医院科研管理系统

import pandas as pd

import matplotlib.pyplot as plt

# 数据采集

def fetch_data():

return pd.read_csv('career_data.csv')

# 数据清洗

def clean_data(df):

return df.dropna().reset_index(drop=True)

# 数据分析

def analyze_data(df):

return df.groupby('job_title')['publication_count'].mean()

# 数据可视化

def visualize_data(results):

results.plot(kind='bar', color='skyblue')

plt.title('Average Publication Count by Job Title')

plt.xlabel('Job Title')

plt.ylabel('Publication Count')

plt.show()

if __name__ == "__main__":

data = fetch_data()

cleaned_data = clean_data(data)

analysis_results = analyze_data(cleaned_data)

visualize_data(analysis_results)

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