├── README.md ├── py.1.jpg ├── py.10.jpg ├── py.2.jpg ├── py.3.jpg ├── py.4.jpg ├── py.5.jpg ├── py.6.jpg ├── py.7.jpg ├── py.8.jpg └── py.9.jpg /README.md: -------------------------------------------------------------------------------- 1 | import 2 | impr± 3 | impr± 4 | pandas as pd 5 | ru—y as np 6 | seaborn as sns 7 | matplotlib.pyplot as pl t 8 | from scipy. stats zscore 9 | # Load the dataset using knm•.m working encoding 10 | file_path 11 | = "C: csv" 12 | df = encoding:' latinl') 13 | # 1. Info about dataset 14 | Dataset Info 15 | print (df. info( ) ) 16 | print( Surnary Statistics 17 | print (df. ) 18 | print(df. isnull() . sum()) 19 | # 2. Handling Missing Data 20 | df df. dropna() 21 | print( After Handling Missing Values 22 | print (df. isnull() . sum()) 23 | PairpLot to view relationships 24 | pairplot(df, hue: ) 25 | of Academic Performance", y—I. Q) 26 | pit. show() 27 | Correlation Heatmap 28 | pit. 6)) 29 | heatmap(df annot:True, cmap= ' coolwarm' ) 30 | Heatmap") 31 | pit. show() 32 | sns. 33 | sns. 34 | -------------------------------------------------------------------------------- /py.1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.1.jpg -------------------------------------------------------------------------------- /py.10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.10.jpg -------------------------------------------------------------------------------- /py.2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.2.jpg -------------------------------------------------------------------------------- /py.3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.3.jpg -------------------------------------------------------------------------------- /py.4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.4.jpg -------------------------------------------------------------------------------- /py.5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.5.jpg -------------------------------------------------------------------------------- /py.6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.6.jpg -------------------------------------------------------------------------------- /py.7.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.7.jpg -------------------------------------------------------------------------------- /py.8.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.8.jpg -------------------------------------------------------------------------------- /py.9.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Rajaputhravijaykumar/Exploring-U.S.-School-Data-with-Python-/0e436b4dfedb3789c601e84bdc567475c30ad635/py.9.jpg --------------------------------------------------------------------------------