SlideShare une entreprise Scribd logo
1  sur  12
Télécharger pour lire hors ligne
Mohamedanis.benlasmar@esprit.tnLotfi.ncib@esprit.tn ahmed.rebai@esprit.tn
AutoEDA using dataprep and pandas-profiling
Plan
1
▪ Data Analytics Life cycle
▪ Exploratory Data Analysis EDA
▪ Exploratory data analysis Using Python Libraries
▪ How to install and use dataprep.eda
▪ How to install and use pandas-profiling
▪ Conclusion
Data Analytics Life cycle
2
3
Exploratory Data Analysis EDA
Exploratory data analysis Using Python Libraries
4
5
Exploratory data analysis Using Python Libraries
6
Exploratory data analysis Using Python Libraries
7
Exploratory data analysis Using Python Libraries
8
How to install and use dataprep.eda
9
How to install and use dataprep.eda
10
How to install and use pandas-profiling
Conclusion
11
When using pandas_profiling,
dataprep.eda…
When using pandas, seaborn,
matplotlib…

Contenu connexe

Similaire à Auto eda

Improving ad hoc and production workflows at Stitch Fix
Improving ad hoc and production workflows at Stitch FixImproving ad hoc and production workflows at Stitch Fix
Improving ad hoc and production workflows at Stitch Fix
Stitch Fix Algorithms
 
A compute infrastructure for data scientists
A compute infrastructure for data scientistsA compute infrastructure for data scientists
A compute infrastructure for data scientists
Stitch Fix Algorithms
 
Not Your Father’s Data Warehouse: Breaking Tradition with Innovation
Not Your Father’s Data Warehouse: Breaking Tradition with InnovationNot Your Father’s Data Warehouse: Breaking Tradition with Innovation
Not Your Father’s Data Warehouse: Breaking Tradition with Innovation
Inside Analysis
 

Similaire à Auto eda (20)

Intro to machine learning with scikit learn
Intro to machine learning with scikit learnIntro to machine learning with scikit learn
Intro to machine learning with scikit learn
 
Python
PythonPython
Python
 
Tableau Customer Presentation
Tableau Customer PresentationTableau Customer Presentation
Tableau Customer Presentation
 
Lecture 3 - Exploratory Data Analytics (EDA), a lecture in subject module Sta...
Lecture 3 - Exploratory Data Analytics (EDA), a lecture in subject module Sta...Lecture 3 - Exploratory Data Analytics (EDA), a lecture in subject module Sta...
Lecture 3 - Exploratory Data Analytics (EDA), a lecture in subject module Sta...
 
Deep Learning on Apache® Spark™ : Workflows and Best Practices
Deep Learning on Apache® Spark™ : Workflows and Best PracticesDeep Learning on Apache® Spark™ : Workflows and Best Practices
Deep Learning on Apache® Spark™ : Workflows and Best Practices
 
Deep Learning on Apache® Spark™: Workflows and Best Practices
Deep Learning on Apache® Spark™: Workflows and Best PracticesDeep Learning on Apache® Spark™: Workflows and Best Practices
Deep Learning on Apache® Spark™: Workflows and Best Practices
 
Deep Learning on Apache® Spark™: Workflows and Best Practices
Deep Learning on Apache® Spark™: Workflows and Best PracticesDeep Learning on Apache® Spark™: Workflows and Best Practices
Deep Learning on Apache® Spark™: Workflows and Best Practices
 
Introduction To Python
Introduction To PythonIntroduction To Python
Introduction To Python
 
Improving ad hoc and production workflows at Stitch Fix
Improving ad hoc and production workflows at Stitch FixImproving ad hoc and production workflows at Stitch Fix
Improving ad hoc and production workflows at Stitch Fix
 
Koalas: How Well Does Koalas Work?
Koalas: How Well Does Koalas Work?Koalas: How Well Does Koalas Work?
Koalas: How Well Does Koalas Work?
 
Bootcamp Data Science using Cloudera
Bootcamp Data Science using ClouderaBootcamp Data Science using Cloudera
Bootcamp Data Science using Cloudera
 
Chlorine
ChlorineChlorine
Chlorine
 
A compute infrastructure for data scientists
A compute infrastructure for data scientistsA compute infrastructure for data scientists
A compute infrastructure for data scientists
 
Python ml
Python mlPython ml
Python ml
 
Data processing with spark in r & python
Data processing with spark in r & pythonData processing with spark in r & python
Data processing with spark in r & python
 
Hadoop World 2011: Data Mining in Hadoop, Making Sense of it in Mahout! - Mic...
Hadoop World 2011: Data Mining in Hadoop, Making Sense of it in Mahout! - Mic...Hadoop World 2011: Data Mining in Hadoop, Making Sense of it in Mahout! - Mic...
Hadoop World 2011: Data Mining in Hadoop, Making Sense of it in Mahout! - Mic...
 
New Capabilities in the PyData Ecosystem
New Capabilities in the PyData EcosystemNew Capabilities in the PyData Ecosystem
New Capabilities in the PyData Ecosystem
 
Parallel Programming in Python: Speeding up your analysis
Parallel Programming in Python: Speeding up your analysisParallel Programming in Python: Speeding up your analysis
Parallel Programming in Python: Speeding up your analysis
 
Course outline
Course outlineCourse outline
Course outline
 
Not Your Father’s Data Warehouse: Breaking Tradition with Innovation
Not Your Father’s Data Warehouse: Breaking Tradition with InnovationNot Your Father’s Data Warehouse: Breaking Tradition with Innovation
Not Your Father’s Data Warehouse: Breaking Tradition with Innovation
 

Plus de Ncib Lotfi (10)

Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Introduction: Intelligence Artificielle, Machine Learning et Deep Learning
Introduction: Intelligence Artificielle, Machine Learning et Deep LearningIntroduction: Intelligence Artificielle, Machine Learning et Deep Learning
Introduction: Intelligence Artificielle, Machine Learning et Deep Learning
 
Resume
ResumeResume
Resume
 
Rapport stage
Rapport stageRapport stage
Rapport stage
 
Cheat sheets for AI
Cheat sheets for AICheat sheets for AI
Cheat sheets for AI
 
ARTIFICIAL INTELLIGENCE & MACHINE LEARNING CAREER GUIDE
ARTIFICIAL INTELLIGENCE & MACHINE LEARNING CAREER GUIDEARTIFICIAL INTELLIGENCE & MACHINE LEARNING CAREER GUIDE
ARTIFICIAL INTELLIGENCE & MACHINE LEARNING CAREER GUIDE
 
Optimisation
OptimisationOptimisation
Optimisation
 
Use case stb
Use case stbUse case stb
Use case stb
 
Regression
RegressionRegression
Regression
 
Decision trees
Decision treesDecision trees
Decision trees
 

Dernier

Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 

Dernier (20)

Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - English
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Google Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxGoogle Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptx
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
Single or Multiple melodic lines structure
Single or Multiple melodic lines structureSingle or Multiple melodic lines structure
Single or Multiple melodic lines structure
 

Auto eda