Update pages/EDA.py

pages/EDA.py

@@ -354,4 +354,116 @@ st.markdown("""
     2. Chickpea and Lentil Grow Okay : They can manage in dry conditions but need some care, like proper soil and water.<br>
     3. Moth Beans and Pigeon Peas Struggle : These crops don’t grow well in dry weather and need more rain and better soil.<br>
 </div>
+""", unsafe_allow_html=True)
+
+
+
+
+
+
+st.markdown("<h2 style='color: #D35400; font-size: 23px;'>proportion of crops Growing in rich soil Nutrients and climate factors</h2>", unsafe_allow_html=True)
+# Calculate average values for nutrients & climate factors
+avg_nitrogen = df['Nitrogen'].mean()
+avg_phosphorus = df['Phosphorus'].mean()
+avg_potassium = df['Potassium'].mean()
+avg_temperature = df['Temperature'].mean()
+avg_humidity = df['Humidity'].mean()
+avg_pH_value = df['pH_Value'].mean()
+avg_rainfall = df['Rainfall'].mean()
+
+# Filter Crops Growing in Rich Nutrient & Climate Conditions
+Crop_recommendation = df[
+    (df['Nitrogen'] >= avg_nitrogen) & (df['Phosphorus'] >= avg_phosphorus) &  
+    (df['Potassium'] >= avg_potassium) & (df['Temperature'] >= avg_temperature) & 
+    (df['Humidity'] >= avg_humidity) & (df['pH_Value'] >= avg_pH_value) & 
+    (df['Rainfall'] >= avg_rainfall)
+]['Crop']
+
+crop_counts = Crop_recommendation.value_counts()
+explode = [0.1 if i == 0 else 0 for i in range(len(crop_counts))]
+
+# Create Pie Chart for Crops Growing in Rich Nutrient & Climate Conditions
+fig, ax = plt.subplots(figsize=(5, 3))  # Reduced plot size
+ax.pie(
+    crop_counts, labels=crop_counts.index, autopct='%1.1f%%',
+    startangle=140, explode=explode, colors=sns.color_palette("rainbow", len(crop_counts)),
+    textprops={'fontsize': 6}  # Smaller label size
+)
+ax.set_title("Proportion of Crops in Rich Nutrients & Climate", fontsize=9)
+st.pyplot(fig)
+
+# Insights for Nutrient-Rich Crops
+st.markdown("<h2 style='color: #D35400; font-size: 23px;'>Insights:</h2>", unsafe_allow_html=True)
+st.markdown("""
+<style>
+    .insights-box {
+        font-size: 19px;
+        color: #333;
+        background-color: #f9f9f9;
+        padding: 8px;
+        border-radius: 8px;
+        border-left: 4px solid #2E86C1;
+    }
+</style>
+<div class='insights-box'>
+    1. If your land has high soil nutrients (Nitrogen, Phosphorus, Potassium) and favorable climate conditions (good temperature, humidity, pH, and rainfall), these are the best crops to grow
+</div>
+""", unsafe_allow_html=True)
+
+st.markdown("<h2 style='color: #D35400; font-size: 23px;'>proportion of crops Growing in less soil Nutrients and climate factors</h2>", unsafe_allow_html=True)
+# Filter Crops Growing in Poor Nutrient & Climate Conditions
+Crop_recommendation1 = df[
+    (df['Nitrogen'] < avg_nitrogen) & (df['Phosphorus'] < avg_phosphorus) &  
+    (df['Potassium'] < avg_potassium) & (df['Temperature'] < avg_temperature) & 
+    (df['Humidity'] < avg_humidity) & (df['pH_Value'] < avg_pH_value) & 
+    (df['Rainfall'] < avg_rainfall)
+]['Crop']
+
+crop_counts1 = Crop_recommendation1.value_counts()
+explode = [0.1 if i == 0 else 0 for i in range(len(crop_counts1))]
+
+# Create Pie Chart for Crops Growing in Poor Nutrient & Climate Conditions
+fig, ax = plt.subplots(figsize=(5, 3))  # Reduced plot size
+ax.pie(
+    crop_counts1, labels=crop_counts1.index, autopct='%1.1f%%',
+    startangle=140, explode=explode, colors=sns.color_palette("rainbow", len(crop_counts1)),
+    textprops={'fontsize': 6}  # Smaller label size
+)
+ax.set_title("Proportion of Crops in Poor Nutrients & Climate", fontsize=9)
+st.pyplot(fig)
+
+# Insights for Nutrient-Poor Crops
+st.markdown("<h2 style='color: #D35400; font-size: 23px;'>Insights:</h2>", unsafe_allow_html=True)
+st.markdown("""
+<style>
+    .insights-box {
+        font-size: 19px;
+        color: #333;
+        background-color: #f9f9f9;
+        padding: 8px;
+        border-radius: 8px;
+        border-left: 4px solid #2E86C1;
+    }
+</style>
+<div class='insights-box'>
+    1. If your land has low soil nutrients (Nitrogen, Phosphorus, Potassium) and unfavorable climate conditions (low temperature, humidity, pH, and rainfall), Moth Beans is the best option.
+</div>
+""", unsafe_allow_html=True)
+st.markdown("<h2 style='color: #D35400; font-size: 23px;'>Why MothBeans ?</h2>", unsafe_allow_html=True)
+st.markdown("""
+<style>
+    .insights-box {
+        font-size: 19px;
+        color: #333;
+        background-color: #f9f9f9;
+        padding: 8px;
+        border-radius: 8px;
+        border-left: 4px solid #2E86C1;
+    }
+</style>
+<div class='insights-box'>
+    1. It grows well in dry and poor soil where other crops struggle.
+    2. Requires very little water and nutrients, making it cost-effective.
+    3. Has a stable market demand
+</div>
 """, unsafe_allow_html=True)