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Update app.py
Browse files
app.py
CHANGED
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@@ -28,19 +28,36 @@ with st.sidebar:
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selected_cik = st.selectbox('Select a company', cik_list, index=len(cik_list)-1)
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df_selected_cik = df[df.CIK == selected_cik]
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with
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st.markdown('#### ESG Scores')
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to_display = df[df['CIK'] == selected_cik]
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df_selected_cik['Year'] = df_selected_cik['Year'].astype('string')
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df_selected_cik.sort_values('Year', inplace=True)
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df_selected_cik.set_index('Year', inplace=True)
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st.pyplot(
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selected_cik = st.selectbox('Select a company', cik_list, index=len(cik_list)-1)
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df_selected_cik = df[df.CIK == selected_cik]
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col1, col2 = st.columns(2)
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with col1:
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st.markdown('#### ESG Scores')
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df_selected_cik['Year'] = df_selected_cik['Year'].astype('string')
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df_selected_cik.sort_values('Year', inplace=True)
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df_selected_cik.set_index('Year', inplace=True)
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sns.lineplot(data=df_selected_cik[['e_score', 's_score', 'g_score']] )
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plt_lp.xlabel('year')
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plt_lp.ylabel('score')
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plt_lp.legend(title='Legend', loc='upper left')
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st.pyplot(plt_lp)
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with col2:
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st.markdown('### ESG Word Clouds')
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wc_list = ['E_Text', 'S_Text', 'G_Text']
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for x in wc_list:
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row = to_display.loc[selected_year]
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text = row.loc[x]
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text = re.sub(r'[^A-Za-z\s]', '', text)
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text = text.lower()
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stopwords = set(STOPWORDS)
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text = ' '.join(word for word in text.split() if word not in stopwords)
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wordcloud = WordCloud(width=800, height=400, background_color='white').generate(text)
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plt.figure(figsize=(10, 5))
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plt.imshow(wordcloud, interpolation='bilinear')
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plt.axis('off')
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