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Advanced Pandas

via LinkedIn Learning

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Learn the advanced functions in pandas that can help you more effectively work with your data.

Syllabus

Introduction
  • Take pandas to the next level
1. From Beginner to Advanced pandas
  • Getting started with pandas
  • Intro to DataFrames using pandas
  • Top functions using pandas
  • Configuring options using pandas
2. Advanced Calculations
  • Data type conversions using pandas
  • Working with strings using pandas
  • Working with dates using pandas
  • Dealing with missing data using pandas
  • Apply/Map/Applymap
3. Transforming Dataframes
  • Groupby and aggregations using pandas
  • Reshaping dataframes (pivot, stack)
  • Merging (merge, join) and concatenating (concat) dataframes
  • Mapping variables into groups
4. Exploratory Data Analysis & Visualization
  • Plotting with pandas
  • Correlations and statistical functions
5. Beyond pandas
  • Accelerate EDA with pandas-Profiling
  • Explore Geographic data with Geopandas
  • Beyond pandas with Dask and Koalas (Spark)
Conclusion
  • Your path forward using advanced pandas functions

Taught by

Brett Vanderblock and Madecraft

Reviews

4.7 rating at LinkedIn Learning based on 222 ratings

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