API>local_db>AWS_RDS - Disclaimer! All data used is for educational purposes only.

Last update: Apr 25, 2022

Related tags

Data Analysis ETL-Pipeline

Overview

API>local_db>AWS_RDS

Disclaimer! All data used is for educational purposes only.

ETL pipeline diagram.

Aim of project

By creating a fully working pipeline:

Familiarise with ETL
Improve python (API,pandas), SQL (triggers&procedures) knowledge
Work with a cloud storage service

What does it do?

The data used is electricity prices and weather conditions. The pipeline is fully autonomous: scheduled daily (crontab), electricity price data (.xls) is dowloaded, weather data fetched via an API, and inserted into a local database (Postgres). It is then cleaned and transferred (PL/pgSQL) into 3NF-tables (see ERDs below). Lastly, the clean useful data is migrated to Amazon Web Services' RDS remote database via the foreign-fata wrapper in PL/pgSQL.

Price data ERD.

Weather data ERD

Further improvements/learnings

Switch from time to event-based triggers
Upload data in batches, not 'for each row'
Prevent SQL injection

Owner

GitHub Repository

:truck: Agile Data Preparation Workflows made easy with dask, cudf, dask_cudf and pyspark

To launch a live notebook server to test optimus using binder or Colab, click on one of the following badges: Optimus is the missing framework to prof

1.3k Dec 30, 2022

Mining the Stack Overflow Developer Survey

Mining the Stack Overflow Developer Survey A prototype data mining application to compare the accuracy of decision tree and random forest regression m

1 Nov 16, 2021

The repo for mlbtradetrees.com. Analyze any trade in baseball history!

7 Nov 20, 2022

A tax calculator for stocks and dividends activities.

Revolut Stocks calculator for Bulgarian National Revenue Agency Information Processing and calculating the required information about stock possession

200 Oct 25, 2022

A real-time financial data streaming pipeline and visualization platform using Apache Kafka, Cassandra, and Bokeh.

Realtime Financial Market Data Visualization and Analysis Introduction This repo shows my project about real-time stock data pipeline. All the code is

6 Sep 07, 2022

OpenDrift is a software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere.

opendrift OpenDrift is a software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere. Do

167 Dec 13, 2022

Create HTML profiling reports from pandas DataFrame objects

Pandas Profiling Documentation | Slack | Stack Overflow Generates profile reports from a pandas DataFrame. The pandas df.describe() function is great

10k Jan 01, 2023

Kennedy Institute of Rheumatology University of Oxford Project November 2019

TradingBot6M Kennedy Institute of Rheumatology University of Oxford Project November 2019 Run Change api.txt to binance api key: https://www.binance.c

2 Nov 16, 2021

Hydrogen (or other pure gas phase species) depressurization calculations

HydDown Hydrogen (or other pure gas phase species) depressurization calculations This code is published under an MIT license. Install as simple as: pi

13 Nov 26, 2022

Automatic earthquake catalog building workflow: EQTransformer + Siamese EQTransformer + PickNet + REAL + HypoInverse

Automatic regional-scale earthquake catalog building workflow: EQTransformer + Siamese EQTransforme

9 Nov 27, 2022

Anomaly Detection with R

AnomalyDetection R package AnomalyDetection is an open-source R package to detect anomalies which is robust, from a statistical standpoint, in the pre

3.5k Dec 27, 2022

Random dataframe and database table generator

Random database/dataframe generator Authored and maintained by Dr. Tirthajyoti Sarkar, Fremont, USA Introduction Often, beginners in SQL or data scien

249 Jan 08, 2023

Multiple Pairwise Comparisons (Post Hoc) Tests in Python

scikit-posthocs is a Python package that provides post hoc tests for pairwise multiple comparisons that are usually performed in statistical data anal

264 Dec 30, 2022

Sentiment analysis on streaming twitter data using Spark Structured Streaming & Python

Sentiment analysis on streaming twitter data using Spark Structured Streaming & Python This project is a good starting point for those who have little

2 Dec 04, 2021

Autopsy Module to analyze Registry Hives based on bookmarks provided by EricZimmerman for his tool RegistryExplorer

13 Mar 31, 2022

Intercepting proxy + analysis toolkit for Second Life compatible virtual worlds

Hippolyzer Hippolyzer is a revival of Linden Lab's PyOGP library targeting modern Python 3, with a focus on debugging issues in Second Life-compatible

6 Sep 01, 2022

Extract Thailand COVID-19 Cluster data from daily briefing pdf.

Thailand COVID-19 Cluster Data Extraction About Extract Clusters from Thailand Daily COVID-19 briefing PDF Download latest data Here. Data will be upd

5 Sep 27, 2021

Pip install minimal-pandas-api-for-polars

Minimal Pandas API for Polars Install From PyPI: pip install minimal-pandas-api-for-polars Example Usage (see tests/test_minimal_pandas_api_for_polars

6 Oct 16, 2022

signac-flow - manage workflows with signac

signac-flow - manage workflows with signac The signac framework helps users manage and scale file-based workflows, facilitating data reuse, sharing, a

44 Oct 14, 2022

MS in Data Science capstone project. Studying attacks on autonomous vehicles.

Surveying Attack Models for CAVs Guide to Installing CARLA and Collecting Data Our project focuses on surveying attack models for Connveced Autonomous

1 Dec 09, 2021