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| COPY seattle_emergence_calls from 's3://seattle-realtime-emergence-fire-call/Seattle_Real_Time_Fire_911_Calls.csv' FORMAT CSV | |
| IGNOREHEADER 1 | |
| CREDENTIALS 'aws_iam_role=your_iam_role' | |
| REGION 'us-east-1'; |
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| from pyspark.sql import SparkSession | |
| from pyspark.sql.types import DoubleType | |
| from pyspark.sql.functions import col | |
| jar_path = 'rds_jar_driver.jar' | |
| spark = SparkSession \ | |
| .builder \ | |
| .appName("AWS REDSHIFT PYSPARK APP") \ | |
| .config("spark.jars", jar_path)\ | |
| .config('spark.driver.extraClassPath', jar_path) \ |
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| #Transformation | |
| df = df.withColumn("latitude", col("latitude").cast(DoubleType()))\ | |
| .withColumn("longitude", col("longitude").cast(DoubleType())) | |
| df.printSchema() | |
| df.show(10) | |
| #More Insight |
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| ## Key Docker Commands | |
| docker build --pull --no-cache --tag=<image-name> . | |
| docker-compose up | |
| docker-compose down |
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| version: "3.9" | |
| services: | |
| postgres: | |
| image: postgres:10.5 | |
| restart: always | |
| environment: | |
| - POSTGRES_USER=<username> | |
| - POSTGRES_PASSWORD=<password> | |
| ports: | |
| - '5433:5432' |
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| psycopg2==2.9.3 | |
| pytest== 7.1.2 |
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| FROM python:latest | |
| WORKDIR app | |
| COPY . /app | |
| RUN python3 -m pip install -r requirements.txt |
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| $ docker build -t <image-name> . |
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| docker compose up run |