Intro data manipulation with Pandas in Python: remove drop groupby plot | Data science Tutorial

Do you know the multiples ways to manipulate data and information using Pandas? How to select data? group by?

In this tutorial of statistics and data science with Python we will discuss the data wrangling with python using Pandas.

You'll learn how to:
1. Count values
2. Grouping by categories
3. Removing observations / rows
4. Variable type conversion
5. Plots: boxplot, line, scatter,...
6. Apply options to plots

#Python #Pandas #WebScraping #machinelearning

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

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

Easy ways to rename columns with pandas in Python | Data science Tutorial
https://youtu.be/MxRs4BEiyG8

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

Filter and select dataframes: https://youtu.be/TOP1PJ_Ub2c
- Applying the function filter for dataframes
- Using iloc and loc for filtering

Set and reset index in DataFrames: https://youtu.be/IYNCpPLq1b8
- Create dataframes with indices and understand how index works
- New observations with new index
- Using and applying reset_index
- 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