how important are learning the data manipulation libraries?

This page summarizes the projects mentioned and recommended in the original post on /r/learndatascience
Pandas Numpy Python Data Analysis

InfluxDB - Power Real-Time Data Analytics at Scale
Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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  • 100-pandas-puzzles

    100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

    • If you want to get better with pandas specifically you could work through the 100 pandas puzzles repo in your spare time, https://github.com/ajcr/100-pandas-puzzles

  • pyjanitor

    Clean APIs for data cleaning. Python implementation of R package Janitor

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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