Data Science and Visualization Exercise
Published
•2 min read
It is the kernel that I have tried and compiled from the courses of DATAI Team (Language of the courses is Turkish: Data Science ve Python: Sıfırdan Uzmanlığa Veri Bilimi (2) and Data Visualization: A'dan Z'ye Veri Görselleştirme (3)), which is Grandmaster on Kaggle and has more than 15 courses on Udemy.
Content
Cleaning Data
- Diagnose data for cleaning
- Exploratory data analysis (EDA)
- Visual exploratory data analysis
- Tidy data
- Pivoting data
- Concatenating data
- Data types
- Missing data and testing with assert
Manipulating Data Frames with Pandas
- Index objects and labeled data
- Hierarchical indexing
- Pivoting data frames
- Stacking and unstacking data frames
- Melting data frames
- Categoricals and groupby
Seaborn
- Bar Plot
- Point Plot
- Joint Plot
- Pie Plot
- Lm Plot
- Kde Plot
- Violin Plot
- Heatmap
- Box Plot
- Swarm Plot
- Pair Plot
- Count Plot
Plotly
- Line Plot
- Scatter Plot
- Bar Plot
- Pie Plot
- Bubble Plot
- Histogram
- Word Cloud
- Box Plot
- Scatter Plot Matrix
- Inset Plot
- 3D Scatter Plot
- Multiple Subplots
- Animation Plot
