Update pages/EDA.py

pages/EDA.py

@@ -119,25 +119,6 @@ def plot_feature(feature, title):
 
     st.pyplot(fig)
 
-# Display selected plot
-feature_mapping = {
-    "Nitrogen Requirement per Crop": "Nitrogen",
-    "Phosphorus Requirement per Crop": "Phosphorus",
-    "Potassium Requirement per Crop": "Potassium",
-    "Temperature Distribution per Crop": "Temperature",
-    "Humidity Distribution per Crop": "Humidity",
-    "pH Value Distribution per Crop": "pH_Value",
-    "Rainfall Distribution per Crop": "Rainfall",
-}
-viz_option = st.selectbox("Select a feature visualization:", options=list(feature_mapping.keys()))
-
-
-
-
-
-
-
-
 
 
 
@@ -153,11 +134,11 @@ ax.pie(
     startangle=140, explode=explode, colors=sns.color_palette("rainbow", len(crop_counts)),
     textprops={'fontsize': 3}  # Decreased label size
 )
-ax.set_title("Proportion of Crops", fontsize=10)
+ax.set_title("Proportion of Crops", fontsize=8)
 st.pyplot(fig)
 
 # Above-Average Nutrient Requirement Crops
-st.markdown("#### ✔ Crops that require above-average soil nutrients")
+st.markdown("<h2 style='text-align: left; color: #2E86C1;font-size: 23px;'>Crops that require above-average soil nutrients</h2>", unsafe_allow_html=True)
 
 # Calculate average nutrient levels
 avg_nitrogen = df['Nitrogen'].mean()
@@ -167,13 +148,13 @@ avg_potassium = df['Potassium'].mean()
 # Function to plot bar charts
 def plot_nutrient_crops(data, title):
     crop_counts = data.value_counts()
-    fig, ax = plt.subplots(figsize=(3, 1))  # Adjusted plot size for better display
+    fig, ax = plt.subplots(figsize=(4, 2))  # Adjusted plot size for better display
     crop_counts.plot(kind='bar', color='skyblue', ax=ax)
-    ax.set_xlabel('Crops', fontsize=8)
-    ax.set_ylabel('Count', fontsize=8)
+    ax.set_xlabel('Crops', fontsize=5)
+    ax.set_ylabel('Count', fontsize=5)
     ax.set_title(title, fontsize=10)
-    ax.tick_params(axis='x', rotation=45, labelsize=6)  # Adjust x-axis label size
-    ax.tick_params(axis='y', labelsize=6)  # Adjust y-axis label size
+    ax.tick_params(axis='x', labelsize=3)  # Adjust x-axis label size
+    ax.tick_params(axis='y', labelsize=3)  # Adjust y-axis label size
     st.pyplot(fig)
 
 # Plot: Crops in Nutrient-Rich Soil
@@ -205,7 +186,7 @@ st.markdown("""
 """, unsafe_allow_html=True)
 
 # Below-Average Nutrient Requirement Crops
-st.markdown("#### ✔ Crops that require below-average soil nutrients")
+st.markdown("<h2 style='text-align: left; color: #2E86C1;font-size: 23px;'>Crops that require below-average soil nutrients</h2>", unsafe_allow_html=True)
 
 # Plot: Crops in Nutrient-Poor Soil
 less_avg_of_soil_nutrients = df[