Update pages/Exploratory Data Analysis.py

pages/Exploratory Data Analysis.py

@@ -459,9 +459,9 @@ st.markdown("""
     }
 </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
+    1. It grows well in dry and poor soil where other crops struggle.<br>
+    2. Requires very little water and nutrients, making it cost-effective.<br>
+    3. Has a stable market demand.<br>
 </div>
 """, unsafe_allow_html=True)
 
@@ -496,24 +496,3 @@ ax.tick_params(axis='y', labelsize=5)  # Decreased y-axis tick size
 cbar = heatmap.collections[0].colorbar
 cbar.ax.tick_params(labelsize=4) 
 st.pyplot(fig)
-
-
-st.markdown("<h2 style='color: #D35400; font-size: 23px;'> 🌾 Crop Recommendations by Season</h2>", unsafe_allow_html=True)
-summer_conditions = (df["Temperature"].between(20, 40)) & (df["Rainfall"].between(50, 200)) & (df["Humidity"].between(40, 70))
-rainy_conditions = (df["Temperature"].between(20, 30)) & (df["Rainfall"] > 200) & (df["Humidity"].between(65, 95))
-winter_conditions = (df["Temperature"].between(10, 20)) & (df["Rainfall"] < 150) & (df["Humidity"].between(30, 70))
-
-# **Get Unique Crops for Each Season**
-summer_crops = df[summer_conditions]["Crop"].unique().tolist()
-rainy_crops = df[rainy_conditions]["Crop"].unique().tolist()
-winter_crops = df[winter_conditions]["Crop"].unique().tolist()
-
-# **Display Crop Recommendations**
-st.markdown("<h2 style='color: #2E86C1; font-size: 23px;'> ☀ Summer Crops</h2>", unsafe_allow_html=True)
-st.markdown(f"<p style='font-size: 20px; color: black;'>{', '.join(summer_crops) if summer_crops else 'No crops suitable for summer.'}</p>", unsafe_allow_html=True)
-
-st.markdown("<h2 style='color: #2E86C1; font-size: 23px;'> 🌧 Rainy Season Crops</h2>", unsafe_allow_html=True)
-st.markdown(f"<p style='font-size: 20px; color: black;'>{', '.join(rainy_crops) if rainy_crops else 'No crops suitable for the rainy season.'}</p>", unsafe_allow_html=True)
-
-st.markdown("<h2 style='color: #2E86C1; font-size: 23px;'> ❄ Winter Crops</h2>", unsafe_allow_html=True)
-st.markdown(f"<p style='font-size: 20px; color: black;'>{', '.join(winter_crops) if winter_crops else 'No crops suitable for winter.'}</p>", unsafe_allow_html=True)