Create zone.py

zone.py

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+from flask import Flask, render_template, jsonify
+import folium
+import numpy as np
+import seaborn as sns
+import matplotlib.pyplot as plt
+from io import BytesIO
+import base64
+
+# Zone Pressure Monitor
+class ZonePressureMonitor:
+    def __init__(self):
+        self.pressures = {}
+
+    def update_pressure(self, zone, pressure):
+        self.pressures[zone] = pressure
+
+    def get_pressures(self):
+        return self.pressures
+
+# Heatmap Generator
+class HeatmapGenerator:
+    def __init__(self, pressure_data):
+        self.pressure_data = pressure_data
+
+    def generate_heatmap(self):
+        zones = list(self.pressure_data.keys())
+        pressures = list(self.pressure_data.values())
+        zone_grid = np.array(pressures).reshape(len(zones), 1)
+
+        plt.figure(figsize=(6, 4))
+        sns.heatmap(zone_grid, annot=True, xticklabels=zones, yticklabels=["Pressure"], cmap='YlGnBu')
+        plt.title('Zone Pressure Heatmap')
+        plt.xlabel('Zones')
+        plt.ylabel('Pressure Levels')
+        
+        buf = BytesIO()
+        plt.savefig(buf, format="png")
+        plt.close()
+        return base64.b64encode(buf.getvalue()).decode('utf-8')
+
+# Reward System
+class RewardSystem:
+    def __init__(self):
+        self.units = {}
+
+    def record_efficiency(self, unit_id, efficiency):
+        self.units[unit_id] = efficiency
+
+    def calculate_rewards(self):
+        rewards = {}
+        for unit, efficiency in self.units.items():
+            if efficiency >= 75:
+                rewards[unit] = 100
+            elif efficiency >= 50:
+                rewards[unit] = 50
+            else:
+                rewards[unit] = 0
+        return rewards
+
+# Driver Assignment
+class DriverAssignment:
+    def __init__(self, zone_pressures):
+        self.zone_pressures = zone_pressures
+
+    def optimize_assignments(self, drivers):
+        assignments = {}
+        sorted_zones = sorted(self.zone_pressures.items(), key=lambda item: item[1])
+        for i, driver in enumerate(drivers):
+            if i < len(sorted_zones):
+                assignments[driver] = sorted_zones[i][0]
+            else:
+                assignments[driver] = 'No Zone Available'
+        return assignments
+
+app = Flask(__name__)
+
+# Initialize components
+zone_pressure_monitor = ZonePressureMonitor()
+reward_system = RewardSystem()
+
+@app.route('/pressure')
+def pressure_dashboard():
+    # Update and get zone pressures
+    zone_pressure_monitor.update_pressure('Zone A', 30)
+    zone_pressure_monitor.update_pressure('Zone B', 45)
+    pressures = zone_pressure_monitor.get_pressures()
+
+    # Generate heatmap
+    heatmap_generator = HeatmapGenerator(pressures)
+    heatmap_img = heatmap_generator.generate_heatmap()
+
+    # Calculate rewards
+    reward_system.record_efficiency('Vehicle1', 80)
+    reward_system.record_efficiency('Vehicle2', 45)
+    rewards = reward_system.calculate_rewards()
+
+    # Optimize driver assignments
+    drivers = ['Driver1', 'Driver2', 'Driver3']
+    driver_assignment_system = DriverAssignment(pressures)
+    assignments = driver_assignment_system.optimize_assignments(drivers)
+
+    return render_template('pressure.html', heatmap_img=heatmap_img, rewards=rewards, assignments=assignments)
+
+if __name__ == '__main__':
+    app.run(debug=True)