From ddd164c6bc9c99c85a1f8c551eedeb0112aee40e Mon Sep 17 00:00:00 2001
From: kavwad <123405488+kavwad@users.noreply.github.com>
Date: Mon, 16 Dec 2024 09:38:14 -0800
Subject: [PATCH] initial commit

---
 .gitignore     |    2 +
 README.md      |  157 +++
 app.py         |  621 +++++++++++
 plans.json     | 2885 ++++++++++++++++++++++++++++++++++++++++++++++++
 poetry.lock    | 2875 +++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml |   20 +
 6 files changed, 6560 insertions(+)
 create mode 100644 .gitignore
 create mode 100644 README.md
 create mode 100644 app.py
 create mode 100644 plans.json
 create mode 100644 poetry.lock
 create mode 100644 pyproject.toml

diff --git a/.gitignore b/.gitignore
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+.env
+sbcs/
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diff --git a/README.md b/README.md
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+# Health Insurance Plan Comparison Calculator
+
+A tool to compare health insurance plans and estimate annual costs based on expected medical usage. Try it at **url TK** or run it locally with your own plan data.
+
+The hosted app compares a set of low- and medium-cost plans available in the California ACA marketplace for plan year 2025. To use your own plans, see the instructions below.
+
+## Features
+
+- Compare multiple insurance plans side-by-side
+- Calculate estimated annual costs based on expected medical usage
+- Visualize how costs scale with medical expenses
+- Model emergency scenarios
+- Add and manage your own insurance plans
+
+## Running Locally
+
+1. Clone this repository
+2. Use Poetry to install dependencies: `poetry install`
+3. Modify the `plans.json` file as needed to add or remove plans
+4. Run the app: `poetry run streamlit run app.py`
+
+## Using the Calculator
+
+1. **Add Plans**: Use the "Manage Plans" tab to add plans manually, or modify `plans.json` with your plan details.
+
+2. **Enter Usage**: In the sidebar, enter your expected medical service usage:
+   - Number of primary care visits
+   - Number of specialist visits
+   - Number of urgent care visits
+   - Number of ER visits
+   - Number of lab tests
+   - Number of generic prescriptions
+   - Number of specialty prescriptions
+
+3. **Model Emergencies**: Toggle "Add Emergency Scenario" to model costs for a serious medical event, including:
+   - Ambulance transport
+   - Emergency room visit
+   - Hospital stay (adjustable length)
+   - Follow-up care
+
+4. **Compare Plans**: View side-by-side comparisons of:
+   - Monthly and annual premiums
+   - Estimated out-of-pocket costs
+   - Total annual costs
+   - Cost breakdown by service
+   - Cost scaling visualization
+
+## Plans.json Schema
+
+You can add or modify the `plans.json` file in the same directory as `app.py` using this structure:
+
+```json
+{
+  "plans": [
+    {
+      "plan_name": "String",
+      "plan_type": "String (HMO|PPO|EPO)",
+      "insurer": "String",
+      "premium": "Number (monthly premium)",
+      "deductibles": {
+        "overall": "Number",
+        "family": "Number (optional)"
+      },
+      "out_of_pocket_limit": {
+        "individual": "Number",
+        "family": "Number (optional)"
+      },
+      "referral_needed": "Boolean",
+      "services_covered_before_deductible": [
+        "String (service names)"
+      ],
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": "Number (optional)",
+            "coinsurance": "Number (optional, percentage as decimal)"
+          },
+          "out_of_network": {
+            "coverage": "String|Number",
+            "covered_as_in_network": "Boolean (optional)"
+          }
+        },
+        "specialist": { "Same structure as primary_care" },
+        "urgent_care": { "Same structure as primary_care" },
+        "emergency_room": {
+          "care": { "Same structure as primary_care" },
+          "transportation": { "Same structure as primary_care" }
+        },
+        "diagnostic_test": {
+          "lab": { "Same structure as primary_care" }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": "Number",
+              "home_delivery_copay": "Number"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": "Number (percentage as decimal)",
+              "retail_max": "Number"
+            }
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": { "Same structure as primary_care" }
+        }
+      }
+    }
+  ]
+}
+```
+
+## Calculator Assumptions
+
+The calculator makes several assumptions to model health insurance costs:
+
+### Base Service Costs
+Uses standardized costs for services before insurance:
+- Primary Care Visit: $150
+- Specialist Visit: $250
+- Urgent Care Visit: $200
+- Emergency Room Visit: $1,000
+- Lab Work: $300
+- Generic Drugs: $30/prescription
+- Specialty Drugs: $600/prescription
+- Ambulance: $1,200
+- Hospital Stay: $2,500/day
+
+### Cost Scaling Model
+For the cost curve analysis, medical expenses are distributed across services based on total cost:
+- Low costs (<$1,000): 60% primary care, 40% generic drugs
+- Medium costs ($1,000-$5,000): 30% primary care, 30% specialist, 20% urgent care, 10% lab work, 10% generic drugs
+- High costs (>$5,000): 40% hospital stay, 20% emergency room, 15% specialist, 15% lab work, 10% specialty drugs
+
+### Other Assumptions
+- All services are provided in-network unless specified
+- Prescription drug quantities are per fill/month
+- Emergency services are always covered as in-network
+- Preventive care is covered 100% (as required by ACA)
+- Family plan costs are not currently modeled (uses individual limits)
+- Out-of-pocket maximum includes deductible
+- Copays and coinsurance count toward deductible and out-of-pocket maximum
+
+## Limitations
+
+- Does not model tiered networks
+- Does not account for regional cost variations
+- Does not handle separate drug deductibles
+- Does not model HSA/FSA contributions
+- Does not account for balance billing
+- Does not model coverage limits or prior authorizations
+
+## License
+
+MIT License - feel free to use and modify for your own purposes.
\ No newline at end of file
diff --git a/app.py b/app.py
new file mode 100644
index 0000000..dedcd1d
--- /dev/null
+++ b/app.py
@@ -0,0 +1,621 @@
+import streamlit as st
+import pandas as pd
+import plotly.express as px
+from dataclasses import dataclass
+from typing import Dict, List
+import json
+import os
+
+def get_insurer_colors(insurers):
+    """Create a consistent color mapping for insurers using Plotly's qualitative colors"""
+    colors = px.colors.qualitative.Set2
+    return {insurer: colors[i % len(colors)] for i, insurer in enumerate(sorted(insurers))}
+
+@dataclass
+class InsurancePlan:
+    name: str
+    type: str
+    insurer: str
+    premium: float
+    deductibles: Dict
+    out_of_pocket_limit: Dict
+    referral_needed: bool
+    cost_sharing: Dict
+    services_covered_before_deductible: List[str]
+
+    def to_dict(self):
+        return {
+            "name": self.name,
+            "type": self.type,
+            "insurer": self.insurer,
+            "premium": self.premium,
+            "deductibles": self.deductibles,
+            "out_of_pocket_limit": self.out_of_pocket_limit,
+            "referral_needed": self.referral_needed,
+            "cost_sharing": self.cost_sharing,
+            "services_covered_before_deductible": self.services_covered_before_deductible
+        }
+
+# Initialize session state for plans if it doesn't exist
+if 'plans' not in st.session_state:
+    st.session_state.plans = {}
+    # Load plans from JSON if file exists
+    if os.path.exists('plans.json'):
+        with open('plans.json', 'r') as f:
+            plans_data = json.load(f)
+            for plan_data in plans_data['plans']:
+                plan = InsurancePlan(
+                    name=plan_data['plan_name'],
+                    type=plan_data['plan_type'],
+                    insurer=plan_data['insurer'],
+                    premium=plan_data['premium'],
+                    deductibles=plan_data['deductibles'],
+                    out_of_pocket_limit=plan_data['out_of_pocket_limit'],
+                    referral_needed=plan_data['referral_needed'],
+                    cost_sharing=plan_data['cost_sharing'],
+                    services_covered_before_deductible=plan_data.get('services_covered_before_deductible', [])
+                )
+                st.session_state.plans[plan.name] = plan
+
+# Define service mapping for cost sharing lookups
+service_mapping = {
+    "primary_care": "primary_care",
+    "specialist": "specialist",
+    "urgent_care": "urgent_care",
+    "emergency_room": "emergency_room.care",
+    "lab_work": "diagnostic_test.lab",
+    "generic_drugs": "prescription_drugs.tier_1",
+    "specialty_drugs": "prescription_drugs.tier_4",
+    "ambulance": "emergency_room.transportation",
+    "hospital_stay": "hospital_stay.facility_fee"
+}
+
+def calculate_service_costs(plan: InsurancePlan, usage: Dict[str, int]) -> Dict[str, float]:
+    """Calculate costs for all services while properly tracking deductible and out-of-pocket maximum"""
+    
+    # Initialize tracking variables
+    accumulated_deductible = 0
+    accumulated_total = 0
+    service_costs = {}
+    out_of_pocket_max = plan.out_of_pocket_limit["individual"]
+    deductible = plan.deductibles["overall"]
+    services_covered = plan.services_covered_before_deductible
+    
+    # Define base costs
+    base_service_costs = {
+        "primary_care": 150,
+        "specialist": 250,
+        "urgent_care": 200,
+        "emergency_room": 1000,
+        "lab_work": 300,
+        "generic_drugs": 30,
+        "specialty_drugs": 600,
+        "ambulance": 1200,     
+        "hospital_stay": 2500  
+    }
+    
+    # First pass: Calculate raw costs and track deductible
+    for service, visits in usage.items():
+        if visits == 0:
+            service_costs[service] = 0
+            continue
+            
+        base_cost = base_service_costs[service] * visits
+        
+        # Get cost sharing info
+        mapped_service = service_mapping[service]
+        service_path = mapped_service.split('.')
+        cost_info = plan.cost_sharing
+        for path_part in service_path:
+            cost_info = cost_info[path_part]
+        in_network = cost_info["in_network"]
+        
+        # Calculate service cost based on type of cost sharing
+        if "copay" in in_network:
+            # If service has a copay, use it directly
+            service_costs[service] = visits * in_network["copay"]
+        elif service in ["generic_drugs", "specialty_drugs"]:
+            # Handle prescription drugs separately
+            if service == "generic_drugs":
+                service_costs[service] = visits * in_network["retail_copay"]
+            else:
+                coinsurance = in_network["retail_coinsurance"] / 100
+                retail_max = in_network["retail_max"]
+                service_costs[service] = min(base_cost * coinsurance, visits * retail_max)
+        else:
+            # Handle coinsurance
+            if service in services_covered:
+                service_costs[service] = base_cost * (in_network["coinsurance"] / 100)
+            else:
+                # Service is subject to deductible
+                remaining_deductible = max(0, deductible - accumulated_deductible)
+                if remaining_deductible > 0:
+                    # Part or all of the cost goes to deductible
+                    deductible_portion = min(base_cost, remaining_deductible)
+                    accumulated_deductible += deductible_portion
+                    
+                    if base_cost > deductible_portion:
+                        # Calculate cost sharing for amount above deductible
+                        remaining_cost = base_cost - deductible_portion
+                        if "copay" in in_network:
+                            service_costs[service] = deductible_portion + (visits * in_network["copay"])
+                        else:
+                            service_costs[service] = deductible_portion + (remaining_cost * (in_network["coinsurance"] / 100))
+                    else:
+                        service_costs[service] = deductible_portion
+                else:
+                    # Deductible already met
+                    if "copay" in in_network:
+                        service_costs[service] = visits * in_network["copay"]
+                    else:
+                        service_costs[service] = base_cost * (in_network["coinsurance"] / 100)
+        
+        accumulated_total += service_costs[service]
+    
+    # Second pass: Adjust for out-of-pocket maximum if needed
+    if accumulated_total > out_of_pocket_max:
+        # Scale all costs down proportionally to exactly hit the out-of-pocket max
+        adjustment_ratio = out_of_pocket_max / accumulated_total
+        for service in service_costs:
+            service_costs[service] *= adjustment_ratio
+            
+        # Verify total medical costs exactly equal the out-of-pocket max
+        total_medical = sum(service_costs.values())
+        assert abs(total_medical - out_of_pocket_max) < 0.01, "Medical costs exceed out-of-pocket maximum"
+    
+    return service_costs
+
+def calculate_annual_cost(plan: InsurancePlan, usage: Dict[str, int]) -> Dict[str, float]:
+    """Calculate total annual cost including premium"""
+    # Premium calculation
+    annual_premium = plan.premium * 12
+    
+    # Get costs for all services (this will be capped at out-of-pocket max)
+    service_costs = calculate_service_costs(plan, usage)
+    total_medical_costs = sum(service_costs.values())
+    
+    # Verify total cost never exceeds premium + out-of-pocket max
+    total_cost = annual_premium + total_medical_costs
+    max_possible_cost = annual_premium + plan.out_of_pocket_limit["individual"]
+    assert total_cost <= max_possible_cost + 0.01, f"Total cost {total_cost} exceeds maximum possible {max_possible_cost}"
+    
+    return {
+        "annual_premium": annual_premium,
+        "medical_costs": total_medical_costs,
+        "total_cost": total_cost,
+        "service_costs": service_costs
+    }
+
+def generate_cost_curve_data(plan: InsurancePlan, max_medical_cost: float = 50000, points: int = 100) -> tuple:
+    """Generate data points for cost curve visualization"""
+    medical_costs = [i * (max_medical_cost / points) for i in range(points + 1)]
+    total_costs = []
+    
+    for raw_cost in medical_costs:
+        # Create a realistic distribution of services that adds up to the target cost
+        usage = {
+            "primary_care": 0,
+            "specialist": 0,
+            "urgent_care": 0,
+            "emergency_room": 0,
+            "lab_work": 0,
+            "generic_drugs": 0,
+            "specialty_drugs": 0,
+            "ambulance": 0,
+            "hospital_stay": 0
+        }
+        
+        if raw_cost > 0:
+            # For low costs (<$1000), mostly primary care and generic drugs
+            if raw_cost <= 1000:
+                usage["primary_care"] = (raw_cost * 0.6) / 150  # 60% primary care
+                usage["generic_drugs"] = (raw_cost * 0.4) / 30  # 40% generic drugs
+            
+            # For medium costs ($1000-$5000), add specialists and some urgent care
+            elif raw_cost <= 5000:
+                usage["primary_care"] = (raw_cost * 0.3) / 150
+                usage["specialist"] = (raw_cost * 0.3) / 250
+                usage["urgent_care"] = (raw_cost * 0.2) / 200
+                usage["generic_drugs"] = (raw_cost * 0.1) / 30
+                usage["lab_work"] = (raw_cost * 0.1) / 300
+            
+            # For high costs ($5000+), include more expensive services
+            else:
+                usage["hospital_stay"] = (raw_cost * 0.4) / 2500
+                usage["emergency_room"] = (raw_cost * 0.2) / 1000
+                usage["specialist"] = (raw_cost * 0.15) / 250
+                usage["lab_work"] = (raw_cost * 0.15) / 300
+                usage["specialty_drugs"] = (raw_cost * 0.1) / 600
+        
+        # Round all values to nearest whole number since visits can't be fractional
+        usage = {k: round(max(0, v)) for k, v in usage.items()}
+        
+        annual_costs = calculate_annual_cost(plan, usage)
+        total_costs.append(annual_costs["total_cost"])
+
+    return medical_costs, total_costs
+
+def main():
+    st.set_page_config(layout="wide")
+    
+    st.title("Health Insurance Plan Comparison")
+    
+    # Sidebar: Scenario Builder
+    st.sidebar.header("Usage Scenario")
+    usage = {
+        "primary_care": st.sidebar.number_input("Primary Care Visits", 0, 50, 0),
+        "specialist": st.sidebar.number_input("Specialist Visits", 0, 50, 0),  # Added specialist visits
+        "urgent_care": st.sidebar.number_input("Urgent Care Visits", 0, 20, 0),
+        "emergency_room": st.sidebar.number_input("ER Visits", 0, 10, 0),
+        "lab_work": st.sidebar.number_input("Lab Tests", 0, 50, 0),
+        "generic_drugs": st.sidebar.number_input("Generic Drug Prescriptions", 0, 50, 0),
+        "specialty_drugs": st.sidebar.number_input("Specialty Drug Prescriptions", 0, 20, 0)
+    }
+    
+    st.sidebar.divider()
+    
+    emergency_scenario = st.sidebar.checkbox("Add Emergency Scenario", 
+        help="Simulates a serious medical event including ambulance, ER visit, hospital stay, and follow-up care")
+    
+    if emergency_scenario:
+        st.sidebar.write("##### Emergency Scenario Details")
+        hospital_days = st.sidebar.slider("Hospital Stay (days)", 1, 10, 3)
+        
+        # Automatically add emergency services to the usage dict
+        usage["emergency_room"] += 1  # One ER visit
+        usage["ambulance"] = 1  # One ambulance ride
+        usage["hospital_stay"] = hospital_days  # Hospital stay
+        usage["specialist"] += 2  # Follow-up specialist visits
+        usage["lab_work"] += 3  # Additional tests
+        usage["generic_drugs"] += 2  # Typical prescriptions
+        
+        # Show the scenario details
+        st.sidebar.write(
+            f"""
+            This scenario includes:
+            - Ambulance transport
+            - Emergency room visit
+            - {hospital_days} day hospital stay
+            - 2 follow-up specialist visits
+            - 3 lab tests
+            - 2 prescription medications
+            """
+        )
+    
+    # Main area tabs
+    tab1, tab2 = st.tabs(["Compare Plans", "Manage Plans"])
+    
+    # Tab 1: Compare Plans
+    with tab1:
+        if not st.session_state.plans:
+            st.info("Please add some insurance plans in the 'Manage Plans' tab or in a `plans.json` file to get started.")
+        else:
+            # Group plans by insurer
+            insurers = {}
+            for plan_name, plan in st.session_state.plans.items():
+                if plan.insurer not in insurers:
+                    insurers[plan.insurer] = []
+                insurers[plan.insurer].append(plan)
+            
+            # Sort plans within each insurer by premium
+            for insurer in insurers:
+                insurers[insurer].sort(key=lambda x: x.premium)
+            
+            # Create results list maintaining the sorting
+            results = []
+            for insurer in sorted(insurers.keys()):
+                for plan in insurers[insurer]:
+                    # Calculate costs including service breakdown
+                    costs = calculate_annual_cost(plan, usage)
+                    
+                    results.append({
+                        "Insurer": plan.insurer,
+                        "Plan": plan.name,
+                        "Monthly Premium": plan.premium,
+                        "Annual Premium": costs["annual_premium"],
+                        "Primary Care": costs["service_costs"].get("primary_care", 0),
+                        "Specialist": costs["service_costs"].get("specialist", 0),
+                        "Urgent Care": costs["service_costs"].get("urgent_care", 0),
+                        "Emergency Room": costs["service_costs"].get("emergency_room", 0),
+                        "Ambulance": costs["service_costs"].get("ambulance", 0),
+                        "Hospital Stay": costs["service_costs"].get("hospital_stay", 0),
+                        "Lab Work": costs["service_costs"].get("lab_work", 0),
+                        "Generic Drugs": costs["service_costs"].get("generic_drugs", 0),
+                        "Specialty Drugs": costs["service_costs"].get("specialty_drugs", 0),
+                        "Medical Costs": costs["medical_costs"],
+                        "Total Cost": costs["total_cost"]
+                    })
+            
+            results_df = pd.DataFrame(results)
+            
+            # Format currency columns
+            currency_columns = [
+                "Monthly Premium", "Annual Premium", "Primary Care", "Specialist",
+                "Urgent Care", "Emergency Room", "Ambulance", "Hospital Stay",
+                "Lab Work", "Generic Drugs", "Specialty Drugs", "Medical Costs", "Total Cost"
+            ]
+            for col in currency_columns:
+                results_df[col] = results_df[col].apply(lambda x: f"${x:,.2f}")
+            
+            # Display results table with better formatting
+            st.subheader("Cost Comparison")
+            st.dataframe(
+                results_df,
+                column_config={
+                    "Insurer": st.column_config.TextColumn("Insurer"),
+                    "Plan": st.column_config.TextColumn("Plan"),
+                    "Monthly Premium": st.column_config.TextColumn("Monthly Premium"),
+                    "Annual Premium": st.column_config.TextColumn("Annual Premium"),
+                    "Primary Care": st.column_config.TextColumn("Primary Care"),
+                    "Specialist": st.column_config.TextColumn("Specialist"),
+                    "Urgent Care": st.column_config.TextColumn("Urgent Care"),
+                    "Emergency Room": st.column_config.TextColumn("Emergency Room"),
+                    "Ambulance": st.column_config.TextColumn("Ambulance"),
+                    "Hospital Stay": st.column_config.TextColumn("Hospital Stay"),
+                    "Lab Work": st.column_config.TextColumn("Lab Work"),
+                    "Generic Drugs": st.column_config.TextColumn("Generic Drugs"),
+                    "Specialty Drugs": st.column_config.TextColumn("Specialty Drugs"),
+                    "Medical Costs": st.column_config.TextColumn("Medical Costs"),
+                    "Total Cost": st.column_config.TextColumn("Total Cost")
+                },
+                hide_index=True
+            )
+            
+            # Convert currency strings back to float for plotting
+            plot_df = results_df.copy()
+            for col in currency_columns:
+                plot_df[col] = plot_df[col].str.replace('$', '').str.replace(',', '').astype(float)
+            
+            # Get consistent colors for insurers
+            insurer_colors = get_insurer_colors(insurers.keys())
+            
+            # Display bar chart with color by insurer
+            fig = px.bar(plot_df, 
+                        x="Plan", 
+                        y="Total Cost",
+                        color="Insurer",
+                        title="Annual Cost Comparison",
+                        color_discrete_map=insurer_colors)
+            fig.update_layout(yaxis_title="Total Cost ($)")
+            st.plotly_chart(fig)
+            
+            # Add cost curve visualization
+            st.subheader("Cost Sharing Analysis")
+            st.write(
+                """
+                This chart shows how out-of-pocket costs scale with total medical costs for each plan.
+                - For low costs (<\\$1000), the model assumes 60% primary care and 40% generic drugs.
+                - For medium costs (\\$1000-\\$5000), the model assumes 30% primary care, 30% specialist, 20% urgent care, 10% lab work, 10% generic drugs.
+                - For high costs (\\$5000+), the model assumes 40% hospital stay, 20% emergency room, 15% specialist, 15% lab work, 10% specialty drugs.
+                
+                Use the chart's scaling features to zoom in on your area of interest.
+                """
+            )
+            
+            # Generate cost curve data for each plan
+            cost_curve_data = []
+            for plan_name, plan in st.session_state.plans.items():
+                medical_costs, out_of_pocket_costs = generate_cost_curve_data(plan)
+                cost_curve_data.extend([{
+                    'Medical Costs': med,
+                    'Out of Pocket': oop,
+                    'Plan': plan_name,
+                    'Insurer': plan.insurer
+                } for med, oop in zip(medical_costs, out_of_pocket_costs)])
+            
+            cost_curve_df = pd.DataFrame(cost_curve_data)
+            
+            # Create line plot with same colors
+            fig_curve = px.line(cost_curve_df,
+                              x='Medical Costs',
+                              y='Out of Pocket',
+                              color='Insurer',
+                              line_dash='Plan',
+                              title='Total Costs vs Medical Costs',
+                              color_discrete_map=insurer_colors)
+            
+            # Update hover template
+            fig_curve.update_traces(
+                hovertemplate="%{customdata[0]} %{customdata[1]}<br>Out of pocket: $%{y:,.2f}<extra></extra>",
+                customdata=cost_curve_df[['Insurer', 'Plan']].values
+            )
+            
+            fig_curve.update_layout(
+                xaxis_title="Total Medical Costs (Before Insurance) ($)",
+                yaxis_title="Total Annual Cost (Premium + Out of Pocket) ($)",
+                hovermode='x unified',
+                height=600
+            )
+            
+            # Format axis labels to show currency
+            fig_curve.update_layout(
+                xaxis=dict(tickformat="$,.0f"),
+                yaxis=dict(tickformat="$,.0f")
+            )
+            
+            st.plotly_chart(fig_curve)
+    
+    # Tab 2: Manage Plans
+    with tab2:
+        with st.popover("Add New Plan", icon="➕", use_container_width=True):
+            st.subheader("Add New Plan")
+            with st.form("new_plan"):
+                name = st.text_input("Plan Name")
+                premium = st.number_input("Monthly Premium", min_value=0.0, value=0.0)
+                deductible = st.number_input("Annual Deductible", min_value=0.0, value=0.0)
+                out_of_pocket_max = st.number_input("Out of Pocket Maximum", min_value=0.0, value=0.0)
+                plan_type = st.selectbox("Plan Type", ["HMO", "PPO", "EPO"])
+                insurer = st.text_input("Insurance Company")
+                referral_needed = st.checkbox("Referral Required for Specialists")
+                
+                st.write("Copays")
+                copay_primary = st.number_input("Primary Care Copay", min_value=0.0, value=0.0)
+                copay_urgent = st.number_input("Urgent Care Copay", min_value=0.0, value=0.0)
+                copay_er = st.number_input("Emergency Room Copay", min_value=0.0, value=0.0)
+                
+                st.write("Coinsurance (as decimal, e.g., 0.2 for 20%)")
+                coinsurance_lab = st.number_input("Lab Work Coinsurance", min_value=0.0, max_value=1.0, value=0.0)
+                coinsurance_generic = st.number_input("Generic Drugs Coinsurance", min_value=0.0, max_value=1.0, value=0.0)
+                coinsurance_specialty = st.number_input("Specialty Drugs Coinsurance", min_value=0.0, max_value=1.0, value=0.0)
+                
+                # Add multi-select for pre-deductible services
+                services_covered = st.multiselect(
+                    "Services Covered Before Deductible",
+                    ["Primary Care", "Specialist Visit", "Preventive Care", 
+                    "Diagnostic Tests", "Prescription Drugs", "Maternity Care"],
+                    default=["Preventive Care"]
+                )
+                
+                st.subheader("Cost Sharing Structure")
+
+                with st.expander("Specialist Care"):
+                    specialist_copay = st.number_input("Specialist Visit Copay", min_value=0.0)
+                
+                with st.expander("Emergency Services"):
+                    er_copay = st.number_input("Emergency Room Copay", min_value=0.0)
+                    ambulance_copay = st.number_input("Ambulance Copay", min_value=0.0)
+
+                with st.expander("Hospital Services"):
+                    hospital_coinsurance = st.number_input("Hospital Stay Coinsurance (%)", min_value=0.0, max_value=100.0)
+
+                with st.expander("Diagnostic Services"):
+                    lab_copay = st.number_input("Lab Work Copay", min_value=0.0)
+                
+                with st.expander("Prescription Drugs"):
+                    col1, col2 = st.columns(2)
+                    with col1:
+                        generic_copay = st.number_input("Generic Drug Copay", min_value=0.0)
+                    with col2:
+                        specialty_coinsurance = st.number_input("Specialty Drug Coinsurance (%)", min_value=0.0, max_value=100.0)
+                        specialty_max = st.number_input("Specialty Drug Maximum", min_value=0.0)
+                
+                with st.expander("Family Coverage"):
+                    family_deductible = st.number_input("Family Deductible", min_value=0.0)
+                    family_out_of_pocket = st.number_input("Family Out-of-Pocket Maximum", min_value=0.0)
+                
+                with st.expander("Out-of-Network Coverage"):
+                    has_out_of_network = st.checkbox("Plan includes out-of-network coverage")
+                    if has_out_of_network:
+                        oon_coinsurance = st.number_input("Out-of-Network Coinsurance (%)", min_value=0.0, max_value=100.0)
+                        oon_deductible = st.number_input("Out-of-Network Deductible", min_value=0.0)
+                
+                if st.form_submit_button("Add Plan"):
+                    # Create proper nested structure for cost sharing
+                    cost_sharing = {
+                        "primary_care": {
+                            "in_network": {"copay": copay_primary},
+                            "out_of_network": {"coverage": "Not covered"}
+                        },
+                        "specialist": {
+                            "in_network": {"copay": specialist_copay},
+                            "out_of_network": {"coverage": "Not covered"}
+                        },
+                        "urgent_care": {
+                            "in_network": {"copay": copay_urgent},
+                            "out_of_network": {"covered_as_in_network": True}
+                        },
+                        "emergency_room": {
+                            "care": {
+                                "in_network": {"copay": er_copay},
+                                "out_of_network": {"covered_as_in_network": True}
+                            },
+                            "transportation": {
+                                "in_network": {"copay": ambulance_copay},
+                                "out_of_network": {"covered_as_in_network": True}
+                            }
+                        },
+                        "diagnostic_test": {
+                            "lab": {
+                                "in_network": {"copay": lab_copay},
+                                "out_of_network": {"coverage": "Not covered"}
+                            }
+                        },
+                        "prescription_drugs": {
+                            "tier_1": {
+                                "in_network": {
+                                    "retail_copay": generic_copay,
+                                    "home_delivery_copay": generic_copay * 2
+                                }
+                            },
+                            "tier_4": {
+                                "in_network": {
+                                    "retail_coinsurance": specialty_coinsurance,
+                                    "retail_max": specialty_max
+                                }
+                            }
+                        },
+                        "hospital_stay": {
+                            "facility_fee": {
+                                "in_network": {"coinsurance": hospital_coinsurance},
+                                "out_of_network": {"coverage": "Not covered"}
+                            }
+                        }
+                    }
+
+                    new_plan = InsurancePlan(
+                        name=name,
+                        type=plan_type,
+                        insurer=insurer,
+                        premium=premium,
+                        deductibles={
+                            "overall": deductible,
+                            "family": family_deductible
+                        },
+                        out_of_pocket_limit={
+                            "individual": out_of_pocket_max,
+                            "family": family_out_of_pocket
+                        },
+                        referral_needed=referral_needed,
+                        cost_sharing=cost_sharing,
+                        services_covered_before_deductible=services_covered
+                    )
+                    st.session_state.plans[name] = new_plan
+                    st.success(f"Added plan: {name}")
+        
+        # Display existing plans
+        st.subheader("Existing Plans")
+        
+        with st.container(border=True):
+            # Group plans by insurer
+            insurers = {}
+            for plan_name, plan in st.session_state.plans.items():
+                if plan.insurer not in insurers:
+                    insurers[plan.insurer] = []
+                insurers[plan.insurer].append(plan)
+            
+            # Create list of plans to delete
+            plans_to_delete = []
+            
+            # Display plans grouped by insurer
+            for insurer in sorted(insurers.keys()):
+                st.write(f"#### {insurer}")
+                
+                # Sort plans by premium
+                insurers[insurer].sort(key=lambda x: x.premium)
+                
+                # Get list of plan names for this insurer (now in premium order)
+                insurer_plans = [plan.name for plan in insurers[insurer]]
+                
+                # Create multi-select for deletion
+                selected = st.multiselect(
+                    "Select plans to delete",
+                    options=insurer_plans,
+                    key=f"delete_{insurer}"  # Unique key for each insurer's multiselect
+                )
+                
+                # Add selected plans to deletion list
+                plans_to_delete.extend(selected)
+                
+                # Display plan details in a clean format (already sorted by premium)
+                for plan in insurers[insurer]:
+                    st.write(f"- {plan.name} ({plan.type}): ${plan.premium:.2f}/month")
+            
+        # Add delete button if plans are selected
+        if plans_to_delete:
+            if st.button(f"Delete {len(plans_to_delete)} selected plan(s)", type="primary"):
+                for plan_name in plans_to_delete:
+                    del st.session_state.plans[plan_name]
+                st.rerun()
+
+if __name__ == "__main__":
+    main() 
\ No newline at end of file
diff --git a/plans.json b/plans.json
new file mode 100644
index 0000000..bc8ea11
--- /dev/null
+++ b/plans.json
@@ -0,0 +1,2885 @@
+{
+  "plans": [
+    {
+      "plan_name": "Silver 73 EPO",
+      "insurer": "Anthem",
+      "premium": 639.15,
+      "plan_type": "EPO",
+      "deductibles": {
+        "overall": 0,
+        "services_covered_before_deductible": [
+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Dental",
+          "Vision"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 6100,
+        "family": 12200
+      },
+      "referral_needed": false,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 85
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 95
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "copay": 325
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 15,
+              "home_delivery_copay": 45
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 55,
+              "home_delivery_copay": 165
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_3": {
+            "in_network": {
+              "retail_copay": 85,
+              "home_delivery_copay": 255
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250,
+              "home_delivery_coinsurance": 20,
+              "home_delivery_max": 750
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "copay": 350
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "copay": 250
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 35
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0,
+              "postnatal_copay": 35
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
+            "professional_services": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "copay": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Covered CA Gold 80 HMO",
+      "insurer": "Kaiser",
+      "premium": 717.83,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 0,
+        "services_covered_before_deductible": [
+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Diagnostic Test",
+          "Prescription Drugs",
+          "Maternity Care"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8700,
+        "family": 17400
+      },
+      "referral_needed": true,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 65
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 75
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "copay": 75
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 15,
+              "home_delivery_copay": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 60,
+              "home_delivery_copay": 120
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "copay": 190
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "copay": 330
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "copay": 250
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "copay": 350,
+              "max_days": 5
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 35
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "copay": 350,
+              "max_days": 5
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "copay": 350,
+                "max_days": 5
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "copay": 150,
+            "max_days": 5
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "copay": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Covered CA Silver 70 HMO",
+      "insurer": "Kaiser",
+      "premium": 613.20,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 5400,
+        "services_covered_before_deductible": [
+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Diagnostic Test",
+          "Prescription Drugs"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8700,
+        "family": 17400
+      },
+      "referral_needed": true,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 90
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 95
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "copay": 325
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 18,
+              "home_delivery_copay": 36
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 60,
+              "home_delivery_copay": 120
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "copay": 400
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "copay": 250
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
+            "professional_services": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "copay": 45
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Covered CA Bronze 60 HMO",
+      "insurer": "Kaiser",
+      "premium": 510.23,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 5800,
+        "services_covered_before_deductible": [
+          "Preventive Care"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8850,
+        "family": 17700
+      },
+      "referral_needed": true,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 95
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 19,
+              "home_delivery_copay": 38
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_coinsurance": 40,
+              "retail_max": 500
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 40,
+              "retail_max": 500
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "coinsurance": 40
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
+            "professional_services": {
+              "in_network": {
+                "coinsurance": 40
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Covered CA Gold 80 HMO Coinsurance",
+      "insurer": "Kaiser",
+      "premium": 654.43,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 0,
+        "services_covered_before_deductible": [
+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Prescription Drugs",
+          "Maternity Care"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8700,
+        "family": 17400
+      },
+      "referral_needed": true,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 65
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 75
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "coinsurance": 25
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 15,
+              "home_delivery_copay": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 60,
+              "home_delivery_copay": 120
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "copay": 330
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "copay": 250
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 35
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
+            "professional_services": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 35
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Covered CA Silver 70 HMO Off Exchange",
+      "insurer": "Kaiser",
+      "premium": 585.83,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 5400,
+        "services_covered_before_deductible": [
+          "Preventive Care",
+          "Primary Care",
+          "Specialist Visit",
+          "Diagnostic Tests",
+          "Prescription Drugs"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8700,
+        "family": 17400
+      },
+      "referral_needed": true,
+      "cost_sharing": {
+        "primary_care": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 90
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 95
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "copay": 325
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 18,
+              "home_delivery_copay": 36
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 60,
+              "home_delivery_copay": 120
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
+          "care": {
+            "in_network": {
+              "copay": 400
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
+          "transportation": {
+            "in_network": {
+              "copay": 255
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
+        "urgent_care": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
+        },
+        "hospital_stay": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
+          "outpatient": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "inpatient": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "maternity_care": {
+          "prenatal_postnatal": {
+            "in_network": {
+              "preventive_copay": 0
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "delivery": {
+            "facility_fee": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
+            "professional_services": {
+              "in_network": {
+                "coinsurance": 30
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
+          "in_network": {
+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "copay": 45
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Bronze 60 PPO",
+      "insurer": "Blue Shield",
+      "premium": 690.17,
+      "plan_type": "PPO",
+      "deductibles": {
+        "overall": 5800,
+        "services_covered_before_deductible": [
+          "Preventive Care"
+        ]
+      },
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+            },
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+              "coverage": "Not covered"
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+            },
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+              "coverage": "Not covered"
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+          }
+        },
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+            },
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+              "limit": "Benefit maximum of $300/day"
+            }
+          },
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+            },
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+            }
+          }
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+            },
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+            }
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+            },
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+            }
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+            },
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+            }
+          }
+        },
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+            }
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+            }
+          }
+        },
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+            },
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+              },
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+                "coinsurance": 50
+              }
+            }
+          }
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+          }
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+          }
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+          }
+        },
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+          },
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+            "coverage": "Not covered"
+          }
+        },
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+          },
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+          }
+        },
+        "hospice_services": {
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+            "copay": 0
+          },
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+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Silver 70 Off Exchange EPO",
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+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Dental",
+          "Vision"
+        ]
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+          },
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+        },
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+            "copay": 0
+          },
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+            "coverage": "Not covered"
+          }
+        },
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+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
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+              "copay": 95
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
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+            "copay": 325
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
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+              "home_delivery_copay": 180
+            },
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+            }
+          },
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+              "retail_copay": 90,
+              "home_delivery_copay": 270
+            },
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+            }
+          },
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+            },
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+              "coverage": "Not covered"
+            }
+          }
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+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
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+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
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+              "copay": 400
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
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+              "copay": 255
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
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+          },
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+          }
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+            },
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+              "coverage": "Not covered"
+            }
+          },
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+            },
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+              "coverage": "Not covered"
+            }
+          }
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+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
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+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
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+              "postnatal_copay": 50
+            },
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+              "coverage": "Not covered"
+            }
+          },
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+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
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+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
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+          },
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+            "coverage": "Not covered"
+          }
+        },
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+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
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+            "coinsurance": 30
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
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+            "copay": 45
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
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+            "coinsurance": 20
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Bronze 60 EPO",
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+      "plan_type": "EPO",
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+          "Primary Care",
+          "Preventive Care",
+          "Dental",
+          "Vision"
+        ]
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+          },
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+          }
+        },
+        "preventive_care": {
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+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
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+              "copay": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
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+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
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+              "retail_copay": 19,
+              "home_delivery_copay": 57
+            },
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+              "coverage": "Not covered"
+            }
+          },
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+              "retail_coinsurance": 40,
+              "retail_max": 500,
+              "home_delivery_coinsurance": 40,
+              "home_delivery_max": 1500
+            },
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+              "coverage": "Not covered"
+            }
+          },
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+              "retail_coinsurance": 40,
+              "retail_max": 500,
+              "home_delivery_coinsurance": 40,
+              "home_delivery_max": 1500
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "emergency_room": {
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          },
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "covered_as_in_network": true
+            }
+          }
+        },
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+          },
+          "out_of_network": {
+            "covered_as_in_network": true
+          }
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "mental_health": {
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+              "copay": 60
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
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+              "coinsurance": 40
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
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+          "prenatal_postnatal": {
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+              "preventive_copay": 0,
+              "postnatal_copay": 60
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
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+                "coinsurance": 40
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            },
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+                "coinsurance": 40
+              },
+              "out_of_network": {
+                "coverage": "Not covered"
+              }
+            }
+          }
+        },
+        "rehabilitation": {
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+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "habilitation": {
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+            "copay": 60
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "skilled_nursing": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "home_health_care": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "durable_medical_equipment": {
+          "in_network": {
+            "coinsurance": 40
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "hospice_services": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        }
+      }
+    },
+    {
+      "plan_name": "Silver 70 Off Exchange Trio HMO",
+      "insurer": "Blue Shield",
+      "premium": 580.53,
+      "plan_type": "HMO",
+      "deductibles": {
+        "overall": 5400,
+        "services_covered_before_deductible": [
+          "Primary Care",
+          "Specialist Visit",
+          "Preventive Care",
+          "Prescription Drugs"
+        ]
+      },
+      "out_of_pocket_limit": {
+        "individual": 8700,
+        "family": 17400
+      },
+      "referral_needed": true,
+      "cost_sharing": {
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+            "copay": 50
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "specialist": {
+          "in_network": {
+            "copay": 90
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "preventive_care": {
+          "in_network": {
+            "copay": 0
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "diagnostic_test": {
+          "lab": {
+            "in_network": {
+              "copay": 50
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "x_ray": {
+            "in_network": {
+              "copay": 95
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "imaging": {
+          "in_network": {
+            "copay": 325
+          },
+          "out_of_network": {
+            "coverage": "Not covered"
+          }
+        },
+        "prescription_drugs": {
+          "tier_1": {
+            "in_network": {
+              "retail_copay": 18,
+              "home_delivery_copay": 54
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_2": {
+            "in_network": {
+              "retail_copay": 60,
+              "home_delivery_copay": 180
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_3": {
+            "in_network": {
+              "retail_copay": 90,
+              "home_delivery_copay": 270
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "tier_4": {
+            "in_network": {
+              "retail_coinsurance": 20,
+              "retail_max": 250,
+              "home_delivery_coinsurance": 20,
+              "home_delivery_max": 750
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
+        "outpatient_surgery": {
+          "facility_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          },
+          "physician_fee": {
+            "in_network": {
+              "coinsurance": 30
+            },
+            "out_of_network": {
+              "coverage": "Not covered"
+            }
+          }
+        },
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diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..6455aa9
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2875 @@
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+
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+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.13"
+content-hash = "f52e409de32c20ad201f70ae8a50ea8e7e9f3a65b3c9c550b56cafdc16813cb7"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..5e15d39
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,20 @@
+[tool.poetry]
+package-mode = false
+
+[tool.poetry.dependencies]
+python = "^3.13"
+streamlit = "^1.40.2"
+pandas = "^2.2.3"
+plotly = "^5.24.1"
+langchain = "^0.3.10"
+pypdf = "^5.1.0"
+langchain-anthropic = "^0.3.0"
+langchain-community = "^0.3.10"
+tiktoken = "^0.8.0"
+cryptography = "^44.0.0"
+python-dotenv = "^1.0.1"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"