# Data Science and Visualization Exercise It is the kernel that I have tried and compiled from the courses of [DATAI Team](https://www.udemy.com/user/datai-team/) (Language of the courses is Turkish: [Data Science ve Python: Sıfırdan Uzmanlığa Veri Bilimi (2)](https://www.udemy.com/data-science-sfrdan-uzmanlga-veri-bilimi-2/) and [Data Visualization: A'dan Z'ye Veri Görselleştirme (3)](https://www.udemy.com/data-visualization-adan-zye-veri-gorsellestirme-3/)), which is [Grandmaster on Kaggle](https://www.kaggle.com/kanncaa1) and has more than 15 courses on Udemy. ![](https://iili.io/J11aa9.png) # **Content**[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Content) ## Cleaning Data[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Cleaning-Data) * [Diagnose data for cleaning](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#1.) * [Exploratory data analysis (EDA)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#2.) * [Visual exploratory data analysis](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#3.) * [Tidy data](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#4.) * [Pivoting data](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#5.) * [Concatenating data](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#6.) * [Data types](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#7.) * [Missing data and testing with assert](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#8.) ## Manipulating Data Frames with Pandas[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Manipulating-Data-Frames-with-Pandas) * [Index objects and labeled data](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#9.) * [Hierarchical indexing](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#10.) * [Pivoting data frames](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#11.) * [Stacking and unstacking data frames](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#12.) * [Melting data frames](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#13.) * [Categoricals and groupby](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#14.) ## Seaborn[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Seaborn) * [Bar Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#15.) * [Point Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#16.) * [Joint Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#17.) * [Pie Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#18.) * [Lm Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#19.) * [Kde Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#20.) * [Violin Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#21.) * [Heatmap](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#22.) * [Box Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#23.) * [Swarm Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#24.) * [Pair Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#25.) * [Count Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#26.) ## Plotly[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Plotly) * [Line Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#27.) * [Scatter Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#28.) * [Bar Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#29.) * [Pie Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#30.) * [Bubble Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#31.) * [Histogram](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#32.) * [Word Cloud](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#33.) * [Box Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#34.) * [Scatter Plot Matrix](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#35.) * [Inset Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#36.) * [3D Scatter Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#37.) * [Multiple Subplots](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#38.) * [Animation Plot](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#39.) ## Visualization Tools[](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#Visualization-Tools) * [Parallel Plots (Pandas)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#40.) * [Network Charts (networkx)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#41.) * [Venn Diagram (matplotlib)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#42.) * [Donut Plot (matplotlib)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#43.) * [Spyder Chart (matplotlib)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#44.) * [Cluster Map (seaborn)](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise#45.) [You can check my Kaggle profile for details and codes](https://www.kaggle.com/bulentsiyah/data-science-and-visualization-exercise)