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関連広告
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Intro
Importing Pandas
Data I/O
Reading From Files
Writing to Files
DataFrame Basics
DataFrame Summary
Subsetting Columns
Select as Series vs DataFrame
loc and .iloc
loc Filter Expressions
query
Summary Statistics
agg
Sumarizing Categoricals
rank, shift, cumsum
Clip
Groupby
New Columns
Sorting
Missing Data
Combining Data
concat
Merge DataFrames
Bonus
Why Pandas?
Installing Pandas
Getting the data used in this video
Loading the data into Pandas (CSVs, Excel, TXTs, etc.)
Reading Data (Getting Rows, Columns, Cells, Headers, etc.)
Iterate through each Row
Getting rows based on a specific condition
High Level description of your data (min, max, mean, std dev, etc.)
Sorting Values (Alphabetically, Numerically)
Making Changes to the DataFrame
Adding a column
Deleting a column
Summing Multiple Columns to Create new Column.
Rearranging columns
Saving our Data (CSV, Excel, TXT, etc.)
Filtering Data (based on multiple conditions)
Reset Index
Regex Filtering (filter based on textual patterns)
Conditional Changes
Aggregate Statistics using Groupby (Sum, Mean, Counting)
Working with large amounts of data (setting chunksize)
Intro
Series
Creating DataFrames
Editing / Retrieving Data
Conditional Selection
Importing Data from Anywhere
Basics & Math
Grouping Data
Concatenate, Merge & Join Data
Statistics
Iteration
Sorting
Manipulate Data with Functions
Aligning, Reindexing, Renaming
MultiIndex
Cleaning Data
Real World Examples
Visualization
Installation & Virtual Environments