardcode Path ของไฟล์ไว้ในโค้ดของเรา +# keyfile = os.environ.get("KEYFILE_PATH") + +keyfile = "YOUR_KEYFILE_PATH" # แก้ไขชื่อ keyfile ให้ถูกต้อง +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info( + service_account_info +) +project_id = "dataengineercafe" # แก้ไข project_id ให้สอดคล้องกับ GCP project ของตัวเอง +client = bigquery.Client( + project=project_id, + credentials=credentials, +) + +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) + +# Addressess +data = "addresses" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Products +data = "products" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Order Items +data = "order_items" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Promos +data = "promos" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# ---------- + +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), +) + +# Events +dt = "2021-02-10" +partition = dt.replace("-", "") # 20210210 +data = "events" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Users +dt = "2020-10-23" +partition = dt.replace("-", "") +data = "users" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Orders +dt = "2021-02-10" +partition = dt.replace("-", "") +data = "orders" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") diff --git a/00-bootcamp-project/poetry.lock b/00-bootcamp-project/poetry.lock index c828667c..81123f95 100644 --- a/00-bootcamp-project/poetry.lock +++ b/00-bootcamp-project/poetry.lock @@ -205,105 +205,184 @@ pycparser = {version = "*", markers = "implementation_name != \"PyPy\""} [[package]] name = "charset-normalizer" -version = "3.4.9" +version = "3.5.1" description = "The Real First Universal Charset Detector. 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