change sns.pairplot to st.image

eda.py

@@ -16,7 +16,7 @@ def loading():
 
 @st.cache_data
 def load_data():
-    return pd.read_csv('Transactions Data.csv')
+    return pd.read_csv('../Transactions Data.csv')
 
 def app():
     st.title('Exploratory Data Analysis')
@@ -329,8 +329,7 @@ def app():
     # Pairplot to visualize relationships
     st.subheader('Pairplot of Numeric Variables')
     with st.spinner('Loading...'):
-        fig = sns.pairplot(df[['amount', 'oldbalanceOrg', 'newbalanceOrig', 'oldbalanceDest', 'newbalanceDest']])
-        st.pyplot(fig)
+        st.image('pairplot.png')
         st.write('The pair plot provides a detailed view of the relationships between the numeric variables: `amount`, `oldbalanceOrg`, `newbalanceOrig`, `oldbalanceDest`, and `newbalanceDest`.')
         st.markdown('- **Strong Linear Relationships**: There are clear linear relationships between `oldbalanceOrg` and `newbalanceOrig`, as well as between `oldbalanceDest` and `newbalanceDest`. This indicates that the balance before and after transactions are highly correlated.')
         st.markdown('- **Clustered Data Points**: Most data points are clustered near the lower end of the scales, especially for `amount` and `balances`, suggesting a high frequency of small-value transactions.')