└── CivilPython.ipynb


/CivilPython.ipynb:
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 1 | import pandas as pd
 2 | import matplotlib.pyplot as plt
 3 | import seaborn as sns
 4 | import numpy as np
 5 | 
 6 | 
 7 | df = pd.read_csv("/content/drive/MyDrive/Civil_Service_List__Active__20250306 (1).csv")
 8 | 
 9 | 
10 | print("Dataset Information:")
11 | print(df.info())
12 | 
13 | 
14 | for col in df.columns:
15 |     if df[col].dtype == 'object':
16 |         df[col] = df[col].fillna("N/A")
17 |     else:
18 |         df[col] = df[col].fillna(0)
19 | 
20 | 
21 | cat_cols = ['List Title Desc', 'List Agency Desc', 'Group No']
22 | for col in cat_cols:
23 |     if col in df.columns:
24 |         print(f"\nValue Counts for {col}:")
25 |         print(df[col].value_counts())
26 | 


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