Easy ways to rename columns with pandas in Python | Data science Tutorial

Do you know the multiples ways to manipulate data and information using Pandas? How to create dataframe? rename? using lambda function?
select columns?

#Python #Pandas #datamanipulation #machinelearning

Any comments or suggestions are welcome.
Contact: [email protected]

Intro data manipulation with Pandas in Python: remove drop groupby plot: https://youtu.be/aqmvzsCtTWo

Extract Year Month Day from date type variable with Pandas DataFrames: https://youtu.be/UeHk_LHYVoo

Mi canal de estadistica en español
https://www.youtube.com/channel/UCe4UCHmQu92O03Z1fgzUXmQ

Filter and select dataframes: https://youtu.be/TOP1PJ_Ub2c
- Applying the function filter for dataframes
- Using iloc and loc for filtering
- Selecting by observations, column or multiple columns, by indices
- Utilizing the function where, Condition or conditions for filtering data

Web Scraping with Pandas: Extracting data with HTML https://youtu.be/rIrkhkaF4u8
* How to extract / scraping information and data from the web
* Capture the desired table / paragraph from object

Set and reset index in DataFrames: https://youtu.be/IYNCpPLq1b8
- Create dataframes with indices and understand how index works
- New observations with new index
- Set index to a dataframe
- Using and applying reset_index
- Two columns as new indices
- Using iloc and loc with index

Definition and creation: https://youtu.be/RadSHvFiwXM
- What is a Data Frame?
- EXCEL table or Sql Table?
- DataFrame constructor and its options
- Using pandas as pd
- Defining a data frame with lists, dictionary, tuples and lists
- Defining data frames with series

Exploring and extracting information: https://youtu.be/Ow7FnISHDOo
- How to create a dataframe with dictionaries
- Using the function describe to obtain a summary
- utilize the function shape to obtaning number of rows and columns
- What is index and how to get the indices
- Extract different values from the dataset
- What is the function head? and what is tail? size ?
- First observations in a data frame
- How to access to columns using names and brackets [ ]
- What is data type? dtype?

Index with loc and iloc: https://youtu.be/SLvROGyiPoQ
- Defining a dataframe and understanding its indices
- How to use iloc an loc
- Row names, column names and index number
- How to use at and iat
- Using [ ], and multiple observations
- Defining a dataframe with indices names

New columns and observations: https://youtu.be/JChdh13-RGo
- Create and define new columns
- Define and build dataframes from scratch
- Using assign for inserting new rows / observations
- Concatenate two dataframes into a new one
- Utilize loc and iloc
- Understanding index

** More videos and tutorials ***

# Classification with XGB and python: https://youtu.be/ptFRggaTCXs

# Hierarchical clustering with python Video Chapter 1: https://youtu.be/m_zaJakEUm4

## Clustering in python
https://youtu.be/m_zaJakEUm4

## clustering in R
https://youtu.be/qrm8igxwHOQ

- Data types, tuples and object in Python: https://youtu.be/2U8fInYd6lc
- Sequence and range with python: https://youtu.be/hmOBfqKaC5g
- List in Python: https://youtu.be/m9ln3Y4x6Lk
- Creating dictionaries in python: https://youtu.be/C6Y5GvV8nOU
- Mapping with dictionaries in python: https://youtu.be/YC5w4kRoYkI
- Vectors and numpy: https://youtu.be/YYGPhKYDDS0

Any comments or suggestions are welcome.

Contact: [email protected]
Mi canal en español:
https://www.youtube.com/channel/UCe4UCHmQu92O03Z1fgzUXmQ

# Statistical data analysis
# Linear algebra
# mathematic math beginner
# tutorial for starters python basics
# statistics for beginners

## Statistics and data science Course in R
https://www.youtube.com/playlist?list=PLgedSm0esItUtAwceJ0jC40GwxvTQRCRK