+ 🌱 Review this plan with your sustainability coach
+
+
+
+
+
Personalized Sustainable Habit Loop Plan
+
Step 1: Identify Common Themes/Patterns
+
From the scenarios provided, here are the recurring patterns in your behavior:
+1. Convenience over sustainability: You often default to the easiest or most familiar option (e.g., driving, using disposable cups, buying bottled water).
+2. Forgetting reusable items: You occasionally forget to bring a reusable bottle or cup, which leads to single-use consumption.
+3. Energy/resource inefficiency: Some actions, like using full-speed server fans or opting for a larger moving truck, suggest room for optimization.
+4. Sustainability awareness exists but needs reinforcement: You’ve received recommendations for sustainable actions, indicating you're open to change but need consistent cues and routines.
+
+
Step 2: Habit Loop Framework
+
For each scenario, we’ll create a habit loop with the following elements:
+1. Cue: A trigger that reminds you to act sustainably.
+2. Routine: The sustainable action to take.
+3. Reward: A meaningful benefit to encourage habit formation.
+
+
Scenario-Specific Habit Loops
+
1. Moving Across State
+
+
Cue: When booking a moving truck, think about the size of your belongings.
+
Routine: Choose the smallest truck possible and plan your packing strategy to maximize space (e.g., use boxes of similar sizes, disassemble furniture).
+
Reward: Celebrate the cost savings of renting a smaller truck and the satisfaction of reducing your environmental footprint. Share your efficient packing success with friends or family.
+
+
+
2. Printing Board Meeting Reports
+
+
Cue: When preparing reports, ask yourself, "Do all recipients need physical copies?"
+
Routine: Send digital copies to all attendees and print only for those who request them. Use double-sided printing and recycled paper for physical copies.
+
Reward: Enjoy the reduced stress of carrying fewer printed materials and the cost savings on ink and paper. Visualize the trees and energy saved as a motivator.
+
+
+
3. Driving Kids to School
+
+
Cue: When checking the weather and morning schedule, ask, "Can we walk or bike today?"
+
Routine: Walk or bike to school if the weather and schedule allow. For days when driving is necessary, consider carpooling with other families.
+
Reward: Turn the walk/bike ride into quality bonding time with your kids, and enjoy the health benefits of physical activity.
+
+
+
4. Fixing Your Phone
+
+
Cue: When your phone breaks or slows down, think, "Repair before replacing."
+
Routine: Research certified repair services or reliable DIY kits and choose the most feasible option. Alternatively, check warranties or repair programs from your phone’s manufacturer.
+
Reward: Celebrate the extended life of your phone and the money saved by avoiding a new purchase. Consider tracking how long you’ve avoided upgrading to inspire continued repairs.
+
+
+
5. Server Fan Optimization
+
+
Cue: When monitoring server performance, check room temperature and energy usage.
+
Routine: Install an energy-efficient cooling system or set fans to adjust dynamically based on temperature. Conduct periodic checks to ensure optimal settings.
+
Reward: Track your energy savings monthly and reinvest them into improving your workspace or donating to a sustainable cause.
+
+
+
6. Starbucks Iced Coffee in a Disposable Cup
+
+
Cue: When leaving home or packing your bag, think, "Do I have my reusable cup?"
+
Routine: Keep a reusable cup/tumbler in your bag, car, or workplace. If you forget it, reuse the Starbucks cup throughout the day to minimize waste.
+
Reward: Enjoy the discount many coffee shops offer for reusable cups. Feel proud knowing you’ve reduced waste with every cup you bring.
+
+
+
7. Bottled Water from the Vending Machine
+
+
Cue: When leaving home, think, "Do I have my reusable water bottle?"
+
Routine: Keep a reusable water bottle in your bag or car. If you forget it, reuse the purchased bottle throughout the day and commit to refilling it from water fountains instead of buying another.
+
Reward: Feel satisfied knowing you’ve avoided contributing more plastic waste. Use a tracking app or journal to count how many bottles you’ve avoided using over time.
+
+
+
8. Coffee at the Local Café
+
+
Cue: When you feel the urge for coffee, ask, "Do I have my reusable cup?"
+
Routine: Bring your reusable cup to the café and request your coffee in it. If you forget it, consider skipping the coffee or savoring it in the café using their ceramic mugs.
+
Reward: Enjoy the satisfaction of reducing waste and the possibility of discounts. Treat yourself to a more sustainable coffee blend or a small indulgence with the money saved.
+
+
+
Step 3: Structured Approach for Adoption
+
Phase 1: Build Awareness (Weeks 1-2)
+
+
Action: Identify your most frequent unsustainable habits (e.g., coffee cups, driving short distances) and focus on those first.
+
Tool: Use sticky notes or phone reminders with cues like, “Reusable cup?” or “Walk instead of drive?”
+
Goal: Start with 1-2 changes per week to avoid overwhelm.
+
+
Phase 2: Create Systems (Weeks 3-4)
+
+
Action: Set up systems that make sustainable choices easier:
+
Keep a reusable cup and water bottle in your bag, car, or office.
+
Designate a day to repair or donate old electronics.
+
Automate reminders for actions like digital distribution of reports.
+
Tool: Use apps like Habitica or Loop Habit Tracker to track progress.
+
+
Phase 3: Reinforce Habits (Weeks 5-6)
+
+
Action: Reflect on the positive impact of your changes:
+
Track cost savings from using reusable items.
+
Calculate the CO2 emissions avoided by walking/biking.
+
Share your progress with friends or social media to amplify accountability.
+
Tool: Keep a journal or log for visual motivation, marking milestones like "5 cups avoided this week!"
+
+
Phase 4: Expand and Maintain (Weeks 7+)
+
+
Action: Gradually adopt more sustainable practices:
+
Explore advanced options like optimizing server energy use.
+
Research broader sustainability initiatives like composting or renewable energy.
+
Tool: Set long-term goals (e.g., "Reduce single-use waste by 50% in 3 months").
+
+
+
Conclusion
+
By integrating these habit loops into your daily routine, you’ll gradually build more sustainable behaviors. Start small, focus on consistency, and reward yourself for progress. Over time, these actions will become second nature, helping you live a more environmentally conscious life while inspiring those around you.
+
+
+
+
+ 💡 Next Steps: Schedule a session with your sustainability coach to discuss this personalized plan and start your journey toward more sustainable habits!
+
+
+
+
+
+
diff --git a/Resources/SampleHabitLoopPlan/HabitLoopPlan_20251004_144115.txt b/Resources/SampleHabitLoopPlan/HabitLoopPlan_20251004_144115.txt
new file mode 100644
index 0000000..ddbbd6a
--- /dev/null
+++ b/Resources/SampleHabitLoopPlan/HabitLoopPlan_20251004_144115.txt
@@ -0,0 +1,115 @@
+PERSONALIZED HABIT LOOP PLAN
+======================================================================
+Generated: 2025-10-04 14:41:15
+Based on 8 sample scenarios
+======================================================================
+
+### Personalized Sustainable Habit Loop Plan
+
+#### **Step 1: Identify Common Themes/Patterns**
+From the scenarios provided, here are the recurring patterns in your behavior:
+1. **Convenience over sustainability:** You often default to the easiest or most familiar option (e.g., driving, using disposable cups, buying bottled water).
+2. **Forgetting reusable items:** You occasionally forget to bring a reusable bottle or cup, which leads to single-use consumption.
+3. **Energy/resource inefficiency:** Some actions, like using full-speed server fans or opting for a larger moving truck, suggest room for optimization.
+4. **Sustainability awareness exists but needs reinforcement:** You’ve received recommendations for sustainable actions, indicating you're open to change but need consistent cues and routines.
+
+---
+
+#### **Step 2: Habit Loop Framework**
+
+For each scenario, we’ll create a habit loop with the following elements:
+1. **Cue:** A trigger that reminds you to act sustainably.
+2. **Routine:** The sustainable action to take.
+3. **Reward:** A meaningful benefit to encourage habit formation.
+
+---
+
+### **Scenario-Specific Habit Loops**
+
+#### **1. Moving Across State**
+- **Cue:** When booking a moving truck, think about the size of your belongings.
+- **Routine:** Choose the smallest truck possible and plan your packing strategy to maximize space (e.g., use boxes of similar sizes, disassemble furniture).
+- **Reward:** Celebrate the cost savings of renting a smaller truck and the satisfaction of reducing your environmental footprint. Share your efficient packing success with friends or family.
+
+---
+
+#### **2. Printing Board Meeting Reports**
+- **Cue:** When preparing reports, ask yourself, **"Do all recipients need physical copies?"**
+- **Routine:** Send digital copies to all attendees and print only for those who request them. Use double-sided printing and recycled paper for physical copies.
+- **Reward:** Enjoy the reduced stress of carrying fewer printed materials and the cost savings on ink and paper. Visualize the trees and energy saved as a motivator.
+
+---
+
+#### **3. Driving Kids to School**
+- **Cue:** When checking the weather and morning schedule, ask, **"Can we walk or bike today?"**
+- **Routine:** Walk or bike to school if the weather and schedule allow. For days when driving is necessary, consider carpooling with other families.
+- **Reward:** Turn the walk/bike ride into quality bonding time with your kids, and enjoy the health benefits of physical activity.
+
+---
+
+#### **4. Fixing Your Phone**
+- **Cue:** When your phone breaks or slows down, think, **"Repair before replacing."**
+- **Routine:** Research certified repair services or reliable DIY kits and choose the most feasible option. Alternatively, check warranties or repair programs from your phone’s manufacturer.
+- **Reward:** Celebrate the extended life of your phone and the money saved by avoiding a new purchase. Consider tracking how long you’ve avoided upgrading to inspire continued repairs.
+
+---
+
+#### **5. Server Fan Optimization**
+- **Cue:** When monitoring server performance, check room temperature and energy usage.
+- **Routine:** Install an energy-efficient cooling system or set fans to adjust dynamically based on temperature. Conduct periodic checks to ensure optimal settings.
+- **Reward:** Track your energy savings monthly and reinvest them into improving your workspace or donating to a sustainable cause.
+
+---
+
+#### **6. Starbucks Iced Coffee in a Disposable Cup**
+- **Cue:** When leaving home or packing your bag, think, **"Do I have my reusable cup?"**
+- **Routine:** Keep a reusable cup/tumbler in your bag, car, or workplace. If you forget it, reuse the Starbucks cup throughout the day to minimize waste.
+- **Reward:** Enjoy the discount many coffee shops offer for reusable cups. Feel proud knowing you’ve reduced waste with every cup you bring.
+
+---
+
+#### **7. Bottled Water from the Vending Machine**
+- **Cue:** When leaving home, think, **"Do I have my reusable water bottle?"**
+- **Routine:** Keep a reusable water bottle in your bag or car. If you forget it, reuse the purchased bottle throughout the day and commit to refilling it from water fountains instead of buying another.
+- **Reward:** Feel satisfied knowing you’ve avoided contributing more plastic waste. Use a tracking app or journal to count how many bottles you’ve avoided using over time.
+
+---
+
+#### **8. Coffee at the Local Café**
+- **Cue:** When you feel the urge for coffee, ask, **"Do I have my reusable cup?"**
+- **Routine:** Bring your reusable cup to the café and request your coffee in it. If you forget it, consider skipping the coffee or savoring it in the café using their ceramic mugs.
+- **Reward:** Enjoy the satisfaction of reducing waste and the possibility of discounts. Treat yourself to a more sustainable coffee blend or a small indulgence with the money saved.
+
+---
+
+### **Step 3: Structured Approach for Adoption**
+
+#### **Phase 1: Build Awareness (Weeks 1-2)**
+- **Action:** Identify your most frequent unsustainable habits (e.g., coffee cups, driving short distances) and focus on those first.
+- **Tool:** Use sticky notes or phone reminders with cues like, **“Reusable cup?”** or **“Walk instead of drive?”**
+- **Goal:** Start with 1-2 changes per week to avoid overwhelm.
+
+#### **Phase 2: Create Systems (Weeks 3-4)**
+- **Action:** Set up systems that make sustainable choices easier:
+ - Keep a reusable cup and water bottle in your bag, car, or office.
+ - Designate a day to repair or donate old electronics.
+ - Automate reminders for actions like digital distribution of reports.
+- **Tool:** Use apps like Habitica or Loop Habit Tracker to track progress.
+
+#### **Phase 3: Reinforce Habits (Weeks 5-6)**
+- **Action:** Reflect on the positive impact of your changes:
+ - Track cost savings from using reusable items.
+ - Calculate the CO2 emissions avoided by walking/biking.
+ - Share your progress with friends or social media to amplify accountability.
+- **Tool:** Keep a journal or log for visual motivation, marking milestones like "5 cups avoided this week!"
+
+#### **Phase 4: Expand and Maintain (Weeks 7+)**
+- **Action:** Gradually adopt more sustainable practices:
+ - Explore advanced options like optimizing server energy use.
+ - Research broader sustainability initiatives like composting or renewable energy.
+- **Tool:** Set long-term goals (e.g., "Reduce single-use waste by 50% in 3 months").
+
+---
+
+### **Conclusion**
+By integrating these habit loops into your daily routine, you’ll gradually build more sustainable behaviors. Start small, focus on consistency, and reward yourself for progress. Over time, these actions will become second nature, helping you live a more environmentally conscious life while inspiring those around you.
\ No newline at end of file
diff --git a/Resources/SampleHabitLoopPlan/SampleHabitLoopPlan.ipynb b/Resources/SampleHabitLoopPlan/SampleHabitLoopPlan.ipynb
new file mode 100644
index 0000000..59f90c0
--- /dev/null
+++ b/Resources/SampleHabitLoopPlan/SampleHabitLoopPlan.ipynb
@@ -0,0 +1,816 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "3b3f33b3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Azure OpenAI Client initialized successfully!\n"
+ ]
+ }
+ ],
+ "source": [
+ "from azure.identity import AzureCliCredential, get_bearer_token_provider\n",
+ "import openai\n",
+ "\n",
+ "class AzureOpenAIClient:\n",
+ " \"\"\"\n",
+ " A class to interact with Azure OpenAI API using Azure CLI authentication.\n",
+ " \"\"\"\n",
+ " \n",
+ " def __init__(self, azure_endpoint_url, api_version=\"2024-02-15-preview\", bearer_token_url='https://cognitiveservices.azure.com/.default'):\n",
+ " \"\"\"\n",
+ " Initialize the Azure OpenAI client.\n",
+ " \n",
+ " Args:\n",
+ " azure_endpoint_url (str): The Azure OpenAI endpoint URL\n",
+ " api_version (str): The API version to use\n",
+ " bearer_token_url (str): The bearer token URL for authentication\n",
+ " \"\"\"\n",
+ " self.azure_endpoint_url = azure_endpoint_url\n",
+ " self.api_version = api_version\n",
+ " self.bearer_token_url = bearer_token_url\n",
+ " self.credential = self._get_cli_credential()\n",
+ " self.token_provider = self._get_token_provider()\n",
+ " self.client = self._get_openai_client()\n",
+ " \n",
+ " def _get_cli_credential(self):\n",
+ " \"\"\"Get Azure CLI credentials.\"\"\"\n",
+ " return AzureCliCredential()\n",
+ " \n",
+ " def _get_token_provider(self):\n",
+ " \"\"\"Get bearer token provider.\"\"\"\n",
+ " return get_bearer_token_provider(self.credential, self.bearer_token_url)\n",
+ " \n",
+ " def _get_openai_client(self):\n",
+ " \"\"\"Create and return the OpenAI client.\"\"\"\n",
+ " return openai.AzureOpenAI(\n",
+ " api_version=self.api_version,\n",
+ " azure_endpoint=self.azure_endpoint_url,\n",
+ " azure_ad_token_provider=self.token_provider\n",
+ " )\n",
+ " \n",
+ " def get_completion(self, user_prompt, system_prompt=None, model=\"gpt-4o\", max_tokens=100, temperature=0.5, timeout_seconds=10):\n",
+ " \"\"\"\n",
+ " Get a completion from the Azure OpenAI API.\n",
+ " \n",
+ " Args:\n",
+ " user_prompt (str): The user's prompt/question\n",
+ " system_prompt (str, optional): System prompt to set context/behavior\n",
+ " model (str): The model to use\n",
+ " max_tokens (int): Maximum tokens in the response\n",
+ " temperature (float): Sampling temperature (0-1)\n",
+ " timeout_seconds (int): Request timeout in seconds\n",
+ " \n",
+ " Returns:\n",
+ " str: The response text from the model\n",
+ " \"\"\"\n",
+ " messages = []\n",
+ " \n",
+ " # Add system prompt if provided\n",
+ " if system_prompt:\n",
+ " messages.append({\"role\": \"system\", \"content\": system_prompt})\n",
+ " \n",
+ " # Add user prompt\n",
+ " messages.append({\"role\": \"user\", \"content\": user_prompt})\n",
+ " \n",
+ " # Make the API call\n",
+ " response = self.client.chat.completions.create(\n",
+ " model=model,\n",
+ " messages=messages,\n",
+ " max_tokens=max_tokens,\n",
+ " temperature=temperature,\n",
+ " timeout=timeout_seconds\n",
+ " )\n",
+ " \n",
+ " # Extract and return the text content\n",
+ " return response.choices[0].message.content\n",
+ " \n",
+ " def get_full_response(self, user_prompt, system_prompt=None, model=\"gpt-4o\", max_tokens=100, temperature=0.5, timeout_seconds=10):\n",
+ " \"\"\"\n",
+ " Get the full response object from the Azure OpenAI API.\n",
+ " \n",
+ " Args:\n",
+ " user_prompt (str): The user's prompt/question\n",
+ " system_prompt (str, optional): System prompt to set context/behavior\n",
+ " model (str): The model to use\n",
+ " max_tokens (int): Maximum tokens in the response\n",
+ " temperature (float): Sampling temperature (0-1)\n",
+ " timeout_seconds (int): Request timeout in seconds\n",
+ " \n",
+ " Returns:\n",
+ " ChatCompletion: The full response object\n",
+ " \"\"\"\n",
+ " messages = []\n",
+ " \n",
+ " # Add system prompt if provided\n",
+ " if system_prompt:\n",
+ " messages.append({\"role\": \"system\", \"content\": system_prompt})\n",
+ " \n",
+ " # Add user prompt\n",
+ " messages.append({\"role\": \"user\", \"content\": user_prompt})\n",
+ " \n",
+ " # Make the API call\n",
+ " response = self.client.chat.completions.create(\n",
+ " model=model,\n",
+ " messages=messages,\n",
+ " max_tokens=max_tokens,\n",
+ " temperature=temperature,\n",
+ " timeout=timeout_seconds\n",
+ " )\n",
+ " \n",
+ " return response\n",
+ "\n",
+ "# Initialize the client; these are custom values for an Azure OpenAI endpoint accessible to a team member\n",
+ "azure_endpoint_url = 'https://winsightsbotwus.openai.azure.com/'\n",
+ "api_version = \"2024-02-15-preview\"\n",
+ "\n",
+ "ai_client = AzureOpenAIClient(azure_endpoint_url, api_version)\n",
+ "\n",
+ "print(\"Azure OpenAI Client initialized successfully!\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "7925c6c7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Loaded evaluation results from: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SampleHabitLoopPlan\\evaluation_results_20251004_135831.json\n",
+ "\n",
+ "Metadata:\n",
+ "{\n",
+ " \"processed_at\": \"2025-10-04T13:54:29.042581\",\n",
+ " \"system_prompt_file\": \"SustainabilityCoach-SystemPrompt.txt\",\n",
+ " \"model\": \"gpt-4o\",\n",
+ " \"total_entries\": 30,\n",
+ " \"total_inputs_processed\": 95\n",
+ "}\n",
+ "\n",
+ "==================================================\n",
+ "Number of result entries: 95\n",
+ "==================================================\n",
+ "\n",
+ "First result entry:\n",
+ "{\n",
+ " \"category\": \"Morning Routine (Home)\",\n",
+ " \"demographic\": \"Young Professional, Female, 28\",\n",
+ " \"input_index\": 0,\n",
+ " \"original_input\": \"Hey, I'm about to order an Uber to get to my office downtown\",\n",
+ " \"raw_response\": \"```json\\n{\\n \\\"original_action\\\": \\\"Taking an Uber to the office downtown\\\",\\n \\\"suggestion\\\": \\\"Use public transportation or a bike-sharing service if available in your area.\\\",\\n \\\"rationale\\\": \\\"Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.\\\",\\n \\\"metrics\\\": {\\n \\\"original_impact\\\": \\\"2.3 kg CO\\u2082 for a 10 km Uber ride\\\",\\n \\\"suggested_impact\\\": \\\"0.5 kg CO\\u2082 for a 10 km public transit commute, or virtually zero for biking\\\"\\n },\\n \\\"impact_indicator\\\": \\\"high\\\",\\n \\\"evaluation_status\\\": \\\"clear\\\"\\n}\\n```\",\n",
+ " \"parsed_json\": {\n",
+ " \"original_action\": \"Taking an Uber to the office downtown\",\n",
+ " \n"
+ ]
+ }
+ ],
+ "source": [
+ "import json\n",
+ "import os\n",
+ "\n",
+ "# Get the directory where this notebook is located\n",
+ "notebook_dir = os.path.dirname(os.path.abspath(\"SampleHabitLoopPlan.ipynb\"))\n",
+ "\n",
+ "# Load the evaluation results\n",
+ "results_file = os.path.join(notebook_dir, \"evaluation_results_20251004_135831.json\")\n",
+ "\n",
+ "with open(results_file, 'r', encoding='utf-8') as f:\n",
+ " evaluation_data = json.load(f)\n",
+ "\n",
+ "# Display summary\n",
+ "print(f\"Loaded evaluation results from: {results_file}\")\n",
+ "print(f\"\\nMetadata:\")\n",
+ "print(json.dumps(evaluation_data['metadata'], indent=2))\n",
+ "\n",
+ "# Get the results list\n",
+ "evaluation_results = evaluation_data['results']\n",
+ "print(f\"\\n{'='*50}\")\n",
+ "print(f\"Number of result entries: {len(evaluation_results)}\")\n",
+ "print(f\"{'='*50}\")\n",
+ "\n",
+ "# Display first result\n",
+ "if len(evaluation_results) > 0:\n",
+ " print(\"\\nFirst result entry:\")\n",
+ " print(json.dumps(evaluation_results[0], indent=2)[:1000]) # First 1000 chars"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "f3f46f36",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Selected 8 random samples from 95 total entries\n",
+ "Indices: [81, 14, 3, 94, 35, 31, 28, 17]\n",
+ "\n",
+ "\n",
+ "============================================================\n",
+ "Sample 1 (Index 81)\n",
+ "============================================================\n",
+ "Category: Special Situations\n",
+ "Demographic: Moving/Relocating\n",
+ "User Input: Renting a moving truck to move across the state\n",
+ "\n",
+ "Suggestion: Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.\n",
+ "Impact: medium\n",
+ "\n",
+ "============================================================\n",
+ "Sample 2 (Index 14)\n",
+ "============================================================\n",
+ "Category: Mid-Morning (Work/Errands)\n",
+ "Demographic: Business Executive, Female, 52\n",
+ "User Input: Printing fifty copies of the quarterly report for tomorrow's board meeting\n",
+ "\n",
+ "Suggestion: Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.\n",
+ "Impact: high\n",
+ "\n",
+ "============================================================\n",
+ "Sample 3 (Index 3)\n",
+ "============================================================\n",
+ "Category: Morning Routine (Home)\n",
+ "Demographic: Middle-aged Parent, Male, 45\n",
+ "User Input: I'm driving the kids to school this morning, it's about three miles away\n",
+ "\n",
+ "Suggestion: Consider walking or biking to school with the kids if time and weather permit.\n",
+ "Impact: high\n",
+ "\n",
+ "============================================================\n",
+ "Sample 4 (Index 94)\n",
+ "============================================================\n",
+ "Category: Edge Cases (Testing Unclear/Already Sustainable)\n",
+ "Demographic: Already Sustainable Actions\n",
+ "User Input: Fixing my broken phone instead of buying a new one\n",
+ "\n",
+ "Suggestion: Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.\n",
+ "Impact: high\n",
+ "\n",
+ "============================================================\n",
+ "Sample 5 (Index 35)\n",
+ "============================================================\n",
+ "Category: Afternoon (Work/Shopping)\n",
+ "Demographic: Tech Worker, Male, 31\n",
+ "User Input: Running the server fans at full speed to keep the room cool\n",
+ "\n",
+ "Suggestion: Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.\n",
+ "Impact: medium\n",
+ "\n",
+ "============================================================\n",
+ "Sample 6 (Index 31)\n",
+ "============================================================\n",
+ "Category: Afternoon (Work/Shopping)\n",
+ "Demographic: Retail Manager, Female, 44\n",
+ "User Input: Getting iced coffee from Starbucks in their regular cup\n",
+ "\n",
+ "Suggestion: Bring a reusable cup or tumbler for your iced coffee.\n",
+ "Impact: medium\n",
+ "\n",
+ "============================================================\n",
+ "Sample 7 (Index 28)\n",
+ "============================================================\n",
+ "Category: Lunchtime\n",
+ "Demographic: Healthcare Worker, Male, 56\n",
+ "User Input: Getting a bottled water from the vending machine, forgot my water bottle\n",
+ "\n",
+ "Suggestion: Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.\n",
+ "Impact: medium\n",
+ "\n",
+ "============================================================\n",
+ "Sample 8 (Index 17)\n",
+ "============================================================\n",
+ "Category: Mid-Morning (Work/Errands)\n",
+ "Demographic: Freelancer, Male, 35\n",
+ "User Input: Getting coffee at the local café, probably my third cup today\n",
+ "\n",
+ "Suggestion: Bring a reusable cup for your next coffee and ask the café to fill it.\n",
+ "Impact: medium\n"
+ ]
+ }
+ ],
+ "source": [
+ "import random\n",
+ "\n",
+ "# Set seed for reproducibility\n",
+ "random.seed(42)\n",
+ "\n",
+ "# Select 8 random sample responses from the evaluation results\n",
+ "sample_size = 8\n",
+ "selected_indices = random.sample(range(len(evaluation_results)), min(sample_size, len(evaluation_results)))\n",
+ "\n",
+ "print(f\"Selected {len(selected_indices)} random samples from {len(evaluation_results)} total entries\")\n",
+ "print(f\"Indices: {selected_indices}\\n\")\n",
+ "\n",
+ "# Extract the responses\n",
+ "sample_responses = []\n",
+ "for idx in selected_indices:\n",
+ " result = evaluation_results[idx]\n",
+ " sample_responses.append({\n",
+ " 'index': idx,\n",
+ " 'category': result.get('category', 'N/A'),\n",
+ " 'demographic': result.get('demographic', 'N/A'),\n",
+ " 'original_input': result.get('original_input', ''),\n",
+ " 'parsed_response': result.get('parsed_json', {})\n",
+ " })\n",
+ "\n",
+ "# Display the samples\n",
+ "for i, sample in enumerate(sample_responses, 1):\n",
+ " print(f\"\\n{'='*60}\")\n",
+ " print(f\"Sample {i} (Index {sample['index']})\")\n",
+ " print(f\"{'='*60}\")\n",
+ " print(f\"Category: {sample['category']}\")\n",
+ " print(f\"Demographic: {sample['demographic']}\")\n",
+ " print(f\"User Input: {sample['original_input']}\")\n",
+ " if sample['parsed_response']:\n",
+ " print(f\"\\nSuggestion: {sample['parsed_response'].get('suggestion', 'N/A')}\")\n",
+ " print(f\"Impact: {sample['parsed_response'].get('impact_indicator', 'N/A')}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "c7894f46",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "======================================================================\n",
+ "COMPILED USER PROMPT FOR LLM\n",
+ "======================================================================\n",
+ "I need help creating a personalized habit loop plan to make my daily actions more sustainable. Below are 8 different situations where I've received sustainability recommendations. Please analyze these and create a comprehensive habit loop plan that helps me build better sustainable habits.\n",
+ "\n",
+ "Here are my daily scenarios and the sustainability suggestions I've received:\n",
+ "\n",
+ "1. Renting a moving truck to move across the state\n",
+ " Recommendation: Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.\n",
+ " Why: Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.\n",
+ " Environmental Impact: medium\n",
+ "\n",
+ "2. Printing fifty copies of the quarterly report for tomorrow's board meeting\n",
+ " Recommendation: Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.\n",
+ " Why: Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.\n",
+ " Environmental Impact: high\n",
+ "\n",
+ "3. I'm driving the kids to school this morning, it's about three miles away\n",
+ " Recommendation: Consider walking or biking to school with the kids if time and weather permit.\n",
+ " Why: Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.\n",
+ " Environmental Impact: high\n",
+ "\n",
+ "4. Fixing my broken phone instead of buying a new one\n",
+ " Recommendation: Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.\n",
+ " Why: Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.\n",
+ " Environmental Impact: high\n",
+ "\n",
+ "5. Running the server fans at full speed to keep the room cool\n",
+ " Recommendation: Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.\n",
+ " Why: Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.\n",
+ " Environmental Impact: medium\n",
+ "\n",
+ "6. Getting iced coffee from Starbucks in their regular cup\n",
+ " Recommendation: Bring a reusable cup or tumbler for your iced coffee.\n",
+ " Why: Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.\n",
+ " Environmental Impact: medium\n",
+ "\n",
+ "7. Getting a bottled water from the vending machine, forgot my water bottle\n",
+ " Recommendation: Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.\n",
+ " Why: Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.\n",
+ " Environmental Impact: medium\n",
+ "\n",
+ "8. Getting coffee at the local café, probably my third cup today\n",
+ " Recommendation: Bring a reusable cup for your next coffee and ask the café to fill it.\n",
+ " Why: Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.\n",
+ " Environmental Impact: medium\n",
+ "\n",
+ "Based on these scenarios, please create a habit loop plan that:\n",
+ "1. Identifies common themes or patterns in my behavior\n",
+ "2. Suggests specific cues or triggers to remind me of sustainable alternatives\n",
+ "3. Defines clear routines/actions I should take in each situation\n",
+ "4. Proposes meaningful rewards to reinforce these new habits\n",
+ "5. Provides a structured approach to gradually adopt these sustainable practices\n",
+ "\n",
+ "Please format your response as a comprehensive habit loop plan with actionable steps I can start implementing immediately.\n",
+ "\n",
+ "======================================================================\n",
+ "Total prompt length: 4574 characters\n",
+ "======================================================================\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Compile the 8 samples into an LLM-ready user prompt\n",
+ "user_prompt = \"\"\"I need help creating a personalized habit loop plan to make my daily actions more sustainable. Below are 8 different situations where I've received sustainability recommendations. Please analyze these and create a comprehensive habit loop plan that helps me build better sustainable habits.\n",
+ "\n",
+ "Here are my daily scenarios and the sustainability suggestions I've received:\n",
+ "\n",
+ "\"\"\"\n",
+ "\n",
+ "for i, sample in enumerate(sample_responses, 1):\n",
+ " parsed = sample['parsed_response']\n",
+ " user_prompt += f\"{i}. {sample['original_input']}\\n\"\n",
+ " user_prompt += f\" Recommendation: {parsed.get('suggestion', 'N/A')}\\n\"\n",
+ " user_prompt += f\" Why: {parsed.get('rationale', 'N/A')}\\n\"\n",
+ " user_prompt += f\" Environmental Impact: {parsed.get('impact_indicator', 'N/A')}\\n\\n\"\n",
+ "\n",
+ "user_prompt += \"\"\"Based on these scenarios, please create a habit loop plan that:\n",
+ "1. Identifies common themes or patterns in my behavior\n",
+ "2. Suggests specific cues or triggers to remind me of sustainable alternatives\n",
+ "3. Defines clear routines/actions I should take in each situation\n",
+ "4. Proposes meaningful rewards to reinforce these new habits\n",
+ "5. Provides a structured approach to gradually adopt these sustainable practices\n",
+ "\n",
+ "Please format your response as a comprehensive habit loop plan with actionable steps I can start implementing immediately.\"\"\"\n",
+ "\n",
+ "# Display the compiled prompt\n",
+ "print(\"=\"*70)\n",
+ "print(\"COMPILED USER PROMPT FOR LLM\")\n",
+ "print(\"=\"*70)\n",
+ "print(user_prompt)\n",
+ "print(\"\\n\" + \"=\"*70)\n",
+ "print(f\"Total prompt length: {len(user_prompt)} characters\")\n",
+ "print(\"=\"*70)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "3d2fd0f8",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "✅ User prompt compiled successfully!\n",
+ "\n",
+ "Prompt Statistics:\n",
+ " - Number of scenarios included: 8\n",
+ " - Total characters: 4,574\n",
+ " - Estimated tokens (rough): ~1,143\n",
+ "\n",
+ "The prompt is stored in variable: habit_loop_user_prompt\n",
+ "\n",
+ "You can now use this prompt with the Azure OpenAI client:\n",
+ " response = ai_client.get_completion(habit_loop_user_prompt, max_tokens=2000)\n",
+ "\n",
+ "First 500 characters of the prompt:\n",
+ "----------------------------------------------------------------------\n",
+ "I need help creating a personalized habit loop plan to make my daily actions more sustainable. Below are 8 different situations where I've received sustainability recommendations. Please analyze these and create a comprehensive habit loop plan that helps me build better sustainable habits.\n",
+ "\n",
+ "Here are my daily scenarios and the sustainability suggestions I've received:\n",
+ "\n",
+ "1. Renting a moving truck to move across the state\n",
+ " Recommendation: Choose the smallest truck that fits your belongings efficie...\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Store the prompt in a variable for later use with the LLM\n",
+ "habit_loop_user_prompt = user_prompt\n",
+ "\n",
+ "# Display summary\n",
+ "print(\"\\n✅ User prompt compiled successfully!\")\n",
+ "print(f\"\\nPrompt Statistics:\")\n",
+ "print(f\" - Number of scenarios included: {len(sample_responses)}\")\n",
+ "print(f\" - Total characters: {len(user_prompt):,}\")\n",
+ "print(f\" - Estimated tokens (rough): ~{len(user_prompt) // 4:,}\")\n",
+ "print(f\"\\nThe prompt is stored in variable: habit_loop_user_prompt\")\n",
+ "print(f\"\\nYou can now use this prompt with the Azure OpenAI client:\")\n",
+ "print(f\" response = ai_client.get_completion(habit_loop_user_prompt, max_tokens=2000)\")\n",
+ "print(\"\\nFirst 500 characters of the prompt:\")\n",
+ "print(\"-\" * 70)\n",
+ "print(user_prompt[:500] + \"...\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "5739f098",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🔄 Calling Azure OpenAI API to generate habit loop plan...\n",
+ "This may take a moment...\n",
+ "\n",
+ "✅ Successfully received response from Azure OpenAI!\n",
+ "\n",
+ "======================================================================\n",
+ "PERSONALIZED HABIT LOOP PLAN\n",
+ "======================================================================\n",
+ "\n",
+ "### Comprehensive Habit Loop Plan for Building Sustainable Habits\n",
+ "\n",
+ "This habit loop plan is designed to help you adopt sustainable practices across the scenarios you encounter daily. It follows the **cue-routine-reward** framework and incorporates gradual, structured steps to ensure long-term habit formation.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### **1. Identify Common Themes or Patterns**\n",
+ "After analyzing your scenarios, here are the recurring themes:\n",
+ "- **Resource Efficiency**: Choosing alternatives that use fewer resources (e.g., smaller truck, fewer printed copies).\n",
+ "- **Reducing Waste**: Avoiding single-use items (e.g., reusable cups, water bottles).\n",
+ "- **Energy Conservation**: Optimizing energy use (e.g., server cooling systems, biking instead of driving).\n",
+ "- **Repair Over Replace**: Extending the lifespan of items (e.g., fixing your phone).\n",
+ "- **Proactive Planning**: Preparing ahead to avoid unsustainable convenience-based decisions (e.g., bringing reusable items).\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### **2. Suggested Cues or Triggers**\n",
+ "Cues are reminders or prompts that trigger sustainable action. For each scenario, here are actionable cues:\n",
+ "- **Truck rental**: Visualize your belongings and assess space needs before booking. Use a checklist to ensure strategic packing.\n",
+ "- **Printing reports**: Set a calendar reminder a day before to distribute digital copies and confirm with attendees who need physical copies.\n",
+ "- **Driving kids to school**: Check the weather and your schedule the night before to decide if walking or biking is feasible.\n",
+ "- **Phone repair**: Add a \"repair vs. replace checklist\" to your decision-making process whenever a device breaks.\n",
+ "- **Server cooling**: Install temperature-monitoring software that alerts you to optimize fan settings.\n",
+ "- **Coffee in disposable cups**: Keep your reusable cup near your wallet/keys or in your car as a visual cue.\n",
+ "- **Bottled water**: Add a sticky note reminder to your bag or fridge to grab your water bottle each morning.\n",
+ "- **Multiple café visits**: Keep your reusable cup with you throughout the day to avoid single-use waste.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### **3. Defined Routines/Actions**\n",
+ "Here are the specific routines to adopt based on the cues:\n",
+ "#### **Scenario 1: Truck rental**\n",
+ "- **Action**: Choose the smallest truck size based on a pre-assessed checklist of belongings. Pack items strategically to maximize space.\n",
+ "- **Tip**: Use reusable moving boxes to avoid disposable packing materials.\n",
+ "\n",
+ "#### **Scenario 2: Printing reports**\n",
+ "- **Action**: Send digital copies to all attendees and confirm physical copies only for those who need them. Use recycled paper for any printing.\n",
+ "- **Tip**: Set up a template email to save time on digital distribution.\n",
+ "\n",
+ "#### **Scenario 3: Driving kids to school**\n",
+ "- **Action**: Walk or bike if weather permits. Use it as bonding time and encourage the kids to track their steps or miles.\n",
+ "- **Tip**: Plan an extra 20 minutes into your morning schedule for walking or biking.\n",
+ "\n",
+ "#### **Scenario 4: Phone repair**\n",
+ "- **Action**: Repair the phone using certified services or DIY tools. Research repair tutorials to empower yourself for future fixes.\n",
+ "- **Tip**: Keep a list of local repair shops or reliable online repair kits.\n",
+ "\n",
+ "#### **Scenario 5: Server cooling**\n",
+ "- **Action**: Install energy-efficient cooling systems or adjust fan settings based on temperature monitoring. Set reminders for periodic maintenance.\n",
+ "- **Tip**: Research government or corporate rebates for energy-efficient upgrades.\n",
+ "\n",
+ "#### **Scenario 6: Iced coffee**\n",
+ "- **Action**: Carry a reusable cup or tumbler and ask Starbucks to fill it. Store your tumbler in your bag or car for easy access.\n",
+ "- **Tip**: Pair your tumbler with a reusable straw for added impact.\n",
+ "\n",
+ "#### **Scenario 7: Bottled water**\n",
+ "- **Action**: Refill the bottle throughout the day or locate a nearby fountain. Add “grab water bottle” to your daily checklist.\n",
+ "- **Tip**: Invest in a collapsible bottle if space is an issue when carrying it.\n",
+ "\n",
+ "#### **Scenario 8: Café coffee**\n",
+ "- **Action**: Use your reusable cup for every café visit. Keep it accessible during your daily routine to avoid forgetting.\n",
+ "- **Tip**: Set a \"coffee cap\" to limit daily consumption and reduce waste further.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### **4. Meaningful Rewards**\n",
+ "Rewards reinforce the routine and motivate you to continue the habit. Here are sustainable rewards tied to each scenario:\n",
+ "#### **Scenario 1: Truck rental**\n",
+ "- **Reward**: Celebrate with a relaxing evening after moving, knowing you’ve saved money and reduced emissions.\n",
+ "#### **Scenario 2: Printing reports**\n",
+ "- **Reward**: Enjoy the time saved by digital distribution to focus on other priorities. Appreciate the reduced clutter from less paper waste.\n",
+ "#### **Scenario 3: Driving kids to school**\n",
+ "- **Reward**: Use the walk/bike time as bonding moments with your kids. Track your steps/miles for a sense of accomplishment.\n",
+ "#### **Scenario 4: Phone repair**\n",
+ "- **Reward**: Feel proud of reducing waste and saving money. Allocate the savings toward something meaningful (e.g., family outings).\n",
+ "#### **Scenario 5: Server cooling**\n",
+ "- **Reward**: Track energy savings and reinvest them into further sustainability upgrades.\n",
+ "#### **Scenario 6: Iced coffee**\n",
+ "- **Reward**: Enjoy discounts at Starbucks for bringing your reusable cup. Celebrate the reduction in waste after each cup.\n",
+ "#### **Scenario 7: Bottled water**\n",
+ "- **Reward**: Feel good about minimizing plastic waste and staying hydrated throughout the day.\n",
+ "#### **Scenario 8: Café coffee**\n",
+ "- **Reward**: Use discounts offered by the café for reusable cups. Set a goal to calculate how much waste you’ve prevented over time and treat yourself when you reach milestones.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### **5. Structured Gradual Adoption**\n",
+ "To make the transition smoother, follow this structured approach:\n",
+ "#### **Week 1: Preparation**\n",
+ "- Gather reusable items (cup, water bottle, repair kit) and create cues (sticky notes, reminders).\n",
+ "- Research and bookmark local repair shops, recycle centers, and energy-efficient upgrades.\n",
+ "\n",
+ "#### **Week 2: Small Wins**\n",
+ "- Focus on one or two scenarios to practice daily (e.g., reusable coffee cups and walking the kids to school).\n",
+ "- Track your progress and reward yourself for each success.\n",
+ "\n",
+ "#### **Week 3: Expand Practices**\n",
+ "- Add more scenarios to your routine (e.g., digital distribution, optimizing server cooling).\n",
+ "- Notice how these changes fit into your daily flow.\n",
+ "\n",
+ "#### **Week 4: Sustainability Reflection**\n",
+ "- Review your progress. Calculate tangible impacts (e.g., waste reduction, energy savings).\n",
+ "- Share successes with family/friends to inspire others and reinforce your habits.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Final Note:\n",
+ "Building sustainable habits is a journey, not a sprint. By focusing on cues, routines, and rewards, you can gradually shift your daily actions to be more environmentally friendly without feeling overwhelmed. Celebrate small wins and track your impact to stay motivated!\n",
+ "\n",
+ "======================================================================\n",
+ "Response length: 6820 characters\n",
+ "======================================================================\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Call the Azure OpenAI API to generate the habit loop plan\n",
+ "print(\"🔄 Calling Azure OpenAI API to generate habit loop plan...\")\n",
+ "print(\"This may take a moment...\\n\")\n",
+ "\n",
+ "try:\n",
+ " # Call the API with increased max_tokens for a comprehensive response\n",
+ " habit_loop_plan = ai_client.get_completion(\n",
+ " user_prompt=habit_loop_user_prompt,\n",
+ " model=\"gpt-4o\",\n",
+ " max_tokens=2500,\n",
+ " temperature=0.7,\n",
+ " timeout_seconds=30\n",
+ " )\n",
+ " \n",
+ " print(\"✅ Successfully received response from Azure OpenAI!\")\n",
+ " print(\"\\n\" + \"=\"*70)\n",
+ " print(\"PERSONALIZED HABIT LOOP PLAN\")\n",
+ " print(\"=\"*70 + \"\\n\")\n",
+ " print(habit_loop_plan)\n",
+ " print(\"\\n\" + \"=\"*70)\n",
+ " print(f\"Response length: {len(habit_loop_plan)} characters\")\n",
+ " print(\"=\"*70)\n",
+ " \n",
+ "except Exception as e:\n",
+ " print(f\"❌ Error calling Azure OpenAI API: {str(e)}\")\n",
+ " print(f\"Error type: {type(e).__name__}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "603364e0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Habit loop plan saved to: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SampleHabitLoopPlan\\HabitLoopPlan_20251004_143409.txt\n",
+ "\n",
+ "You can now review and implement the personalized habit loop plan!\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Save the habit loop plan to a file for future reference\n",
+ "from datetime import datetime\n",
+ "\n",
+ "# Create a timestamp for the filename\n",
+ "timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n",
+ "output_file = os.path.join(notebook_dir, f\"HabitLoopPlan_{timestamp}.txt\")\n",
+ "\n",
+ "# Save the plan\n",
+ "with open(output_file, 'w', encoding='utf-8') as f:\n",
+ " f.write(\"PERSONALIZED HABIT LOOP PLAN\\n\")\n",
+ " f.write(\"=\"*70 + \"\\n\")\n",
+ " f.write(f\"Generated: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\\n\")\n",
+ " f.write(f\"Based on {len(sample_responses)} sample scenarios\\n\")\n",
+ " f.write(\"=\"*70 + \"\\n\\n\")\n",
+ " f.write(habit_loop_plan)\n",
+ "\n",
+ "print(f\"✅ Habit loop plan saved to: {output_file}\")\n",
+ "print(f\"\\nYou can now review and implement the personalized habit loop plan!\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "757b73c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " 🌱 Review this plan with your sustainability coach\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ " ### Comprehensive Habit Loop Plan for Building Sustainable Habits
This habit loop plan is designed to help you adopt sustainable practices across the scenarios you encounter daily. It follows the **cue-routine-reward** framework and incorporates gradual, structured steps to ensure long-term habit formation.
---
### **1. Identify Common Themes or Patterns** After analyzing your scenarios, here are the recurring themes: - **Resource Efficiency**: Choosing alternatives that use fewer resources (e.g., smaller truck, fewer printed copies). - **Reducing Waste**: Avoiding single-use items (e.g., reusable cups, water bottles). - **Energy Conservation**: Optimizing energy use (e.g., server cooling systems, biking instead of driving). - **Repair Over Replace**: Extending the lifespan of items (e.g., fixing your phone). - **Proactive Planning**: Preparing ahead to avoid unsustainable convenience-based decisions (e.g., bringing reusable items).
---
### **2. Suggested Cues or Triggers** Cues are reminders or prompts that trigger sustainable action. For each scenario, here are actionable cues: - **Truck rental**: Visualize your belongings and assess space needs before booking. Use a checklist to ensure strategic packing. - **Printing reports**: Set a calendar reminder a day before to distribute digital copies and confirm with attendees who need physical copies. - **Driving kids to school**: Check the weather and your schedule the night before to decide if walking or biking is feasible. - **Phone repair**: Add a "repair vs. replace checklist" to your decision-making process whenever a device breaks. - **Server cooling**: Install temperature-monitoring software that alerts you to optimize fan settings. - **Coffee in disposable cups**: Keep your reusable cup near your wallet/keys or in your car as a visual cue. - **Bottled water**: Add a sticky note reminder to your bag or fridge to grab your water bottle each morning. - **Multiple café visits**: Keep your reusable cup with you throughout the day to avoid single-use waste.
---
### **3. Defined Routines/Actions** Here are the specific routines to adopt based on the cues: #### **Scenario 1: Truck rental** - **Action**: Choose the smallest truck size based on a pre-assessed checklist of belongings. Pack items strategically to maximize space. - **Tip**: Use reusable moving boxes to avoid disposable packing materials.
#### **Scenario 2: Printing reports** - **Action**: Send digital copies to all attendees and confirm physical copies only for those who need them. Use recycled paper for any printing. - **Tip**: Set up a template email to save time on digital distribution.
#### **Scenario 3: Driving kids to school** - **Action**: Walk or bike if weather permits. Use it as bonding time and encourage the kids to track their steps or miles. - **Tip**: Plan an extra 20 minutes into your morning schedule for walking or biking.
#### **Scenario 4: Phone repair** - **Action**: Repair the phone using certified services or DIY tools. Research repair tutorials to empower yourself for future fixes. - **Tip**: Keep a list of local repair shops or reliable online repair kits.
#### **Scenario 5: Server cooling** - **Action**: Install energy-efficient cooling systems or adjust fan settings based on temperature monitoring. Set reminders for periodic maintenance. - **Tip**: Research government or corporate rebates for energy-efficient upgrades.
#### **Scenario 6: Iced coffee** - **Action**: Carry a reusable cup or tumbler and ask Starbucks to fill it. Store your tumbler in your bag or car for easy access. - **Tip**: Pair your tumbler with a reusable straw for added impact.
#### **Scenario 7: Bottled water** - **Action**: Refill the bottle throughout the day or locate a nearby fountain. Add “grab water bottle” to your daily checklist. - **Tip**: Invest in a collapsible bottle if space is an issue when carrying it.
#### **Scenario 8: Café coffee** - **Action**: Use your reusable cup for every café visit. Keep it accessible during your daily routine to avoid forgetting. - **Tip**: Set a "coffee cap" to limit daily consumption and reduce waste further.
---
### **4. Meaningful Rewards** Rewards reinforce the routine and motivate you to continue the habit. Here are sustainable rewards tied to each scenario: #### **Scenario 1: Truck rental** - **Reward**: Celebrate with a relaxing evening after moving, knowing you’ve saved money and reduced emissions. #### **Scenario 2: Printing reports** - **Reward**: Enjoy the time saved by digital distribution to focus on other priorities. Appreciate the reduced clutter from less paper waste. #### **Scenario 3: Driving kids to school** - **Reward**: Use the walk/bike time as bonding moments with your kids. Track your steps/miles for a sense of accomplishment. #### **Scenario 4: Phone repair** - **Reward**: Feel proud of reducing waste and saving money. Allocate the savings toward something meaningful (e.g., family outings). #### **Scenario 5: Server cooling** - **Reward**: Track energy savings and reinvest them into further sustainability upgrades. #### **Scenario 6: Iced coffee** - **Reward**: Enjoy discounts at Starbucks for bringing your reusable cup. Celebrate the reduction in waste after each cup. #### **Scenario 7: Bottled water** - **Reward**: Feel good about minimizing plastic waste and staying hydrated throughout the day. #### **Scenario 8: Café coffee** - **Reward**: Use discounts offered by the café for reusable cups. Set a goal to calculate how much waste you’ve prevented over time and treat yourself when you reach milestones.
---
### **5. Structured Gradual Adoption** To make the transition smoother, follow this structured approach: #### **Week 1: Preparation** - Gather reusable items (cup, water bottle, repair kit) and create cues (sticky notes, reminders). - Research and bookmark local repair shops, recycle centers, and energy-efficient upgrades.
#### **Week 2: Small Wins** - Focus on one or two scenarios to practice daily (e.g., reusable coffee cups and walking the kids to school). - Track your progress and reward yourself for each success.
#### **Week 3: Expand Practices** - Add more scenarios to your routine (e.g., digital distribution, optimizing server cooling). - Notice how these changes fit into your daily flow.
#### **Week 4: Sustainability Reflection** - Review your progress. Calculate tangible impacts (e.g., waste reduction, energy savings). - Share successes with family/friends to inspire others and reinforce your habits.
---
### Final Note: Building sustainable habits is a journey, not a sprint. By focusing on cues, routines, and rewards, you can gradually shift your daily actions to be more environmentally friendly without feeling overwhelmed. Celebrate small wins and track your impact to stay motivated!\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " 💡 Next Steps: Schedule a session with your sustainability coach to discuss this personalized plan and start your journey toward more sustainable habits!\n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from IPython.display import HTML, display\n",
+ "import markdown\n",
+ "\n",
+ "# Convert the markdown-formatted plan text to HTML\n",
+ "# Using markdown library to properly convert markdown syntax\n",
+ "plan_html_content = markdown.markdown(\n",
+ " habit_loop_plan,\n",
+ " extensions=['extra', 'nl2br', 'sane_lists']\n",
+ ")\n",
+ "\n",
+ "# Load the HTML template\n",
+ "template_file = os.path.join(notebook_dir, \"habit_loop_template.html\")\n",
+ "with open(template_file, 'r', encoding='utf-8') as f:\n",
+ " html_template = f.read()\n",
+ "\n",
+ "# Replace the placeholder with the converted HTML content\n",
+ "html_output = html_template.replace('{{PLAN_CONTENT}}', plan_html_content)\n",
+ "\n",
+ "# Display the HTML\n",
+ "display(HTML(html_output))\n",
+ "print(\"\\n✅ HTML rendered with external CSS and converted from markdown!\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "368a5b40",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ HTML habit loop plan saved to: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SampleHabitLoopPlan\\HabitLoopPlan_20251004_143554.html\n",
+ "\n",
+ "You can open this file in a web browser to view the formatted plan!\n",
+ "File size: 8,948 bytes\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Save the HTML plan to a file\n",
+ "html_timestamp = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n",
+ "html_output_file = os.path.join(notebook_dir, f\"HabitLoopPlan_{html_timestamp}.html\")\n",
+ "\n",
+ "# Save the HTML file (with reference to external CSS)\n",
+ "with open(html_output_file, 'w', encoding='utf-8') as f:\n",
+ " f.write(html_output)\n",
+ "\n",
+ "print(f\"✅ HTML habit loop plan saved to: {html_output_file}\")\n",
+ "print(f\"\\nFiles generated:\")\n",
+ "print(f\" - HTML: {html_output_file}\")\n",
+ "print(f\" - CSS: {os.path.join(notebook_dir, 'habit_loop_styles.css')}\")\n",
+ "print(f\" - Template: {os.path.join(notebook_dir, 'habit_loop_template.html')}\")\n",
+ "print(f\"\\n💡 Open the HTML file in a web browser to view the formatted plan!\")\n",
+ "print(f\" The CSS file must be in the same directory for proper styling.\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "upi",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Resources/SampleHabitLoopPlan/evaluation_results_20251004_135831.json b/Resources/SampleHabitLoopPlan/evaluation_results_20251004_135831.json
new file mode 100644
index 0000000..1965473
--- /dev/null
+++ b/Resources/SampleHabitLoopPlan/evaluation_results_20251004_135831.json
@@ -0,0 +1,1817 @@
+{
+ "metadata": {
+ "processed_at": "2025-10-04T13:54:29.042581",
+ "system_prompt_file": "SustainabilityCoach-SystemPrompt.txt",
+ "model": "gpt-4o",
+ "total_entries": 30,
+ "total_inputs_processed": 95
+ },
+ "results": [
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 0,
+ "original_input": "Hey, I'm about to order an Uber to get to my office downtown",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking an Uber to the office downtown\",\n \"suggestion\": \"Use public transportation or a bike-sharing service if available in your area.\",\n \"rationale\": \"Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km Uber ride\",\n \"suggested_impact\": \"0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking an Uber to the office downtown",
+ "suggestion": "Use public transportation or a bike-sharing service if available in your area.",
+ "rationale": "Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km Uber ride",
+ "suggested_impact": "0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 1,
+ "original_input": "I need to grab breakfast... thinking about getting an Egg McMuffin at McDonald's drive-through",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting an Egg McMuffin from McDonald's drive-through for breakfast\",\n \"suggestion\": \"Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.\",\n \"rationale\": \"Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ for a 5 km round trip in a car (including idling time)\",\n \"suggested_impact\": \"0 kg CO₂ with walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting an Egg McMuffin from McDonald's drive-through for breakfast",
+ "suggestion": "Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.",
+ "rationale": "Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 5 km round trip in a car (including idling time)",
+ "suggested_impact": "0 kg CO₂ with walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 2,
+ "original_input": "Running late, gonna take a quick five-minute shower before work",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking a quick five-minute shower before work\",\n \"suggestion\": \"Install a low-flow showerhead to reduce water and energy use during your showers.\",\n \"rationale\": \"A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.\",\n \"metrics\": {\n \"original_impact\": \"50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead\",\n \"suggested_impact\": \"25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking a quick five-minute shower before work",
+ "suggestion": "Install a low-flow showerhead to reduce water and energy use during your showers.",
+ "rationale": "A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.",
+ "metrics": {
+ "original_impact": "50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead",
+ "suggested_impact": "25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 0,
+ "original_input": "I'm driving the kids to school this morning, it's about three miles away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving the kids to school, a three-mile round trip\",\n \"suggestion\": \"Consider walking or biking to school with the kids if time and weather permit.\",\n \"rationale\": \"Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.\",\n \"metrics\": {\n \"original_impact\": \"0.7 kg CO₂ for a three-mile round trip in an average car\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving the kids to school, a three-mile round trip",
+ "suggestion": "Consider walking or biking to school with the kids if time and weather permit.",
+ "rationale": "Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a three-mile round trip in an average car",
+ "suggested_impact": "0 kg CO₂ if walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 1,
+ "original_input": "Need to water the lawn before it gets too hot today",
+ "raw_response": "```json\n{\n \"original_action\": \"Watering the lawn during the day before it gets too hot.\",\n \"suggestion\": \"Water the lawn early in the morning or late in the evening when temperatures are cooler.\",\n \"rationale\": \"Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.\",\n \"metrics\": {\n \"original_impact\": \"200 liters of water, with up to 30% lost to evaporation\",\n \"suggested_impact\": \"200 liters of water, with less than 10% lost to evaporation\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watering the lawn during the day before it gets too hot.",
+ "suggestion": "Water the lawn early in the morning or late in the evening when temperatures are cooler.",
+ "rationale": "Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.",
+ "metrics": {
+ "original_impact": "200 liters of water, with up to 30% lost to evaporation",
+ "suggested_impact": "200 liters of water, with less than 10% lost to evaporation"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 2,
+ "original_input": "Throwing away some leftover pizza from last night, nobody's eating it",
+ "raw_response": "```json\n{\n \"original_action\": \"Throwing away leftover pizza from last night.\",\n \"suggestion\": \"Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.\",\n \"rationale\": \"Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)\",\n \"suggested_impact\": \"0 kg CO₂ if eaten or a minor reduction if composted\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Throwing away leftover pizza from last night.",
+ "suggestion": "Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.",
+ "rationale": "Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)",
+ "suggested_impact": "0 kg CO₂ if eaten or a minor reduction if composted"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 0,
+ "original_input": "I'm heating up my house to 75 degrees, it's a bit chilly this morning",
+ "raw_response": "```json\n{\n \"original_action\": \"Heating the house to 75 degrees Fahrenheit on a chilly morning\",\n \"suggestion\": \"Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.\",\n \"rationale\": \"Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.\",\n \"metrics\": {\n \"original_impact\": \"20 kg CO₂ for a day of heating at 75 degrees\",\n \"suggested_impact\": \"14 kg CO₂ for a day of heating at 68-70 degrees\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Heating the house to 75 degrees Fahrenheit on a chilly morning",
+ "suggestion": "Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.",
+ "rationale": "Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for a day of heating at 75 degrees",
+ "suggested_impact": "14 kg CO₂ for a day of heating at 68-70 degrees"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 1,
+ "original_input": "Planning to print out some recipes I found online, maybe twenty pages or so",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing out 20 pages of recipes found online\",\n \"suggestion\": \"Save the recipes digitally on your phone, tablet, or computer instead of printing them.\",\n \"rationale\": \"Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ and 20 liters of water for paper production and printing\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing out 20 pages of recipes found online",
+ "suggestion": "Save the recipes digitally on your phone, tablet, or computer instead of printing them.",
+ "rationale": "Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ and 20 liters of water for paper production and printing",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 2,
+ "original_input": "Going to the grocery store to buy some vegetables, driving my car",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving a car to the grocery store to buy vegetables.\",\n \"suggestion\": \"Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.\",\n \"rationale\": \"Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km round trip by car\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving a car to the grocery store to buy vegetables.",
+ "suggestion": "Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.",
+ "rationale": "Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip by car",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 0,
+ "original_input": "Bro, I'm leaving my PlayStation on all day, might play later",
+ "raw_response": "```json\n{\n \"original_action\": \"Leaving a PlayStation on all day in idle mode.\",\n \"suggestion\": \"Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.\",\n \"rationale\": \"Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.\",\n \"metrics\": {\n \"original_impact\": \"2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)\",\n \"suggested_impact\": \"0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Leaving a PlayStation on all day in idle mode.",
+ "suggestion": "Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.",
+ "rationale": "Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.",
+ "metrics": {
+ "original_impact": "2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)",
+ "suggested_impact": "0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 1,
+ "original_input": "Ordering a new phone case from Amazon, need it shipped fast",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering a new phone case from Amazon with expedited shipping\",\n \"suggestion\": \"Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.\",\n \"rationale\": \"Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ for expedited air shipping\",\n \"suggested_impact\": \"1.0 kg CO₂ for standard ground shipping or negligible for local pickup\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering a new phone case from Amazon with expedited shipping",
+ "suggestion": "Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.",
+ "rationale": "Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for expedited air shipping",
+ "suggested_impact": "1.0 kg CO₂ for standard ground shipping or negligible for local pickup"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 2,
+ "original_input": "Making bacon and eggs for breakfast, bacon's from the store",
+ "raw_response": "```json\n{\n \"original_action\": \"Preparing bacon and eggs for breakfast with store-bought bacon.\",\n \"suggestion\": \"Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.\",\n \"rationale\": \"Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.\",\n \"metrics\": {\n \"original_impact\": \"3.5 kg CO₂ per 100g of pork bacon\",\n \"suggested_impact\": \"0.5 kg CO₂ per 100g of plant-based bacon\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Preparing bacon and eggs for breakfast with store-bought bacon.",
+ "suggestion": "Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.",
+ "rationale": "Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ per 100g of pork bacon",
+ "suggested_impact": "0.5 kg CO₂ per 100g of plant-based bacon"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 0,
+ "original_input": "I need to fly to Singapore next week for a conference, looking at business class tickets",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying to Singapore in business class for a conference\",\n \"suggestion\": \"Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.\",\n \"rationale\": \"Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.\",\n \"metrics\": {\n \"original_impact\": \"2,500 kg CO₂ (business class, round trip)\",\n \"suggested_impact\": \"1,650 kg CO₂ (economy class, round trip) plus offset contribution\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying to Singapore in business class for a conference",
+ "suggestion": "Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.",
+ "rationale": "Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.",
+ "metrics": {
+ "original_impact": "2,500 kg CO₂ (business class, round trip)",
+ "suggested_impact": "1,650 kg CO₂ (economy class, round trip) plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 1,
+ "original_input": "Ordering lunch for my team, thinking Chipotle for twelve people with delivery",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering Chipotle for twelve people with delivery\",\n \"suggestion\": \"Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.\",\n \"rationale\": \"Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.\",\n \"metrics\": {\n \"original_impact\": \"12 kg CO₂ for food production and approximately 1.5 kg of packaging waste\",\n \"suggested_impact\": \"11 kg CO₂ for food production and approximately 0.5 kg of packaging waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering Chipotle for twelve people with delivery",
+ "suggestion": "Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.",
+ "rationale": "Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.",
+ "metrics": {
+ "original_impact": "12 kg CO₂ for food production and approximately 1.5 kg of packaging waste",
+ "suggested_impact": "11 kg CO₂ for food production and approximately 0.5 kg of packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 2,
+ "original_input": "Printing fifty copies of the quarterly report for tomorrow's board meeting",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing fifty copies of the quarterly report for the board meeting\",\n \"suggestion\": \"Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.\",\n \"rationale\": \"Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)\",\n \"suggested_impact\": \"0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing fifty copies of the quarterly report for the board meeting",
+ "suggestion": "Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.",
+ "rationale": "Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)",
+ "suggested_impact": "0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 0,
+ "original_input": "Working from home today, gonna keep the AC running all afternoon at 68 degrees",
+ "raw_response": "```json\n{\n \"original_action\": \"Keeping the air conditioner running all afternoon at 68°F while working from home.\",\n \"suggestion\": \"Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.\",\n \"rationale\": \"Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.\",\n \"metrics\": {\n \"original_impact\": \"3.5 kg CO₂ for 6 hours of AC use at 68°F\",\n \"suggested_impact\": \"1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Keeping the air conditioner running all afternoon at 68°F while working from home.",
+ "suggestion": "Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.",
+ "rationale": "Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ for 6 hours of AC use at 68°F",
+ "suggested_impact": "1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 1,
+ "original_input": "Need to buy a new laptop charger, saw one on Amazon Prime",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new laptop charger on Amazon Prime\",\n \"suggestion\": \"Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.\",\n \"rationale\": \"Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.\",\n \"metrics\": {\n \"original_impact\": \"2 kg CO₂ for new charger production and shipping\",\n \"suggested_impact\": \"0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new laptop charger on Amazon Prime",
+ "suggestion": "Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.",
+ "rationale": "Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.",
+ "metrics": {
+ "original_impact": "2 kg CO₂ for new charger production and shipping",
+ "suggested_impact": "0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 2,
+ "original_input": "Getting coffee at the local café, probably my third cup today",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting a third coffee of the day at the local café, likely in a disposable cup.\",\n \"suggestion\": \"Bring a reusable cup for your next coffee and ask the café to fill it.\",\n \"rationale\": \"Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters of water per disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water for reusable cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting a third coffee of the day at the local café, likely in a disposable cup.",
+ "suggestion": "Bring a reusable cup for your next coffee and ask the café to fill it.",
+ "rationale": "Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters of water per disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for reusable cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 0,
+ "original_input": "Doing laundry, three loads today with warm water",
+ "raw_response": "```json\n{\n \"original_action\": \"Doing three loads of laundry with warm water.\",\n \"suggestion\": \"Wash your laundry using cold water instead of warm water.\",\n \"rationale\": \"Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.\",\n \"metrics\": {\n \"original_impact\": \"6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)\",\n \"suggested_impact\": \"0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Doing three loads of laundry with warm water.",
+ "suggestion": "Wash your laundry using cold water instead of warm water.",
+ "rationale": "Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.",
+ "metrics": {
+ "original_impact": "6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)",
+ "suggested_impact": "0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 1,
+ "original_input": "Taking my daughter to dance class, it's fifteen minutes away by car",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving 15 minutes to take your daughter to dance class\",\n \"suggestion\": \"Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.\",\n \"rationale\": \"Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)\",\n \"suggested_impact\": \"0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving 15 minutes to take your daughter to dance class",
+ "suggestion": "Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.",
+ "rationale": "Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)",
+ "suggested_impact": "0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 2,
+ "original_input": "Buying diapers in bulk from Costco, the big pack of like 200",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a bulk pack of disposable diapers from Costco (200 units).\",\n \"suggestion\": \"Consider switching to reusable cloth diapers for at least part of your diapering needs.\",\n \"rationale\": \"Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.\",\n \"metrics\": {\n \"original_impact\": \"50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack\",\n \"suggested_impact\": \"10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a bulk pack of disposable diapers from Costco (200 units).",
+ "suggestion": "Consider switching to reusable cloth diapers for at least part of your diapering needs.",
+ "rationale": "Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack",
+ "suggested_impact": "10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 0,
+ "original_input": "Driving my truck to three different job sites today, probably 80 miles total",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving a truck to three job sites over a total of 80 miles\",\n \"suggestion\": \"Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.\",\n \"rationale\": \"Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.\",\n \"metrics\": {\n \"original_impact\": \"28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)\",\n \"suggested_impact\": \"22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving a truck to three job sites over a total of 80 miles",
+ "suggestion": "Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.",
+ "rationale": "Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.",
+ "metrics": {
+ "original_impact": "28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)",
+ "suggested_impact": "22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 1,
+ "original_input": "Grabbing lunch from Wendy's, getting a burger combo",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a burger combo meal from Wendy's, likely with disposable packaging.\",\n \"suggestion\": \"Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.\",\n \"rationale\": \"Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.\",\n \"metrics\": {\n \"original_impact\": \"3.0 kg CO₂ for beef burger combo with disposable packaging\",\n \"suggested_impact\": \"1.5 kg CO₂ for plant-based meal with reduced packaging waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a burger combo meal from Wendy's, likely with disposable packaging.",
+ "suggestion": "Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.",
+ "rationale": "Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.",
+ "metrics": {
+ "original_impact": "3.0 kg CO₂ for beef burger combo with disposable packaging",
+ "suggested_impact": "1.5 kg CO₂ for plant-based meal with reduced packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 2,
+ "original_input": "Need to dispose of some old construction materials, gonna take them to the dump",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking old construction materials to the dump for disposal\",\n \"suggestion\": \"Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.\",\n \"rationale\": \"Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.\",\n \"metrics\": {\n \"original_impact\": \"200 kg waste sent to landfill\",\n \"suggested_impact\": \"50 kg waste to landfill with 150 kg recycled or reused\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking old construction materials to the dump for disposal",
+ "suggestion": "Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.",
+ "rationale": "Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.",
+ "metrics": {
+ "original_impact": "200 kg waste sent to landfill",
+ "suggested_impact": "50 kg waste to landfill with 150 kg recycled or reused"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 0,
+ "original_input": "Getting sushi delivered through DoorDash to my dorm",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering sushi delivery through DoorDash to a dorm\",\n \"suggestion\": \"Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.\",\n \"rationale\": \"By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ for delivery and packaging waste\",\n \"suggested_impact\": \"0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering sushi delivery through DoorDash to a dorm",
+ "suggestion": "Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.",
+ "rationale": "By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for delivery and packaging waste",
+ "suggested_impact": "0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 1,
+ "original_input": "Need to print my essay, it's like 15 pages double-spaced",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing a 15-page double-spaced essay on paper\",\n \"suggestion\": \"Print the essay double-sided to save paper and reduce waste.\",\n \"rationale\": \"Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.\",\n \"metrics\": {\n \"original_impact\": \"15 sheets of paper\",\n \"suggested_impact\": \"7.5 sheets of paper\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing a 15-page double-spaced essay on paper",
+ "suggestion": "Print the essay double-sided to save paper and reduce waste.",
+ "rationale": "Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.",
+ "metrics": {
+ "original_impact": "15 sheets of paper",
+ "suggested_impact": "7.5 sheets of paper",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 2,
+ "original_input": "Buying a new outfit for the party this weekend, online shopping at H&M",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new outfit for a party via online shopping at H&M.\",\n \"suggestion\": \"Consider renting an outfit from a clothing rental service or borrowing from a friend.\",\n \"rationale\": \"Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.\",\n \"metrics\": {\n \"original_impact\": \"25 kg CO₂ for production and shipping of a new fast fashion outfit\",\n \"suggested_impact\": \"5 kg CO₂ for dry cleaning and transportation in a rental scenario\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new outfit for a party via online shopping at H&M.",
+ "suggestion": "Consider renting an outfit from a clothing rental service or borrowing from a friend.",
+ "rationale": "Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for production and shipping of a new fast fashion outfit",
+ "suggested_impact": "5 kg CO₂ for dry cleaning and transportation in a rental scenario"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 0,
+ "original_input": "Heating up my lunch in the microwave at the hospital, it's in a plastic container",
+ "raw_response": "```json\n{\n \"original_action\": \"Heating up lunch in the microwave using a plastic container at the hospital.\",\n \"suggestion\": \"Use a glass or ceramic container for reheating your lunch in the microwave.\",\n \"rationale\": \"Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.\",\n \"metrics\": {\n \"original_impact\": \"Potential release of microplastics and chemical leaching (qualitative impact).\",\n \"suggested_impact\": \"No chemical leaching or microplastic release (qualitative improvement).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Heating up lunch in the microwave using a plastic container at the hospital.",
+ "suggestion": "Use a glass or ceramic container for reheating your lunch in the microwave.",
+ "rationale": "Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.",
+ "metrics": {
+ "original_impact": "Potential release of microplastics and chemical leaching (qualitative impact).",
+ "suggested_impact": "No chemical leaching or microplastic release (qualitative improvement)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 1,
+ "original_input": "Getting a bottled water from the vending machine, forgot my water bottle",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a bottled water from the vending machine\",\n \"suggestion\": \"Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.\",\n \"rationale\": \"Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ for a single-use plastic bottle\",\n \"suggested_impact\": \"0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a bottled water from the vending machine",
+ "suggestion": "Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.",
+ "rationale": "Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for a single-use plastic bottle",
+ "suggested_impact": "0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 2,
+ "original_input": "Driving home during my lunch break to check on the dog",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving home during lunch break to check on the dog.\",\n \"suggestion\": \"Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.\",\n \"rationale\": \"Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km round trip per day (average car emissions).\",\n \"suggested_impact\": \"0 kg CO₂ with remote monitoring or local help.\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving home during lunch break to check on the dog.",
+ "suggestion": "Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.",
+ "rationale": "Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip per day (average car emissions).",
+ "suggested_impact": "0 kg CO₂ with remote monitoring or local help."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 0,
+ "original_input": "Ordering supplies for the store, need them shipped overnight",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering store supplies with overnight shipping\",\n \"suggestion\": \"Opt for standard shipping instead of overnight delivery whenever possible.\",\n \"rationale\": \"Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.\",\n \"metrics\": {\n \"original_impact\": \"15 kg CO₂ per package (overnight shipping via air freight)\",\n \"suggested_impact\": \"5 kg CO₂ per package (standard shipping via ground transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering store supplies with overnight shipping",
+ "suggestion": "Opt for standard shipping instead of overnight delivery whenever possible.",
+ "rationale": "Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.",
+ "metrics": {
+ "original_impact": "15 kg CO₂ per package (overnight shipping via air freight)",
+ "suggested_impact": "5 kg CO₂ per package (standard shipping via ground transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 1,
+ "original_input": "Getting iced coffee from Starbucks in their regular cup",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting iced coffee from Starbucks in their regular disposable cup.\",\n \"suggestion\": \"Bring a reusable cup or tumbler for your iced coffee.\",\n \"rationale\": \"Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters water for disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters water for cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting iced coffee from Starbucks in their regular disposable cup.",
+ "suggestion": "Bring a reusable cup or tumbler for your iced coffee.",
+ "rationale": "Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 2,
+ "original_input": "Driving to the bank during my break, it's just down the street",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to the bank during a break, even though it is close by.\",\n \"suggestion\": \"Consider walking or biking to the bank instead of driving.\",\n \"rationale\": \"Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ for a 1 km round trip in a car\",\n \"suggested_impact\": \"0 kg CO₂ for walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to the bank during a break, even though it is close by.",
+ "suggestion": "Consider walking or biking to the bank instead of driving.",
+ "rationale": "Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 1 km round trip in a car",
+ "suggested_impact": "0 kg CO₂ for walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 0,
+ "original_input": "Ordering dinner through Uber Eats tonight, working late",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering dinner through Uber Eats while working late.\",\n \"suggestion\": \"Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.\",\n \"rationale\": \"By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ from delivery emissions and waste from disposable packaging\",\n \"suggested_impact\": \"0.4 kg CO₂ with reduced packaging waste and no disposable utensils\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering dinner through Uber Eats while working late.",
+ "suggestion": "Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.",
+ "rationale": "By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ from delivery emissions and waste from disposable packaging",
+ "suggested_impact": "0.4 kg CO₂ with reduced packaging waste and no disposable utensils"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 1,
+ "original_input": "Buying a new gaming keyboard, saw it on Best Buy's website",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new gaming keyboard from Best Buy's website\",\n \"suggestion\": \"Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.\",\n \"rationale\": \"Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.\",\n \"metrics\": {\n \"original_impact\": \"8 kg CO₂ for production and shipping of a new keyboard\",\n \"suggested_impact\": \"2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new gaming keyboard from Best Buy's website",
+ "suggestion": "Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.",
+ "rationale": "Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.",
+ "metrics": {
+ "original_impact": "8 kg CO₂ for production and shipping of a new keyboard",
+ "suggested_impact": "2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 2,
+ "original_input": "Running the server fans at full speed to keep the room cool",
+ "raw_response": "```json\n{\n \"original_action\": \"Running server fans at full speed to keep the room cool\",\n \"suggestion\": \"Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.\",\n \"rationale\": \"Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.\",\n \"metrics\": {\n \"original_impact\": \"Estimated 500 kWh per month for excessive fan usage\",\n \"suggested_impact\": \"300 kWh per month with optimized cooling strategies\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running server fans at full speed to keep the room cool",
+ "suggestion": "Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.",
+ "rationale": "Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.",
+ "metrics": {
+ "original_impact": "Estimated 500 kWh per month for excessive fan usage",
+ "suggested_impact": "300 kWh per month with optimized cooling strategies"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 0,
+ "original_input": "Making copies of homework assignments for all my classes, probably 150 sheets",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing 150 sheets of homework assignments for classes\",\n \"suggestion\": \"Share digital copies of the homework via email or a learning platform instead of printing physical copies.\",\n \"rationale\": \"Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water for digital sharing\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing 150 sheets of homework assignments for classes",
+ "suggestion": "Share digital copies of the homework via email or a learning platform instead of printing physical copies.",
+ "rationale": "Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for digital sharing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 1,
+ "original_input": "Driving to Target after school to get classroom supplies",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to Target after school to purchase classroom supplies.\",\n \"suggestion\": \"Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.\",\n \"rationale\": \"Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ for a 20 km round trip drive\",\n \"suggested_impact\": \"2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to Target after school to purchase classroom supplies.",
+ "suggestion": "Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.",
+ "rationale": "Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 2,
+ "original_input": "Getting Starbucks on the way home, treating myself",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting Starbucks on the way home and using a disposable cup\",\n \"suggestion\": \"Bring your own reusable cup when you visit Starbucks for your treat.\",\n \"rationale\": \"Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters water for disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters water for cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting Starbucks on the way home and using a disposable cup",
+ "suggestion": "Bring your own reusable cup when you visit Starbucks for your treat.",
+ "rationale": "Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 0,
+ "original_input": "Flying to Chicago for client meetings tomorrow, looking at morning flights",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying to Chicago for client meetings on a morning flight\",\n \"suggestion\": \"Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.\",\n \"rationale\": \"Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.\",\n \"metrics\": {\n \"original_impact\": \"700 kg CO₂ for a typical one-way domestic flight in business class with a layover\",\n \"suggested_impact\": \"400 kg CO₂ for a direct flight in economy class plus offset contribution\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying to Chicago for client meetings on a morning flight",
+ "suggestion": "Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.",
+ "rationale": "Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.",
+ "metrics": {
+ "original_impact": "700 kg CO₂ for a typical one-way domestic flight in business class with a layover",
+ "suggested_impact": "400 kg CO₂ for a direct flight in economy class plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 1,
+ "original_input": "Renting a car at the airport for two days",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a car at the airport for a two-day trip\",\n \"suggestion\": \"Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.\",\n \"rationale\": \"Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.\",\n \"metrics\": {\n \"original_impact\": \"100 kg CO₂ for a 200 km trip in a gasoline car\",\n \"suggested_impact\": \"0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a car at the airport for a two-day trip",
+ "suggestion": "Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.",
+ "rationale": "Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.",
+ "metrics": {
+ "original_impact": "100 kg CO₂ for a 200 km trip in a gasoline car",
+ "suggested_impact": "0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 2,
+ "original_input": "Booking a hotel downtown, need a place with good amenities",
+ "raw_response": "```json\n{\n \"original_action\": \"Booking a hotel downtown with good amenities\",\n \"suggestion\": \"Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.\",\n \"rationale\": \"Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 30 kg CO₂ per night (average downtown hotel stay)\",\n \"suggested_impact\": \"Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Booking a hotel downtown with good amenities",
+ "suggestion": "Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.",
+ "rationale": "Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.",
+ "metrics": {
+ "original_impact": "Approximately 30 kg CO₂ per night (average downtown hotel stay)",
+ "suggested_impact": "Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 0,
+ "original_input": "Ordering pizza delivery for date night, getting two large pizzas",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering two large pizzas for delivery on date night\",\n \"suggestion\": \"Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.\",\n \"rationale\": \"Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ for delivery emissions plus packaging waste\",\n \"suggested_impact\": \"1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering two large pizzas for delivery on date night",
+ "suggestion": "Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.",
+ "rationale": "Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for delivery emissions plus packaging waste",
+ "suggested_impact": "1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 1,
+ "original_input": "Watching Netflix, we'll probably binge for like four hours tonight",
+ "raw_response": "```json\n{\n \"original_action\": \"Watching Netflix for four hours\",\n \"suggestion\": \"Turn off unused lights and devices in the room while watching Netflix.\",\n \"rationale\": \"Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ for streaming electricity usage\",\n \"suggested_impact\": \"0.15 kg CO₂ with reduced energy consumption from lights and idle devices\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watching Netflix for four hours",
+ "suggestion": "Turn off unused lights and devices in the room while watching Netflix.",
+ "rationale": "Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for streaming electricity usage",
+ "suggested_impact": "0.15 kg CO₂ with reduced energy consumption from lights and idle devices"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 2,
+ "original_input": "Doing a load of laundry before bed, just throwing everything in",
+ "raw_response": "```json\n{\n \"original_action\": \"Doing a load of laundry with mixed items without sorting.\",\n \"suggestion\": \"Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.\",\n \"rationale\": \"Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kg CO₂ per load with warm water\",\n \"suggested_impact\": \"0.4 kg CO₂ per load with cold water\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Doing a load of laundry with mixed items without sorting.",
+ "suggestion": "Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.",
+ "rationale": "Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.",
+ "metrics": {
+ "original_impact": "1.2 kg CO₂ per load with warm water",
+ "suggested_impact": "0.4 kg CO₂ per load with cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 0,
+ "original_input": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to pick up takeout Thai food for dinner, about ten minutes away\",\n \"suggestion\": \"Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.\",\n \"rationale\": \"Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.\",\n \"metrics\": {\n \"original_impact\": \"1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking, or reduced emissions if combining trips\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "suggestion": "Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.",
+ "rationale": "Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.",
+ "metrics": {
+ "original_impact": "1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or reduced emissions if combining trips"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 1,
+ "original_input": "Running the dishwasher, it's only half full but I need those dishes clean",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the dishwasher half full to clean needed dishes.\",\n \"suggestion\": \"Hand wash the few dishes you need and wait to run the dishwasher until it is full.\",\n \"rationale\": \"Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kWh energy and 12 liters water per half-empty load\",\n \"suggested_impact\": \"0.2 kWh energy and 3 liters water for hand washing a few dishes\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the dishwasher half full to clean needed dishes.",
+ "suggestion": "Hand wash the few dishes you need and wait to run the dishwasher until it is full.",
+ "rationale": "Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.",
+ "metrics": {
+ "original_impact": "1.2 kWh energy and 12 liters water per half-empty load",
+ "suggested_impact": "0.2 kWh energy and 3 liters water for hand washing a few dishes"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 2,
+ "original_input": "Buying a new toy for my son's birthday on Amazon, need it before Friday",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new toy on Amazon with expedited shipping for a birthday gift.\",\n \"suggestion\": \"Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.\",\n \"rationale\": \"Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ for expedited shipping and packaging\",\n \"suggested_impact\": \"1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new toy on Amazon with expedited shipping for a birthday gift.",
+ "suggestion": "Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.",
+ "rationale": "Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for expedited shipping and packaging",
+ "suggested_impact": "1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 0,
+ "original_input": "Turning on the heating for the evening, setting it to 74 degrees",
+ "raw_response": "```json\n{\n \"original_action\": \"Turning on the heating for the evening and setting it to 74°F.\",\n \"suggestion\": \"Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.\",\n \"rationale\": \"Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.\",\n \"metrics\": {\n \"original_impact\": \"5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)\",\n \"suggested_impact\": \"4.1 kg CO₂ for 4 hours at 68°F (same assumptions)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Turning on the heating for the evening and setting it to 74°F.",
+ "suggestion": "Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.",
+ "rationale": "Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.",
+ "metrics": {
+ "original_impact": "5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)",
+ "suggested_impact": "4.1 kg CO₂ for 4 hours at 68°F (same assumptions)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 1,
+ "original_input": "Making pot roast for dinner in the oven, takes about three hours",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking a pot roast in the oven for three hours\",\n \"suggestion\": \"Use a slow cooker to make the pot roast instead of the oven.\",\n \"rationale\": \"A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.\",\n \"metrics\": {\n \"original_impact\": \"2.7 kg CO₂ (assuming 2 kWh electricity for oven)\",\n \"suggested_impact\": \"0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking a pot roast in the oven for three hours",
+ "suggestion": "Use a slow cooker to make the pot roast instead of the oven.",
+ "rationale": "A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.",
+ "metrics": {
+ "original_impact": "2.7 kg CO₂ (assuming 2 kWh electricity for oven)",
+ "suggested_impact": "0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 2,
+ "original_input": "Watching the news, TV will be on most of the evening",
+ "raw_response": "```json\n{\n \"original_action\": \"Watching TV for most of the evening.\",\n \"suggestion\": \"Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.\",\n \"rationale\": \"Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.\",\n \"metrics\": {\n \"original_impact\": \"0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)\",\n \"suggested_impact\": \"0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watching TV for most of the evening.",
+ "suggestion": "Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.",
+ "rationale": "Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.",
+ "metrics": {
+ "original_impact": "0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)",
+ "suggested_impact": "0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 0,
+ "original_input": "Buying protein powder online, getting the 10-pound container",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying protein powder online in a 10-pound container.\",\n \"suggestion\": \"Opt for a plant-based protein powder in a recyclable or compostable package, if available.\",\n \"rationale\": \"Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.\",\n \"metrics\": {\n \"original_impact\": \"20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).\",\n \"suggested_impact\": \"10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying protein powder online in a 10-pound container.",
+ "suggestion": "Opt for a plant-based protein powder in a recyclable or compostable package, if available.",
+ "rationale": "Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).",
+ "suggested_impact": "10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 1,
+ "original_input": "Driving to the gym, it's about twenty minutes away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to the gym located 20 minutes away\",\n \"suggestion\": \"Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.\",\n \"rationale\": \"Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 20 km round trip drive\",\n \"suggested_impact\": \"0 kg CO₂ if biking or walking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to the gym located 20 minutes away",
+ "suggestion": "Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.",
+ "rationale": "Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "0 kg CO₂ if biking or walking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 2,
+ "original_input": "Taking a long hot shower after my workout, helps my muscles",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking a long hot shower after a workout to soothe muscles.\",\n \"suggestion\": \"Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.\",\n \"rationale\": \"Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.\",\n \"metrics\": {\n \"original_impact\": \"100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower\",\n \"suggested_impact\": \"33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking a long hot shower after a workout to soothe muscles.",
+ "suggestion": "Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.",
+ "rationale": "Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.",
+ "metrics": {
+ "original_impact": "100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower",
+ "suggested_impact": "33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 0,
+ "original_input": "Pulling an all-nighter to finish my thesis, keeping all the lights on and drinking lots of coffee",
+ "raw_response": "```json\n{\n \"original_action\": \"Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.\",\n \"suggestion\": \"Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.\",\n \"rationale\": \"Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).\",\n \"suggested_impact\": \"1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.",
+ "suggestion": "Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.",
+ "rationale": "Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.",
+ "metrics": {
+ "original_impact": "2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).",
+ "suggested_impact": "1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 1,
+ "original_input": "Ordering late-night snacks from 7-Eleven through delivery app",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering late-night snacks from 7-Eleven through a delivery app\",\n \"suggestion\": \"Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.\",\n \"rationale\": \"By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.\",\n \"metrics\": {\n \"original_impact\": \"0.8 kg CO₂ for an average delivery trip\",\n \"suggested_impact\": \"0 kg CO₂ from walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering late-night snacks from 7-Eleven through a delivery app",
+ "suggestion": "Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.",
+ "rationale": "By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.",
+ "metrics": {
+ "original_impact": "0.8 kg CO₂ for an average delivery trip",
+ "suggested_impact": "0 kg CO₂ from walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 2,
+ "original_input": "Running the heater because it's cold in my apartment, probably all night",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the heater all night to stay warm in a cold apartment.\",\n \"suggestion\": \"Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.\",\n \"rationale\": \"Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)\",\n \"suggested_impact\": \"6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the heater all night to stay warm in a cold apartment.",
+ "suggestion": "Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.",
+ "rationale": "Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)",
+ "suggested_impact": "6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 0,
+ "original_input": "Leaving the porch light on all night for security",
+ "raw_response": "```json\n{\n \"original_action\": \"Leaving the porch light on all night for security.\",\n \"suggestion\": \"Install a motion-sensor light that only turns on when movement is detected.\",\n \"rationale\": \"Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)\",\n \"suggested_impact\": \"0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Leaving the porch light on all night for security.",
+ "suggestion": "Install a motion-sensor light that only turns on when movement is detected.",
+ "rationale": "Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.",
+ "metrics": {
+ "original_impact": "1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)",
+ "suggested_impact": "0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 1,
+ "original_input": "Running the washing machine before bed, need clean clothes for tomorrow",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the washing machine at night for clean clothes needed the next day.\",\n \"suggestion\": \"Run the washing machine on a cold water cycle and ensure it's a full load.\",\n \"rationale\": \"Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.\",\n \"metrics\": {\n \"original_impact\": \"0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)\",\n \"suggested_impact\": \"0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the washing machine at night for clean clothes needed the next day.",
+ "suggestion": "Run the washing machine on a cold water cycle and ensure it's a full load.",
+ "rationale": "Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)",
+ "suggested_impact": "0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 2,
+ "original_input": "Setting the thermostat to 72 overnight so we're comfortable",
+ "raw_response": "```json\n{\n \"original_action\": \"Setting the thermostat to 72°F overnight for comfort.\",\n \"suggestion\": \"Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.\",\n \"rationale\": \"Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).\",\n \"suggested_impact\": \"Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source).\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Setting the thermostat to 72°F overnight for comfort.",
+ "suggestion": "Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.",
+ "rationale": "Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.",
+ "metrics": {
+ "original_impact": "Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).",
+ "suggested_impact": "Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source)."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 0,
+ "original_input": "Planning a road trip to the beach this weekend, about 200 miles each way",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving 200 miles each way for a beach trip this weekend in a personal vehicle.\",\n \"suggestion\": \"Rent a hybrid or electric vehicle for the trip if available and affordable.\",\n \"rationale\": \"Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.\",\n \"metrics\": {\n \"original_impact\": \"88 kg CO₂ for a gas-powered car (400 miles round trip)\",\n \"suggested_impact\": \"30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving 200 miles each way for a beach trip this weekend in a personal vehicle.",
+ "suggestion": "Rent a hybrid or electric vehicle for the trip if available and affordable.",
+ "rationale": "Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.",
+ "metrics": {
+ "original_impact": "88 kg CO₂ for a gas-powered car (400 miles round trip)",
+ "suggested_impact": "30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 1,
+ "original_input": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying groceries for the week at Whole Foods, filling up the cart\",\n \"suggestion\": \"Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.\",\n \"rationale\": \"Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items\",\n \"suggested_impact\": \"35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "suggestion": "Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.",
+ "rationale": "Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items",
+ "suggested_impact": "35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 2,
+ "original_input": "Grilling burgers and steaks for the family barbecue on Saturday",
+ "raw_response": "```json\n{\n \"original_action\": \"Grilling burgers and steaks for a family barbecue\",\n \"suggestion\": \"Include plant-based burger patties or grilled vegetables alongside the meat options.\",\n \"rationale\": \"Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.\",\n \"metrics\": {\n \"original_impact\": \"25 kg CO₂ for 8 servings of beef (burgers and steaks)\",\n \"suggested_impact\": \"15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Grilling burgers and steaks for a family barbecue",
+ "suggestion": "Include plant-based burger patties or grilled vegetables alongside the meat options.",
+ "rationale": "Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for 8 servings of beef (burgers and steaks)",
+ "suggested_impact": "15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 0,
+ "original_input": "Buying new power tools online, they're on sale at Home Depot",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying new power tools online during a sale at Home Depot\",\n \"suggestion\": \"Purchase refurbished power tools or rent them if they are for occasional use.\",\n \"rationale\": \"Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.\",\n \"metrics\": {\n \"original_impact\": \"50 kg CO₂ (estimated manufacturing and shipping for new tools)\",\n \"suggested_impact\": \"25 kg CO₂ for refurbished tools or near-zero for tool rental\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying new power tools online during a sale at Home Depot",
+ "suggestion": "Purchase refurbished power tools or rent them if they are for occasional use.",
+ "rationale": "Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ (estimated manufacturing and shipping for new tools)",
+ "suggested_impact": "25 kg CO₂ for refurbished tools or near-zero for tool rental"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 1,
+ "original_input": "Working on my car in the garage with all the lights on this weekend",
+ "raw_response": "```json\n{\n \"original_action\": \"Working on a car in the garage with all the lights on.\",\n \"suggestion\": \"Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.\",\n \"rationale\": \"LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).\",\n \"suggested_impact\": \"0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Working on a car in the garage with all the lights on.",
+ "suggestion": "Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.",
+ "rationale": "LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).",
+ "suggested_impact": "0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 2,
+ "original_input": "Planning to repaint my deck, need to buy several gallons of stain",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying several gallons of deck stain for repainting a deck\",\n \"suggestion\": \"Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.\",\n \"rationale\": \"Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.\",\n \"metrics\": {\n \"original_impact\": \"High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter\",\n \"suggested_impact\": \"Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying several gallons of deck stain for repainting a deck",
+ "suggestion": "Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.",
+ "rationale": "Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.",
+ "metrics": {
+ "original_impact": "High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter",
+ "suggested_impact": "Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 0,
+ "original_input": "Getting my nails done at the salon, then maybe shopping at the mall",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting nails done at the salon and shopping at the mall.\",\n \"suggestion\": \"Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.\",\n \"rationale\": \"Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.\",\n \"metrics\": {\n \"original_impact\": \"Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.\",\n \"suggested_impact\": \"Reduced chemical exposure and no additional plastic waste from reusable bag use.\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"qualitative_only\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting nails done at the salon and shopping at the mall.",
+ "suggestion": "Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.",
+ "rationale": "Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.",
+ "metrics": {
+ "original_impact": "Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.",
+ "suggested_impact": "Reduced chemical exposure and no additional plastic waste from reusable bag use."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "qualitative_only"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 1,
+ "original_input": "Meeting friends for brunch downtown, we're all driving separately",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving separately to meet friends for brunch downtown\",\n \"suggestion\": \"Coordinate a carpool with your friends or use public transit if available.\",\n \"rationale\": \"Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for 4 cars traveling 10 km round trip each\",\n \"suggested_impact\": \"2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving separately to meet friends for brunch downtown",
+ "suggestion": "Coordinate a carpool with your friends or use public transit if available.",
+ "rationale": "Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for 4 cars traveling 10 km round trip each",
+ "suggested_impact": "2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 2,
+ "original_input": "Buying a new dress for tonight, need something cute",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new dress for a single event\",\n \"suggestion\": \"Consider borrowing a dress from a friend or renting one from a clothing rental service.\",\n \"rationale\": \"Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for production and transport of a new dress\",\n \"suggested_impact\": \"1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new dress for a single event",
+ "suggestion": "Consider borrowing a dress from a friend or renting one from a clothing rental service.",
+ "rationale": "Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for production and transport of a new dress",
+ "suggested_impact": "1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 0,
+ "original_input": "Buying camping gear from REI online, getting a new tent and sleeping bags",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new tent and sleeping bags from REI online.\",\n \"suggestion\": \"Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.\",\n \"rationale\": \"Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 50 kg CO₂ for manufacturing and shipping new gear.\",\n \"suggested_impact\": \"10-15 kg CO₂ for shipping used gear (no manufacturing impact).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new tent and sleeping bags from REI online.",
+ "suggestion": "Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.",
+ "rationale": "Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for manufacturing and shipping new gear.",
+ "suggested_impact": "10-15 kg CO₂ for shipping used gear (no manufacturing impact)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 1,
+ "original_input": "Driving up to the mountains this weekend with the family, SUV loaded up",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving an SUV to the mountains with the family for a weekend trip.\",\n \"suggestion\": \"Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.\",\n \"rationale\": \"Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.\",\n \"metrics\": {\n \"original_impact\": \"150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)\",\n \"suggested_impact\": \"127.5 kg CO₂ with efficient driving (15% reduction)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving an SUV to the mountains with the family for a weekend trip.",
+ "suggestion": "Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.",
+ "rationale": "Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.",
+ "metrics": {
+ "original_impact": "150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)",
+ "suggested_impact": "127.5 kg CO₂ with efficient driving (15% reduction)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 2,
+ "original_input": "Stocking up on bottled water for the camping trip, getting a case of 24",
+ "raw_response": "```json\n{\n \"original_action\": \"Purchasing a case of 24 bottled water for a camping trip.\",\n \"suggestion\": \"Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.\",\n \"rationale\": \"Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.\",\n \"metrics\": {\n \"original_impact\": \"6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.\",\n \"suggested_impact\": \"0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste.\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Purchasing a case of 24 bottled water for a camping trip.",
+ "suggestion": "Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.",
+ "rationale": "Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.",
+ "metrics": {
+ "original_impact": "6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.",
+ "suggested_impact": "0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 0,
+ "original_input": "Booking a rental car for my week-long business trip in LA",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a car for a week-long business trip in Los Angeles\",\n \"suggestion\": \"Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.\",\n \"rationale\": \"Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.\",\n \"metrics\": {\n \"original_impact\": \"140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)\",\n \"suggested_impact\": \"70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a car for a week-long business trip in Los Angeles",
+ "suggestion": "Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.",
+ "rationale": "Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.",
+ "metrics": {
+ "original_impact": "140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)",
+ "suggested_impact": "70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 1,
+ "original_input": "Need to expense five dinners at restaurants while I'm traveling",
+ "raw_response": "```json\n{\n \"original_action\": \"Eating five dinners at restaurants while traveling.\",\n \"suggestion\": \"Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.\",\n \"rationale\": \"Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.\",\n \"metrics\": {\n \"original_impact\": \"12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)\",\n \"suggested_impact\": \"10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Eating five dinners at restaurants while traveling.",
+ "suggestion": "Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.",
+ "rationale": "Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.",
+ "metrics": {
+ "original_impact": "12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)",
+ "suggested_impact": "10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 2,
+ "original_input": "Getting hotel laundry service, have like ten items to clean",
+ "raw_response": "```json\n{\n \"original_action\": \"Using hotel laundry service for ten items of clothing\",\n \"suggestion\": \"Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.\",\n \"rationale\": \"Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.\",\n \"metrics\": {\n \"original_impact\": \"50 liters water and 1.5 kg CO₂ for hotel laundry service\",\n \"suggested_impact\": \"10 liters water and negligible CO₂ for hand-washing\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Using hotel laundry service for ten items of clothing",
+ "suggestion": "Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.",
+ "rationale": "Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.",
+ "metrics": {
+ "original_impact": "50 liters water and 1.5 kg CO₂ for hotel laundry service",
+ "suggested_impact": "10 liters water and negligible CO₂ for hand-washing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 0,
+ "original_input": "Replacing all the windows in my house with new ones",
+ "raw_response": "```json\n{\n \"original_action\": \"Replacing all the windows in the house with new ones.\",\n \"suggestion\": \"Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.\",\n \"rationale\": \"Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.\",\n \"metrics\": {\n \"original_impact\": \"1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).\",\n \"suggested_impact\": \"300 kg CO₂ for retrofitting or repairing existing windows.\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Replacing all the windows in the house with new ones.",
+ "suggestion": "Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.",
+ "rationale": "Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.",
+ "metrics": {
+ "original_impact": "1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).",
+ "suggested_impact": "300 kg CO₂ for retrofitting or repairing existing windows."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 1,
+ "original_input": "Buying a new refrigerator, the old one still works but it's like 15 years old",
+ "raw_response": "```json\n{\n \"original_action\": \"Replacing a 15-year-old working refrigerator with a new one.\",\n \"suggestion\": \"Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.\",\n \"rationale\": \"Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.\",\n \"metrics\": {\n \"original_impact\": \"200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)\",\n \"suggested_impact\": \"0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Replacing a 15-year-old working refrigerator with a new one.",
+ "suggestion": "Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.",
+ "rationale": "Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.",
+ "metrics": {
+ "original_impact": "200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)",
+ "suggested_impact": "0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 2,
+ "original_input": "Installing all new LED lighting throughout the house",
+ "raw_response": "```json\n{\n \"original_action\": \"Installing all new LED lighting throughout the house\",\n \"suggestion\": \"Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.\",\n \"rationale\": \"While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.\",\n \"suggested_impact\": \"Same 80% energy reduction over time, but with minimized waste.\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Installing all new LED lighting throughout the house",
+ "suggestion": "Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.",
+ "rationale": "While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.",
+ "metrics": {
+ "original_impact": "Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.",
+ "suggested_impact": "Same 80% energy reduction over time, but with minimized waste."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 0,
+ "original_input": "Ordering gifts online for the whole family, need them wrapped and shipped",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering gifts online with wrapping and shipping for the whole family\",\n \"suggestion\": \"Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.\",\n \"rationale\": \"Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)\",\n \"suggested_impact\": \"4 kg CO₂ with recyclable or no wrapping, and reduced waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering gifts online with wrapping and shipping for the whole family",
+ "suggestion": "Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.",
+ "rationale": "Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)",
+ "suggested_impact": "4 kg CO₂ with recyclable or no wrapping, and reduced waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 1,
+ "original_input": "Flying to see family for Thanksgiving, bringing my spouse and two kids",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying with family (2 adults, 2 kids) to visit family for Thanksgiving\",\n \"suggestion\": \"Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.\",\n \"rationale\": \"Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.\",\n \"metrics\": {\n \"original_impact\": \"3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)\",\n \"suggested_impact\": \"720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying with family (2 adults, 2 kids) to visit family for Thanksgiving",
+ "suggestion": "Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.",
+ "rationale": "Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.",
+ "metrics": {
+ "original_impact": "3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)",
+ "suggested_impact": "720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 2,
+ "original_input": "Cooking a big turkey dinner for 15 people",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking a big turkey dinner for 15 people\",\n \"suggestion\": \"Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.\",\n \"rationale\": \"Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.\",\n \"metrics\": {\n \"original_impact\": \"60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)\",\n \"suggested_impact\": \"45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)\",\n \"impact_indicator\": \"medium\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking a big turkey dinner for 15 people",
+ "suggestion": "Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.",
+ "rationale": "Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.",
+ "metrics": {
+ "original_impact": "60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)",
+ "suggested_impact": "45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)",
+ "impact_indicator": "medium"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 0,
+ "original_input": "Renting a moving truck to move across the state",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a moving truck to move across the state\",\n \"suggestion\": \"Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.\",\n \"rationale\": \"Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 150 kg CO₂ for a mid-sized truck over 200 miles\",\n \"suggested_impact\": \"Approximately 100 kg CO₂ for a smaller truck over the same distance\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a moving truck to move across the state",
+ "suggestion": "Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.",
+ "rationale": "Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.",
+ "metrics": {
+ "original_impact": "Approximately 150 kg CO₂ for a mid-sized truck over 200 miles",
+ "suggested_impact": "Approximately 100 kg CO₂ for a smaller truck over the same distance"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 1,
+ "original_input": "Buying new furniture from IKEA, getting it delivered",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying new furniture from IKEA and opting for home delivery\",\n \"suggestion\": \"Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.\",\n \"rationale\": \"Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.\",\n \"metrics\": {\n \"original_impact\": \"50-100 kg CO₂ (production and delivery of new IKEA furniture)\",\n \"suggested_impact\": \"10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying new furniture from IKEA and opting for home delivery",
+ "suggestion": "Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.",
+ "rationale": "Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.",
+ "metrics": {
+ "original_impact": "50-100 kg CO₂ (production and delivery of new IKEA furniture)",
+ "suggested_impact": "10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 2,
+ "original_input": "Setting up utilities at the new place, need everything turned on",
+ "raw_response": "```json\n{\n \"original_action\": \"Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.\",\n \"suggestion\": \"Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.\",\n \"rationale\": \"Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.\",\n \"metrics\": {\n \"original_impact\": \"4,000 kg CO₂ annually from standard energy mix for a typical household\",\n \"suggested_impact\": \"400 kg CO₂ annually from renewable energy and reduced electricity consumption\",\n \"unit\": \"kg CO₂/year\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.",
+ "suggestion": "Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.",
+ "rationale": "Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.",
+ "metrics": {
+ "original_impact": "4,000 kg CO₂ annually from standard energy mix for a typical household",
+ "suggested_impact": "400 kg CO₂ annually from renewable energy and reduced electricity consumption",
+ "unit": "kg CO₂/year"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 0,
+ "original_input": "I'm doing something with my car tomorrow",
+ "raw_response": "```json\n{\n \"original_action\": \"Unspecified activity involving a car tomorrow\",\n \"suggestion\": \"Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.\",\n \"rationale\": \"Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.\",\n \"metrics\": {\n \"original_impact\": \"Unable to estimate\",\n \"suggested_impact\": \"Unable to estimate\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"needs_clarification\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Unspecified activity involving a car tomorrow",
+ "suggestion": "Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.",
+ "rationale": "Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 1,
+ "original_input": "Need to buy stuff online",
+ "raw_response": "```json\n{\n \"original_action\": \"Shopping online for products\",\n \"suggestion\": \"Combine your purchases into a single order and choose slower, consolidated shipping options if available.\",\n \"rationale\": \"Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ per separate shipment (average estimate)\",\n \"suggested_impact\": \"3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Shopping online for products",
+ "suggestion": "Combine your purchases into a single order and choose slower, consolidated shipping options if available.",
+ "rationale": "Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ per separate shipment (average estimate)",
+ "suggested_impact": "3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 2,
+ "original_input": "Going somewhere this weekend",
+ "raw_response": "```json\n{\n \"original_action\": \"Unspecified travel plans for the weekend\",\n \"suggestion\": \"Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.\",\n \"rationale\": \"Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.\",\n \"metrics\": {\n \"original_impact\": \"Unable to estimate\",\n \"suggested_impact\": \"Unable to estimate\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"needs_clarification\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Unspecified travel plans for the weekend",
+ "suggestion": "Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.",
+ "rationale": "Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 3,
+ "original_input": "Planning to cook tonight",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking dinner at home\",\n \"suggestion\": \"Choose a plant-based recipe or use locally sourced ingredients for your meal.\",\n \"rationale\": \"Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.\",\n \"metrics\": {\n \"original_impact\": \"5-10 kg CO₂ for an average meat-based meal (depending on ingredients)\",\n \"suggested_impact\": \"2-4 kg CO₂ for a plant-based meal with local produce\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking dinner at home",
+ "suggestion": "Choose a plant-based recipe or use locally sourced ingredients for your meal.",
+ "rationale": "Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.",
+ "metrics": {
+ "original_impact": "5-10 kg CO₂ for an average meat-based meal (depending on ingredients)",
+ "suggested_impact": "2-4 kg CO₂ for a plant-based meal with local produce"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 0,
+ "original_input": "I'm biking to work today like I do every day",
+ "raw_response": "```json\n{\n \"original_action\": \"Biking to work every day\",\n \"suggestion\": \"That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.\",\n \"rationale\": \"Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for daily biking\",\n \"suggested_impact\": \"0 kg CO₂ (same, with minor improvement in maintenance sustainability)\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Biking to work every day",
+ "suggestion": "That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.",
+ "rationale": "Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for daily biking",
+ "suggested_impact": "0 kg CO₂ (same, with minor improvement in maintenance sustainability)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 1,
+ "original_input": "Taking the subway downtown with my reusable water bottle and coffee cup",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking the subway downtown with a reusable water bottle and coffee cup.\",\n \"suggestion\": \"You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.\",\n \"rationale\": \"Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.\",\n \"metrics\": {\n \"original_impact\": \"0.6 kg CO₂ for subway trip (round trip)\",\n \"suggested_impact\": \"0.6 kg CO₂ (same for transit, minor reduction in waste)\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking the subway downtown with a reusable water bottle and coffee cup.",
+ "suggestion": "You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.",
+ "rationale": "Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.",
+ "metrics": {
+ "original_impact": "0.6 kg CO₂ for subway trip (round trip)",
+ "suggested_impact": "0.6 kg CO₂ (same for transit, minor reduction in waste)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 2,
+ "original_input": "Buying vegetables from the local farmer's market, bringing my own bags",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying vegetables from the local farmer's market and using reusable bags.\",\n \"suggestion\": \"This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.\",\n \"rationale\": \"Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.\",\n \"metrics\": {\n \"original_impact\": \"Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)\",\n \"suggested_impact\": \"Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying vegetables from the local farmer's market and using reusable bags.",
+ "suggestion": "This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.",
+ "rationale": "Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.",
+ "metrics": {
+ "original_impact": "Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)",
+ "suggested_impact": "Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 3,
+ "original_input": "Hanging my laundry outside to dry instead of using the dryer",
+ "raw_response": "```json\n{\n \"original_action\": \"Hanging laundry outside to dry instead of using a dryer\",\n \"suggestion\": \"You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.\",\n \"rationale\": \"Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load\",\n \"suggested_impact\": \"0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Hanging laundry outside to dry instead of using a dryer",
+ "suggestion": "You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.",
+ "rationale": "Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load",
+ "suggested_impact": "0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 4,
+ "original_input": "Working from home today to avoid the commute",
+ "raw_response": "```json\n{\n \"original_action\": \"Working from home to avoid commuting\",\n \"suggestion\": \"Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.\",\n \"rationale\": \"Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for commuting\",\n \"suggested_impact\": \"0 kg CO₂ for commuting, with marginal reduction in home energy use\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Working from home to avoid commuting",
+ "suggestion": "Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.",
+ "rationale": "Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for commuting",
+ "suggested_impact": "0 kg CO₂ for commuting, with marginal reduction in home energy use"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 5,
+ "original_input": "Eating leftovers from last night for lunch",
+ "raw_response": "```json\n{\n \"original_action\": \"Eating leftovers from last night for lunch\",\n \"suggestion\": \"Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.\",\n \"rationale\": \"Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.\",\n \"metrics\": {\n \"original_impact\": \"Negligible carbon footprint since no new food is being prepared\",\n \"suggested_impact\": \"Negligible carbon footprint plus reduction in landfill waste\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Eating leftovers from last night for lunch",
+ "suggestion": "Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.",
+ "rationale": "Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.",
+ "metrics": {
+ "original_impact": "Negligible carbon footprint since no new food is being prepared",
+ "suggested_impact": "Negligible carbon footprint plus reduction in landfill waste"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 6,
+ "original_input": "Fixing my broken phone instead of buying a new one",
+ "raw_response": "```json\n{\n \"original_action\": \"Fixing a broken phone instead of buying a new one\",\n \"suggestion\": \"Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.\",\n \"rationale\": \"Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"70-80 kg CO₂ for manufacturing a new phone\",\n \"suggested_impact\": \"5-10 kg CO₂ for repair (including parts and transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Fixing a broken phone instead of buying a new one",
+ "suggestion": "Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.",
+ "rationale": "Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.",
+ "metrics": {
+ "original_impact": "70-80 kg CO₂ for manufacturing a new phone",
+ "suggested_impact": "5-10 kg CO₂ for repair (including parts and transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ }
+ ]
+}
\ No newline at end of file
diff --git a/Resources/SampleHabitLoopPlan/habit_loop_styles.css b/Resources/SampleHabitLoopPlan/habit_loop_styles.css
new file mode 100644
index 0000000..9306465
--- /dev/null
+++ b/Resources/SampleHabitLoopPlan/habit_loop_styles.css
@@ -0,0 +1,127 @@
+/* Habit Loop Plan Styles for SustainIQ */
+
+body {
+ margin: 0;
+ padding: 20px;
+ background: #f5f5f5;
+ font-family: 'Segoe UI', Arial, sans-serif;
+}
+
+.plan-container {
+ max-width: 900px;
+ margin: 20px auto;
+ padding: 30px;
+ background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+ border-radius: 15px;
+ box-shadow: 0 10px 30px rgba(0, 0, 0, 0.3);
+}
+
+.plan-card {
+ background: white;
+ padding: 30px;
+ border-radius: 10px;
+ box-shadow: 0 5px 15px rgba(0, 0, 0, 0.1);
+}
+
+.plan-title {
+ color: #667eea;
+ text-align: center;
+ font-size: 2.2em;
+ margin-bottom: 10px;
+ font-weight: 700;
+}
+
+.title-divider {
+ height: 3px;
+ background: linear-gradient(90deg, #667eea 0%, #764ba2 100%);
+ margin: 20px auto 30px;
+ width: 60%;
+ border-radius: 2px;
+}
+
+.plan-content {
+ background: #f8f9fa;
+ padding: 25px;
+ border-radius: 8px;
+ border-left: 5px solid #667eea;
+ line-height: 1.8;
+ color: #333;
+ font-size: 1.05em;
+}
+
+.plan-content h1 {
+ color: #667eea;
+ font-size: 1.8em;
+ margin-top: 1.5em;
+ margin-bottom: 0.5em;
+ font-weight: 600;
+}
+
+.plan-content h2 {
+ color: #764ba2;
+ font-size: 1.4em;
+ margin-top: 1.2em;
+ margin-bottom: 0.5em;
+ font-weight: 600;
+}
+
+.plan-content h3 {
+ color: #555;
+ font-size: 1.2em;
+ margin-top: 1em;
+ margin-bottom: 0.5em;
+ font-weight: 600;
+}
+
+.plan-content p {
+ margin: 0.8em 0;
+}
+
+.plan-content ul, .plan-content ol {
+ margin: 0.8em 0;
+ padding-left: 2em;
+}
+
+.plan-content li {
+ margin: 0.5em 0;
+}
+
+.plan-content strong {
+ color: #667eea;
+ font-weight: 600;
+}
+
+.plan-content em {
+ font-style: italic;
+ color: #555;
+}
+
+.plan-content code {
+ background: #e0e0e0;
+ padding: 2px 6px;
+ border-radius: 3px;
+ font-family: 'Consolas', 'Monaco', monospace;
+ font-size: 0.9em;
+}
+
+.plan-content blockquote {
+ border-left: 4px solid #667eea;
+ padding-left: 1em;
+ margin: 1em 0;
+ color: #555;
+ font-style: italic;
+}
+
+.next-steps {
+ margin-top: 30px;
+ padding: 20px;
+ background: #e3f2fd;
+ border-radius: 8px;
+ border-left: 5px solid #2196f3;
+}
+
+.next-steps p {
+ margin: 0;
+ color: #1976d2;
+ font-weight: 600;
+}
diff --git a/Resources/SampleHabitLoopPlan/habit_loop_template.html b/Resources/SampleHabitLoopPlan/habit_loop_template.html
new file mode 100644
index 0000000..1cc571e
--- /dev/null
+++ b/Resources/SampleHabitLoopPlan/habit_loop_template.html
@@ -0,0 +1,29 @@
+
+
+
+
+
+ Personalized Habit Loop Plan - SustainIQ
+
+
+
+
+
+
+ 🌱 Review this plan with your sustainability coach
+
+
+
+
+ {{PLAN_CONTENT}}
+
+
+
+
+ 💡 Next Steps: Schedule a session with your sustainability coach to discuss this personalized plan and start your journey toward more sustainable habits!
+
+
+
+
+
+
diff --git a/Resources/SamplePromptEvaluator/SamplePromptEvaluator.ipynb b/Resources/SamplePromptEvaluator/SamplePromptEvaluator.ipynb
new file mode 100644
index 0000000..9e0299d
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/SamplePromptEvaluator.ipynb
@@ -0,0 +1,1244 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "3b3f33b3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Azure OpenAI Client initialized successfully!\n"
+ ]
+ }
+ ],
+ "source": [
+ "from azure.identity import AzureCliCredential, get_bearer_token_provider\n",
+ "import openai\n",
+ "\n",
+ "class AzureOpenAIClient:\n",
+ " \"\"\"\n",
+ " A class to interact with Azure OpenAI API using Azure CLI authentication.\n",
+ " \"\"\"\n",
+ " \n",
+ " def __init__(self, azure_endpoint_url, api_version=\"2024-02-15-preview\", bearer_token_url='https://cognitiveservices.azure.com/.default'):\n",
+ " \"\"\"\n",
+ " Initialize the Azure OpenAI client.\n",
+ " \n",
+ " Args:\n",
+ " azure_endpoint_url (str): The Azure OpenAI endpoint URL\n",
+ " api_version (str): The API version to use\n",
+ " bearer_token_url (str): The bearer token URL for authentication\n",
+ " \"\"\"\n",
+ " self.azure_endpoint_url = azure_endpoint_url\n",
+ " self.api_version = api_version\n",
+ " self.bearer_token_url = bearer_token_url\n",
+ " self.credential = self._get_cli_credential()\n",
+ " self.token_provider = self._get_token_provider()\n",
+ " self.client = self._get_openai_client()\n",
+ " \n",
+ " def _get_cli_credential(self):\n",
+ " \"\"\"Get Azure CLI credentials.\"\"\"\n",
+ " return AzureCliCredential()\n",
+ " \n",
+ " def _get_token_provider(self):\n",
+ " \"\"\"Get bearer token provider.\"\"\"\n",
+ " return get_bearer_token_provider(self.credential, self.bearer_token_url)\n",
+ " \n",
+ " def _get_openai_client(self):\n",
+ " \"\"\"Create and return the OpenAI client.\"\"\"\n",
+ " return openai.AzureOpenAI(\n",
+ " api_version=self.api_version,\n",
+ " azure_endpoint=self.azure_endpoint_url,\n",
+ " azure_ad_token_provider=self.token_provider\n",
+ " )\n",
+ " \n",
+ " def get_completion(self, user_prompt, system_prompt=None, model=\"gpt-4o\", max_tokens=100, temperature=0.5, timeout_seconds=10):\n",
+ " \"\"\"\n",
+ " Get a completion from the Azure OpenAI API.\n",
+ " \n",
+ " Args:\n",
+ " user_prompt (str): The user's prompt/question\n",
+ " system_prompt (str, optional): System prompt to set context/behavior\n",
+ " model (str): The model to use\n",
+ " max_tokens (int): Maximum tokens in the response\n",
+ " temperature (float): Sampling temperature (0-1)\n",
+ " timeout_seconds (int): Request timeout in seconds\n",
+ " \n",
+ " Returns:\n",
+ " str: The response text from the model\n",
+ " \"\"\"\n",
+ " messages = []\n",
+ " \n",
+ " # Add system prompt if provided\n",
+ " if system_prompt:\n",
+ " messages.append({\"role\": \"system\", \"content\": system_prompt})\n",
+ " \n",
+ " # Add user prompt\n",
+ " messages.append({\"role\": \"user\", \"content\": user_prompt})\n",
+ " \n",
+ " # Make the API call\n",
+ " response = self.client.chat.completions.create(\n",
+ " model=model,\n",
+ " messages=messages,\n",
+ " max_tokens=max_tokens,\n",
+ " temperature=temperature,\n",
+ " timeout=timeout_seconds\n",
+ " )\n",
+ " \n",
+ " # Extract and return the text content\n",
+ " return response.choices[0].message.content\n",
+ " \n",
+ " def get_full_response(self, user_prompt, system_prompt=None, model=\"gpt-4o\", max_tokens=100, temperature=0.5, timeout_seconds=10):\n",
+ " \"\"\"\n",
+ " Get the full response object from the Azure OpenAI API.\n",
+ " \n",
+ " Args:\n",
+ " user_prompt (str): The user's prompt/question\n",
+ " system_prompt (str, optional): System prompt to set context/behavior\n",
+ " model (str): The model to use\n",
+ " max_tokens (int): Maximum tokens in the response\n",
+ " temperature (float): Sampling temperature (0-1)\n",
+ " timeout_seconds (int): Request timeout in seconds\n",
+ " \n",
+ " Returns:\n",
+ " ChatCompletion: The full response object\n",
+ " \"\"\"\n",
+ " messages = []\n",
+ " \n",
+ " # Add system prompt if provided\n",
+ " if system_prompt:\n",
+ " messages.append({\"role\": \"system\", \"content\": system_prompt})\n",
+ " \n",
+ " # Add user prompt\n",
+ " messages.append({\"role\": \"user\", \"content\": user_prompt})\n",
+ " \n",
+ " # Make the API call\n",
+ " response = self.client.chat.completions.create(\n",
+ " model=model,\n",
+ " messages=messages,\n",
+ " max_tokens=max_tokens,\n",
+ " temperature=temperature,\n",
+ " timeout=timeout_seconds\n",
+ " )\n",
+ " \n",
+ " return response\n",
+ "\n",
+ "# Initialize the client; these are custom values for an Azure OpenAI endpoint accessible to a team member\n",
+ "azure_endpoint_url = 'https://winsightsbotwus.openai.azure.com/'\n",
+ "api_version = \"2024-02-15-preview\"\n",
+ "\n",
+ "ai_client = AzureOpenAIClient(azure_endpoint_url, api_version)\n",
+ "\n",
+ "print(\"Azure OpenAI Client initialized successfully!\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "7925c6c7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✓ Loaded system prompt from: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SustainabilityCoach-SystemPrompt.txt\n",
+ " Length: 6317 characters\n",
+ "\n",
+ "✓ Loaded sample user inputs from: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SamplePromptEvaluator\\SampleUserInput.json\n",
+ " Description: Sample User Inputs for SustainIQ Sustainability Coach - Representing diverse demographics, scenarios, and voice input patterns\n",
+ " Number of entries: 30\n",
+ "\n",
+ " Sample categories:\n",
+ " 1. Morning Routine (Home) - Young Professional, Female, 28 (3 inputs)\n",
+ " 2. Morning Routine (Home) - Middle-aged Parent, Male, 45 (3 inputs)\n",
+ " 3. Morning Routine (Home) - Senior, Female, 67 (3 inputs)\n",
+ " 4. Morning Routine (Home) - Young Adult, Male, 22 (3 inputs)\n",
+ " 5. Mid-Morning (Work/Errands) - Business Executive, Female, 52 (3 inputs)\n"
+ ]
+ }
+ ],
+ "source": [
+ "import json\n",
+ "import os\n",
+ "\n",
+ "# Get the directory where this notebook is located\n",
+ "notebook_dir = os.path.dirname(os.path.abspath(\"SamplePromptEvaluator.ipynb\"))\n",
+ "parent_dir = os.path.dirname(notebook_dir)\n",
+ "\n",
+ "# Load the SustainabilityCoach System Prompt\n",
+ "system_prompt_path = os.path.join(parent_dir, \"SustainabilityCoach-SystemPrompt.txt\")\n",
+ "with open(system_prompt_path, 'r', encoding='utf-8') as f:\n",
+ " sustainability_system_prompt = f.read()\n",
+ "\n",
+ "print(f\"✓ Loaded system prompt from: {system_prompt_path}\")\n",
+ "print(f\" Length: {len(sustainability_system_prompt)} characters\\n\")\n",
+ "\n",
+ "# Load the Sample User Inputs JSON\n",
+ "user_input_path = os.path.join(notebook_dir, \"SampleUserInput.json\")\n",
+ "with open(user_input_path, 'r', encoding='utf-8') as f:\n",
+ " sample_user_inputs = json.load(f)\n",
+ "\n",
+ "print(f\"✓ Loaded sample user inputs from: {user_input_path}\")\n",
+ "print(f\" Description: {sample_user_inputs.get('description', 'N/A')}\")\n",
+ "print(f\" Number of entries: {len(sample_user_inputs.get('entries', []))}\")\n",
+ "\n",
+ "# Display first few categories\n",
+ "if 'entries' in sample_user_inputs and len(sample_user_inputs['entries']) > 0:\n",
+ " print(\"\\n Sample categories:\")\n",
+ " for i, entry in enumerate(sample_user_inputs['entries'][:5]):\n",
+ " category = entry.get('category', 'Unknown')\n",
+ " demographic = entry.get('demographic', 'Unknown')\n",
+ " input_count = len(entry.get('inputs', []))\n",
+ " print(f\" {i+1}. {category} - {demographic} ({input_count} inputs)\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "21292d8d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✓ Helper function 'extract_json_from_response' defined (with trailing comma handling)\n"
+ ]
+ }
+ ],
+ "source": [
+ "import re\n",
+ "\n",
+ "def extract_json_from_response(response_text):\n",
+ " \"\"\"\n",
+ " Extract JSON from a response that might be wrapped in markdown code blocks.\n",
+ " Also handles common JSON formatting issues like trailing commas.\n",
+ " \n",
+ " Args:\n",
+ " response_text (str): The response text that may contain JSON\n",
+ " \n",
+ " Returns:\n",
+ " dict: Parsed JSON object, or None if parsing fails\n",
+ " \"\"\"\n",
+ " # Try to parse directly first\n",
+ " try:\n",
+ " return json.loads(response_text)\n",
+ " except json.JSONDecodeError:\n",
+ " pass\n",
+ " \n",
+ " # Try to extract from markdown code blocks\n",
+ " json_pattern = r'```(?:json)?\\s*(\\{.*?\\})\\s*```'\n",
+ " match = re.search(json_pattern, response_text, re.DOTALL)\n",
+ " \n",
+ " if match:\n",
+ " json_string = match.group(1)\n",
+ " # Remove trailing commas before closing braces/brackets\n",
+ " json_string = re.sub(r',(\\s*[}\\]])', r'\\1', json_string)\n",
+ " try:\n",
+ " return json.loads(json_string)\n",
+ " except json.JSONDecodeError:\n",
+ " pass\n",
+ " \n",
+ " # Try to find any JSON-like structure\n",
+ " json_pattern = r'\\{[^{}]*(?:\\{[^{}]*\\}[^{}]*)*\\}'\n",
+ " matches = re.finditer(json_pattern, response_text, re.DOTALL)\n",
+ " \n",
+ " for match in matches:\n",
+ " json_string = match.group(0)\n",
+ " # Remove trailing commas\n",
+ " json_string = re.sub(r',(\\s*[}\\]])', r'\\1', json_string)\n",
+ " try:\n",
+ " return json.loads(json_string)\n",
+ " except json.JSONDecodeError:\n",
+ " continue\n",
+ " \n",
+ " return None\n",
+ "\n",
+ "print(\"✓ Helper function 'extract_json_from_response' defined (with trailing comma handling)\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "5760b9fd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Category: Morning Routine (Home)\n",
+ "Demographic: Young Professional, Female, 28\n",
+ "User Action: Hey, I'm about to order an Uber to get to my office downtown\n",
+ "\n",
+ "================================================================================\n",
+ "\n",
+ "AI Response:\n",
+ "```json\n",
+ "{\n",
+ " \"original_action\": \"Taking an Uber to commute to the office downtown\",\n",
+ " \"suggestion\": \"Consider using public transit or a shared ride option like Uber Pool if available.\",\n",
+ " \"rationale\": \"Public transit significantly reduces emissions per passenger compared to single-occupancy vehicles. If public transit isn’t feasible, opting for a shared ride like Uber Pool can cut per-person emissions by sharing the trip with others heading in the same direction.\",\n",
+ " \"metrics\": {\n",
+ " \"original_impact\": \"4.6 kg CO₂ for a 10 km single-occupancy ride\",\n",
+ " \"suggested_impact\": \"1.8 kg CO₂ for shared ride or 0.5 kg CO₂ for public transit\",\n",
+ " },\n",
+ " \"impact_indicator\": \"high\",\n",
+ " \"evaluation_status\": \"clear\"\n",
+ "}\n",
+ "```\n",
+ "\n",
+ "================================================================================\n",
+ "Parsed JSON Response:\n",
+ "{\n",
+ " \"original_action\": \"Taking an Uber to commute to the office downtown\",\n",
+ " \"suggestion\": \"Consider using public transit or a shared ride option like Uber Pool if available.\",\n",
+ " \"rationale\": \"Public transit significantly reduces emissions per passenger compared to single-occupancy vehicles. If public transit isn\\u2019t feasible, opting for a shared ride like Uber Pool can cut per-person emissions by sharing the trip with others heading in the same direction.\",\n",
+ " \"metrics\": {\n",
+ " \"original_impact\": \"4.6 kg CO\\u2082 for a 10 km single-occupancy ride\",\n",
+ " \"suggested_impact\": \"1.8 kg CO\\u2082 for shared ride or 0.5 kg CO\\u2082 for public transit\"\n",
+ " },\n",
+ " \"impact_indicator\": \"high\",\n",
+ " \"evaluation_status\": \"clear\"\n",
+ "}\n",
+ "\n",
+ "================================================================================\n",
+ "Summary:\n",
+ " Original Action: Taking an Uber to commute to the office downtown\n",
+ " Suggestion: Consider using public transit or a shared ride option like Uber Pool if available.\n",
+ " Impact Indicator: HIGH\n",
+ " Status: clear\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Example: Using the loaded system prompt and sample user input with the AI client\n",
+ "\n",
+ "# Get a random user input from the first category\n",
+ "first_entry = sample_user_inputs['entries'][0]\n",
+ "sample_user_action = first_entry['inputs'][0]\n",
+ "\n",
+ "print(f\"Category: {first_entry['category']}\")\n",
+ "print(f\"Demographic: {first_entry['demographic']}\")\n",
+ "print(f\"User Action: {sample_user_action}\\n\")\n",
+ "print(\"=\" * 80)\n",
+ "\n",
+ "# Call the AI with the sustainability system prompt and user input\n",
+ "response_text = ai_client.get_completion(\n",
+ " user_prompt=sample_user_action,\n",
+ " system_prompt=sustainability_system_prompt,\n",
+ " model=\"gpt-4o\",\n",
+ " max_tokens=500,\n",
+ " temperature=0.7\n",
+ ")\n",
+ "\n",
+ "print(\"\\nAI Response:\")\n",
+ "print(response_text)\n",
+ "\n",
+ "# Extract and parse JSON from the response\n",
+ "response_json = extract_json_from_response(response_text)\n",
+ "\n",
+ "if response_json:\n",
+ " print(\"\\n\" + \"=\" * 80)\n",
+ " print(\"Parsed JSON Response:\")\n",
+ " print(json.dumps(response_json, indent=2))\n",
+ " \n",
+ " # Display key information in a readable format\n",
+ " print(\"\\n\" + \"=\" * 80)\n",
+ " print(\"Summary:\")\n",
+ " print(f\" Original Action: {response_json.get('original_action', 'N/A')}\")\n",
+ " print(f\" Suggestion: {response_json.get('suggestion', 'N/A')}\")\n",
+ " print(f\" Impact Indicator: {response_json.get('impact_indicator', 'N/A').upper()}\")\n",
+ " print(f\" Status: {response_json.get('evaluation_status', 'N/A')}\")\n",
+ "else:\n",
+ " print(\"\\n⚠ Could not parse JSON from response\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "6c52c456",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Starting to process 30 categories...\n",
+ "\n",
+ "[1/30] Processing category: Morning Routine (Home) - Young Professional, Female, 28\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Hey, I'm about to order an Uber to get to my offic...\n",
+ " [1/3] Processed: Hey, I'm about to order an Uber to get to my offic...\n",
+ " [2/3] Processed: I need to grab breakfast... thinking about getting...\n",
+ " [2/3] Processed: I need to grab breakfast... thinking about getting...\n",
+ " [3/3] Processed: Running late, gonna take a quick five-minute showe...\n",
+ " [3/3] Processed: Running late, gonna take a quick five-minute showe...\n",
+ " ✓ Completed category 1/30\n",
+ "\n",
+ "[2/30] Processing category: Morning Routine (Home) - Middle-aged Parent, Male, 45\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 1/30\n",
+ "\n",
+ "[2/30] Processing category: Morning Routine (Home) - Middle-aged Parent, Male, 45\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: I'm driving the kids to school this morning, it's ...\n",
+ " [1/3] Processed: I'm driving the kids to school this morning, it's ...\n",
+ " [2/3] Processed: Need to water the lawn before it gets too hot toda...\n",
+ " [2/3] Processed: Need to water the lawn before it gets too hot toda...\n",
+ " [3/3] Processed: Throwing away some leftover pizza from last night,...\n",
+ " [3/3] Processed: Throwing away some leftover pizza from last night,...\n",
+ " ✓ Completed category 2/30\n",
+ "\n",
+ "[3/30] Processing category: Morning Routine (Home) - Senior, Female, 67\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 2/30\n",
+ "\n",
+ "[3/30] Processing category: Morning Routine (Home) - Senior, Female, 67\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: I'm heating up my house to 75 degrees, it's a bit ...\n",
+ " [1/3] Processed: I'm heating up my house to 75 degrees, it's a bit ...\n",
+ " [2/3] Processed: Planning to print out some recipes I found online,...\n",
+ " [2/3] Processed: Planning to print out some recipes I found online,...\n",
+ " [3/3] Processed: Going to the grocery store to buy some vegetables,...\n",
+ " [3/3] Processed: Going to the grocery store to buy some vegetables,...\n",
+ " ✓ Completed category 3/30\n",
+ "\n",
+ "[4/30] Processing category: Morning Routine (Home) - Young Adult, Male, 22\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 3/30\n",
+ "\n",
+ "[4/30] Processing category: Morning Routine (Home) - Young Adult, Male, 22\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Bro, I'm leaving my PlayStation on all day, might ...\n",
+ " [1/3] Processed: Bro, I'm leaving my PlayStation on all day, might ...\n",
+ " [2/3] Processed: Ordering a new phone case from Amazon, need it shi...\n",
+ " [2/3] Processed: Ordering a new phone case from Amazon, need it shi...\n",
+ " [3/3] Processed: Making bacon and eggs for breakfast, bacon's from ...\n",
+ " [3/3] Processed: Making bacon and eggs for breakfast, bacon's from ...\n",
+ " ✓ Completed category 4/30\n",
+ "\n",
+ "[5/30] Processing category: Mid-Morning (Work/Errands) - Business Executive, Female, 52\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 4/30\n",
+ "\n",
+ "[5/30] Processing category: Mid-Morning (Work/Errands) - Business Executive, Female, 52\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: I need to fly to Singapore next week for a confere...\n",
+ " [1/3] Processed: I need to fly to Singapore next week for a confere...\n",
+ " [2/3] Processed: Ordering lunch for my team, thinking Chipotle for ...\n",
+ " [2/3] Processed: Ordering lunch for my team, thinking Chipotle for ...\n",
+ " [3/3] Processed: Printing fifty copies of the quarterly report for ...\n",
+ " [3/3] Processed: Printing fifty copies of the quarterly report for ...\n",
+ " ✓ Completed category 5/30\n",
+ "\n",
+ "[6/30] Processing category: Mid-Morning (Work/Errands) - Freelancer, Male, 35\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 5/30\n",
+ "\n",
+ "[6/30] Processing category: Mid-Morning (Work/Errands) - Freelancer, Male, 35\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Working from home today, gonna keep the AC running...\n",
+ " [1/3] Processed: Working from home today, gonna keep the AC running...\n",
+ " [2/3] Processed: Need to buy a new laptop charger, saw one on Amazo...\n",
+ " [2/3] Processed: Need to buy a new laptop charger, saw one on Amazo...\n",
+ " [3/3] Processed: Getting coffee at the local café, probably my thir...\n",
+ " [3/3] Processed: Getting coffee at the local café, probably my thir...\n",
+ " ✓ Completed category 6/30\n",
+ "\n",
+ "[7/30] Processing category: Mid-Morning (Work/Errands) - Stay-at-home Parent, Female, 38\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 6/30\n",
+ "\n",
+ "[7/30] Processing category: Mid-Morning (Work/Errands) - Stay-at-home Parent, Female, 38\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Doing laundry, three loads today with warm water...\n",
+ " [1/3] Processed: Doing laundry, three loads today with warm water...\n",
+ " [2/3] Processed: Taking my daughter to dance class, it's fifteen mi...\n",
+ " [2/3] Processed: Taking my daughter to dance class, it's fifteen mi...\n",
+ " [3/3] Processed: Buying diapers in bulk from Costco, the big pack o...\n",
+ " [3/3] Processed: Buying diapers in bulk from Costco, the big pack o...\n",
+ " ✓ Completed category 7/30\n",
+ "\n",
+ "[8/30] Processing category: Mid-Morning (Work/Errands) - Tradesperson, Male, 41\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 7/30\n",
+ "\n",
+ "[8/30] Processing category: Mid-Morning (Work/Errands) - Tradesperson, Male, 41\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Driving my truck to three different job sites toda...\n",
+ " [1/3] Processed: Driving my truck to three different job sites toda...\n",
+ " [2/3] Processed: Grabbing lunch from Wendy's, getting a burger comb...\n",
+ " [2/3] Processed: Grabbing lunch from Wendy's, getting a burger comb...\n",
+ " [3/3] Processed: Need to dispose of some old construction materials...\n",
+ " [3/3] Processed: Need to dispose of some old construction materials...\n",
+ " ✓ Completed category 8/30\n",
+ "\n",
+ "[9/30] Processing category: Lunchtime - College Student, Female, 20\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 8/30\n",
+ "\n",
+ "[9/30] Processing category: Lunchtime - College Student, Female, 20\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Getting sushi delivered through DoorDash to my dor...\n",
+ " [1/3] Processed: Getting sushi delivered through DoorDash to my dor...\n",
+ " [2/3] Processed: Need to print my essay, it's like 15 pages double-...\n",
+ " [2/3] Processed: Need to print my essay, it's like 15 pages double-...\n",
+ " [3/3] Processed: Buying a new outfit for the party this weekend, on...\n",
+ " [3/3] Processed: Buying a new outfit for the party this weekend, on...\n",
+ " ✓ Completed category 9/30\n",
+ "\n",
+ "[10/30] Processing category: Lunchtime - Healthcare Worker, Male, 56\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 9/30\n",
+ "\n",
+ "[10/30] Processing category: Lunchtime - Healthcare Worker, Male, 56\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Heating up my lunch in the microwave at the hospit...\n",
+ " [1/3] Processed: Heating up my lunch in the microwave at the hospit...\n",
+ " [2/3] Processed: Getting a bottled water from the vending machine, ...\n",
+ " [2/3] Processed: Getting a bottled water from the vending machine, ...\n",
+ " [3/3] Processed: Driving home during my lunch break to check on the...\n",
+ " [3/3] Processed: Driving home during my lunch break to check on the...\n",
+ " ✓ Completed category 10/30\n",
+ "\n",
+ "[11/30] Processing category: Afternoon (Work/Shopping) - Retail Manager, Female, 44\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 10/30\n",
+ "\n",
+ "[11/30] Processing category: Afternoon (Work/Shopping) - Retail Manager, Female, 44\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Ordering supplies for the store, need them shipped...\n",
+ " [1/3] Processed: Ordering supplies for the store, need them shipped...\n",
+ " [2/3] Processed: Getting iced coffee from Starbucks in their regula...\n",
+ " [2/3] Processed: Getting iced coffee from Starbucks in their regula...\n",
+ " [3/3] Processed: Driving to the bank during my break, it's just dow...\n",
+ " [3/3] Processed: Driving to the bank during my break, it's just dow...\n",
+ " ✓ Completed category 11/30\n",
+ "\n",
+ "[12/30] Processing category: Afternoon (Work/Shopping) - Tech Worker, Male, 31\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 11/30\n",
+ "\n",
+ "[12/30] Processing category: Afternoon (Work/Shopping) - Tech Worker, Male, 31\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Ordering dinner through Uber Eats tonight, working...\n",
+ " [1/3] Processed: Ordering dinner through Uber Eats tonight, working...\n",
+ " [2/3] Processed: Buying a new gaming keyboard, saw it on Best Buy's...\n",
+ " [2/3] Processed: Buying a new gaming keyboard, saw it on Best Buy's...\n",
+ " [3/3] Processed: Running the server fans at full speed to keep the ...\n",
+ " [3/3] Processed: Running the server fans at full speed to keep the ...\n",
+ " ✓ Completed category 12/30\n",
+ "\n",
+ "[13/30] Processing category: Afternoon (Work/Shopping) - Teacher, Female, 29\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 12/30\n",
+ "\n",
+ "[13/30] Processing category: Afternoon (Work/Shopping) - Teacher, Female, 29\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Making copies of homework assignments for all my c...\n",
+ " [1/3] Processed: Making copies of homework assignments for all my c...\n",
+ " [2/3] Processed: Driving to Target after school to get classroom su...\n",
+ " [2/3] Processed: Driving to Target after school to get classroom su...\n",
+ " [3/3] Processed: Getting Starbucks on the way home, treating myself...\n",
+ " [3/3] Processed: Getting Starbucks on the way home, treating myself...\n",
+ " ✓ Completed category 13/30\n",
+ "\n",
+ "[14/30] Processing category: Afternoon (Work/Shopping) - Consultant, Male, 48\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 13/30\n",
+ "\n",
+ "[14/30] Processing category: Afternoon (Work/Shopping) - Consultant, Male, 48\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Flying to Chicago for client meetings tomorrow, lo...\n",
+ " [1/3] Processed: Flying to Chicago for client meetings tomorrow, lo...\n",
+ " [2/3] Processed: Renting a car at the airport for two days...\n",
+ " [2/3] Processed: Renting a car at the airport for two days...\n",
+ " [3/3] Processed: Booking a hotel downtown, need a place with good a...\n",
+ " [3/3] Processed: Booking a hotel downtown, need a place with good a...\n",
+ " ✓ Completed category 14/30\n",
+ "\n",
+ "[15/30] Processing category: Evening (Home/Leisure) - Young Couple, Female, 26\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 14/30\n",
+ "\n",
+ "[15/30] Processing category: Evening (Home/Leisure) - Young Couple, Female, 26\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Ordering pizza delivery for date night, getting tw...\n",
+ " [1/3] Processed: Ordering pizza delivery for date night, getting tw...\n",
+ " [2/3] Processed: Watching Netflix, we'll probably binge for like fo...\n",
+ " [2/3] Processed: Watching Netflix, we'll probably binge for like fo...\n",
+ " [3/3] Processed: Doing a load of laundry before bed, just throwing ...\n",
+ " [3/3] Processed: Doing a load of laundry before bed, just throwing ...\n",
+ " ✓ Completed category 15/30\n",
+ "\n",
+ "[16/30] Processing category: Evening (Home/Leisure) - Parent, Male, 39\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 15/30\n",
+ "\n",
+ "[16/30] Processing category: Evening (Home/Leisure) - Parent, Male, 39\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Driving to pick up takeout Thai food for dinner, a...\n",
+ " [1/3] Processed: Driving to pick up takeout Thai food for dinner, a...\n",
+ " [2/3] Processed: Running the dishwasher, it's only half full but I ...\n",
+ " [2/3] Processed: Running the dishwasher, it's only half full but I ...\n",
+ " [3/3] Processed: Buying a new toy for my son's birthday on Amazon, ...\n",
+ " [3/3] Processed: Buying a new toy for my son's birthday on Amazon, ...\n",
+ " ✓ Completed category 16/30\n",
+ "\n",
+ "[17/30] Processing category: Evening (Home/Leisure) - Retiree, Female, 71\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 16/30\n",
+ "\n",
+ "[17/30] Processing category: Evening (Home/Leisure) - Retiree, Female, 71\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Turning on the heating for the evening, setting it...\n",
+ " [1/3] Processed: Turning on the heating for the evening, setting it...\n",
+ " [2/3] Processed: Making pot roast for dinner in the oven, takes abo...\n",
+ " [2/3] Processed: Making pot roast for dinner in the oven, takes abo...\n",
+ " [3/3] Processed: Watching the news, TV will be on most of the eveni...\n",
+ " [3/3] Processed: Watching the news, TV will be on most of the eveni...\n",
+ " ✓ Completed category 17/30\n",
+ "\n",
+ "[18/30] Processing category: Evening (Home/Leisure) - Fitness Enthusiast, Male, 33\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 17/30\n",
+ "\n",
+ "[18/30] Processing category: Evening (Home/Leisure) - Fitness Enthusiast, Male, 33\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Buying protein powder online, getting the 10-pound...\n",
+ " [1/3] Processed: Buying protein powder online, getting the 10-pound...\n",
+ " [2/3] Processed: Driving to the gym, it's about twenty minutes away...\n",
+ " [2/3] Processed: Driving to the gym, it's about twenty minutes away...\n",
+ " [3/3] Processed: Taking a long hot shower after my workout, helps m...\n",
+ " [3/3] Processed: Taking a long hot shower after my workout, helps m...\n",
+ " ✓ Completed category 18/30\n",
+ "\n",
+ "[19/30] Processing category: Night Routine - Graduate Student, Female, 24\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 18/30\n",
+ "\n",
+ "[19/30] Processing category: Night Routine - Graduate Student, Female, 24\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Pulling an all-nighter to finish my thesis, keepin...\n",
+ " [1/3] Processed: Pulling an all-nighter to finish my thesis, keepin...\n",
+ " [2/3] Processed: Ordering late-night snacks from 7-Eleven through d...\n",
+ " [2/3] Processed: Ordering late-night snacks from 7-Eleven through d...\n",
+ " [3/3] Processed: Running the heater because it's cold in my apartme...\n",
+ " [3/3] Processed: Running the heater because it's cold in my apartme...\n",
+ " ✓ Completed category 19/30\n",
+ "\n",
+ "[20/30] Processing category: Night Routine - Working Parent, Male, 42\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 19/30\n",
+ "\n",
+ "[20/30] Processing category: Night Routine - Working Parent, Male, 42\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Leaving the porch light on all night for security...\n",
+ " [1/3] Processed: Leaving the porch light on all night for security...\n",
+ " [2/3] Processed: Running the washing machine before bed, need clean...\n",
+ " [2/3] Processed: Running the washing machine before bed, need clean...\n",
+ " [3/3] Processed: Setting the thermostat to 72 overnight so we're co...\n",
+ " [3/3] Processed: Setting the thermostat to 72 overnight so we're co...\n",
+ " ✓ Completed category 20/30\n",
+ "\n",
+ "[21/30] Processing category: Weekend Activities - Family, Female, 36\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 20/30\n",
+ "\n",
+ "[21/30] Processing category: Weekend Activities - Family, Female, 36\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Planning a road trip to the beach this weekend, ab...\n",
+ " [1/3] Processed: Planning a road trip to the beach this weekend, ab...\n",
+ " [2/3] Processed: Buying groceries for the week at Whole Foods, fill...\n",
+ " [2/3] Processed: Buying groceries for the week at Whole Foods, fill...\n",
+ " [3/3] Processed: Grilling burgers and steaks for the family barbecu...\n",
+ " [3/3] Processed: Grilling burgers and steaks for the family barbecu...\n",
+ " ✓ Completed category 21/30\n",
+ "\n",
+ "[22/30] Processing category: Weekend Activities - Hobbyist, Male, 58\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 21/30\n",
+ "\n",
+ "[22/30] Processing category: Weekend Activities - Hobbyist, Male, 58\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Buying new power tools online, they're on sale at ...\n",
+ " [1/3] Processed: Buying new power tools online, they're on sale at ...\n",
+ " [2/3] Processed: Working on my car in the garage with all the light...\n",
+ " [2/3] Processed: Working on my car in the garage with all the light...\n",
+ " [3/3] Processed: Planning to repaint my deck, need to buy several g...\n",
+ " [3/3] Processed: Planning to repaint my deck, need to buy several g...\n",
+ " ✓ Completed category 22/30\n",
+ "\n",
+ "[23/30] Processing category: Weekend Activities - Social Butterfly, Female, 25\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 22/30\n",
+ "\n",
+ "[23/30] Processing category: Weekend Activities - Social Butterfly, Female, 25\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Getting my nails done at the salon, then maybe sho...\n",
+ " [1/3] Processed: Getting my nails done at the salon, then maybe sho...\n",
+ " [2/3] Processed: Meeting friends for brunch downtown, we're all dri...\n",
+ " [2/3] Processed: Meeting friends for brunch downtown, we're all dri...\n",
+ " [3/3] Processed: Buying a new dress for tonight, need something cut...\n",
+ " [3/3] Processed: Buying a new dress for tonight, need something cut...\n",
+ " ✓ Completed category 23/30\n",
+ "\n",
+ "[24/30] Processing category: Weekend Activities - Outdoor Enthusiast, Male, 47\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 23/30\n",
+ "\n",
+ "[24/30] Processing category: Weekend Activities - Outdoor Enthusiast, Male, 47\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Buying camping gear from REI online, getting a new...\n",
+ " [1/3] Processed: Buying camping gear from REI online, getting a new...\n",
+ " [2/3] Processed: Driving up to the mountains this weekend with the ...\n",
+ " [2/3] Processed: Driving up to the mountains this weekend with the ...\n",
+ " [3/3] Processed: Stocking up on bottled water for the camping trip,...\n",
+ " [3/3] Processed: Stocking up on bottled water for the camping trip,...\n",
+ " ✓ Completed category 24/30\n",
+ "\n",
+ "[25/30] Processing category: Special Situations - Business Trip\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 24/30\n",
+ "\n",
+ "[25/30] Processing category: Special Situations - Business Trip\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Booking a rental car for my week-long business tri...\n",
+ " [1/3] Processed: Booking a rental car for my week-long business tri...\n",
+ " [2/3] Processed: Need to expense five dinners at restaurants while ...\n",
+ " [2/3] Processed: Need to expense five dinners at restaurants while ...\n",
+ " [3/3] Processed: Getting hotel laundry service, have like ten items...\n",
+ " [3/3] Processed: Getting hotel laundry service, have like ten items...\n",
+ " ✓ Completed category 25/30\n",
+ "\n",
+ "[26/30] Processing category: Special Situations - Home Improvement\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 25/30\n",
+ "\n",
+ "[26/30] Processing category: Special Situations - Home Improvement\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Replacing all the windows in my house with new one...\n",
+ " [1/3] Processed: Replacing all the windows in my house with new one...\n",
+ " [2/3] Processed: Buying a new refrigerator, the old one still works...\n",
+ " [2/3] Processed: Buying a new refrigerator, the old one still works...\n",
+ " [3/3] Processed: Installing all new LED lighting throughout the hou...\n",
+ " [3/3] Processed: Installing all new LED lighting throughout the hou...\n",
+ " ✓ Completed category 26/30\n",
+ "\n",
+ "[27/30] Processing category: Special Situations - Holiday Planning\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 26/30\n",
+ "\n",
+ "[27/30] Processing category: Special Situations - Holiday Planning\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Ordering gifts online for the whole family, need t...\n",
+ " [1/3] Processed: Ordering gifts online for the whole family, need t...\n",
+ " [2/3] Processed: Flying to see family for Thanksgiving, bringing my...\n",
+ " [2/3] Processed: Flying to see family for Thanksgiving, bringing my...\n",
+ " [3/3] Processed: Cooking a big turkey dinner for 15 people...\n",
+ " [3/3] Processed: Cooking a big turkey dinner for 15 people...\n",
+ " ✓ Completed category 27/30\n",
+ "\n",
+ "[28/30] Processing category: Special Situations - Moving/Relocating\n",
+ " Number of inputs: 3\n",
+ " ✓ Completed category 27/30\n",
+ "\n",
+ "[28/30] Processing category: Special Situations - Moving/Relocating\n",
+ " Number of inputs: 3\n",
+ " [1/3] Processed: Renting a moving truck to move across the state...\n",
+ " [1/3] Processed: Renting a moving truck to move across the state...\n",
+ " [2/3] Processed: Buying new furniture from IKEA, getting it deliver...\n",
+ " [2/3] Processed: Buying new furniture from IKEA, getting it deliver...\n",
+ " [3/3] Processed: Setting up utilities at the new place, need everyt...\n",
+ " [3/3] Processed: Setting up utilities at the new place, need everyt...\n",
+ " ✓ Completed category 28/30\n",
+ "\n",
+ "[29/30] Processing category: Edge Cases (Testing Unclear/Already Sustainable) - Unclear Inputs\n",
+ " Number of inputs: 4\n",
+ " ✓ Completed category 28/30\n",
+ "\n",
+ "[29/30] Processing category: Edge Cases (Testing Unclear/Already Sustainable) - Unclear Inputs\n",
+ " Number of inputs: 4\n",
+ " [1/4] Processed: I'm doing something with my car tomorrow...\n",
+ " [1/4] Processed: I'm doing something with my car tomorrow...\n",
+ " [2/4] Processed: Need to buy stuff online...\n",
+ " [2/4] Processed: Need to buy stuff online...\n",
+ " [3/4] Processed: Going somewhere this weekend...\n",
+ " [3/4] Processed: Going somewhere this weekend...\n",
+ " [4/4] Processed: Planning to cook tonight...\n",
+ " [4/4] Processed: Planning to cook tonight...\n",
+ " ✓ Completed category 29/30\n",
+ "\n",
+ "[30/30] Processing category: Edge Cases (Testing Unclear/Already Sustainable) - Already Sustainable Actions\n",
+ " Number of inputs: 7\n",
+ " ✓ Completed category 29/30\n",
+ "\n",
+ "[30/30] Processing category: Edge Cases (Testing Unclear/Already Sustainable) - Already Sustainable Actions\n",
+ " Number of inputs: 7\n",
+ " [1/7] Processed: I'm biking to work today like I do every day...\n",
+ " [1/7] Processed: I'm biking to work today like I do every day...\n",
+ " [2/7] Processed: Taking the subway downtown with my reusable water ...\n",
+ " [2/7] Processed: Taking the subway downtown with my reusable water ...\n",
+ " [3/7] Processed: Buying vegetables from the local farmer's market, ...\n",
+ " [3/7] Processed: Buying vegetables from the local farmer's market, ...\n",
+ " [4/7] Processed: Hanging my laundry outside to dry instead of using...\n",
+ " [4/7] Processed: Hanging my laundry outside to dry instead of using...\n",
+ " [5/7] Processed: Working from home today to avoid the commute...\n",
+ " [5/7] Processed: Working from home today to avoid the commute...\n",
+ " [6/7] Processed: Eating leftovers from last night for lunch...\n",
+ " [6/7] Processed: Eating leftovers from last night for lunch...\n",
+ " [7/7] Processed: Fixing my broken phone instead of buying a new one...\n",
+ " [7/7] Processed: Fixing my broken phone instead of buying a new one...\n",
+ " ✓ Completed category 30/30\n",
+ "\n",
+ "================================================================================\n",
+ "✓ Processing complete!\n",
+ " Total inputs processed: 95\n",
+ " Total results: 95\n",
+ "\n",
+ "✓ Results saved to: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SamplePromptEvaluator\\evaluation_results_20251004_135831.json\n",
+ " File size: 176.41 KB\n",
+ " ✓ Completed category 30/30\n",
+ "\n",
+ "================================================================================\n",
+ "✓ Processing complete!\n",
+ " Total inputs processed: 95\n",
+ " Total results: 95\n",
+ "\n",
+ "✓ Results saved to: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SamplePromptEvaluator\\evaluation_results_20251004_135831.json\n",
+ " File size: 176.41 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "import time\n",
+ "from datetime import datetime\n",
+ "\n",
+ "# Prepare results collection\n",
+ "all_results = {\n",
+ " \"metadata\": {\n",
+ " \"processed_at\": datetime.now().isoformat(),\n",
+ " \"system_prompt_file\": \"SustainabilityCoach-SystemPrompt.txt\",\n",
+ " \"model\": \"gpt-4o\",\n",
+ " \"total_entries\": 0,\n",
+ " \"total_inputs_processed\": 0\n",
+ " },\n",
+ " \"results\": []\n",
+ "}\n",
+ "\n",
+ "# Process all categories and user inputs\n",
+ "total_processed = 0\n",
+ "total_entries = len(sample_user_inputs.get('entries', []))\n",
+ "\n",
+ "print(f\"Starting to process {total_entries} categories...\\n\")\n",
+ "\n",
+ "for entry_idx, entry in enumerate(sample_user_inputs.get('entries', [])):\n",
+ " category = entry.get('category', 'Unknown')\n",
+ " demographic = entry.get('demographic', 'Unknown')\n",
+ " user_inputs = entry.get('inputs', [])\n",
+ " \n",
+ " print(f\"[{entry_idx + 1}/{total_entries}] Processing category: {category} - {demographic}\")\n",
+ " print(f\" Number of inputs: {len(user_inputs)}\")\n",
+ " \n",
+ " for input_idx, user_input in enumerate(user_inputs):\n",
+ " try:\n",
+ " # Call the AI with the sustainability system prompt\n",
+ " response_text = ai_client.get_completion(\n",
+ " user_prompt=user_input,\n",
+ " system_prompt=sustainability_system_prompt,\n",
+ " model=\"gpt-4o\",\n",
+ " max_tokens=500,\n",
+ " temperature=0.7\n",
+ " )\n",
+ " \n",
+ " # Extract JSON from response\n",
+ " response_json = extract_json_from_response(response_text)\n",
+ " \n",
+ " # Store the result\n",
+ " result_entry = {\n",
+ " \"category\": category,\n",
+ " \"demographic\": demographic,\n",
+ " \"input_index\": input_idx,\n",
+ " \"original_input\": user_input,\n",
+ " \"raw_response\": response_text,\n",
+ " \"parsed_json\": response_json,\n",
+ " \"processing_status\": \"success\" if response_json else \"json_parse_failed\"\n",
+ " }\n",
+ " \n",
+ " all_results[\"results\"].append(result_entry)\n",
+ " total_processed += 1\n",
+ " \n",
+ " print(f\" [{input_idx + 1}/{len(user_inputs)}] Processed: {user_input[:50]}...\")\n",
+ " \n",
+ " # Small delay to avoid rate limiting\n",
+ " time.sleep(0.5)\n",
+ " \n",
+ " except Exception as e:\n",
+ " print(f\" [{input_idx + 1}/{len(user_inputs)}] ERROR: {str(e)}\")\n",
+ " result_entry = {\n",
+ " \"category\": category,\n",
+ " \"demographic\": demographic,\n",
+ " \"input_index\": input_idx,\n",
+ " \"original_input\": user_input,\n",
+ " \"raw_response\": None,\n",
+ " \"parsed_json\": None,\n",
+ " \"processing_status\": \"error\",\n",
+ " \"error_message\": str(e)\n",
+ " }\n",
+ " all_results[\"results\"].append(result_entry)\n",
+ " \n",
+ " print(f\" ✓ Completed category {entry_idx + 1}/{total_entries}\\n\")\n",
+ "\n",
+ "# Update metadata\n",
+ "all_results[\"metadata\"][\"total_entries\"] = total_entries\n",
+ "all_results[\"metadata\"][\"total_inputs_processed\"] = total_processed\n",
+ "\n",
+ "print(\"=\" * 80)\n",
+ "print(f\"✓ Processing complete!\")\n",
+ "print(f\" Total inputs processed: {total_processed}\")\n",
+ "print(f\" Total results: {len(all_results['results'])}\")\n",
+ "\n",
+ "# Save results to JSON file\n",
+ "output_filename = os.path.join(notebook_dir, f\"evaluation_results_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json\")\n",
+ "with open(output_filename, 'w', encoding='utf-8') as f:\n",
+ " json.dump(all_results, f, indent=2, ensure_ascii=False)\n",
+ "\n",
+ "print(f\"\\n✓ Results saved to: {output_filename}\")\n",
+ "print(f\" File size: {os.path.getsize(output_filename) / 1024:.2f} KB\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "18f948ef",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found 1 evaluation results file(s):\n",
+ " - evaluation_results_20251004_135831.json (176.41 KB)\n",
+ "\n",
+ "✓ Loading: evaluation_results_20251004_135831.json\n",
+ " Total results: 95\n",
+ " Processed at: 2025-10-04T13:54:29.042581\n"
+ ]
+ }
+ ],
+ "source": [
+ "import glob\n",
+ "from collections import defaultdict\n",
+ "\n",
+ "# Find all evaluation results JSON files in the notebook directory\n",
+ "results_files = glob.glob(os.path.join(notebook_dir, \"evaluation_results_*.json\"))\n",
+ "\n",
+ "print(f\"Found {len(results_files)} evaluation results file(s):\")\n",
+ "for file in results_files:\n",
+ " file_size = os.path.getsize(file) / 1024\n",
+ " print(f\" - {os.path.basename(file)} ({file_size:.2f} KB)\")\n",
+ "\n",
+ "if not results_files:\n",
+ " print(\"\\n⚠ No evaluation results files found. Please run the evaluation first.\")\n",
+ "else:\n",
+ " # Load the most recent file (or you can load all and merge)\n",
+ " latest_file = max(results_files, key=os.path.getmtime)\n",
+ " print(f\"\\n✓ Loading: {os.path.basename(latest_file)}\")\n",
+ " \n",
+ " with open(latest_file, 'r', encoding='utf-8') as f:\n",
+ " evaluation_data = json.load(f)\n",
+ " \n",
+ " print(f\" Total results: {len(evaluation_data.get('results', []))}\")\n",
+ " print(f\" Processed at: {evaluation_data['metadata'].get('processed_at', 'N/A')}\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "724b51d9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "✓ HTML report generated successfully!\n",
+ " Input: evaluation_results_20251004_135831.json\n",
+ " Output: evaluation_report_20251004_135831.html\n",
+ " Size: 429.29 KB\n",
+ "\n",
+ " 📁 Template files used:\n",
+ " - report_styles.css\n",
+ " - report_template.html\n",
+ "\n",
+ " 🌐 Open this file in a browser to view the interactive report.\n",
+ " Full path: c:\\Hackathon\\Oct-4-Hackathon-2025-hack16\\resources\\SamplePromptEvaluator\\evaluation_report_20251004_135831.html\n"
+ ]
+ }
+ ],
+ "source": [
+ "import html\n",
+ "\n",
+ "def load_template_files(template_dir):\n",
+ " \"\"\"\n",
+ " Load CSS and HTML template files from the specified directory.\n",
+ " \n",
+ " Args:\n",
+ " template_dir (str): Directory containing template files\n",
+ " \n",
+ " Returns:\n",
+ " tuple: (css_content, html_template)\n",
+ " \"\"\"\n",
+ " css_path = os.path.join(template_dir, 'report_styles.css')\n",
+ " html_template_path = os.path.join(template_dir, 'report_template.html')\n",
+ " \n",
+ " with open(css_path, 'r', encoding='utf-8') as f:\n",
+ " css_content = f.read()\n",
+ " \n",
+ " with open(html_template_path, 'r', encoding='utf-8') as f:\n",
+ " html_template = f.read()\n",
+ " \n",
+ " return css_content, html_template\n",
+ "\n",
+ "def build_results_html(grouped_results):\n",
+ " \"\"\"\n",
+ " Build the results section HTML from grouped results.\n",
+ " \n",
+ " Args:\n",
+ " grouped_results (dict): Results grouped by category\n",
+ " \n",
+ " Returns:\n",
+ " str: HTML content for the results section\n",
+ " \"\"\"\n",
+ " results_html = \"\"\n",
+ " \n",
+ " for category, category_results in sorted(grouped_results.items()):\n",
+ " results_html += f\"\"\"\n",
+ "
\n",
+ "\"\"\"\n",
+ " \n",
+ " return results_html\n",
+ "\n",
+ "def generate_html_report(evaluation_data, output_path, template_dir=None):\n",
+ " \"\"\"\n",
+ " Generate an HTML report from evaluation results, grouped by category.\n",
+ " \n",
+ " Args:\n",
+ " evaluation_data (dict): Evaluation results data\n",
+ " output_path (str): Path to save the HTML report\n",
+ " template_dir (str, optional): Directory containing template files\n",
+ " \n",
+ " Returns:\n",
+ " str: Path to the generated HTML file\n",
+ " \"\"\"\n",
+ " if template_dir is None:\n",
+ " template_dir = os.path.dirname(output_path)\n",
+ " \n",
+ " # Load external CSS and HTML template\n",
+ " css_content, html_template = load_template_files(template_dir)\n",
+ " \n",
+ " results = evaluation_data.get('results', [])\n",
+ " metadata = evaluation_data.get('metadata', {})\n",
+ " \n",
+ " # Group results by category\n",
+ " grouped_results = defaultdict(list)\n",
+ " for result in results:\n",
+ " category = result.get('category', 'Unknown')\n",
+ " grouped_results[category].append(result)\n",
+ " \n",
+ " # Build the results HTML section\n",
+ " results_content = build_results_html(grouped_results)\n",
+ " \n",
+ " # Replace placeholders in the template\n",
+ " html_content = html_template.replace('{{CSS_CONTENT}}', css_content)\n",
+ " html_content = html_content.replace('{{PROCESSED_AT}}', metadata.get('processed_at', 'N/A'))\n",
+ " html_content = html_content.replace('{{MODEL}}', metadata.get('model', 'N/A'))\n",
+ " html_content = html_content.replace('{{TOTAL_CATEGORIES}}', str(len(grouped_results)))\n",
+ " html_content = html_content.replace('{{TOTAL_EVALUATIONS}}', str(len(results)))\n",
+ " html_content = html_content.replace('{{RESULTS_CONTENT}}', results_content)\n",
+ " \n",
+ " # Write HTML to file\n",
+ " with open(output_path, 'w', encoding='utf-8') as f:\n",
+ " f.write(html_content)\n",
+ " \n",
+ " return output_path\n",
+ "\n",
+ "# Generate the HTML report\n",
+ "if results_files:\n",
+ " # Create output filename based on input filename\n",
+ " # Change 'evaluation_results_*.json' to 'evaluation_report_*.html'\n",
+ " input_basename = os.path.basename(latest_file)\n",
+ " output_basename = input_basename.replace('evaluation_results_', 'evaluation_report_').replace('.json', '.html')\n",
+ " html_output_path = os.path.join(notebook_dir, output_basename)\n",
+ " \n",
+ " generated_file = generate_html_report(evaluation_data, html_output_path)\n",
+ " \n",
+ " print(f\"\\n✓ HTML report generated successfully!\")\n",
+ " print(f\" Input: {os.path.basename(latest_file)}\")\n",
+ " print(f\" Output: {os.path.basename(generated_file)}\")\n",
+ " print(f\" Size: {os.path.getsize(generated_file) / 1024:.2f} KB\")\n",
+ " print(f\"\\n 📁 Template files used:\")\n",
+ " print(f\" - report_styles.css\")\n",
+ " print(f\" - report_template.html\")\n",
+ " print(f\"\\n 🌐 Open this file in a browser to view the interactive report.\")\n",
+ " print(f\" Full path: {generated_file}\")\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "upi",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Resources/SamplePromptEvaluator/SampleUserInput.json b/Resources/SamplePromptEvaluator/SampleUserInput.json
new file mode 100644
index 0000000..a6d659d
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/SampleUserInput.json
@@ -0,0 +1,280 @@
+{
+ "description": "Sample User Inputs for SustainIQ Sustainability Coach - Representing diverse demographics, scenarios, and voice input patterns",
+ "entries": [
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "inputs": [
+ "Hey, I'm about to order an Uber to get to my office downtown",
+ "I need to grab breakfast... thinking about getting an Egg McMuffin at McDonald's drive-through",
+ "Running late, gonna take a quick five-minute shower before work"
+ ]
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "inputs": [
+ "I'm driving the kids to school this morning, it's about three miles away",
+ "Need to water the lawn before it gets too hot today",
+ "Throwing away some leftover pizza from last night, nobody's eating it"
+ ]
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "inputs": [
+ "I'm heating up my house to 75 degrees, it's a bit chilly this morning",
+ "Planning to print out some recipes I found online, maybe twenty pages or so",
+ "Going to the grocery store to buy some vegetables, driving my car"
+ ]
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "inputs": [
+ "Bro, I'm leaving my PlayStation on all day, might play later",
+ "Ordering a new phone case from Amazon, need it shipped fast",
+ "Making bacon and eggs for breakfast, bacon's from the store"
+ ]
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "inputs": [
+ "I need to fly to Singapore next week for a conference, looking at business class tickets",
+ "Ordering lunch for my team, thinking Chipotle for twelve people with delivery",
+ "Printing fifty copies of the quarterly report for tomorrow's board meeting"
+ ]
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "inputs": [
+ "Working from home today, gonna keep the AC running all afternoon at 68 degrees",
+ "Need to buy a new laptop charger, saw one on Amazon Prime",
+ "Getting coffee at the local café, probably my third cup today"
+ ]
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "inputs": [
+ "Doing laundry, three loads today with warm water",
+ "Taking my daughter to dance class, it's fifteen minutes away by car",
+ "Buying diapers in bulk from Costco, the big pack of like 200"
+ ]
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "inputs": [
+ "Driving my truck to three different job sites today, probably 80 miles total",
+ "Grabbing lunch from Wendy's, getting a burger combo",
+ "Need to dispose of some old construction materials, gonna take them to the dump"
+ ]
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "inputs": [
+ "Getting sushi delivered through DoorDash to my dorm",
+ "Need to print my essay, it's like 15 pages double-spaced",
+ "Buying a new outfit for the party this weekend, online shopping at H&M"
+ ]
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "inputs": [
+ "Heating up my lunch in the microwave at the hospital, it's in a plastic container",
+ "Getting a bottled water from the vending machine, forgot my water bottle",
+ "Driving home during my lunch break to check on the dog"
+ ]
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "inputs": [
+ "Ordering supplies for the store, need them shipped overnight",
+ "Getting iced coffee from Starbucks in their regular cup",
+ "Driving to the bank during my break, it's just down the street"
+ ]
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "inputs": [
+ "Ordering dinner through Uber Eats tonight, working late",
+ "Buying a new gaming keyboard, saw it on Best Buy's website",
+ "Running the server fans at full speed to keep the room cool"
+ ]
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "inputs": [
+ "Making copies of homework assignments for all my classes, probably 150 sheets",
+ "Driving to Target after school to get classroom supplies",
+ "Getting Starbucks on the way home, treating myself"
+ ]
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "inputs": [
+ "Flying to Chicago for client meetings tomorrow, looking at morning flights",
+ "Renting a car at the airport for two days",
+ "Booking a hotel downtown, need a place with good amenities"
+ ]
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "inputs": [
+ "Ordering pizza delivery for date night, getting two large pizzas",
+ "Watching Netflix, we'll probably binge for like four hours tonight",
+ "Doing a load of laundry before bed, just throwing everything in"
+ ]
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "inputs": [
+ "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "Running the dishwasher, it's only half full but I need those dishes clean",
+ "Buying a new toy for my son's birthday on Amazon, need it before Friday"
+ ]
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "inputs": [
+ "Turning on the heating for the evening, setting it to 74 degrees",
+ "Making pot roast for dinner in the oven, takes about three hours",
+ "Watching the news, TV will be on most of the evening"
+ ]
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "inputs": [
+ "Buying protein powder online, getting the 10-pound container",
+ "Driving to the gym, it's about twenty minutes away",
+ "Taking a long hot shower after my workout, helps my muscles"
+ ]
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "inputs": [
+ "Pulling an all-nighter to finish my thesis, keeping all the lights on and drinking lots of coffee",
+ "Ordering late-night snacks from 7-Eleven through delivery app",
+ "Running the heater because it's cold in my apartment, probably all night"
+ ]
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "inputs": [
+ "Leaving the porch light on all night for security",
+ "Running the washing machine before bed, need clean clothes for tomorrow",
+ "Setting the thermostat to 72 overnight so we're comfortable"
+ ]
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "inputs": [
+ "Planning a road trip to the beach this weekend, about 200 miles each way",
+ "Buying groceries for the week at Whole Foods, filling up the cart",
+ "Grilling burgers and steaks for the family barbecue on Saturday"
+ ]
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "inputs": [
+ "Buying new power tools online, they're on sale at Home Depot",
+ "Working on my car in the garage with all the lights on this weekend",
+ "Planning to repaint my deck, need to buy several gallons of stain"
+ ]
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "inputs": [
+ "Getting my nails done at the salon, then maybe shopping at the mall",
+ "Meeting friends for brunch downtown, we're all driving separately",
+ "Buying a new dress for tonight, need something cute"
+ ]
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "inputs": [
+ "Buying camping gear from REI online, getting a new tent and sleeping bags",
+ "Driving up to the mountains this weekend with the family, SUV loaded up",
+ "Stocking up on bottled water for the camping trip, getting a case of 24"
+ ]
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "inputs": [
+ "Booking a rental car for my week-long business trip in LA",
+ "Need to expense five dinners at restaurants while I'm traveling",
+ "Getting hotel laundry service, have like ten items to clean"
+ ]
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "inputs": [
+ "Replacing all the windows in my house with new ones",
+ "Buying a new refrigerator, the old one still works but it's like 15 years old",
+ "Installing all new LED lighting throughout the house"
+ ]
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "inputs": [
+ "Ordering gifts online for the whole family, need them wrapped and shipped",
+ "Flying to see family for Thanksgiving, bringing my spouse and two kids",
+ "Cooking a big turkey dinner for 15 people"
+ ]
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "inputs": [
+ "Renting a moving truck to move across the state",
+ "Buying new furniture from IKEA, getting it delivered",
+ "Setting up utilities at the new place, need everything turned on"
+ ]
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "inputs": [
+ "I'm doing something with my car tomorrow",
+ "Need to buy stuff online",
+ "Going somewhere this weekend",
+ "Planning to cook tonight"
+ ]
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "inputs": [
+ "I'm biking to work today like I do every day",
+ "Taking the subway downtown with my reusable water bottle and coffee cup",
+ "Buying vegetables from the local farmer's market, bringing my own bags",
+ "Hanging my laundry outside to dry instead of using the dryer",
+ "Working from home today to avoid the commute",
+ "Eating leftovers from last night for lunch",
+ "Fixing my broken phone instead of buying a new one"
+ ]
+ }
+ ]
+}
diff --git a/Resources/SamplePromptEvaluator/evaluation_report_20251004_135831.html b/Resources/SamplePromptEvaluator/evaluation_report_20251004_135831.html
new file mode 100644
index 0000000..6a299b7
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/evaluation_report_20251004_135831.html
@@ -0,0 +1,7125 @@
+
+
+
+
+
+ SustainIQ Evaluation Results
+
+
+
+
+
+
🌿 SustainIQ Evaluation Results
+
AI Coach for a Greener You — Evaluation Report
+
+
+
+
+
Processed At
+
2025-10-04T13:54:29.042581
+
+
+
Model
+
gpt-4o
+
+
+
Total Categories
+
9
+
+
+
Total Evaluations
+
95
+
+
+
+
+
+
+
+
Afternoon (Work/Shopping)
+
12 results
+
+
+
+
+
+
👤 Retail Manager, Female, 44
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering supplies for the store, need them shipped overnight
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for standard shipping instead of overnight delivery whenever possible.
+
+
+
+ Why? Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:15 kg CO₂ per package (overnight shipping via air freight)
+
+
+
+ Suggested:5 kg CO₂ per package (standard shipping via ground transport)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Ordering store supplies with overnight shipping",
+ "suggestion": "Opt for standard shipping instead of overnight delivery whenever possible.",
+ "rationale": "Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.",
+ "metrics": {
+ "original_impact": "15 kg CO\u2082 per package (overnight shipping via air freight)",
+ "suggested_impact": "5 kg CO\u2082 per package (standard shipping via ground transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering store supplies with overnight shipping",
+ "suggestion": "Opt for standard shipping instead of overnight delivery whenever possible.",
+ "rationale": "Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.",
+ "metrics": {
+ "original_impact": "15 kg CO₂ per package (overnight shipping via air freight)",
+ "suggested_impact": "5 kg CO₂ per package (standard shipping via ground transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Retail Manager, Female, 44
+
✓ Success
+
+
+
+
📝 User Input
+
Getting iced coffee from Starbucks in their regular cup
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Bring a reusable cup or tumbler for your iced coffee.
+
+
+
+ Why? Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.05 kg CO₂ and 0.3 liters water for disposable cup
+
+
+
+ Suggested:0 kg CO₂ and 0 liters water for cup reuse
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Getting iced coffee from Starbucks in their regular disposable cup.",
+ "suggestion": "Bring a reusable cup or tumbler for your iced coffee.",
+ "rationale": "Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.",
+ "metrics": {
+ "original_impact": "0.05 kg CO\u2082 and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO\u2082 and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Getting iced coffee from Starbucks in their regular disposable cup.",
+ "suggestion": "Bring a reusable cup or tumbler for your iced coffee.",
+ "rationale": "Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Retail Manager, Female, 44
+
✓ Success
+
+
+
+
📝 User Input
+
Driving to the bank during my break, it's just down the street
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider walking or biking to the bank instead of driving.
+
+
+
+ Why? Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.5 kg CO₂ for a 1 km round trip in a car
+
+
+
+ Suggested:0 kg CO₂ for walking or biking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving to the bank during a break, even though it is close by.",
+ "suggestion": "Consider walking or biking to the bank instead of driving.",
+ "rationale": "Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.",
+ "metrics": {
+ "original_impact": "0.5 kg CO\u2082 for a 1 km round trip in a car",
+ "suggested_impact": "0 kg CO\u2082 for walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving to the bank during a break, even though it is close by.",
+ "suggestion": "Consider walking or biking to the bank instead of driving.",
+ "rationale": "Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 1 km round trip in a car",
+ "suggested_impact": "0 kg CO₂ for walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tech Worker, Male, 31
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering dinner through Uber Eats tonight, working late
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.
+
+
+
+ Why? By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.5 kg CO₂ from delivery emissions and waste from disposable packaging
+
+
+
+ Suggested:0.4 kg CO₂ with reduced packaging waste and no disposable utensils
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Ordering dinner through Uber Eats while working late.",
+ "suggestion": "Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.",
+ "rationale": "By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.",
+ "metrics": {
+ "original_impact": "0.5 kg CO\u2082 from delivery emissions and waste from disposable packaging",
+ "suggested_impact": "0.4 kg CO\u2082 with reduced packaging waste and no disposable utensils"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering dinner through Uber Eats while working late.",
+ "suggestion": "Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.",
+ "rationale": "By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ from delivery emissions and waste from disposable packaging",
+ "suggested_impact": "0.4 kg CO₂ with reduced packaging waste and no disposable utensils"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tech Worker, Male, 31
+
✓ Success
+
+
+
+
📝 User Input
+
Buying a new gaming keyboard, saw it on Best Buy's website
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.
+
+
+
+ Why? Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:8 kg CO₂ for production and shipping of a new keyboard
+
+
+
+ Suggested:2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new gaming keyboard from Best Buy's website",
+ "suggestion": "Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.",
+ "rationale": "Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.",
+ "metrics": {
+ "original_impact": "8 kg CO\u2082 for production and shipping of a new keyboard",
+ "suggested_impact": "2 kg CO\u2082 for shipping and minimal refurbishing of a second-hand keyboard"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new gaming keyboard from Best Buy's website",
+ "suggestion": "Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.",
+ "rationale": "Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.",
+ "metrics": {
+ "original_impact": "8 kg CO₂ for production and shipping of a new keyboard",
+ "suggested_impact": "2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tech Worker, Male, 31
+
✓ Success
+
+
+
+
📝 User Input
+
Running the server fans at full speed to keep the room cool
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.
+
+
+
+ Why? Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Estimated 500 kWh per month for excessive fan usage
+
+
+
+ Suggested:300 kWh per month with optimized cooling strategies
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Running server fans at full speed to keep the room cool",
+ "suggestion": "Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.",
+ "rationale": "Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.",
+ "metrics": {
+ "original_impact": "Estimated 500 kWh per month for excessive fan usage",
+ "suggested_impact": "300 kWh per month with optimized cooling strategies"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Running server fans at full speed to keep the room cool",
+ "suggestion": "Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.",
+ "rationale": "Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.",
+ "metrics": {
+ "original_impact": "Estimated 500 kWh per month for excessive fan usage",
+ "suggested_impact": "300 kWh per month with optimized cooling strategies"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Teacher, Female, 29
+
✓ Success
+
+
+
+
📝 User Input
+
Making copies of homework assignments for all my classes, probably 150 sheets
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Share digital copies of the homework via email or a learning platform instead of printing physical copies.
+
+
+
+ Why? Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)
+
+
+
+ Suggested:0 kg CO₂ and 0 liters of water for digital sharing
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Printing 150 sheets of homework assignments for classes",
+ "suggestion": "Share digital copies of the homework via email or a learning platform instead of printing physical copies.",
+ "rationale": "Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.",
+ "metrics": {
+ "original_impact": "1.5 kg CO\u2082 and 15 liters of water for 150 sheets (estimated)",
+ "suggested_impact": "0 kg CO\u2082 and 0 liters of water for digital sharing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Printing 150 sheets of homework assignments for classes",
+ "suggestion": "Share digital copies of the homework via email or a learning platform instead of printing physical copies.",
+ "rationale": "Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for digital sharing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Teacher, Female, 29
+
✓ Success
+
+
+
+
📝 User Input
+
Driving to Target after school to get classroom supplies
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.
+
+
+
+ Why? Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5 kg CO₂ for a 20 km round trip drive
+
+
+
+ Suggested:2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Driving to Target after school to purchase classroom supplies.",
+ "suggestion": "Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.",
+ "rationale": "Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.",
+ "metrics": {
+ "original_impact": "5 kg CO\u2082 for a 20 km round trip drive",
+ "suggested_impact": "2.5 kg CO\u2082 if trip is combined or 3 kg CO\u2082 with consolidated shipping emissions"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving to Target after school to purchase classroom supplies.",
+ "suggestion": "Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.",
+ "rationale": "Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Teacher, Female, 29
+
✓ Success
+
+
+
+
📝 User Input
+
Getting Starbucks on the way home, treating myself
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Bring your own reusable cup when you visit Starbucks for your treat.
+
+
+
+ Why? Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.05 kg CO₂ and 0.3 liters water for disposable cup
+
+
+
+ Suggested:0 kg CO₂ and 0 liters water for cup reuse
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Getting Starbucks on the way home and using a disposable cup",
+ "suggestion": "Bring your own reusable cup when you visit Starbucks for your treat.",
+ "rationale": "Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.",
+ "metrics": {
+ "original_impact": "0.05 kg CO\u2082 and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO\u2082 and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Getting Starbucks on the way home and using a disposable cup",
+ "suggestion": "Bring your own reusable cup when you visit Starbucks for your treat.",
+ "rationale": "Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Consultant, Male, 48
+
✓ Success
+
+
+
+
📝 User Input
+
Flying to Chicago for client meetings tomorrow, looking at morning flights
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.
+
+
+
+ Why? Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:700 kg CO₂ for a typical one-way domestic flight in business class with a layover
+
+
+
+ Suggested:400 kg CO₂ for a direct flight in economy class plus offset contribution
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Flying to Chicago for client meetings on a morning flight",
+ "suggestion": "Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.",
+ "rationale": "Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.",
+ "metrics": {
+ "original_impact": "700 kg CO\u2082 for a typical one-way domestic flight in business class with a layover",
+ "suggested_impact": "400 kg CO\u2082 for a direct flight in economy class plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Flying to Chicago for client meetings on a morning flight",
+ "suggestion": "Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.",
+ "rationale": "Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.",
+ "metrics": {
+ "original_impact": "700 kg CO₂ for a typical one-way domestic flight in business class with a layover",
+ "suggested_impact": "400 kg CO₂ for a direct flight in economy class plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Consultant, Male, 48
+
✓ Success
+
+
+
+
📝 User Input
+
Renting a car at the airport for two days
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.
+
+
+
+ Why? Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:100 kg CO₂ for a 200 km trip in a gasoline car
+
+
+
+ Suggested:0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Renting a car at the airport for a two-day trip",
+ "suggestion": "Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.",
+ "rationale": "Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.",
+ "metrics": {
+ "original_impact": "100 kg CO\u2082 for a 200 km trip in a gasoline car",
+ "suggested_impact": "0-50 kg CO\u2082 (0 kg for public transport, ~50 kg for an EV depending on electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Renting a car at the airport for a two-day trip",
+ "suggestion": "Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.",
+ "rationale": "Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.",
+ "metrics": {
+ "original_impact": "100 kg CO₂ for a 200 km trip in a gasoline car",
+ "suggested_impact": "0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Consultant, Male, 48
+
✓ Success
+
+
+
+
📝 User Input
+
Booking a hotel downtown, need a place with good amenities
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.
+
+
+
+ Why? Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 30 kg CO₂ per night (average downtown hotel stay)
+
+
+
+ Suggested:Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Booking a hotel downtown with good amenities",
+ "suggestion": "Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.",
+ "rationale": "Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.",
+ "metrics": {
+ "original_impact": "Approximately 30 kg CO\u2082 per night (average downtown hotel stay)",
+ "suggested_impact": "Approximately 20-25 kg CO\u2082 per night (eco-certified hotel stay)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Booking a hotel downtown with good amenities",
+ "suggestion": "Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.",
+ "rationale": "Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.",
+ "metrics": {
+ "original_impact": "Approximately 30 kg CO₂ per night (average downtown hotel stay)",
+ "suggested_impact": "Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)",
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Edge Cases (Testing Unclear/Already Sustainable)
+
11 results
+
+
+
+
+
+
👤 Unclear Inputs
+
✓ Success
+
+
+
+
📝 User Input
+
I'm doing something with my car tomorrow
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.
+
+
+
+ Why? Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Unable to estimate
+
+
+
+ Suggested:Unable to estimate
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Unspecified activity involving a car tomorrow",
+ "suggestion": "Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.",
+ "rationale": "Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+}
+
+
+
+
```json
+{
+ "original_action": "Unspecified activity involving a car tomorrow",
+ "suggestion": "Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.",
+ "rationale": "Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+}
+```
+
+
+
+
+
+
👤 Unclear Inputs
+
✓ Success
+
+
+
+
📝 User Input
+
Need to buy stuff online
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Combine your purchases into a single order and choose slower, consolidated shipping options if available.
+
+
+
+ Why? Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5 kg CO₂ per separate shipment (average estimate)
+
+
+
+ Suggested:3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Shopping online for products",
+ "suggestion": "Combine your purchases into a single order and choose slower, consolidated shipping options if available.",
+ "rationale": "Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.",
+ "metrics": {
+ "original_impact": "5 kg CO\u2082 per separate shipment (average estimate)",
+ "suggested_impact": "3 kg CO\u2082 for a consolidated shipment (average estimate, depending on order size and shipping method)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Shopping online for products",
+ "suggestion": "Combine your purchases into a single order and choose slower, consolidated shipping options if available.",
+ "rationale": "Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ per separate shipment (average estimate)",
+ "suggested_impact": "3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Unclear Inputs
+
✓ Success
+
+
+
+
📝 User Input
+
Going somewhere this weekend
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.
+
+
+
+ Why? Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Unable to estimate
+
+
+
+ Suggested:Unable to estimate
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Unspecified travel plans for the weekend",
+ "suggestion": "Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.",
+ "rationale": "Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+}
+
+
+
+
```json
+{
+ "original_action": "Unspecified travel plans for the weekend",
+ "suggestion": "Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.",
+ "rationale": "Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+}
+```
+
+
+
+
+
+
👤 Unclear Inputs
+
✓ Success
+
+
+
+
📝 User Input
+
Planning to cook tonight
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a plant-based recipe or use locally sourced ingredients for your meal.
+
+
+
+ Why? Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5-10 kg CO₂ for an average meat-based meal (depending on ingredients)
+
+
+
+ Suggested:2-4 kg CO₂ for a plant-based meal with local produce
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Cooking dinner at home",
+ "suggestion": "Choose a plant-based recipe or use locally sourced ingredients for your meal.",
+ "rationale": "Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.",
+ "metrics": {
+ "original_impact": "5-10 kg CO\u2082 for an average meat-based meal (depending on ingredients)",
+ "suggested_impact": "2-4 kg CO\u2082 for a plant-based meal with local produce"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Cooking dinner at home",
+ "suggestion": "Choose a plant-based recipe or use locally sourced ingredients for your meal.",
+ "rationale": "Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.",
+ "metrics": {
+ "original_impact": "5-10 kg CO₂ for an average meat-based meal (depending on ingredients)",
+ "suggested_impact": "2-4 kg CO₂ for a plant-based meal with local produce"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
I'm biking to work today like I do every day
+
+
+
+
💡 AI Response
+
+
+ Suggestion: That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.
+
+
+
+ Why? Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0 kg CO₂ for daily biking
+
+
+
+ Suggested:0 kg CO₂ (same, with minor improvement in maintenance sustainability)
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Biking to work every day",
+ "suggestion": "That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.",
+ "rationale": "Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.",
+ "metrics": {
+ "original_impact": "0 kg CO\u2082 for daily biking",
+ "suggested_impact": "0 kg CO\u2082 (same, with minor improvement in maintenance sustainability)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Biking to work every day",
+ "suggestion": "That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.",
+ "rationale": "Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for daily biking",
+ "suggested_impact": "0 kg CO₂ (same, with minor improvement in maintenance sustainability)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Taking the subway downtown with my reusable water bottle and coffee cup
+
+
+
+
💡 AI Response
+
+
+ Suggestion: You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.
+
+
+
+ Why? Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.6 kg CO₂ for subway trip (round trip)
+
+
+
+ Suggested:0.6 kg CO₂ (same for transit, minor reduction in waste)
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Taking the subway downtown with a reusable water bottle and coffee cup.",
+ "suggestion": "You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.",
+ "rationale": "Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.",
+ "metrics": {
+ "original_impact": "0.6 kg CO\u2082 for subway trip (round trip)",
+ "suggested_impact": "0.6 kg CO\u2082 (same for transit, minor reduction in waste)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Taking the subway downtown with a reusable water bottle and coffee cup.",
+ "suggestion": "You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.",
+ "rationale": "Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.",
+ "metrics": {
+ "original_impact": "0.6 kg CO₂ for subway trip (round trip)",
+ "suggested_impact": "0.6 kg CO₂ (same for transit, minor reduction in waste)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Buying vegetables from the local farmer's market, bringing my own bags
+
+
+
+
💡 AI Response
+
+
+ Suggestion: This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.
+
+
+
+ Why? Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)
+
+
+
+ Suggested:Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Buying vegetables from the local farmer's market and using reusable bags.",
+ "suggestion": "This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.",
+ "rationale": "Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.",
+ "metrics": {
+ "original_impact": "Low (varies, typically < 0.5 kg CO\u2082 for local, plastic-free purchases)",
+ "suggested_impact": "Similar CO\u2082 footprint, with potential for lower pesticide and fertilizer impact"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying vegetables from the local farmer's market and using reusable bags.",
+ "suggestion": "This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.",
+ "rationale": "Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.",
+ "metrics": {
+ "original_impact": "Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)",
+ "suggested_impact": "Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Hanging my laundry outside to dry instead of using the dryer
+
+
+
+
💡 AI Response
+
+
+ Suggestion: You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.
+
+
+
+ Why? Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load
+
+
+
+ Suggested:0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Hanging laundry outside to dry instead of using a dryer",
+ "suggestion": "You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.",
+ "rationale": "Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.",
+ "metrics": {
+ "original_impact": "0 kg CO\u2082 for line drying compared to ~2.5 kg CO\u2082 per dryer load",
+ "suggested_impact": "0 kg CO\u2082 for drying and up to 0.5 kg CO\u2082 saved per load by using cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Hanging laundry outside to dry instead of using a dryer",
+ "suggestion": "You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.",
+ "rationale": "Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load",
+ "suggested_impact": "0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Working from home today to avoid the commute
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.
+
+
+
+ Why? Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0 kg CO₂ for commuting
+
+
+
+ Suggested:0 kg CO₂ for commuting, with marginal reduction in home energy use
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Working from home to avoid commuting",
+ "suggestion": "Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.",
+ "rationale": "Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.",
+ "metrics": {
+ "original_impact": "0 kg CO\u2082 for commuting",
+ "suggested_impact": "0 kg CO\u2082 for commuting, with marginal reduction in home energy use"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Working from home to avoid commuting",
+ "suggestion": "Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.",
+ "rationale": "Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for commuting",
+ "suggested_impact": "0 kg CO₂ for commuting, with marginal reduction in home energy use"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Eating leftovers from last night for lunch
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.
+
+
+
+ Why? Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Negligible carbon footprint since no new food is being prepared
+
+
+
+ Suggested:Negligible carbon footprint plus reduction in landfill waste
+
+
+
+
+
+ Impact: LOW
+
+
+
+
{
+ "original_action": "Eating leftovers from last night for lunch",
+ "suggestion": "Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren\u2019t already doing so.",
+ "rationale": "Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.",
+ "metrics": {
+ "original_impact": "Negligible carbon footprint since no new food is being prepared",
+ "suggested_impact": "Negligible carbon footprint plus reduction in landfill waste"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+
+
+
+
```json
+{
+ "original_action": "Eating leftovers from last night for lunch",
+ "suggestion": "Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.",
+ "rationale": "Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.",
+ "metrics": {
+ "original_impact": "Negligible carbon footprint since no new food is being prepared",
+ "suggested_impact": "Negligible carbon footprint plus reduction in landfill waste"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+}
+```
+
+
+
+
+
+
👤 Already Sustainable Actions
+
✓ Success
+
+
+
+
📝 User Input
+
Fixing my broken phone instead of buying a new one
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.
+
+
+
+ Why? Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:70-80 kg CO₂ for manufacturing a new phone
+
+
+
+ Suggested:5-10 kg CO₂ for repair (including parts and transport)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Fixing a broken phone instead of buying a new one",
+ "suggestion": "Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.",
+ "rationale": "Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.",
+ "metrics": {
+ "original_impact": "70-80 kg CO\u2082 for manufacturing a new phone",
+ "suggested_impact": "5-10 kg CO\u2082 for repair (including parts and transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Fixing a broken phone instead of buying a new one",
+ "suggestion": "Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.",
+ "rationale": "Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.",
+ "metrics": {
+ "original_impact": "70-80 kg CO₂ for manufacturing a new phone",
+ "suggested_impact": "5-10 kg CO₂ for repair (including parts and transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Evening (Home/Leisure)
+
12 results
+
+
+
+
+
+
👤 Young Couple, Female, 26
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering pizza delivery for date night, getting two large pizzas
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.
+
+
+
+ Why? Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.5 kg CO₂ for delivery emissions plus packaging waste
+
+
+
+ Suggested:1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Ordering two large pizzas for delivery on date night",
+ "suggestion": "Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.",
+ "rationale": "Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.",
+ "metrics": {
+ "original_impact": "1.5 kg CO\u2082 for delivery emissions plus packaging waste",
+ "suggested_impact": "1.0 kg CO\u2082 for personal vehicle or walking emissions, with potential to reduce packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering two large pizzas for delivery on date night",
+ "suggestion": "Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.",
+ "rationale": "Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for delivery emissions plus packaging waste",
+ "suggested_impact": "1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste",
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Couple, Female, 26
+
✓ Success
+
+
+
+
📝 User Input
+
Watching Netflix, we'll probably binge for like four hours tonight
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Turn off unused lights and devices in the room while watching Netflix.
+
+
+
+ Why? Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.2 kg CO₂ for streaming electricity usage
+
+
+
+ Suggested:0.15 kg CO₂ with reduced energy consumption from lights and idle devices
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Watching Netflix for four hours",
+ "suggestion": "Turn off unused lights and devices in the room while watching Netflix.",
+ "rationale": "Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.",
+ "metrics": {
+ "original_impact": "0.2 kg CO\u2082 for streaming electricity usage",
+ "suggested_impact": "0.15 kg CO\u2082 with reduced energy consumption from lights and idle devices"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Watching Netflix for four hours",
+ "suggestion": "Turn off unused lights and devices in the room while watching Netflix.",
+ "rationale": "Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for streaming electricity usage",
+ "suggested_impact": "0.15 kg CO₂ with reduced energy consumption from lights and idle devices"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Couple, Female, 26
+
✓ Success
+
+
+
+
📝 User Input
+
Doing a load of laundry before bed, just throwing everything in
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.
+
+
+
+ Why? Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.2 kg CO₂ per load with warm water
+
+
+
+ Suggested:0.4 kg CO₂ per load with cold water
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Doing a load of laundry with mixed items without sorting.",
+ "suggestion": "Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.",
+ "rationale": "Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.",
+ "metrics": {
+ "original_impact": "1.2 kg CO\u2082 per load with warm water",
+ "suggested_impact": "0.4 kg CO\u2082 per load with cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Doing a load of laundry with mixed items without sorting.",
+ "suggestion": "Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.",
+ "rationale": "Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.",
+ "metrics": {
+ "original_impact": "1.2 kg CO₂ per load with warm water",
+ "suggested_impact": "0.4 kg CO₂ per load with cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Parent, Male, 39
+
✓ Success
+
+
+
+
📝 User Input
+
Driving to pick up takeout Thai food for dinner, about ten minutes away
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.
+
+
+
+ Why? Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)
+
+
+
+ Suggested:0 kg CO₂ if walking or biking, or reduced emissions if combining trips
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "suggestion": "Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.",
+ "rationale": "Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.",
+ "metrics": {
+ "original_impact": "1.4 kg CO\u2082 for a 20-minute round trip (10 minutes each way)",
+ "suggested_impact": "0 kg CO\u2082 if walking or biking, or reduced emissions if combining trips"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "suggestion": "Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.",
+ "rationale": "Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.",
+ "metrics": {
+ "original_impact": "1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or reduced emissions if combining trips"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Parent, Male, 39
+
✓ Success
+
+
+
+
📝 User Input
+
Running the dishwasher, it's only half full but I need those dishes clean
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Hand wash the few dishes you need and wait to run the dishwasher until it is full.
+
+
+
+ Why? Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.2 kWh energy and 12 liters water per half-empty load
+
+
+
+ Suggested:0.2 kWh energy and 3 liters water for hand washing a few dishes
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Running the dishwasher half full to clean needed dishes.",
+ "suggestion": "Hand wash the few dishes you need and wait to run the dishwasher until it is full.",
+ "rationale": "Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.",
+ "metrics": {
+ "original_impact": "1.2 kWh energy and 12 liters water per half-empty load",
+ "suggested_impact": "0.2 kWh energy and 3 liters water for hand washing a few dishes"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Running the dishwasher half full to clean needed dishes.",
+ "suggestion": "Hand wash the few dishes you need and wait to run the dishwasher until it is full.",
+ "rationale": "Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.",
+ "metrics": {
+ "original_impact": "1.2 kWh energy and 12 liters water per half-empty load",
+ "suggested_impact": "0.2 kWh energy and 3 liters water for hand washing a few dishes"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Parent, Male, 39
+
✓ Success
+
+
+
+
📝 User Input
+
Buying a new toy for my son's birthday on Amazon, need it before Friday
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.
+
+
+
+ Why? Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5 kg CO₂ for expedited shipping and packaging
+
+
+
+ Suggested:1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new toy on Amazon with expedited shipping for a birthday gift.",
+ "suggestion": "Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.",
+ "rationale": "Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.",
+ "metrics": {
+ "original_impact": "5 kg CO\u2082 for expedited shipping and packaging",
+ "suggested_impact": "1 kg CO\u2082 if purchased locally (accounting for a short car trip or walk/bike)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new toy on Amazon with expedited shipping for a birthday gift.",
+ "suggestion": "Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.",
+ "rationale": "Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for expedited shipping and packaging",
+ "suggested_impact": "1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Retiree, Female, 71
+
✓ Success
+
+
+
+
📝 User Input
+
Turning on the heating for the evening, setting it to 74 degrees
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.
+
+
+
+ Why? Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)
+
+
+
+ Suggested:4.1 kg CO₂ for 4 hours at 68°F (same assumptions)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Turning on the heating for the evening and setting it to 74\u00b0F.",
+ "suggestion": "Lower the thermostat to 68\u00b0F and use a blanket or warm clothing for additional comfort.",
+ "rationale": "Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.",
+ "metrics": {
+ "original_impact": "5.5 kg CO\u2082 for 4 hours at 74\u00b0F (depending on heating system and home insulation)",
+ "suggested_impact": "4.1 kg CO\u2082 for 4 hours at 68\u00b0F (same assumptions)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Turning on the heating for the evening and setting it to 74°F.",
+ "suggestion": "Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.",
+ "rationale": "Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.",
+ "metrics": {
+ "original_impact": "5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)",
+ "suggested_impact": "4.1 kg CO₂ for 4 hours at 68°F (same assumptions)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Retiree, Female, 71
+
✓ Success
+
+
+
+
📝 User Input
+
Making pot roast for dinner in the oven, takes about three hours
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use a slow cooker to make the pot roast instead of the oven.
+
+
+
+ Why? A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.7 kg CO₂ (assuming 2 kWh electricity for oven)
+
+
+
+ Suggested:0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Cooking a pot roast in the oven for three hours",
+ "suggestion": "Use a slow cooker to make the pot roast instead of the oven.",
+ "rationale": "A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.",
+ "metrics": {
+ "original_impact": "2.7 kg CO\u2082 (assuming 2 kWh electricity for oven)",
+ "suggested_impact": "0.6 kg CO\u2082 (assuming 0.45 kWh electricity for slow cooker)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Cooking a pot roast in the oven for three hours",
+ "suggestion": "Use a slow cooker to make the pot roast instead of the oven.",
+ "rationale": "A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.",
+ "metrics": {
+ "original_impact": "2.7 kg CO₂ (assuming 2 kWh electricity for oven)",
+ "suggested_impact": "0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Retiree, Female, 71
+
✓ Success
+
+
+
+
📝 User Input
+
Watching the news, TV will be on most of the evening
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.
+
+
+
+ Why? Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)
+
+
+
+ Suggested:0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Watching TV for most of the evening.",
+ "suggestion": "Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.",
+ "rationale": "Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.",
+ "metrics": {
+ "original_impact": "0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO\u2082 in typical grid energy)",
+ "suggested_impact": "0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO\u2082 in typical grid energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Watching TV for most of the evening.",
+ "suggestion": "Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.",
+ "rationale": "Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.",
+ "metrics": {
+ "original_impact": "0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)",
+ "suggested_impact": "0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Fitness Enthusiast, Male, 33
+
✓ Success
+
+
+
+
📝 User Input
+
Buying protein powder online, getting the 10-pound container
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for a plant-based protein powder in a recyclable or compostable package, if available.
+
+
+
+ Why? Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).
+
+
+
+ Suggested:10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds).
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying protein powder online in a 10-pound container.",
+ "suggestion": "Opt for a plant-based protein powder in a recyclable or compostable package, if available.",
+ "rationale": "Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.",
+ "metrics": {
+ "original_impact": "20 kg CO\u2082 for whey protein production and packaging (approximate for 10 pounds).",
+ "suggested_impact": "10 kg CO\u2082 for plant-based protein with sustainable packaging (approximate for 10 pounds)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying protein powder online in a 10-pound container.",
+ "suggestion": "Opt for a plant-based protein powder in a recyclable or compostable package, if available.",
+ "rationale": "Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).",
+ "suggested_impact": "10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Fitness Enthusiast, Male, 33
+
✓ Success
+
+
+
+
📝 User Input
+
Driving to the gym, it's about twenty minutes away
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.
+
+
+
+ Why? Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.3 kg CO₂ for a 20 km round trip drive
+
+
+
+ Suggested:0 kg CO₂ if biking or walking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving to the gym located 20 minutes away",
+ "suggestion": "Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.",
+ "rationale": "Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.",
+ "metrics": {
+ "original_impact": "2.3 kg CO\u2082 for a 20 km round trip drive",
+ "suggested_impact": "0 kg CO\u2082 if biking or walking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving to the gym located 20 minutes away",
+ "suggestion": "Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.",
+ "rationale": "Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "0 kg CO₂ if biking or walking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Fitness Enthusiast, Male, 33
+
✓ Success
+
+
+
+
📝 User Input
+
Taking a long hot shower after my workout, helps my muscles
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.
+
+
+
+ Why? Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower
+
+
+
+ Suggested:33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower
+
+
+
+
+
+ Impact: UNKNOWN
+
+
+
+
{
+ "original_action": "Taking a long hot shower after a workout to soothe muscles.",
+ "suggestion": "Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.",
+ "rationale": "Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.",
+ "metrics": {
+ "original_impact": "100 liters of water and 1.8 kg CO\u2082 for a 15-minute hot shower",
+ "suggested_impact": "33 liters of water and 0.6 kg CO\u2082 for a 5-minute warm shower",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Taking a long hot shower after a workout to soothe muscles.",
+ "suggestion": "Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.",
+ "rationale": "Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.",
+ "metrics": {
+ "original_impact": "100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower",
+ "suggested_impact": "33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Lunchtime
+
6 results
+
+
+
+
+
+
👤 College Student, Female, 20
+
✓ Success
+
+
+
+
📝 User Input
+
Getting sushi delivered through DoorDash to my dorm
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.
+
+
+
+ Why? By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.5 kg CO₂ for delivery and packaging waste
+
+
+
+ Suggested:0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Ordering sushi delivery through DoorDash to a dorm",
+ "suggestion": "Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.",
+ "rationale": "By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.",
+ "metrics": {
+ "original_impact": "2.5 kg CO\u2082 for delivery and packaging waste",
+ "suggested_impact": "0.8 kg CO\u2082 for restaurant energy use and negligible packaging waste with reusable container"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering sushi delivery through DoorDash to a dorm",
+ "suggestion": "Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.",
+ "rationale": "By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for delivery and packaging waste",
+ "suggested_impact": "0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 College Student, Female, 20
+
✓ Success
+
+
+
+
📝 User Input
+
Need to print my essay, it's like 15 pages double-spaced
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Print the essay double-sided to save paper and reduce waste.
+
+
+
+ Why? Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:15 sheets of paper
+
+
+
+ Suggested:7.5 sheets of paper
+
+
+
+
+
+ Impact: UNKNOWN
+
+
+
+
{
+ "original_action": "Printing a 15-page double-spaced essay on paper",
+ "suggestion": "Print the essay double-sided to save paper and reduce waste.",
+ "rationale": "Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.",
+ "metrics": {
+ "original_impact": "15 sheets of paper",
+ "suggested_impact": "7.5 sheets of paper",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Printing a 15-page double-spaced essay on paper",
+ "suggestion": "Print the essay double-sided to save paper and reduce waste.",
+ "rationale": "Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.",
+ "metrics": {
+ "original_impact": "15 sheets of paper",
+ "suggested_impact": "7.5 sheets of paper",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 College Student, Female, 20
+
✓ Success
+
+
+
+
📝 User Input
+
Buying a new outfit for the party this weekend, online shopping at H&M
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider renting an outfit from a clothing rental service or borrowing from a friend.
+
+
+
+ Why? Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:25 kg CO₂ for production and shipping of a new fast fashion outfit
+
+
+
+ Suggested:5 kg CO₂ for dry cleaning and transportation in a rental scenario
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new outfit for a party via online shopping at H&M.",
+ "suggestion": "Consider renting an outfit from a clothing rental service or borrowing from a friend.",
+ "rationale": "Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.",
+ "metrics": {
+ "original_impact": "25 kg CO\u2082 for production and shipping of a new fast fashion outfit",
+ "suggested_impact": "5 kg CO\u2082 for dry cleaning and transportation in a rental scenario"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new outfit for a party via online shopping at H&M.",
+ "suggestion": "Consider renting an outfit from a clothing rental service or borrowing from a friend.",
+ "rationale": "Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for production and shipping of a new fast fashion outfit",
+ "suggested_impact": "5 kg CO₂ for dry cleaning and transportation in a rental scenario",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Healthcare Worker, Male, 56
+
✓ Success
+
+
+
+
📝 User Input
+
Heating up my lunch in the microwave at the hospital, it's in a plastic container
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use a glass or ceramic container for reheating your lunch in the microwave.
+
+
+
+ Why? Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Potential release of microplastics and chemical leaching (qualitative impact).
+
+
+
+ Suggested:No chemical leaching or microplastic release (qualitative improvement).
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Heating up lunch in the microwave using a plastic container at the hospital.",
+ "suggestion": "Use a glass or ceramic container for reheating your lunch in the microwave.",
+ "rationale": "Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.",
+ "metrics": {
+ "original_impact": "Potential release of microplastics and chemical leaching (qualitative impact).",
+ "suggested_impact": "No chemical leaching or microplastic release (qualitative improvement)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Heating up lunch in the microwave using a plastic container at the hospital.",
+ "suggestion": "Use a glass or ceramic container for reheating your lunch in the microwave.",
+ "rationale": "Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.",
+ "metrics": {
+ "original_impact": "Potential release of microplastics and chemical leaching (qualitative impact).",
+ "suggested_impact": "No chemical leaching or microplastic release (qualitative improvement)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Healthcare Worker, Male, 56
+
✓ Success
+
+
+
+
📝 User Input
+
Getting a bottled water from the vending machine, forgot my water bottle
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.
+
+
+
+ Why? Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.2 kg CO₂ for a single-use plastic bottle
+
+
+
+ Suggested:0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Buying a bottled water from the vending machine",
+ "suggestion": "Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.",
+ "rationale": "Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.",
+ "metrics": {
+ "original_impact": "0.2 kg CO\u2082 for a single-use plastic bottle",
+ "suggested_impact": "0.05 kg CO\u2082 for cleaning and using a water fountain or reusing the bottle"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a bottled water from the vending machine",
+ "suggestion": "Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.",
+ "rationale": "Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for a single-use plastic bottle",
+ "suggested_impact": "0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Healthcare Worker, Male, 56
+
✓ Success
+
+
+
+
📝 User Input
+
Driving home during my lunch break to check on the dog
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.
+
+
+
+ Why? Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.3 kg CO₂ for a 10 km round trip per day (average car emissions).
+
+
+
+ Suggested:0 kg CO₂ with remote monitoring or local help.
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving home during lunch break to check on the dog.",
+ "suggestion": "Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.",
+ "rationale": "Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.",
+ "metrics": {
+ "original_impact": "2.3 kg CO\u2082 for a 10 km round trip per day (average car emissions).",
+ "suggested_impact": "0 kg CO\u2082 with remote monitoring or local help."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving home during lunch break to check on the dog.",
+ "suggestion": "Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.",
+ "rationale": "Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip per day (average car emissions).",
+ "suggested_impact": "0 kg CO₂ with remote monitoring or local help."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Mid-Morning (Work/Errands)
+
12 results
+
+
+
+
+
+
👤 Business Executive, Female, 52
+
✓ Success
+
+
+
+
📝 User Input
+
I need to fly to Singapore next week for a conference, looking at business class tickets
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.
+
+
+
+ Why? Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2,500 kg CO₂ (business class, round trip)
+
+
+
+ Suggested:1,650 kg CO₂ (economy class, round trip) plus offset contribution
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Flying to Singapore in business class for a conference",
+ "suggestion": "Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.",
+ "rationale": "Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.",
+ "metrics": {
+ "original_impact": "2,500 kg CO\u2082 (business class, round trip)",
+ "suggested_impact": "1,650 kg CO\u2082 (economy class, round trip) plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Flying to Singapore in business class for a conference",
+ "suggestion": "Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.",
+ "rationale": "Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.",
+ "metrics": {
+ "original_impact": "2,500 kg CO₂ (business class, round trip)",
+ "suggested_impact": "1,650 kg CO₂ (economy class, round trip) plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Business Executive, Female, 52
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering lunch for my team, thinking Chipotle for twelve people with delivery
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.
+
+
+
+ Why? Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:12 kg CO₂ for food production and approximately 1.5 kg of packaging waste
+
+
+
+ Suggested:11 kg CO₂ for food production and approximately 0.5 kg of packaging waste
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Ordering Chipotle for twelve people with delivery",
+ "suggestion": "Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.",
+ "rationale": "Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.",
+ "metrics": {
+ "original_impact": "12 kg CO\u2082 for food production and approximately 1.5 kg of packaging waste",
+ "suggested_impact": "11 kg CO\u2082 for food production and approximately 0.5 kg of packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering Chipotle for twelve people with delivery",
+ "suggestion": "Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.",
+ "rationale": "Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.",
+ "metrics": {
+ "original_impact": "12 kg CO₂ for food production and approximately 1.5 kg of packaging waste",
+ "suggested_impact": "11 kg CO₂ for food production and approximately 0.5 kg of packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Business Executive, Female, 52
+
✓ Success
+
+
+
+
📝 User Input
+
Printing fifty copies of the quarterly report for tomorrow's board meeting
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.
+
+
+
+ Why? Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)
+
+
+
+ Suggested:0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Printing fifty copies of the quarterly report for the board meeting",
+ "suggestion": "Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.",
+ "rationale": "Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.",
+ "metrics": {
+ "original_impact": "2.5 kg CO\u2082 and 25 liters water (based on 50 copies, 20 pages each on standard paper)",
+ "suggested_impact": "0.25 kg CO\u2082 and 2.5 liters water (for 5 printed copies with digital distribution for the rest)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Printing fifty copies of the quarterly report for the board meeting",
+ "suggestion": "Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.",
+ "rationale": "Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)",
+ "suggested_impact": "0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Freelancer, Male, 35
+
✓ Success
+
+
+
+
📝 User Input
+
Working from home today, gonna keep the AC running all afternoon at 68 degrees
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.
+
+
+
+ Why? Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:3.5 kg CO₂ for 6 hours of AC use at 68°F
+
+
+
+ Suggested:1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Keeping the air conditioner running all afternoon at 68\u00b0F while working from home.",
+ "suggestion": "Raise the thermostat to 75\u00b0F and use a fan to stay cool, or work near a shaded area with good ventilation.",
+ "rationale": "Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4\u00b0F cooler. This combination significantly reduces energy use without compromising comfort.",
+ "metrics": {
+ "original_impact": "3.5 kg CO\u2082 for 6 hours of AC use at 68\u00b0F",
+ "suggested_impact": "1.8 kg CO\u2082 for 6 hours of AC use at 75\u00b0F with a fan (energy-efficient setup)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Keeping the air conditioner running all afternoon at 68°F while working from home.",
+ "suggestion": "Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.",
+ "rationale": "Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ for 6 hours of AC use at 68°F",
+ "suggested_impact": "1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Freelancer, Male, 35
+
✓ Success
+
+
+
+
📝 User Input
+
Need to buy a new laptop charger, saw one on Amazon Prime
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.
+
+
+
+ Why? Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2 kg CO₂ for new charger production and shipping
+
+
+
+ Suggested:0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new laptop charger on Amazon Prime",
+ "suggestion": "Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.",
+ "rationale": "Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.",
+ "metrics": {
+ "original_impact": "2 kg CO\u2082 for new charger production and shipping",
+ "suggested_impact": "0.5 kg CO\u2082 for second-hand charger (minimal impact from reuse and local transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new laptop charger on Amazon Prime",
+ "suggestion": "Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.",
+ "rationale": "Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.",
+ "metrics": {
+ "original_impact": "2 kg CO₂ for new charger production and shipping",
+ "suggested_impact": "0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Freelancer, Male, 35
+
✓ Success
+
+
+
+
📝 User Input
+
Getting coffee at the local café, probably my third cup today
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Bring a reusable cup for your next coffee and ask the café to fill it.
+
+
+
+ Why? Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.05 kg CO₂ and 0.3 liters of water per disposable cup
+
+
+
+ Suggested:0 kg CO₂ and 0 liters of water for reusable cup reuse
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Getting a third coffee of the day at the local caf\u00e9, likely in a disposable cup.",
+ "suggestion": "Bring a reusable cup for your next coffee and ask the caf\u00e9 to fill it.",
+ "rationale": "Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many caf\u00e9s also offer discounts for bringing your own cup, making it both sustainable and cost-effective.",
+ "metrics": {
+ "original_impact": "0.05 kg CO\u2082 and 0.3 liters of water per disposable cup",
+ "suggested_impact": "0 kg CO\u2082 and 0 liters of water for reusable cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Getting a third coffee of the day at the local café, likely in a disposable cup.",
+ "suggestion": "Bring a reusable cup for your next coffee and ask the café to fill it.",
+ "rationale": "Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters of water per disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for reusable cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Stay-at-home Parent, Female, 38
+
✓ Success
+
+
+
+
📝 User Input
+
Doing laundry, three loads today with warm water
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Wash your laundry using cold water instead of warm water.
+
+
+
+ Why? Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)
+
+
+
+ Suggested:0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Doing three loads of laundry with warm water.",
+ "suggestion": "Wash your laundry using cold water instead of warm water.",
+ "rationale": "Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.",
+ "metrics": {
+ "original_impact": "6.6 kg CO\u2082 for three loads (assuming 2.2 kg CO\u2082 per warm wash)",
+ "suggested_impact": "0.9 kg CO\u2082 for three loads (assuming 0.3 kg CO\u2082 per cold wash)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Doing three loads of laundry with warm water.",
+ "suggestion": "Wash your laundry using cold water instead of warm water.",
+ "rationale": "Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.",
+ "metrics": {
+ "original_impact": "6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)",
+ "suggested_impact": "0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Stay-at-home Parent, Female, 38
+
✓ Success
+
+
+
+
📝 User Input
+
Taking my daughter to dance class, it's fifteen minutes away by car
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.
+
+
+
+ Why? Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)
+
+
+
+ Suggested:0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving 15 minutes to take your daughter to dance class",
+ "suggestion": "Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.",
+ "rationale": "Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.",
+ "metrics": {
+ "original_impact": "2.3 kg CO\u2082 for a 15-minute car trip (round trip, assuming 20 km total)",
+ "suggested_impact": "0 kg CO\u2082 for biking or 1.15 kg CO\u2082 for carpooling (halving emissions)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving 15 minutes to take your daughter to dance class",
+ "suggestion": "Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.",
+ "rationale": "Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)",
+ "suggested_impact": "0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Stay-at-home Parent, Female, 38
+
✓ Success
+
+
+
+
📝 User Input
+
Buying diapers in bulk from Costco, the big pack of like 200
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider switching to reusable cloth diapers for at least part of your diapering needs.
+
+
+
+ Why? Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack
+
+
+
+ Suggested:10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a bulk pack of disposable diapers from Costco (200 units).",
+ "suggestion": "Consider switching to reusable cloth diapers for at least part of your diapering needs.",
+ "rationale": "Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.",
+ "metrics": {
+ "original_impact": "50 kg CO\u2082 and 200 diapers contributing to landfill waste per bulk pack",
+ "suggested_impact": "10-15 kg CO\u2082 for cloth diaper production and washing over the same period, with no landfill waste"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a bulk pack of disposable diapers from Costco (200 units).",
+ "suggestion": "Consider switching to reusable cloth diapers for at least part of your diapering needs.",
+ "rationale": "Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack",
+ "suggested_impact": "10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tradesperson, Male, 41
+
✓ Success
+
+
+
+
📝 User Input
+
Driving my truck to three different job sites today, probably 80 miles total
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.
+
+
+
+ Why? Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)
+
+
+
+ Suggested:22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Driving a truck to three job sites over a total of 80 miles",
+ "suggestion": "Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.",
+ "rationale": "Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.",
+ "metrics": {
+ "original_impact": "28 kg CO\u2082 for 80 miles (using an average of 0.35 kg CO\u2082 per mile for a truck)",
+ "suggested_impact": "22.4 kg CO\u2082 for 64 miles (if driving is reduced by 20%)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving a truck to three job sites over a total of 80 miles",
+ "suggestion": "Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.",
+ "rationale": "Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.",
+ "metrics": {
+ "original_impact": "28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)",
+ "suggested_impact": "22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tradesperson, Male, 41
+
✓ Success
+
+
+
+
📝 User Input
+
Grabbing lunch from Wendy's, getting a burger combo
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.
+
+
+
+ Why? Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:3.0 kg CO₂ for beef burger combo with disposable packaging
+
+
+
+ Suggested:1.5 kg CO₂ for plant-based meal with reduced packaging waste
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Buying a burger combo meal from Wendy's, likely with disposable packaging.",
+ "suggestion": "Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.",
+ "rationale": "Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.",
+ "metrics": {
+ "original_impact": "3.0 kg CO\u2082 for beef burger combo with disposable packaging",
+ "suggested_impact": "1.5 kg CO\u2082 for plant-based meal with reduced packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a burger combo meal from Wendy's, likely with disposable packaging.",
+ "suggestion": "Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.",
+ "rationale": "Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.",
+ "metrics": {
+ "original_impact": "3.0 kg CO₂ for beef burger combo with disposable packaging",
+ "suggested_impact": "1.5 kg CO₂ for plant-based meal with reduced packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Tradesperson, Male, 41
+
✓ Success
+
+
+
+
📝 User Input
+
Need to dispose of some old construction materials, gonna take them to the dump
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.
+
+
+
+ Why? Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:200 kg waste sent to landfill
+
+
+
+ Suggested:50 kg waste to landfill with 150 kg recycled or reused
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Taking old construction materials to the dump for disposal",
+ "suggestion": "Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.",
+ "rationale": "Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.",
+ "metrics": {
+ "original_impact": "200 kg waste sent to landfill",
+ "suggested_impact": "50 kg waste to landfill with 150 kg recycled or reused"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Taking old construction materials to the dump for disposal",
+ "suggestion": "Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.",
+ "rationale": "Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.",
+ "metrics": {
+ "original_impact": "200 kg waste sent to landfill",
+ "suggested_impact": "50 kg waste to landfill with 150 kg recycled or reused"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Morning Routine (Home)
+
12 results
+
+
+
+
+
+
👤 Young Professional, Female, 28
+
✓ Success
+
+
+
+
📝 User Input
+
Hey, I'm about to order an Uber to get to my office downtown
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use public transportation or a bike-sharing service if available in your area.
+
+
+
+ Why? Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.3 kg CO₂ for a 10 km Uber ride
+
+
+
+ Suggested:0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Taking an Uber to the office downtown",
+ "suggestion": "Use public transportation or a bike-sharing service if available in your area.",
+ "rationale": "Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.",
+ "metrics": {
+ "original_impact": "2.3 kg CO\u2082 for a 10 km Uber ride",
+ "suggested_impact": "0.5 kg CO\u2082 for a 10 km public transit commute, or virtually zero for biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Taking an Uber to the office downtown",
+ "suggestion": "Use public transportation or a bike-sharing service if available in your area.",
+ "rationale": "Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km Uber ride",
+ "suggested_impact": "0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Professional, Female, 28
+
✓ Success
+
+
+
+
📝 User Input
+
I need to grab breakfast... thinking about getting an Egg McMuffin at McDonald's drive-through
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.
+
+
+
+ Why? Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.5 kg CO₂ for a 5 km round trip in a car (including idling time)
+
+
+
+ Suggested:0 kg CO₂ with walking or biking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Getting an Egg McMuffin from McDonald's drive-through for breakfast",
+ "suggestion": "Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.",
+ "rationale": "Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.",
+ "metrics": {
+ "original_impact": "0.5 kg CO\u2082 for a 5 km round trip in a car (including idling time)",
+ "suggested_impact": "0 kg CO\u2082 with walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Getting an Egg McMuffin from McDonald's drive-through for breakfast",
+ "suggestion": "Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.",
+ "rationale": "Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 5 km round trip in a car (including idling time)",
+ "suggested_impact": "0 kg CO₂ with walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Professional, Female, 28
+
✓ Success
+
+
+
+
📝 User Input
+
Running late, gonna take a quick five-minute shower before work
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Install a low-flow showerhead to reduce water and energy use during your showers.
+
+
+
+ Why? A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead
+
+
+
+ Suggested:25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Taking a quick five-minute shower before work",
+ "suggestion": "Install a low-flow showerhead to reduce water and energy use during your showers.",
+ "rationale": "A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.",
+ "metrics": {
+ "original_impact": "50 liters of water and 0.5 kg CO\u2082 for a five-minute shower with a standard showerhead",
+ "suggested_impact": "25 liters of water and 0.25 kg CO\u2082 for a five-minute shower with a low-flow showerhead"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Taking a quick five-minute shower before work",
+ "suggestion": "Install a low-flow showerhead to reduce water and energy use during your showers.",
+ "rationale": "A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.",
+ "metrics": {
+ "original_impact": "50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead",
+ "suggested_impact": "25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Middle-aged Parent, Male, 45
+
✓ Success
+
+
+
+
📝 User Input
+
I'm driving the kids to school this morning, it's about three miles away
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider walking or biking to school with the kids if time and weather permit.
+
+
+
+ Why? Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.7 kg CO₂ for a three-mile round trip in an average car
+
+
+
+ Suggested:0 kg CO₂ if walking or biking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving the kids to school, a three-mile round trip",
+ "suggestion": "Consider walking or biking to school with the kids if time and weather permit.",
+ "rationale": "Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.",
+ "metrics": {
+ "original_impact": "0.7 kg CO\u2082 for a three-mile round trip in an average car",
+ "suggested_impact": "0 kg CO\u2082 if walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving the kids to school, a three-mile round trip",
+ "suggestion": "Consider walking or biking to school with the kids if time and weather permit.",
+ "rationale": "Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a three-mile round trip in an average car",
+ "suggested_impact": "0 kg CO₂ if walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Middle-aged Parent, Male, 45
+
✓ Success
+
+
+
+
📝 User Input
+
Need to water the lawn before it gets too hot today
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Water the lawn early in the morning or late in the evening when temperatures are cooler.
+
+
+
+ Why? Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:200 liters of water, with up to 30% lost to evaporation
+
+
+
+ Suggested:200 liters of water, with less than 10% lost to evaporation
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Watering the lawn during the day before it gets too hot.",
+ "suggestion": "Water the lawn early in the morning or late in the evening when temperatures are cooler.",
+ "rationale": "Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.",
+ "metrics": {
+ "original_impact": "200 liters of water, with up to 30% lost to evaporation",
+ "suggested_impact": "200 liters of water, with less than 10% lost to evaporation"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Watering the lawn during the day before it gets too hot.",
+ "suggestion": "Water the lawn early in the morning or late in the evening when temperatures are cooler.",
+ "rationale": "Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.",
+ "metrics": {
+ "original_impact": "200 liters of water, with up to 30% lost to evaporation",
+ "suggested_impact": "200 liters of water, with less than 10% lost to evaporation"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Middle-aged Parent, Male, 45
+
✓ Success
+
+
+
+
📝 User Input
+
Throwing away some leftover pizza from last night, nobody's eating it
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.
+
+
+
+ Why? Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)
+
+
+
+ Suggested:0 kg CO₂ if eaten or a minor reduction if composted
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Throwing away leftover pizza from last night.",
+ "suggestion": "Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.",
+ "rationale": "Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.",
+ "metrics": {
+ "original_impact": "0.5 kg CO\u2082 (average carbon footprint of wasted pizza in landfill)",
+ "suggested_impact": "0 kg CO\u2082 if eaten or a minor reduction if composted"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Throwing away leftover pizza from last night.",
+ "suggestion": "Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.",
+ "rationale": "Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)",
+ "suggested_impact": "0 kg CO₂ if eaten or a minor reduction if composted"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Senior, Female, 67
+
✓ Success
+
+
+
+
📝 User Input
+
I'm heating up my house to 75 degrees, it's a bit chilly this morning
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.
+
+
+
+ Why? Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:20 kg CO₂ for a day of heating at 75 degrees
+
+
+
+ Suggested:14 kg CO₂ for a day of heating at 68-70 degrees
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Heating the house to 75 degrees Fahrenheit on a chilly morning",
+ "suggestion": "Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.",
+ "rationale": "Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.",
+ "metrics": {
+ "original_impact": "20 kg CO\u2082 for a day of heating at 75 degrees",
+ "suggested_impact": "14 kg CO\u2082 for a day of heating at 68-70 degrees"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Heating the house to 75 degrees Fahrenheit on a chilly morning",
+ "suggestion": "Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.",
+ "rationale": "Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for a day of heating at 75 degrees",
+ "suggested_impact": "14 kg CO₂ for a day of heating at 68-70 degrees"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Senior, Female, 67
+
✓ Success
+
+
+
+
📝 User Input
+
Planning to print out some recipes I found online, maybe twenty pages or so
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Save the recipes digitally on your phone, tablet, or computer instead of printing them.
+
+
+
+ Why? Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.2 kg CO₂ and 20 liters of water for paper production and printing
+
+
+
+ Suggested:0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Printing out 20 pages of recipes found online",
+ "suggestion": "Save the recipes digitally on your phone, tablet, or computer instead of printing them.",
+ "rationale": "Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.",
+ "metrics": {
+ "original_impact": "0.2 kg CO\u2082 and 20 liters of water for paper production and printing",
+ "suggested_impact": "0 kg CO\u2082 and 0 liters of water (digital storage has negligible additional impact)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Printing out 20 pages of recipes found online",
+ "suggestion": "Save the recipes digitally on your phone, tablet, or computer instead of printing them.",
+ "rationale": "Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ and 20 liters of water for paper production and printing",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Senior, Female, 67
+
✓ Success
+
+
+
+
📝 User Input
+
Going to the grocery store to buy some vegetables, driving my car
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.
+
+
+
+ Why? Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.3 kg CO₂ for a 10 km round trip by car
+
+
+
+ Suggested:0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport
+
+
+
+
+
+ Impact: UNKNOWN
+
+
+
+
{
+ "original_action": "Driving a car to the grocery store to buy vegetables.",
+ "suggestion": "Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.",
+ "rationale": "Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.",
+ "metrics": {
+ "original_impact": "2.3 kg CO\u2082 for a 10 km round trip by car",
+ "suggested_impact": "0 kg CO\u2082 if walking or biking, or 0.5 kg CO\u2082 using public transport",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving a car to the grocery store to buy vegetables.",
+ "suggestion": "Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.",
+ "rationale": "Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip by car",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Adult, Male, 22
+
✓ Success
+
+
+
+
📝 User Input
+
Bro, I'm leaving my PlayStation on all day, might play later
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.
+
+
+
+ Why? Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)
+
+
+
+ Suggested:0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Leaving a PlayStation on all day in idle mode.",
+ "suggestion": "Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.",
+ "rationale": "Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.",
+ "metrics": {
+ "original_impact": "2.4 kWh per day in idle mode (approx. 1.2 kg CO\u2082 depending on grid energy mix)",
+ "suggested_impact": "0.05 kWh per day in Rest Mode (approx. 0.025 kg CO\u2082 depending on grid energy mix)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Leaving a PlayStation on all day in idle mode.",
+ "suggestion": "Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.",
+ "rationale": "Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.",
+ "metrics": {
+ "original_impact": "2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)",
+ "suggested_impact": "0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Adult, Male, 22
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering a new phone case from Amazon, need it shipped fast
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.
+
+
+
+ Why? Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.5 kg CO₂ for expedited air shipping
+
+
+
+ Suggested:1.0 kg CO₂ for standard ground shipping or negligible for local pickup
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Ordering a new phone case from Amazon with expedited shipping",
+ "suggestion": "Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.",
+ "rationale": "Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.",
+ "metrics": {
+ "original_impact": "2.5 kg CO\u2082 for expedited air shipping",
+ "suggested_impact": "1.0 kg CO\u2082 for standard ground shipping or negligible for local pickup"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering a new phone case from Amazon with expedited shipping",
+ "suggestion": "Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.",
+ "rationale": "Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for expedited air shipping",
+ "suggested_impact": "1.0 kg CO₂ for standard ground shipping or negligible for local pickup"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Young Adult, Male, 22
+
✓ Success
+
+
+
+
📝 User Input
+
Making bacon and eggs for breakfast, bacon's from the store
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.
+
+
+
+ Why? Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:3.5 kg CO₂ per 100g of pork bacon
+
+
+
+ Suggested:0.5 kg CO₂ per 100g of plant-based bacon
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Preparing bacon and eggs for breakfast with store-bought bacon.",
+ "suggestion": "Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.",
+ "rationale": "Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.",
+ "metrics": {
+ "original_impact": "3.5 kg CO\u2082 per 100g of pork bacon",
+ "suggested_impact": "0.5 kg CO\u2082 per 100g of plant-based bacon"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Preparing bacon and eggs for breakfast with store-bought bacon.",
+ "suggestion": "Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.",
+ "rationale": "Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ per 100g of pork bacon",
+ "suggested_impact": "0.5 kg CO₂ per 100g of plant-based bacon"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Night Routine
+
6 results
+
+
+
+
+
+
👤 Graduate Student, Female, 24
+
✓ Success
+
+
+
+
📝 User Input
+
Pulling an all-nighter to finish my thesis, keeping all the lights on and drinking lots of coffee
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.
+
+
+
+ Why? Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).
+
+
+
+ Suggested:1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated).
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.",
+ "suggestion": "Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.",
+ "rationale": "Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.",
+ "metrics": {
+ "original_impact": "2.5 kWh of electricity and 0.3 kg CO\u2082 from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).",
+ "suggested_impact": "1 kWh of electricity and 0.05 kg CO\u2082 from reusable mugs (estimated)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.",
+ "suggestion": "Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.",
+ "rationale": "Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.",
+ "metrics": {
+ "original_impact": "2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).",
+ "suggested_impact": "1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Graduate Student, Female, 24
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering late-night snacks from 7-Eleven through delivery app
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.
+
+
+
+ Why? By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.8 kg CO₂ for an average delivery trip
+
+
+
+ Suggested:0 kg CO₂ from walking or biking
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Ordering late-night snacks from 7-Eleven through a delivery app",
+ "suggestion": "Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.",
+ "rationale": "By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.",
+ "metrics": {
+ "original_impact": "0.8 kg CO\u2082 for an average delivery trip",
+ "suggested_impact": "0 kg CO\u2082 from walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering late-night snacks from 7-Eleven through a delivery app",
+ "suggestion": "Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.",
+ "rationale": "By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.",
+ "metrics": {
+ "original_impact": "0.8 kg CO₂ for an average delivery trip",
+ "suggested_impact": "0 kg CO₂ from walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Graduate Student, Female, 24
+
✓ Success
+
+
+
+
📝 User Input
+
Running the heater because it's cold in my apartment, probably all night
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.
+
+
+
+ Why? Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)
+
+
+
+ Suggested:6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Running the heater all night to stay warm in a cold apartment.",
+ "suggestion": "Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.",
+ "rationale": "Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.",
+ "metrics": {
+ "original_impact": "10 kg CO\u2082 for running a heater all night (8 hours, depending on type and efficiency)",
+ "suggested_impact": "6-7 kg CO\u2082 with reduced thermostat setting and additional insulation like blankets"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Running the heater all night to stay warm in a cold apartment.",
+ "suggestion": "Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.",
+ "rationale": "Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)",
+ "suggested_impact": "6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Working Parent, Male, 42
+
✓ Success
+
+
+
+
📝 User Input
+
Leaving the porch light on all night for security
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Install a motion-sensor light that only turns on when movement is detected.
+
+
+
+ Why? Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)
+
+
+
+ Suggested:0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Leaving the porch light on all night for security.",
+ "suggestion": "Install a motion-sensor light that only turns on when movement is detected.",
+ "rationale": "Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.",
+ "metrics": {
+ "original_impact": "1.2 kWh per night (~0.5 kg CO\u2082 per night, assuming incandescent bulb)",
+ "suggested_impact": "0.1 kWh per night (~0.04 kg CO\u2082 per night, assuming LED motion-sensor bulb with limited activation)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Leaving the porch light on all night for security.",
+ "suggestion": "Install a motion-sensor light that only turns on when movement is detected.",
+ "rationale": "Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.",
+ "metrics": {
+ "original_impact": "1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)",
+ "suggested_impact": "0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Working Parent, Male, 42
+
✓ Success
+
+
+
+
📝 User Input
+
Running the washing machine before bed, need clean clothes for tomorrow
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Run the washing machine on a cold water cycle and ensure it's a full load.
+
+
+
+ Why? Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)
+
+
+
+ Suggested:0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Running the washing machine at night for clean clothes needed the next day.",
+ "suggestion": "Run the washing machine on a cold water cycle and ensure it's a full load.",
+ "rationale": "Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.",
+ "metrics": {
+ "original_impact": "0.7 kg CO\u2082 for a standard warm water cycle (assuming 1 kWh of energy use)",
+ "suggested_impact": "0.2 kg CO\u2082 for a cold water cycle (assuming 0.3 kWh of energy use)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Running the washing machine at night for clean clothes needed the next day.",
+ "suggestion": "Run the washing machine on a cold water cycle and ensure it's a full load.",
+ "rationale": "Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)",
+ "suggested_impact": "0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Working Parent, Male, 42
+
✓ Success
+
+
+
+
📝 User Input
+
Setting the thermostat to 72 overnight so we're comfortable
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.
+
+
+
+ Why? Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).
+
+
+
+ Suggested:Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source).
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Setting the thermostat to 72\u00b0F overnight for comfort.",
+ "suggestion": "Lower the thermostat to 68\u00b0F overnight and use an extra blanket or warmer sleepwear for comfort.",
+ "rationale": "Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.",
+ "metrics": {
+ "original_impact": "Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO\u2082 (depending on energy source).",
+ "suggested_impact": "Approximately 7 kWh of energy use, equivalent to 4.6 kg CO\u2082 (depending on energy source)."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Setting the thermostat to 72°F overnight for comfort.",
+ "suggestion": "Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.",
+ "rationale": "Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.",
+ "metrics": {
+ "original_impact": "Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).",
+ "suggested_impact": "Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source)."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Special Situations
+
12 results
+
+
+
+
+
+
👤 Business Trip
+
✓ Success
+
+
+
+
📝 User Input
+
Booking a rental car for my week-long business trip in LA
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.
+
+
+
+ Why? Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)
+
+
+
+ Suggested:70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Renting a car for a week-long business trip in Los Angeles",
+ "suggestion": "Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.",
+ "rationale": "Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.",
+ "metrics": {
+ "original_impact": "140 kg CO\u2082 (assuming 700 miles at 0.2 kg CO\u2082/mile for a standard gasoline car)",
+ "suggested_impact": "70 kg CO\u2082 for a hybrid or near 0 kg CO\u2082 for a fully electric car (charging emissions depend on the electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Renting a car for a week-long business trip in Los Angeles",
+ "suggestion": "Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.",
+ "rationale": "Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.",
+ "metrics": {
+ "original_impact": "140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)",
+ "suggested_impact": "70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Business Trip
+
✓ Success
+
+
+
+
📝 User Input
+
Need to expense five dinners at restaurants while I'm traveling
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.
+
+
+
+ Why? Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)
+
+
+
+ Suggested:10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Eating five dinners at restaurants while traveling.",
+ "suggestion": "Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.",
+ "rationale": "Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.",
+ "metrics": {
+ "original_impact": "12.5 kg CO\u2082 (assuming 2.5 kg CO\u2082 per typical restaurant meal with mixed ingredients)",
+ "suggested_impact": "10 kg CO\u2082 (assuming lower-impact meals for 2 out of 5 dinners)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Eating five dinners at restaurants while traveling.",
+ "suggestion": "Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.",
+ "rationale": "Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.",
+ "metrics": {
+ "original_impact": "12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)",
+ "suggested_impact": "10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)",
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Business Trip
+
✓ Success
+
+
+
+
📝 User Input
+
Getting hotel laundry service, have like ten items to clean
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.
+
+
+
+ Why? Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:50 liters water and 1.5 kg CO₂ for hotel laundry service
+
+
+
+ Suggested:10 liters water and negligible CO₂ for hand-washing
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Using hotel laundry service for ten items of clothing",
+ "suggestion": "Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.",
+ "rationale": "Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.",
+ "metrics": {
+ "original_impact": "50 liters water and 1.5 kg CO\u2082 for hotel laundry service",
+ "suggested_impact": "10 liters water and negligible CO\u2082 for hand-washing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Using hotel laundry service for ten items of clothing",
+ "suggestion": "Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.",
+ "rationale": "Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.",
+ "metrics": {
+ "original_impact": "50 liters water and 1.5 kg CO₂ for hotel laundry service",
+ "suggested_impact": "10 liters water and negligible CO₂ for hand-washing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Home Improvement
+
✓ Success
+
+
+
+
📝 User Input
+
Replacing all the windows in my house with new ones
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.
+
+
+
+ Why? Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).
+
+
+
+ Suggested:300 kg CO₂ for retrofitting or repairing existing windows.
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Replacing all the windows in the house with new ones.",
+ "suggestion": "Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.",
+ "rationale": "Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.",
+ "metrics": {
+ "original_impact": "1,200 kg CO\u2082 for manufacturing and transporting new windows (for a typical house with 15 windows).",
+ "suggested_impact": "300 kg CO\u2082 for retrofitting or repairing existing windows."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Replacing all the windows in the house with new ones.",
+ "suggestion": "Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.",
+ "rationale": "Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.",
+ "metrics": {
+ "original_impact": "1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).",
+ "suggested_impact": "300 kg CO₂ for retrofitting or repairing existing windows."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Home Improvement
+
✓ Success
+
+
+
+
📝 User Input
+
Buying a new refrigerator, the old one still works but it's like 15 years old
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.
+
+
+
+ Why? Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)
+
+
+
+ Suggested:0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Replacing a 15-year-old working refrigerator with a new one.",
+ "suggestion": "Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.",
+ "rationale": "Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.",
+ "metrics": {
+ "original_impact": "200 kg CO\u2082 for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)",
+ "suggested_impact": "0 kg CO\u2082 for manufacturing plus 450 kWh/year (current energy use while monitoring)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Replacing a 15-year-old working refrigerator with a new one.",
+ "suggestion": "Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.",
+ "rationale": "Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.",
+ "metrics": {
+ "original_impact": "200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)",
+ "suggested_impact": "0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Home Improvement
+
✓ Success
+
+
+
+
📝 User Input
+
Installing all new LED lighting throughout the house
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.
+
+
+
+ Why? While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.
+
+
+
+ Suggested:Same 80% energy reduction over time, but with minimized waste.
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Installing all new LED lighting throughout the house",
+ "suggestion": "Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.",
+ "rationale": "While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.",
+ "metrics": {
+ "original_impact": "Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.",
+ "suggested_impact": "Same 80% energy reduction over time, but with minimized waste."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Installing all new LED lighting throughout the house",
+ "suggestion": "Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.",
+ "rationale": "While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.",
+ "metrics": {
+ "original_impact": "Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.",
+ "suggested_impact": "Same 80% energy reduction over time, but with minimized waste."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Holiday Planning
+
✓ Success
+
+
+
+
📝 User Input
+
Ordering gifts online for the whole family, need them wrapped and shipped
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.
+
+
+
+ Why? Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)
+
+
+
+ Suggested:4 kg CO₂ with recyclable or no wrapping, and reduced waste
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Ordering gifts online with wrapping and shipping for the whole family",
+ "suggestion": "Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.",
+ "rationale": "Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.",
+ "metrics": {
+ "original_impact": "5 kg CO\u2082 and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)",
+ "suggested_impact": "4 kg CO\u2082 with recyclable or no wrapping, and reduced waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Ordering gifts online with wrapping and shipping for the whole family",
+ "suggestion": "Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.",
+ "rationale": "Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)",
+ "suggested_impact": "4 kg CO₂ with recyclable or no wrapping, and reduced waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Holiday Planning
+
✓ Success
+
+
+
+
📝 User Input
+
Flying to see family for Thanksgiving, bringing my spouse and two kids
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.
+
+
+
+ Why? Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)
+
+
+
+ Suggested:720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Flying with family (2 adults, 2 kids) to visit family for Thanksgiving",
+ "suggestion": "Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.",
+ "rationale": "Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.",
+ "metrics": {
+ "original_impact": "3,600 kg CO\u2082 (900 kg CO\u2082 per person for a domestic round trip flight)",
+ "suggested_impact": "720 kg CO\u2082 (180 kg CO\u2082 per person by train for a similar route) or 3,200 kg CO\u2082 (direct flight in economy class with slight efficiency gains)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Flying with family (2 adults, 2 kids) to visit family for Thanksgiving",
+ "suggestion": "Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.",
+ "rationale": "Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.",
+ "metrics": {
+ "original_impact": "3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)",
+ "suggested_impact": "720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Holiday Planning
+
✓ Success
+
+
+
+
📝 User Input
+
Cooking a big turkey dinner for 15 people
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.
+
+
+
+ Why? Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)
+
+
+
+ Suggested:45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)
+
+
+
+
+
+ Impact: UNKNOWN
+
+
+
+
{
+ "original_action": "Cooking a big turkey dinner for 15 people",
+ "suggestion": "Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.",
+ "rationale": "Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.",
+ "metrics": {
+ "original_impact": "60 kg CO\u2082 for an average 7 kg turkey (approximately 8.5 kg CO\u2082 per kg of turkey production)",
+ "suggested_impact": "45 kg CO\u2082 for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO\u2082 for plant-based additions)",
+ "impact_indicator": "medium"
+ },
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Cooking a big turkey dinner for 15 people",
+ "suggestion": "Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.",
+ "rationale": "Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.",
+ "metrics": {
+ "original_impact": "60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)",
+ "suggested_impact": "45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)",
+ "impact_indicator": "medium"
+ },
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Moving/Relocating
+
✓ Success
+
+
+
+
📝 User Input
+
Renting a moving truck to move across the state
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.
+
+
+
+ Why? Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 150 kg CO₂ for a mid-sized truck over 200 miles
+
+
+
+ Suggested:Approximately 100 kg CO₂ for a smaller truck over the same distance
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Renting a moving truck to move across the state",
+ "suggestion": "Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.",
+ "rationale": "Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.",
+ "metrics": {
+ "original_impact": "Approximately 150 kg CO\u2082 for a mid-sized truck over 200 miles",
+ "suggested_impact": "Approximately 100 kg CO\u2082 for a smaller truck over the same distance"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Renting a moving truck to move across the state",
+ "suggestion": "Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.",
+ "rationale": "Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.",
+ "metrics": {
+ "original_impact": "Approximately 150 kg CO₂ for a mid-sized truck over 200 miles",
+ "suggested_impact": "Approximately 100 kg CO₂ for a smaller truck over the same distance"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Moving/Relocating
+
✓ Success
+
+
+
+
📝 User Input
+
Buying new furniture from IKEA, getting it delivered
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.
+
+
+
+ Why? Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:50-100 kg CO₂ (production and delivery of new IKEA furniture)
+
+
+
+ Suggested:10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying new furniture from IKEA and opting for home delivery",
+ "suggestion": "Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.",
+ "rationale": "Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.",
+ "metrics": {
+ "original_impact": "50-100 kg CO\u2082 (production and delivery of new IKEA furniture)",
+ "suggested_impact": "10-20 kg CO\u2082 (minimal emissions for local transportation of second-hand furniture)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying new furniture from IKEA and opting for home delivery",
+ "suggestion": "Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.",
+ "rationale": "Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.",
+ "metrics": {
+ "original_impact": "50-100 kg CO₂ (production and delivery of new IKEA furniture)",
+ "suggested_impact": "10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Moving/Relocating
+
✓ Success
+
+
+
+
📝 User Input
+
Setting up utilities at the new place, need everything turned on
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.
+
+
+
+ Why? Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:4,000 kg CO₂ annually from standard energy mix for a typical household
+
+
+
+ Suggested:400 kg CO₂ annually from renewable energy and reduced electricity consumption
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.",
+ "suggestion": "Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.",
+ "rationale": "Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.",
+ "metrics": {
+ "original_impact": "4,000 kg CO\u2082 annually from standard energy mix for a typical household",
+ "suggested_impact": "400 kg CO\u2082 annually from renewable energy and reduced electricity consumption",
+ "unit": "kg CO\u2082/year"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.",
+ "suggestion": "Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.",
+ "rationale": "Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.",
+ "metrics": {
+ "original_impact": "4,000 kg CO₂ annually from standard energy mix for a typical household",
+ "suggested_impact": "400 kg CO₂ annually from renewable energy and reduced electricity consumption",
+ "unit": "kg CO₂/year"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
Weekend Activities
+
12 results
+
+
+
+
+
+
👤 Family, Female, 36
+
✓ Success
+
+
+
+
📝 User Input
+
Planning a road trip to the beach this weekend, about 200 miles each way
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Rent a hybrid or electric vehicle for the trip if available and affordable.
+
+
+
+ Why? Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:88 kg CO₂ for a gas-powered car (400 miles round trip)
+
+
+
+ Suggested:30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving 200 miles each way for a beach trip this weekend in a personal vehicle.",
+ "suggestion": "Rent a hybrid or electric vehicle for the trip if available and affordable.",
+ "rationale": "Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.",
+ "metrics": {
+ "original_impact": "88 kg CO\u2082 for a gas-powered car (400 miles round trip)",
+ "suggested_impact": "30 kg CO\u2082 for a hybrid or 0 kg CO\u2082 for an EV (electric vehicle powered by clean energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving 200 miles each way for a beach trip this weekend in a personal vehicle.",
+ "suggestion": "Rent a hybrid or electric vehicle for the trip if available and affordable.",
+ "rationale": "Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.",
+ "metrics": {
+ "original_impact": "88 kg CO₂ for a gas-powered car (400 miles round trip)",
+ "suggested_impact": "30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Family, Female, 36
+
✓ Success
+
+
+
+
📝 User Input
+
Buying groceries for the week at Whole Foods, filling up the cart
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.
+
+
+
+ Why? Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items
+
+
+
+ Suggested:35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "suggestion": "Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.",
+ "rationale": "Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO\u2082 for a mixed grocery cart with imported and packaged items",
+ "suggested_impact": "35 kg CO\u2082 for a cart emphasizing local, seasonal, and minimally packaged items"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "suggestion": "Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.",
+ "rationale": "Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items",
+ "suggested_impact": "35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Family, Female, 36
+
✓ Success
+
+
+
+
📝 User Input
+
Grilling burgers and steaks for the family barbecue on Saturday
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Include plant-based burger patties or grilled vegetables alongside the meat options.
+
+
+
+ Why? Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:25 kg CO₂ for 8 servings of beef (burgers and steaks)
+
+
+
+ Suggested:15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Grilling burgers and steaks for a family barbecue",
+ "suggestion": "Include plant-based burger patties or grilled vegetables alongside the meat options.",
+ "rationale": "Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.",
+ "metrics": {
+ "original_impact": "25 kg CO\u2082 for 8 servings of beef (burgers and steaks)",
+ "suggested_impact": "15 kg CO\u2082 with 4 servings of beef and 4 servings of plant-based alternatives or vegetables"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Grilling burgers and steaks for a family barbecue",
+ "suggestion": "Include plant-based burger patties or grilled vegetables alongside the meat options.",
+ "rationale": "Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for 8 servings of beef (burgers and steaks)",
+ "suggested_impact": "15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Hobbyist, Male, 58
+
✓ Success
+
+
+
+
📝 User Input
+
Buying new power tools online, they're on sale at Home Depot
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Purchase refurbished power tools or rent them if they are for occasional use.
+
+
+
+ Why? Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:50 kg CO₂ (estimated manufacturing and shipping for new tools)
+
+
+
+ Suggested:25 kg CO₂ for refurbished tools or near-zero for tool rental
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying new power tools online during a sale at Home Depot",
+ "suggestion": "Purchase refurbished power tools or rent them if they are for occasional use.",
+ "rationale": "Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.",
+ "metrics": {
+ "original_impact": "50 kg CO\u2082 (estimated manufacturing and shipping for new tools)",
+ "suggested_impact": "25 kg CO\u2082 for refurbished tools or near-zero for tool rental"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying new power tools online during a sale at Home Depot",
+ "suggestion": "Purchase refurbished power tools or rent them if they are for occasional use.",
+ "rationale": "Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ (estimated manufacturing and shipping for new tools)",
+ "suggested_impact": "25 kg CO₂ for refurbished tools or near-zero for tool rental",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Hobbyist, Male, 58
+
✓ Success
+
+
+
+
📝 User Input
+
Working on my car in the garage with all the lights on this weekend
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.
+
+
+
+ Why? LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).
+
+
+
+ Suggested:0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each).
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Working on a car in the garage with all the lights on.",
+ "suggestion": "Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.",
+ "rationale": "LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.",
+ "metrics": {
+ "original_impact": "1.5 kg CO\u2082 for 8 hours of incandescent lighting (assuming 5 lights at 60W each).",
+ "suggested_impact": "0.3 kg CO\u2082 for 8 hours of LED lighting (assuming 5 lights at 10W each)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Working on a car in the garage with all the lights on.",
+ "suggestion": "Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.",
+ "rationale": "LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).",
+ "suggested_impact": "0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Hobbyist, Male, 58
+
✓ Success
+
+
+
+
📝 User Input
+
Planning to repaint my deck, need to buy several gallons of stain
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.
+
+
+
+ Why? Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter
+
+
+
+ Suggested:Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying several gallons of deck stain for repainting a deck",
+ "suggestion": "Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.",
+ "rationale": "Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.",
+ "metrics": {
+ "original_impact": "High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter",
+ "suggested_impact": "Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying several gallons of deck stain for repainting a deck",
+ "suggestion": "Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.",
+ "rationale": "Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.",
+ "metrics": {
+ "original_impact": "High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter",
+ "suggested_impact": "Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Social Butterfly, Female, 25
+
✓ Success
+
+
+
+
📝 User Input
+
Getting my nails done at the salon, then maybe shopping at the mall
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.
+
+
+
+ Why? Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.
+
+
+
+ Suggested:Reduced chemical exposure and no additional plastic waste from reusable bag use.
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Getting nails done at the salon and shopping at the mall.",
+ "suggestion": "Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.",
+ "rationale": "Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.",
+ "metrics": {
+ "original_impact": "Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.",
+ "suggested_impact": "Reduced chemical exposure and no additional plastic waste from reusable bag use."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "qualitative_only"
+}
+
+
+
+
```json
+{
+ "original_action": "Getting nails done at the salon and shopping at the mall.",
+ "suggestion": "Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.",
+ "rationale": "Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.",
+ "metrics": {
+ "original_impact": "Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.",
+ "suggested_impact": "Reduced chemical exposure and no additional plastic waste from reusable bag use."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "qualitative_only"
+}
+```
+
+
+
+
+
+
👤 Social Butterfly, Female, 25
+
✓ Success
+
+
+
+
📝 User Input
+
Meeting friends for brunch downtown, we're all driving separately
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Coordinate a carpool with your friends or use public transit if available.
+
+
+
+ Why? Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:10 kg CO₂ for 4 cars traveling 10 km round trip each
+
+
+
+ Suggested:2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Driving separately to meet friends for brunch downtown",
+ "suggestion": "Coordinate a carpool with your friends or use public transit if available.",
+ "rationale": "Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.",
+ "metrics": {
+ "original_impact": "10 kg CO\u2082 for 4 cars traveling 10 km round trip each",
+ "suggested_impact": "2.5 kg CO\u2082 for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO\u2082 per person by public transit"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving separately to meet friends for brunch downtown",
+ "suggestion": "Coordinate a carpool with your friends or use public transit if available.",
+ "rationale": "Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for 4 cars traveling 10 km round trip each",
+ "suggested_impact": "2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Social Butterfly, Female, 25
+
✓ Success
+
+
+
+
📝 User Input
+
Buying a new dress for tonight, need something cute
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider borrowing a dress from a friend or renting one from a clothing rental service.
+
+
+
+ Why? Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:10 kg CO₂ for production and transport of a new dress
+
+
+
+ Suggested:1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new dress for a single event",
+ "suggestion": "Consider borrowing a dress from a friend or renting one from a clothing rental service.",
+ "rationale": "Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.",
+ "metrics": {
+ "original_impact": "10 kg CO\u2082 for production and transport of a new dress",
+ "suggested_impact": "1 kg CO\u2082 or less for transport and cleaning of a rented or borrowed dress"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new dress for a single event",
+ "suggestion": "Consider borrowing a dress from a friend or renting one from a clothing rental service.",
+ "rationale": "Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for production and transport of a new dress",
+ "suggested_impact": "1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Outdoor Enthusiast, Male, 47
+
✓ Success
+
+
+
+
📝 User Input
+
Buying camping gear from REI online, getting a new tent and sleeping bags
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.
+
+
+
+ Why? Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:Approximately 50 kg CO₂ for manufacturing and shipping new gear.
+
+
+
+ Suggested:10-15 kg CO₂ for shipping used gear (no manufacturing impact).
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Buying a new tent and sleeping bags from REI online.",
+ "suggestion": "Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.",
+ "rationale": "Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO\u2082 for manufacturing and shipping new gear.",
+ "suggested_impact": "10-15 kg CO\u2082 for shipping used gear (no manufacturing impact)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Buying a new tent and sleeping bags from REI online.",
+ "suggestion": "Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.",
+ "rationale": "Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for manufacturing and shipping new gear.",
+ "suggested_impact": "10-15 kg CO₂ for shipping used gear (no manufacturing impact)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Outdoor Enthusiast, Male, 47
+
✓ Success
+
+
+
+
📝 User Input
+
Driving up to the mountains this weekend with the family, SUV loaded up
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.
+
+
+
+ Why? Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)
+
+
+
+ Suggested:127.5 kg CO₂ with efficient driving (15% reduction)
+
+
+
+
+
+ Impact: MEDIUM
+
+
+
+
{
+ "original_action": "Driving an SUV to the mountains with the family for a weekend trip.",
+ "suggestion": "Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.",
+ "rationale": "Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.",
+ "metrics": {
+ "original_impact": "150 kg CO\u2082 for a 300 km round trip (SUV averaging 10 L/100 km)",
+ "suggested_impact": "127.5 kg CO\u2082 with efficient driving (15% reduction)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Driving an SUV to the mountains with the family for a weekend trip.",
+ "suggestion": "Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.",
+ "rationale": "Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.",
+ "metrics": {
+ "original_impact": "150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)",
+ "suggested_impact": "127.5 kg CO₂ with efficient driving (15% reduction)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
👤 Outdoor Enthusiast, Male, 47
+
✓ Success
+
+
+
+
📝 User Input
+
Stocking up on bottled water for the camping trip, getting a case of 24
+
+
+
+
💡 AI Response
+
+
+ Suggestion: Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.
+
+
+
+ Why? Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.
+
+
+
+ 📊 Impact Comparison:
+
+
+ Current:6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.
+
+
+
+ Suggested:0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste.
+
+
+
+
+
+ Impact: HIGH
+
+
+
+
{
+ "original_action": "Purchasing a case of 24 bottled water for a camping trip.",
+ "suggestion": "Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.",
+ "rationale": "Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.",
+ "metrics": {
+ "original_impact": "6.72 kg CO\u2082 for 24 single-use plastic bottles (0.28 kg CO\u2082 per bottle) and approximately 24 bottles of waste.",
+ "suggested_impact": "0.5 kg CO\u2082 for reusable container manufacturing (amortized over multiple uses) and zero plastic waste."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+
+
+
+
```json
+{
+ "original_action": "Purchasing a case of 24 bottled water for a camping trip.",
+ "suggestion": "Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.",
+ "rationale": "Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.",
+ "metrics": {
+ "original_impact": "6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.",
+ "suggested_impact": "0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste.",
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+}
+```
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/Resources/SamplePromptEvaluator/evaluation_results_20251004_135831.json b/Resources/SamplePromptEvaluator/evaluation_results_20251004_135831.json
new file mode 100644
index 0000000..1965473
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/evaluation_results_20251004_135831.json
@@ -0,0 +1,1817 @@
+{
+ "metadata": {
+ "processed_at": "2025-10-04T13:54:29.042581",
+ "system_prompt_file": "SustainabilityCoach-SystemPrompt.txt",
+ "model": "gpt-4o",
+ "total_entries": 30,
+ "total_inputs_processed": 95
+ },
+ "results": [
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 0,
+ "original_input": "Hey, I'm about to order an Uber to get to my office downtown",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking an Uber to the office downtown\",\n \"suggestion\": \"Use public transportation or a bike-sharing service if available in your area.\",\n \"rationale\": \"Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km Uber ride\",\n \"suggested_impact\": \"0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking an Uber to the office downtown",
+ "suggestion": "Use public transportation or a bike-sharing service if available in your area.",
+ "rationale": "Public transportation or biking significantly reduces carbon emissions compared to taking a ride-hailing service. These options are often cost-effective, and biking has the added benefit of providing exercise.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km Uber ride",
+ "suggested_impact": "0.5 kg CO₂ for a 10 km public transit commute, or virtually zero for biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 1,
+ "original_input": "I need to grab breakfast... thinking about getting an Egg McMuffin at McDonald's drive-through",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting an Egg McMuffin from McDonald's drive-through for breakfast\",\n \"suggestion\": \"Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.\",\n \"rationale\": \"Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ for a 5 km round trip in a car (including idling time)\",\n \"suggested_impact\": \"0 kg CO₂ with walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting an Egg McMuffin from McDonald's drive-through for breakfast",
+ "suggestion": "Walk or bike to McDonald's to pick up your Egg McMuffin instead of using the drive-through.",
+ "rationale": "Walking or biking avoids the carbon emissions from idling your car in the drive-through line and promotes personal health. This simple change can significantly reduce the environmental impact of your breakfast trip.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 5 km round trip in a car (including idling time)",
+ "suggested_impact": "0 kg CO₂ with walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Professional, Female, 28",
+ "input_index": 2,
+ "original_input": "Running late, gonna take a quick five-minute shower before work",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking a quick five-minute shower before work\",\n \"suggestion\": \"Install a low-flow showerhead to reduce water and energy use during your showers.\",\n \"rationale\": \"A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.\",\n \"metrics\": {\n \"original_impact\": \"50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead\",\n \"suggested_impact\": \"25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking a quick five-minute shower before work",
+ "suggestion": "Install a low-flow showerhead to reduce water and energy use during your showers.",
+ "rationale": "A low-flow showerhead can reduce water usage by up to 50%, saving both water and the energy needed to heat it, without requiring you to change your shower habits.",
+ "metrics": {
+ "original_impact": "50 liters of water and 0.5 kg CO₂ for a five-minute shower with a standard showerhead",
+ "suggested_impact": "25 liters of water and 0.25 kg CO₂ for a five-minute shower with a low-flow showerhead"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 0,
+ "original_input": "I'm driving the kids to school this morning, it's about three miles away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving the kids to school, a three-mile round trip\",\n \"suggestion\": \"Consider walking or biking to school with the kids if time and weather permit.\",\n \"rationale\": \"Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.\",\n \"metrics\": {\n \"original_impact\": \"0.7 kg CO₂ for a three-mile round trip in an average car\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving the kids to school, a three-mile round trip",
+ "suggestion": "Consider walking or biking to school with the kids if time and weather permit.",
+ "rationale": "Walking or biking eliminates carbon emissions from the car trip and provides a healthy activity for both you and the kids. For short distances like three miles, this is a practical and sustainable alternative.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a three-mile round trip in an average car",
+ "suggested_impact": "0 kg CO₂ if walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 1,
+ "original_input": "Need to water the lawn before it gets too hot today",
+ "raw_response": "```json\n{\n \"original_action\": \"Watering the lawn during the day before it gets too hot.\",\n \"suggestion\": \"Water the lawn early in the morning or late in the evening when temperatures are cooler.\",\n \"rationale\": \"Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.\",\n \"metrics\": {\n \"original_impact\": \"200 liters of water, with up to 30% lost to evaporation\",\n \"suggested_impact\": \"200 liters of water, with less than 10% lost to evaporation\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watering the lawn during the day before it gets too hot.",
+ "suggestion": "Water the lawn early in the morning or late in the evening when temperatures are cooler.",
+ "rationale": "Watering during cooler times reduces evaporation, ensuring more water reaches the roots and less is wasted. This saves water and helps maintain a healthier lawn with less frequent watering.",
+ "metrics": {
+ "original_impact": "200 liters of water, with up to 30% lost to evaporation",
+ "suggested_impact": "200 liters of water, with less than 10% lost to evaporation"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Middle-aged Parent, Male, 45",
+ "input_index": 2,
+ "original_input": "Throwing away some leftover pizza from last night, nobody's eating it",
+ "raw_response": "```json\n{\n \"original_action\": \"Throwing away leftover pizza from last night.\",\n \"suggestion\": \"Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.\",\n \"rationale\": \"Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)\",\n \"suggested_impact\": \"0 kg CO₂ if eaten or a minor reduction if composted\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Throwing away leftover pizza from last night.",
+ "suggestion": "Store the leftover pizza in an airtight container and reheat it for another meal or snack, or consider composting it if it's truly inedible.",
+ "rationale": "Food waste contributes to methane emissions in landfills, so consuming leftovers reduces waste and maximizes the resources used to produce the food. If the pizza cannot be eaten, composting diverts it from the landfill and creates nutrient-rich soil instead.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ (average carbon footprint of wasted pizza in landfill)",
+ "suggested_impact": "0 kg CO₂ if eaten or a minor reduction if composted"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 0,
+ "original_input": "I'm heating up my house to 75 degrees, it's a bit chilly this morning",
+ "raw_response": "```json\n{\n \"original_action\": \"Heating the house to 75 degrees Fahrenheit on a chilly morning\",\n \"suggestion\": \"Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.\",\n \"rationale\": \"Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.\",\n \"metrics\": {\n \"original_impact\": \"20 kg CO₂ for a day of heating at 75 degrees\",\n \"suggested_impact\": \"14 kg CO₂ for a day of heating at 68-70 degrees\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Heating the house to 75 degrees Fahrenheit on a chilly morning",
+ "suggestion": "Set the thermostat to 68-70 degrees Fahrenheit and wear a warm sweater or use a blanket for added comfort.",
+ "rationale": "Lowering the thermostat reduces energy consumption significantly, which decreases carbon emissions and utility costs. Wearing layers is a simple and effective way to stay warm without overusing heating systems.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for a day of heating at 75 degrees",
+ "suggested_impact": "14 kg CO₂ for a day of heating at 68-70 degrees"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 1,
+ "original_input": "Planning to print out some recipes I found online, maybe twenty pages or so",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing out 20 pages of recipes found online\",\n \"suggestion\": \"Save the recipes digitally on your phone, tablet, or computer instead of printing them.\",\n \"rationale\": \"Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ and 20 liters of water for paper production and printing\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing out 20 pages of recipes found online",
+ "suggestion": "Save the recipes digitally on your phone, tablet, or computer instead of printing them.",
+ "rationale": "Storing recipes digitally avoids paper and ink consumption, reducing waste and resource use. It also allows for easy access and updates without reprinting.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ and 20 liters of water for paper production and printing",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water (digital storage has negligible additional impact)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Senior, Female, 67",
+ "input_index": 2,
+ "original_input": "Going to the grocery store to buy some vegetables, driving my car",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving a car to the grocery store to buy vegetables.\",\n \"suggestion\": \"Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.\",\n \"rationale\": \"Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km round trip by car\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving a car to the grocery store to buy vegetables.",
+ "suggestion": "Consider walking, biking, or using public transport if the grocery store is nearby, or combine multiple errands into one car trip.",
+ "rationale": "Walking or biking has zero emissions, while public transport reduces per-person emissions significantly compared to driving. If driving is necessary, combining errands minimizes trips and reduces overall fuel consumption and emissions.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip by car",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or 0.5 kg CO₂ using public transport",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 0,
+ "original_input": "Bro, I'm leaving my PlayStation on all day, might play later",
+ "raw_response": "```json\n{\n \"original_action\": \"Leaving a PlayStation on all day in idle mode.\",\n \"suggestion\": \"Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.\",\n \"rationale\": \"Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.\",\n \"metrics\": {\n \"original_impact\": \"2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)\",\n \"suggested_impact\": \"0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Leaving a PlayStation on all day in idle mode.",
+ "suggestion": "Turn off the PlayStation when not in use and enable Rest Mode if you'll use it later.",
+ "rationale": "Turning off the PlayStation or using Rest Mode significantly reduces energy consumption compared to leaving it idle, helping to cut unnecessary power usage while still allowing updates and quick startup when you're ready to play.",
+ "metrics": {
+ "original_impact": "2.4 kWh per day in idle mode (approx. 1.2 kg CO₂ depending on grid energy mix)",
+ "suggested_impact": "0.05 kWh per day in Rest Mode (approx. 0.025 kg CO₂ depending on grid energy mix)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 1,
+ "original_input": "Ordering a new phone case from Amazon, need it shipped fast",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering a new phone case from Amazon with expedited shipping\",\n \"suggestion\": \"Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.\",\n \"rationale\": \"Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ for expedited air shipping\",\n \"suggested_impact\": \"1.0 kg CO₂ for standard ground shipping or negligible for local pickup\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering a new phone case from Amazon with expedited shipping",
+ "suggestion": "Choose standard shipping or buy a phone case from a local store to avoid the impact of expedited delivery.",
+ "rationale": "Expedited shipping often relies on air transport, which has a significantly higher carbon footprint than standard shipping. Opting for standard shipping or purchasing locally reduces emissions and supports more sustainable logistics.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for expedited air shipping",
+ "suggested_impact": "1.0 kg CO₂ for standard ground shipping or negligible for local pickup"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Morning Routine (Home)",
+ "demographic": "Young Adult, Male, 22",
+ "input_index": 2,
+ "original_input": "Making bacon and eggs for breakfast, bacon's from the store",
+ "raw_response": "```json\n{\n \"original_action\": \"Preparing bacon and eggs for breakfast with store-bought bacon.\",\n \"suggestion\": \"Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.\",\n \"rationale\": \"Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.\",\n \"metrics\": {\n \"original_impact\": \"3.5 kg CO₂ per 100g of pork bacon\",\n \"suggested_impact\": \"0.5 kg CO₂ per 100g of plant-based bacon\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Preparing bacon and eggs for breakfast with store-bought bacon.",
+ "suggestion": "Consider replacing the store-bought bacon with a plant-based alternative like tempeh or vegan bacon.",
+ "rationale": "Plant-based bacon alternatives have a significantly lower carbon footprint and resource use compared to traditional pork bacon. This small switch can make your breakfast more sustainable while still being delicious.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ per 100g of pork bacon",
+ "suggested_impact": "0.5 kg CO₂ per 100g of plant-based bacon"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 0,
+ "original_input": "I need to fly to Singapore next week for a conference, looking at business class tickets",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying to Singapore in business class for a conference\",\n \"suggestion\": \"Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.\",\n \"rationale\": \"Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.\",\n \"metrics\": {\n \"original_impact\": \"2,500 kg CO₂ (business class, round trip)\",\n \"suggested_impact\": \"1,650 kg CO₂ (economy class, round trip) plus offset contribution\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying to Singapore in business class for a conference",
+ "suggestion": "Book an economy class ticket and purchase a verified carbon offset to reduce your flight's environmental impact.",
+ "rationale": "Economy class seats use less space and resources on the plane, reducing per-passenger carbon emissions compared to business class. Carbon offsets allow you to support projects that mitigate emissions, making this option more sustainable without sacrificing your travel plans.",
+ "metrics": {
+ "original_impact": "2,500 kg CO₂ (business class, round trip)",
+ "suggested_impact": "1,650 kg CO₂ (economy class, round trip) plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 1,
+ "original_input": "Ordering lunch for my team, thinking Chipotle for twelve people with delivery",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering Chipotle for twelve people with delivery\",\n \"suggestion\": \"Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.\",\n \"rationale\": \"Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.\",\n \"metrics\": {\n \"original_impact\": \"12 kg CO₂ for food production and approximately 1.5 kg of packaging waste\",\n \"suggested_impact\": \"11 kg CO₂ for food production and approximately 0.5 kg of packaging waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering Chipotle for twelve people with delivery",
+ "suggestion": "Opt for a group catering option with larger shared portions instead of individual meals, and request minimal single-use packaging.",
+ "rationale": "Group catering reduces packaging waste compared to individual meals, as it consolidates food into larger containers. By requesting minimal single-use packaging, you further decrease waste generation, making the meal more sustainable while still being convenient for the team.",
+ "metrics": {
+ "original_impact": "12 kg CO₂ for food production and approximately 1.5 kg of packaging waste",
+ "suggested_impact": "11 kg CO₂ for food production and approximately 0.5 kg of packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Business Executive, Female, 52",
+ "input_index": 2,
+ "original_input": "Printing fifty copies of the quarterly report for tomorrow's board meeting",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing fifty copies of the quarterly report for the board meeting\",\n \"suggestion\": \"Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.\",\n \"rationale\": \"Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)\",\n \"suggested_impact\": \"0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing fifty copies of the quarterly report for the board meeting",
+ "suggestion": "Distribute digital copies of the report via email or a shared platform while printing only a few physical copies for those who explicitly need them.",
+ "rationale": "Switching to digital distribution significantly reduces paper, ink, and energy use, while still accommodating attendees who require printed copies. This approach minimizes waste and is cost-effective.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ and 25 liters water (based on 50 copies, 20 pages each on standard paper)",
+ "suggested_impact": "0.25 kg CO₂ and 2.5 liters water (for 5 printed copies with digital distribution for the rest)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 0,
+ "original_input": "Working from home today, gonna keep the AC running all afternoon at 68 degrees",
+ "raw_response": "```json\n{\n \"original_action\": \"Keeping the air conditioner running all afternoon at 68°F while working from home.\",\n \"suggestion\": \"Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.\",\n \"rationale\": \"Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.\",\n \"metrics\": {\n \"original_impact\": \"3.5 kg CO₂ for 6 hours of AC use at 68°F\",\n \"suggested_impact\": \"1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Keeping the air conditioner running all afternoon at 68°F while working from home.",
+ "suggestion": "Raise the thermostat to 75°F and use a fan to stay cool, or work near a shaded area with good ventilation.",
+ "rationale": "Raising the thermostat reduces the energy demand of the air conditioner while a fan can make you feel up to 4°F cooler. This combination significantly reduces energy use without compromising comfort.",
+ "metrics": {
+ "original_impact": "3.5 kg CO₂ for 6 hours of AC use at 68°F",
+ "suggested_impact": "1.8 kg CO₂ for 6 hours of AC use at 75°F with a fan (energy-efficient setup)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 1,
+ "original_input": "Need to buy a new laptop charger, saw one on Amazon Prime",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new laptop charger on Amazon Prime\",\n \"suggestion\": \"Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.\",\n \"rationale\": \"Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.\",\n \"metrics\": {\n \"original_impact\": \"2 kg CO₂ for new charger production and shipping\",\n \"suggested_impact\": \"0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new laptop charger on Amazon Prime",
+ "suggestion": "Check for a second-hand or refurbished laptop charger from local electronics repair shops or online marketplaces like eBay or Facebook Marketplace.",
+ "rationale": "Opting for a second-hand or refurbished charger reduces electronic waste and the environmental impact of producing a new one. It also often costs less while still meeting your needs.",
+ "metrics": {
+ "original_impact": "2 kg CO₂ for new charger production and shipping",
+ "suggested_impact": "0.5 kg CO₂ for second-hand charger (minimal impact from reuse and local transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Freelancer, Male, 35",
+ "input_index": 2,
+ "original_input": "Getting coffee at the local café, probably my third cup today",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting a third coffee of the day at the local café, likely in a disposable cup.\",\n \"suggestion\": \"Bring a reusable cup for your next coffee and ask the café to fill it.\",\n \"rationale\": \"Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters of water per disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water for reusable cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting a third coffee of the day at the local café, likely in a disposable cup.",
+ "suggestion": "Bring a reusable cup for your next coffee and ask the café to fill it.",
+ "rationale": "Using a reusable cup can significantly reduce single-use waste and lower the environmental footprint of your coffee habit. Many cafés also offer discounts for bringing your own cup, making it both sustainable and cost-effective.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters of water per disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for reusable cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 0,
+ "original_input": "Doing laundry, three loads today with warm water",
+ "raw_response": "```json\n{\n \"original_action\": \"Doing three loads of laundry with warm water.\",\n \"suggestion\": \"Wash your laundry using cold water instead of warm water.\",\n \"rationale\": \"Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.\",\n \"metrics\": {\n \"original_impact\": \"6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)\",\n \"suggested_impact\": \"0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Doing three loads of laundry with warm water.",
+ "suggestion": "Wash your laundry using cold water instead of warm water.",
+ "rationale": "Cold water washing significantly reduces energy usage, as heating water accounts for most of the energy in a laundry cycle. Modern detergents work well in cold water, providing effective cleaning while lowering your carbon footprint and saving on energy costs.",
+ "metrics": {
+ "original_impact": "6.6 kg CO₂ for three loads (assuming 2.2 kg CO₂ per warm wash)",
+ "suggested_impact": "0.9 kg CO₂ for three loads (assuming 0.3 kg CO₂ per cold wash)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 1,
+ "original_input": "Taking my daughter to dance class, it's fifteen minutes away by car",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving 15 minutes to take your daughter to dance class\",\n \"suggestion\": \"Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.\",\n \"rationale\": \"Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)\",\n \"suggested_impact\": \"0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving 15 minutes to take your daughter to dance class",
+ "suggestion": "Consider biking to the dance class if safe routes are available, or carpooling with another family whose child attends the same class.",
+ "rationale": "Biking eliminates carbon emissions entirely while promoting health, and carpooling reduces per-trip emissions and can save money on fuel. Both options are practical and feasible for a short distance.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 15-minute car trip (round trip, assuming 20 km total)",
+ "suggested_impact": "0 kg CO₂ for biking or 1.15 kg CO₂ for carpooling (halving emissions)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Stay-at-home Parent, Female, 38",
+ "input_index": 2,
+ "original_input": "Buying diapers in bulk from Costco, the big pack of like 200",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a bulk pack of disposable diapers from Costco (200 units).\",\n \"suggestion\": \"Consider switching to reusable cloth diapers for at least part of your diapering needs.\",\n \"rationale\": \"Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.\",\n \"metrics\": {\n \"original_impact\": \"50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack\",\n \"suggested_impact\": \"10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a bulk pack of disposable diapers from Costco (200 units).",
+ "suggestion": "Consider switching to reusable cloth diapers for at least part of your diapering needs.",
+ "rationale": "Cloth diapers significantly reduce landfill waste and the resources used in disposable diaper production. They can be washed and reused, making them more sustainable in the long run, and hybrid approaches (using cloth at home and disposables when out) can make the transition easier.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ and 200 diapers contributing to landfill waste per bulk pack",
+ "suggested_impact": "10-15 kg CO₂ for cloth diaper production and washing over the same period, with no landfill waste"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 0,
+ "original_input": "Driving my truck to three different job sites today, probably 80 miles total",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving a truck to three job sites over a total of 80 miles\",\n \"suggestion\": \"Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.\",\n \"rationale\": \"Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.\",\n \"metrics\": {\n \"original_impact\": \"28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)\",\n \"suggested_impact\": \"22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving a truck to three job sites over a total of 80 miles",
+ "suggestion": "Plan the most efficient route to minimize driving distance and, if possible, consolidate tasks at each site to reduce trips.",
+ "rationale": "Optimizing your route and consolidating tasks can lower fuel consumption and emissions, saving time and money while reducing your carbon footprint.",
+ "metrics": {
+ "original_impact": "28 kg CO₂ for 80 miles (using an average of 0.35 kg CO₂ per mile for a truck)",
+ "suggested_impact": "22.4 kg CO₂ for 64 miles (if driving is reduced by 20%)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 1,
+ "original_input": "Grabbing lunch from Wendy's, getting a burger combo",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a burger combo meal from Wendy's, likely with disposable packaging.\",\n \"suggestion\": \"Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.\",\n \"rationale\": \"Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.\",\n \"metrics\": {\n \"original_impact\": \"3.0 kg CO₂ for beef burger combo with disposable packaging\",\n \"suggested_impact\": \"1.5 kg CO₂ for plant-based meal with reduced packaging waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a burger combo meal from Wendy's, likely with disposable packaging.",
+ "suggestion": "Choose a vegetarian or plant-based option from Wendy's menu and skip the disposable straw or utensils.",
+ "rationale": "Switching to a plant-based meal reduces the carbon footprint associated with beef production. Avoiding single-use items like straws and utensils further minimizes waste, making this a more sustainable choice without drastically changing your routine.",
+ "metrics": {
+ "original_impact": "3.0 kg CO₂ for beef burger combo with disposable packaging",
+ "suggested_impact": "1.5 kg CO₂ for plant-based meal with reduced packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Mid-Morning (Work/Errands)",
+ "demographic": "Tradesperson, Male, 41",
+ "input_index": 2,
+ "original_input": "Need to dispose of some old construction materials, gonna take them to the dump",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking old construction materials to the dump for disposal\",\n \"suggestion\": \"Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.\",\n \"rationale\": \"Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.\",\n \"metrics\": {\n \"original_impact\": \"200 kg waste sent to landfill\",\n \"suggested_impact\": \"50 kg waste to landfill with 150 kg recycled or reused\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking old construction materials to the dump for disposal",
+ "suggestion": "Contact a local recycling center or building materials exchange to see if they accept construction waste for recycling or reuse.",
+ "rationale": "Many construction materials, such as wood, concrete, and metal, can be recycled or repurposed, reducing landfill waste and conserving resources. Recycling centers or exchanges often accept these materials and may even offer pick-up services.",
+ "metrics": {
+ "original_impact": "200 kg waste sent to landfill",
+ "suggested_impact": "50 kg waste to landfill with 150 kg recycled or reused"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 0,
+ "original_input": "Getting sushi delivered through DoorDash to my dorm",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering sushi delivery through DoorDash to a dorm\",\n \"suggestion\": \"Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.\",\n \"rationale\": \"By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kg CO₂ for delivery and packaging waste\",\n \"suggested_impact\": \"0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering sushi delivery through DoorDash to a dorm",
+ "suggestion": "Consider walking or biking to a nearby sushi restaurant and bringing your own reusable container for takeout.",
+ "rationale": "By picking up your sushi instead of using delivery, you eliminate the carbon emissions associated with the delivery vehicle. Bringing your own container further reduces single-use packaging waste, making the meal more sustainable overall.",
+ "metrics": {
+ "original_impact": "2.5 kg CO₂ for delivery and packaging waste",
+ "suggested_impact": "0.8 kg CO₂ for restaurant energy use and negligible packaging waste with reusable container"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 1,
+ "original_input": "Need to print my essay, it's like 15 pages double-spaced",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing a 15-page double-spaced essay on paper\",\n \"suggestion\": \"Print the essay double-sided to save paper and reduce waste.\",\n \"rationale\": \"Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.\",\n \"metrics\": {\n \"original_impact\": \"15 sheets of paper\",\n \"suggested_impact\": \"7.5 sheets of paper\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing a 15-page double-spaced essay on paper",
+ "suggestion": "Print the essay double-sided to save paper and reduce waste.",
+ "rationale": "Printing double-sided cuts paper usage by 50%, which reduces the environmental impact associated with paper production and waste. This is an easy adjustment most printers can accommodate.",
+ "metrics": {
+ "original_impact": "15 sheets of paper",
+ "suggested_impact": "7.5 sheets of paper",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "College Student, Female, 20",
+ "input_index": 2,
+ "original_input": "Buying a new outfit for the party this weekend, online shopping at H&M",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new outfit for a party via online shopping at H&M.\",\n \"suggestion\": \"Consider renting an outfit from a clothing rental service or borrowing from a friend.\",\n \"rationale\": \"Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.\",\n \"metrics\": {\n \"original_impact\": \"25 kg CO₂ for production and shipping of a new fast fashion outfit\",\n \"suggested_impact\": \"5 kg CO₂ for dry cleaning and transportation in a rental scenario\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new outfit for a party via online shopping at H&M.",
+ "suggestion": "Consider renting an outfit from a clothing rental service or borrowing from a friend.",
+ "rationale": "Renting or borrowing reduces the demand for fast fashion, which has significant environmental impacts due to resource use, carbon emissions, and waste generation. It's also an affordable and practical option for one-time events like parties.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for production and shipping of a new fast fashion outfit",
+ "suggested_impact": "5 kg CO₂ for dry cleaning and transportation in a rental scenario"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 0,
+ "original_input": "Heating up my lunch in the microwave at the hospital, it's in a plastic container",
+ "raw_response": "```json\n{\n \"original_action\": \"Heating up lunch in the microwave using a plastic container at the hospital.\",\n \"suggestion\": \"Use a glass or ceramic container for reheating your lunch in the microwave.\",\n \"rationale\": \"Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.\",\n \"metrics\": {\n \"original_impact\": \"Potential release of microplastics and chemical leaching (qualitative impact).\",\n \"suggested_impact\": \"No chemical leaching or microplastic release (qualitative improvement).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Heating up lunch in the microwave using a plastic container at the hospital.",
+ "suggestion": "Use a glass or ceramic container for reheating your lunch in the microwave.",
+ "rationale": "Glass or ceramic containers are safer for microwave use, as some plastics can release harmful chemicals when heated. This choice also reduces reliance on single-use or less durable plastic, contributing to long-term waste reduction.",
+ "metrics": {
+ "original_impact": "Potential release of microplastics and chemical leaching (qualitative impact).",
+ "suggested_impact": "No chemical leaching or microplastic release (qualitative improvement)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 1,
+ "original_input": "Getting a bottled water from the vending machine, forgot my water bottle",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a bottled water from the vending machine\",\n \"suggestion\": \"Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.\",\n \"rationale\": \"Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ for a single-use plastic bottle\",\n \"suggested_impact\": \"0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a bottled water from the vending machine",
+ "suggestion": "Look for a water fountain nearby and use a cup or drink directly if hygienic, or reuse the bottle from the vending machine for the day and refill it instead of buying another.",
+ "rationale": "Refilling a bottle or using a water fountain reduces the need for additional single-use plastic bottles, conserving resources and lowering waste. It's an easy way to minimize your impact after forgetting your reusable bottle.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for a single-use plastic bottle",
+ "suggested_impact": "0.05 kg CO₂ for cleaning and using a water fountain or reusing the bottle"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Lunchtime",
+ "demographic": "Healthcare Worker, Male, 56",
+ "input_index": 2,
+ "original_input": "Driving home during my lunch break to check on the dog",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving home during lunch break to check on the dog.\",\n \"suggestion\": \"Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.\",\n \"rationale\": \"Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 10 km round trip per day (average car emissions).\",\n \"suggested_impact\": \"0 kg CO₂ with remote monitoring or local help.\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving home during lunch break to check on the dog.",
+ "suggestion": "Consider using a pet camera to monitor your dog remotely or arranging for a neighbor or pet sitter to check in on the dog.",
+ "rationale": "Using a pet camera or arranging for someone nearby to check on your dog eliminates the daily car trip, saving fuel and reducing carbon emissions while still ensuring your pet's well-being.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 10 km round trip per day (average car emissions).",
+ "suggested_impact": "0 kg CO₂ with remote monitoring or local help."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 0,
+ "original_input": "Ordering supplies for the store, need them shipped overnight",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering store supplies with overnight shipping\",\n \"suggestion\": \"Opt for standard shipping instead of overnight delivery whenever possible.\",\n \"rationale\": \"Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.\",\n \"metrics\": {\n \"original_impact\": \"15 kg CO₂ per package (overnight shipping via air freight)\",\n \"suggested_impact\": \"5 kg CO₂ per package (standard shipping via ground transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering store supplies with overnight shipping",
+ "suggestion": "Opt for standard shipping instead of overnight delivery whenever possible.",
+ "rationale": "Overnight shipping typically requires air freight, which has a significantly higher carbon footprint compared to ground transportation used in standard shipping. Standard shipping also tends to consolidate shipments more efficiently, reducing emissions.",
+ "metrics": {
+ "original_impact": "15 kg CO₂ per package (overnight shipping via air freight)",
+ "suggested_impact": "5 kg CO₂ per package (standard shipping via ground transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 1,
+ "original_input": "Getting iced coffee from Starbucks in their regular cup",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting iced coffee from Starbucks in their regular disposable cup.\",\n \"suggestion\": \"Bring a reusable cup or tumbler for your iced coffee.\",\n \"rationale\": \"Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters water for disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters water for cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting iced coffee from Starbucks in their regular disposable cup.",
+ "suggestion": "Bring a reusable cup or tumbler for your iced coffee.",
+ "rationale": "Using a reusable cup reduces single-use plastic or paper waste and can help lower the environmental impact of your coffee habit. Many Starbucks locations even offer a discount for bringing your own cup, making it a more sustainable and cost-effective choice.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Retail Manager, Female, 44",
+ "input_index": 2,
+ "original_input": "Driving to the bank during my break, it's just down the street",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to the bank during a break, even though it is close by.\",\n \"suggestion\": \"Consider walking or biking to the bank instead of driving.\",\n \"rationale\": \"Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ for a 1 km round trip in a car\",\n \"suggested_impact\": \"0 kg CO₂ for walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to the bank during a break, even though it is close by.",
+ "suggestion": "Consider walking or biking to the bank instead of driving.",
+ "rationale": "Walking or biking eliminates emissions entirely for such a short trip, improves your health, and saves on fuel costs. For a short distance, this is an easy and practical alternative.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ for a 1 km round trip in a car",
+ "suggested_impact": "0 kg CO₂ for walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 0,
+ "original_input": "Ordering dinner through Uber Eats tonight, working late",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering dinner through Uber Eats while working late.\",\n \"suggestion\": \"Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.\",\n \"rationale\": \"By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.\",\n \"metrics\": {\n \"original_impact\": \"0.5 kg CO₂ from delivery emissions and waste from disposable packaging\",\n \"suggested_impact\": \"0.4 kg CO₂ with reduced packaging waste and no disposable utensils\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering dinner through Uber Eats while working late.",
+ "suggestion": "Choose a restaurant that offers sustainable packaging options and opt out of disposable utensils in the app.",
+ "rationale": "By selecting a restaurant with eco-friendly packaging, you reduce waste, and skipping disposable utensils minimizes unnecessary single-use plastics. These small changes make food delivery more sustainable without altering your convenience.",
+ "metrics": {
+ "original_impact": "0.5 kg CO₂ from delivery emissions and waste from disposable packaging",
+ "suggested_impact": "0.4 kg CO₂ with reduced packaging waste and no disposable utensils"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 1,
+ "original_input": "Buying a new gaming keyboard, saw it on Best Buy's website",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new gaming keyboard from Best Buy's website\",\n \"suggestion\": \"Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.\",\n \"rationale\": \"Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.\",\n \"metrics\": {\n \"original_impact\": \"8 kg CO₂ for production and shipping of a new keyboard\",\n \"suggested_impact\": \"2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new gaming keyboard from Best Buy's website",
+ "suggestion": "Consider purchasing a refurbished or second-hand gaming keyboard from a trusted marketplace or retailer.",
+ "rationale": "Refurbished or second-hand keyboards are often in excellent condition and significantly reduce the environmental impact by extending the product's lifecycle, avoiding the need for new manufacturing, and reducing electronic waste.",
+ "metrics": {
+ "original_impact": "8 kg CO₂ for production and shipping of a new keyboard",
+ "suggested_impact": "2 kg CO₂ for shipping and minimal refurbishing of a second-hand keyboard"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Tech Worker, Male, 31",
+ "input_index": 2,
+ "original_input": "Running the server fans at full speed to keep the room cool",
+ "raw_response": "```json\n{\n \"original_action\": \"Running server fans at full speed to keep the room cool\",\n \"suggestion\": \"Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.\",\n \"rationale\": \"Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.\",\n \"metrics\": {\n \"original_impact\": \"Estimated 500 kWh per month for excessive fan usage\",\n \"suggested_impact\": \"300 kWh per month with optimized cooling strategies\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running server fans at full speed to keep the room cool",
+ "suggestion": "Install an energy-efficient cooling system or optimize server fan settings based on temperature monitoring.",
+ "rationale": "Running server fans at full speed consumes significant energy and may not efficiently cool the room. An energy-efficient cooling system tailored to server requirements or dynamic fan speed control based on real-time temperature can reduce energy use while maintaining optimal cooling.",
+ "metrics": {
+ "original_impact": "Estimated 500 kWh per month for excessive fan usage",
+ "suggested_impact": "300 kWh per month with optimized cooling strategies"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 0,
+ "original_input": "Making copies of homework assignments for all my classes, probably 150 sheets",
+ "raw_response": "```json\n{\n \"original_action\": \"Printing 150 sheets of homework assignments for classes\",\n \"suggestion\": \"Share digital copies of the homework via email or a learning platform instead of printing physical copies.\",\n \"rationale\": \"Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters of water for digital sharing\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Printing 150 sheets of homework assignments for classes",
+ "suggestion": "Share digital copies of the homework via email or a learning platform instead of printing physical copies.",
+ "rationale": "Switching to digital copies eliminates paper use and the associated environmental impacts of production and disposal, while also saving costs and time on printing.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ and 15 liters of water for 150 sheets (estimated)",
+ "suggested_impact": "0 kg CO₂ and 0 liters of water for digital sharing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 1,
+ "original_input": "Driving to Target after school to get classroom supplies",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to Target after school to purchase classroom supplies.\",\n \"suggestion\": \"Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.\",\n \"rationale\": \"Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ for a 20 km round trip drive\",\n \"suggested_impact\": \"2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to Target after school to purchase classroom supplies.",
+ "suggestion": "Combine your trip to Target with another errand, or consider ordering the supplies online with consolidated shipping if feasible.",
+ "rationale": "Consolidating trips or opting for online orders with grouped deliveries reduces the carbon emissions associated with separate car trips, making your shopping more efficient and sustainable.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "2.5 kg CO₂ if trip is combined or 3 kg CO₂ with consolidated shipping emissions"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Teacher, Female, 29",
+ "input_index": 2,
+ "original_input": "Getting Starbucks on the way home, treating myself",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting Starbucks on the way home and using a disposable cup\",\n \"suggestion\": \"Bring your own reusable cup when you visit Starbucks for your treat.\",\n \"rationale\": \"Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.\",\n \"metrics\": {\n \"original_impact\": \"0.05 kg CO₂ and 0.3 liters water for disposable cup\",\n \"suggested_impact\": \"0 kg CO₂ and 0 liters water for cup reuse\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting Starbucks on the way home and using a disposable cup",
+ "suggestion": "Bring your own reusable cup when you visit Starbucks for your treat.",
+ "rationale": "Using a reusable cup significantly reduces single-use waste and aligns with Starbucks' initiatives to encourage sustainable practices. It's an easy habit to adopt and adds no extra cost to your purchase.",
+ "metrics": {
+ "original_impact": "0.05 kg CO₂ and 0.3 liters water for disposable cup",
+ "suggested_impact": "0 kg CO₂ and 0 liters water for cup reuse"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 0,
+ "original_input": "Flying to Chicago for client meetings tomorrow, looking at morning flights",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying to Chicago for client meetings on a morning flight\",\n \"suggestion\": \"Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.\",\n \"rationale\": \"Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.\",\n \"metrics\": {\n \"original_impact\": \"700 kg CO₂ for a typical one-way domestic flight in business class with a layover\",\n \"suggested_impact\": \"400 kg CO₂ for a direct flight in economy class plus offset contribution\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying to Chicago for client meetings on a morning flight",
+ "suggestion": "Choose a direct flight in economy class and consider purchasing a carbon offset for the trip.",
+ "rationale": "Direct flights eliminate the additional emissions associated with layovers, and economy class has a lower carbon footprint per passenger compared to business or first class. Carbon offsets can further mitigate the environmental impact of your flight.",
+ "metrics": {
+ "original_impact": "700 kg CO₂ for a typical one-way domestic flight in business class with a layover",
+ "suggested_impact": "400 kg CO₂ for a direct flight in economy class plus offset contribution"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 1,
+ "original_input": "Renting a car at the airport for two days",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a car at the airport for a two-day trip\",\n \"suggestion\": \"Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.\",\n \"rationale\": \"Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.\",\n \"metrics\": {\n \"original_impact\": \"100 kg CO₂ for a 200 km trip in a gasoline car\",\n \"suggested_impact\": \"0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a car at the airport for a two-day trip",
+ "suggestion": "Consider using public transportation, rideshares, or renting an electric vehicle (EV) instead of a conventional car.",
+ "rationale": "Public transportation and rideshares reduce emissions by avoiding individual vehicle use. If renting a car is necessary, an electric vehicle significantly lowers carbon emissions, especially for short trips, and many airports now offer EV rentals.",
+ "metrics": {
+ "original_impact": "100 kg CO₂ for a 200 km trip in a gasoline car",
+ "suggested_impact": "0-50 kg CO₂ (0 kg for public transport, ~50 kg for an EV depending on electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Afternoon (Work/Shopping)",
+ "demographic": "Consultant, Male, 48",
+ "input_index": 2,
+ "original_input": "Booking a hotel downtown, need a place with good amenities",
+ "raw_response": "```json\n{\n \"original_action\": \"Booking a hotel downtown with good amenities\",\n \"suggestion\": \"Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.\",\n \"rationale\": \"Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 30 kg CO₂ per night (average downtown hotel stay)\",\n \"suggested_impact\": \"Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Booking a hotel downtown with good amenities",
+ "suggestion": "Choose a hotel with eco-certifications such as LEED or Green Key and prioritize one that includes sustainable practices like energy-efficient lighting, water-saving measures, and waste reduction programs.",
+ "rationale": "Eco-certified hotels often have lower environmental footprints due to their commitment to sustainability, without sacrificing comfort or amenities. By choosing such a hotel, you support businesses that actively work to reduce energy use, conserve water, and minimize waste.",
+ "metrics": {
+ "original_impact": "Approximately 30 kg CO₂ per night (average downtown hotel stay)",
+ "suggested_impact": "Approximately 20-25 kg CO₂ per night (eco-certified hotel stay)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 0,
+ "original_input": "Ordering pizza delivery for date night, getting two large pizzas",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering two large pizzas for delivery on date night\",\n \"suggestion\": \"Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.\",\n \"rationale\": \"Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ for delivery emissions plus packaging waste\",\n \"suggested_impact\": \"1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering two large pizzas for delivery on date night",
+ "suggestion": "Order from a local pizzeria and opt for pick-up instead of delivery, if feasible.",
+ "rationale": "Picking up the pizza reduces emissions from delivery vehicles, and supporting a local pizzeria can minimize the environmental impact of transportation in the supply chain compared to larger chains. This is a simple and cost-effective adjustment that supports sustainability and local businesses.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for delivery emissions plus packaging waste",
+ "suggested_impact": "1.0 kg CO₂ for personal vehicle or walking emissions, with potential to reduce packaging waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 1,
+ "original_input": "Watching Netflix, we'll probably binge for like four hours tonight",
+ "raw_response": "```json\n{\n \"original_action\": \"Watching Netflix for four hours\",\n \"suggestion\": \"Turn off unused lights and devices in the room while watching Netflix.\",\n \"rationale\": \"Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.\",\n \"metrics\": {\n \"original_impact\": \"0.2 kg CO₂ for streaming electricity usage\",\n \"suggested_impact\": \"0.15 kg CO₂ with reduced energy consumption from lights and idle devices\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watching Netflix for four hours",
+ "suggestion": "Turn off unused lights and devices in the room while watching Netflix.",
+ "rationale": "Streaming itself has a relatively low environmental impact, but reducing energy use from lighting and idle electronics can minimize unnecessary electricity consumption during the activity.",
+ "metrics": {
+ "original_impact": "0.2 kg CO₂ for streaming electricity usage",
+ "suggested_impact": "0.15 kg CO₂ with reduced energy consumption from lights and idle devices"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Young Couple, Female, 26",
+ "input_index": 2,
+ "original_input": "Doing a load of laundry before bed, just throwing everything in",
+ "raw_response": "```json\n{\n \"original_action\": \"Doing a load of laundry with mixed items without sorting.\",\n \"suggestion\": \"Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.\",\n \"rationale\": \"Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kg CO₂ per load with warm water\",\n \"suggested_impact\": \"0.4 kg CO₂ per load with cold water\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Doing a load of laundry with mixed items without sorting.",
+ "suggestion": "Sort your laundry into categories (e.g., lights, darks, delicates) and use cold water for the wash cycle.",
+ "rationale": "Sorting laundry prevents damage to clothes, extending their lifespan, while using cold water significantly reduces energy consumption compared to hot or warm water. This small change improves sustainability and saves on energy costs.",
+ "metrics": {
+ "original_impact": "1.2 kg CO₂ per load with warm water",
+ "suggested_impact": "0.4 kg CO₂ per load with cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 0,
+ "original_input": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to pick up takeout Thai food for dinner, about ten minutes away\",\n \"suggestion\": \"Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.\",\n \"rationale\": \"Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.\",\n \"metrics\": {\n \"original_impact\": \"1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)\",\n \"suggested_impact\": \"0 kg CO₂ if walking or biking, or reduced emissions if combining trips\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to pick up takeout Thai food for dinner, about ten minutes away",
+ "suggestion": "Consider walking or biking to pick up your takeout if it's safe and feasible, or combine the trip with other errands to reduce the overall driving distance.",
+ "rationale": "Walking or biking eliminates carbon emissions entirely and adds a bit of physical activity to your day. If walking or biking isn't an option, combining the trip with other errands reduces the environmental impact by sharing the emissions across multiple purposes.",
+ "metrics": {
+ "original_impact": "1.4 kg CO₂ for a 20-minute round trip (10 minutes each way)",
+ "suggested_impact": "0 kg CO₂ if walking or biking, or reduced emissions if combining trips"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 1,
+ "original_input": "Running the dishwasher, it's only half full but I need those dishes clean",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the dishwasher half full to clean needed dishes.\",\n \"suggestion\": \"Hand wash the few dishes you need and wait to run the dishwasher until it is full.\",\n \"rationale\": \"Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kWh energy and 12 liters water per half-empty load\",\n \"suggested_impact\": \"0.2 kWh energy and 3 liters water for hand washing a few dishes\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the dishwasher half full to clean needed dishes.",
+ "suggestion": "Hand wash the few dishes you need and wait to run the dishwasher until it is full.",
+ "rationale": "Running a half-full dishwasher uses the same amount of water and energy as a full load, while hand washing just the necessary items conserves resources. Waiting to run a full load maximizes the efficiency of the dishwasher.",
+ "metrics": {
+ "original_impact": "1.2 kWh energy and 12 liters water per half-empty load",
+ "suggested_impact": "0.2 kWh energy and 3 liters water for hand washing a few dishes"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Parent, Male, 39",
+ "input_index": 2,
+ "original_input": "Buying a new toy for my son's birthday on Amazon, need it before Friday",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new toy on Amazon with expedited shipping for a birthday gift.\",\n \"suggestion\": \"Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.\",\n \"rationale\": \"Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ for expedited shipping and packaging\",\n \"suggested_impact\": \"1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new toy on Amazon with expedited shipping for a birthday gift.",
+ "suggestion": "Check for a local toy store or secondhand store near you to purchase the toy and pick it up in person.",
+ "rationale": "Shopping locally reduces the carbon emissions associated with long-distance shipping and packaging waste. Additionally, secondhand toys are often in excellent condition and prevent waste, while supporting local businesses provides community benefits.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ for expedited shipping and packaging",
+ "suggested_impact": "1 kg CO₂ if purchased locally (accounting for a short car trip or walk/bike)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 0,
+ "original_input": "Turning on the heating for the evening, setting it to 74 degrees",
+ "raw_response": "```json\n{\n \"original_action\": \"Turning on the heating for the evening and setting it to 74°F.\",\n \"suggestion\": \"Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.\",\n \"rationale\": \"Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.\",\n \"metrics\": {\n \"original_impact\": \"5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)\",\n \"suggested_impact\": \"4.1 kg CO₂ for 4 hours at 68°F (same assumptions)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Turning on the heating for the evening and setting it to 74°F.",
+ "suggestion": "Lower the thermostat to 68°F and use a blanket or warm clothing for additional comfort.",
+ "rationale": "Heating accounts for a significant portion of household energy use, and lowering the thermostat by just a few degrees can reduce energy consumption significantly. Using a blanket or warm clothing is an easy and cost-free way to stay comfortable while saving energy and lowering emissions.",
+ "metrics": {
+ "original_impact": "5.5 kg CO₂ for 4 hours at 74°F (depending on heating system and home insulation)",
+ "suggested_impact": "4.1 kg CO₂ for 4 hours at 68°F (same assumptions)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 1,
+ "original_input": "Making pot roast for dinner in the oven, takes about three hours",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking a pot roast in the oven for three hours\",\n \"suggestion\": \"Use a slow cooker to make the pot roast instead of the oven.\",\n \"rationale\": \"A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.\",\n \"metrics\": {\n \"original_impact\": \"2.7 kg CO₂ (assuming 2 kWh electricity for oven)\",\n \"suggested_impact\": \"0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking a pot roast in the oven for three hours",
+ "suggestion": "Use a slow cooker to make the pot roast instead of the oven.",
+ "rationale": "A slow cooker uses significantly less energy than an oven over a long cooking period, reducing electricity consumption while still achieving tender and flavorful results.",
+ "metrics": {
+ "original_impact": "2.7 kg CO₂ (assuming 2 kWh electricity for oven)",
+ "suggested_impact": "0.6 kg CO₂ (assuming 0.45 kWh electricity for slow cooker)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Retiree, Female, 71",
+ "input_index": 2,
+ "original_input": "Watching the news, TV will be on most of the evening",
+ "raw_response": "```json\n{\n \"original_action\": \"Watching TV for most of the evening.\",\n \"suggestion\": \"Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.\",\n \"rationale\": \"Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.\",\n \"metrics\": {\n \"original_impact\": \"0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)\",\n \"suggested_impact\": \"0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Watching TV for most of the evening.",
+ "suggestion": "Switch to streaming your chosen news or entertainment on a tablet or laptop, which uses significantly less energy than a TV.",
+ "rationale": "Tablets and laptops are more energy-efficient compared to TVs, especially larger ones. This small change can reduce your electricity use and carbon footprint while still allowing you to enjoy your evening entertainment.",
+ "metrics": {
+ "original_impact": "0.3-0.6 kWh electricity use for 4 hours of TV (0.12-0.24 kg CO₂ in typical grid energy)",
+ "suggested_impact": "0.04-0.1 kWh electricity use for 4 hours of streaming on a tablet or laptop (0.016-0.04 kg CO₂ in typical grid energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 0,
+ "original_input": "Buying protein powder online, getting the 10-pound container",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying protein powder online in a 10-pound container.\",\n \"suggestion\": \"Opt for a plant-based protein powder in a recyclable or compostable package, if available.\",\n \"rationale\": \"Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.\",\n \"metrics\": {\n \"original_impact\": \"20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).\",\n \"suggested_impact\": \"10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying protein powder online in a 10-pound container.",
+ "suggestion": "Opt for a plant-based protein powder in a recyclable or compostable package, if available.",
+ "rationale": "Plant-based protein powders generally have a lower carbon and water footprint than animal-based ones. Choosing eco-friendly packaging reduces plastic waste, and many brands now offer sustainable options.",
+ "metrics": {
+ "original_impact": "20 kg CO₂ for whey protein production and packaging (approximate for 10 pounds).",
+ "suggested_impact": "10 kg CO₂ for plant-based protein with sustainable packaging (approximate for 10 pounds)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 1,
+ "original_input": "Driving to the gym, it's about twenty minutes away",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving to the gym located 20 minutes away\",\n \"suggestion\": \"Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.\",\n \"rationale\": \"Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.\",\n \"metrics\": {\n \"original_impact\": \"2.3 kg CO₂ for a 20 km round trip drive\",\n \"suggested_impact\": \"0 kg CO₂ if biking or walking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving to the gym located 20 minutes away",
+ "suggestion": "Consider biking to the gym if safe and feasible, or explore a gym closer to home that you could walk to.",
+ "rationale": "Biking eliminates car emissions entirely and provides an additional warm-up before your workout. Alternatively, walking to a nearby gym achieves the same goal while reducing carbon emissions and fuel consumption.",
+ "metrics": {
+ "original_impact": "2.3 kg CO₂ for a 20 km round trip drive",
+ "suggested_impact": "0 kg CO₂ if biking or walking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Evening (Home/Leisure)",
+ "demographic": "Fitness Enthusiast, Male, 33",
+ "input_index": 2,
+ "original_input": "Taking a long hot shower after my workout, helps my muscles",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking a long hot shower after a workout to soothe muscles.\",\n \"suggestion\": \"Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.\",\n \"rationale\": \"Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.\",\n \"metrics\": {\n \"original_impact\": \"100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower\",\n \"suggested_impact\": \"33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower\",\n \"impact_indicator\": \"high\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking a long hot shower after a workout to soothe muscles.",
+ "suggestion": "Take a shorter warm shower (around 5 minutes) and use a reusable heat pack or heating pad for muscle relief afterward.",
+ "rationale": "Shorter showers significantly reduce water and energy use, while a reusable heat pack provides targeted muscle relief without additional water or energy. This is both sustainable and effective for your recovery routine.",
+ "metrics": {
+ "original_impact": "100 liters of water and 1.8 kg CO₂ for a 15-minute hot shower",
+ "suggested_impact": "33 liters of water and 0.6 kg CO₂ for a 5-minute warm shower",
+ "impact_indicator": "high"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 0,
+ "original_input": "Pulling an all-nighter to finish my thesis, keeping all the lights on and drinking lots of coffee",
+ "raw_response": "```json\n{\n \"original_action\": \"Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.\",\n \"suggestion\": \"Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.\",\n \"rationale\": \"Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.\",\n \"metrics\": {\n \"original_impact\": \"2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).\",\n \"suggested_impact\": \"1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Pulling an all-nighter with all lights on and drinking lots of coffee to finish a thesis.",
+ "suggestion": "Use task lighting or LED desk lamps instead of keeping all room lights on, and consider making coffee at home to reduce waste from disposable cups.",
+ "rationale": "Switching to task lighting or LED lamps reduces electricity use, and brewing coffee at home minimizes waste from single-use coffee cups and lids, while still supporting your productivity during the all-nighter.",
+ "metrics": {
+ "original_impact": "2.5 kWh of electricity and 0.3 kg CO₂ from disposable coffee cups (estimated for 8 hours and 3 cups of coffee).",
+ "suggested_impact": "1 kWh of electricity and 0.05 kg CO₂ from reusable mugs (estimated)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 1,
+ "original_input": "Ordering late-night snacks from 7-Eleven through delivery app",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering late-night snacks from 7-Eleven through a delivery app\",\n \"suggestion\": \"Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.\",\n \"rationale\": \"By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.\",\n \"metrics\": {\n \"original_impact\": \"0.8 kg CO₂ for an average delivery trip\",\n \"suggested_impact\": \"0 kg CO₂ from walking or biking\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering late-night snacks from 7-Eleven through a delivery app",
+ "suggestion": "Walk or bike to the nearest convenience store to pick up your snacks instead of using delivery.",
+ "rationale": "By skipping delivery, you eliminate the carbon emissions associated with the delivery vehicle and reduce packaging waste often used for app orders. Walking or biking is also healthier for you and has no associated emissions.",
+ "metrics": {
+ "original_impact": "0.8 kg CO₂ for an average delivery trip",
+ "suggested_impact": "0 kg CO₂ from walking or biking"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Graduate Student, Female, 24",
+ "input_index": 2,
+ "original_input": "Running the heater because it's cold in my apartment, probably all night",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the heater all night to stay warm in a cold apartment.\",\n \"suggestion\": \"Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.\",\n \"rationale\": \"Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)\",\n \"suggested_impact\": \"6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the heater all night to stay warm in a cold apartment.",
+ "suggestion": "Use a programmable thermostat to lower the temperature slightly while sleeping and layer up with warm blankets or clothing.",
+ "rationale": "Lowering the thermostat by just a few degrees at night can significantly reduce energy consumption, while layering up ensures you stay warm and comfortable. This approach reduces your carbon footprint and saves on heating costs.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for running a heater all night (8 hours, depending on type and efficiency)",
+ "suggested_impact": "6-7 kg CO₂ with reduced thermostat setting and additional insulation like blankets"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 0,
+ "original_input": "Leaving the porch light on all night for security",
+ "raw_response": "```json\n{\n \"original_action\": \"Leaving the porch light on all night for security.\",\n \"suggestion\": \"Install a motion-sensor light that only turns on when movement is detected.\",\n \"rationale\": \"Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.\",\n \"metrics\": {\n \"original_impact\": \"1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)\",\n \"suggested_impact\": \"0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Leaving the porch light on all night for security.",
+ "suggestion": "Install a motion-sensor light that only turns on when movement is detected.",
+ "rationale": "Motion-sensor lights provide the same level of security by illuminating only when needed, reducing energy consumption significantly and extending the bulb's lifespan.",
+ "metrics": {
+ "original_impact": "1.2 kWh per night (~0.5 kg CO₂ per night, assuming incandescent bulb)",
+ "suggested_impact": "0.1 kWh per night (~0.04 kg CO₂ per night, assuming LED motion-sensor bulb with limited activation)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 1,
+ "original_input": "Running the washing machine before bed, need clean clothes for tomorrow",
+ "raw_response": "```json\n{\n \"original_action\": \"Running the washing machine at night for clean clothes needed the next day.\",\n \"suggestion\": \"Run the washing machine on a cold water cycle and ensure it's a full load.\",\n \"rationale\": \"Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.\",\n \"metrics\": {\n \"original_impact\": \"0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)\",\n \"suggested_impact\": \"0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Running the washing machine at night for clean clothes needed the next day.",
+ "suggestion": "Run the washing machine on a cold water cycle and ensure it's a full load.",
+ "rationale": "Cold water cycles use significantly less energy compared to hot water cycles, and running a full load maximizes the efficiency of water and energy use per garment. This way, you still get clean clothes while reducing energy consumption and associated emissions.",
+ "metrics": {
+ "original_impact": "0.7 kg CO₂ for a standard warm water cycle (assuming 1 kWh of energy use)",
+ "suggested_impact": "0.2 kg CO₂ for a cold water cycle (assuming 0.3 kWh of energy use)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Night Routine",
+ "demographic": "Working Parent, Male, 42",
+ "input_index": 2,
+ "original_input": "Setting the thermostat to 72 overnight so we're comfortable",
+ "raw_response": "```json\n{\n \"original_action\": \"Setting the thermostat to 72°F overnight for comfort.\",\n \"suggestion\": \"Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.\",\n \"rationale\": \"Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).\",\n \"suggested_impact\": \"Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source).\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Setting the thermostat to 72°F overnight for comfort.",
+ "suggestion": "Lower the thermostat to 68°F overnight and use an extra blanket or warmer sleepwear for comfort.",
+ "rationale": "Lowering the thermostat by just a few degrees significantly reduces energy consumption and carbon emissions while maintaining comfort with simple adjustments like extra bedding.",
+ "metrics": {
+ "original_impact": "Approximately 10 kWh of energy use for an 8-hour period, equivalent to 6.5 kg CO₂ (depending on energy source).",
+ "suggested_impact": "Approximately 7 kWh of energy use, equivalent to 4.6 kg CO₂ (depending on energy source)."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 0,
+ "original_input": "Planning a road trip to the beach this weekend, about 200 miles each way",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving 200 miles each way for a beach trip this weekend in a personal vehicle.\",\n \"suggestion\": \"Rent a hybrid or electric vehicle for the trip if available and affordable.\",\n \"rationale\": \"Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.\",\n \"metrics\": {\n \"original_impact\": \"88 kg CO₂ for a gas-powered car (400 miles round trip)\",\n \"suggested_impact\": \"30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving 200 miles each way for a beach trip this weekend in a personal vehicle.",
+ "suggestion": "Rent a hybrid or electric vehicle for the trip if available and affordable.",
+ "rationale": "Hybrid or electric vehicles significantly reduce fuel consumption and emissions compared to traditional gas-powered cars, especially over long distances. Renting one for this trip ensures lower environmental impact without requiring permanent changes to your vehicle choice.",
+ "metrics": {
+ "original_impact": "88 kg CO₂ for a gas-powered car (400 miles round trip)",
+ "suggested_impact": "30 kg CO₂ for a hybrid or 0 kg CO₂ for an EV (electric vehicle powered by clean energy)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 1,
+ "original_input": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying groceries for the week at Whole Foods, filling up the cart\",\n \"suggestion\": \"Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.\",\n \"rationale\": \"Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items\",\n \"suggested_impact\": \"35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying groceries for the week at Whole Foods, filling up the cart",
+ "suggestion": "Prioritize buying seasonal, locally sourced produce and reduce reliance on highly packaged or imported items.",
+ "rationale": "Locally sourced and seasonal foods have a lower carbon footprint due to reduced transportation and storage needs. Minimizing packaged goods reduces waste and favors fresh, sustainable choices.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for a mixed grocery cart with imported and packaged items",
+ "suggested_impact": "35 kg CO₂ for a cart emphasizing local, seasonal, and minimally packaged items"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Family, Female, 36",
+ "input_index": 2,
+ "original_input": "Grilling burgers and steaks for the family barbecue on Saturday",
+ "raw_response": "```json\n{\n \"original_action\": \"Grilling burgers and steaks for a family barbecue\",\n \"suggestion\": \"Include plant-based burger patties or grilled vegetables alongside the meat options.\",\n \"rationale\": \"Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.\",\n \"metrics\": {\n \"original_impact\": \"25 kg CO₂ for 8 servings of beef (burgers and steaks)\",\n \"suggested_impact\": \"15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Grilling burgers and steaks for a family barbecue",
+ "suggestion": "Include plant-based burger patties or grilled vegetables alongside the meat options.",
+ "rationale": "Plant-based alternatives and vegetables have a significantly lower carbon footprint compared to beef, and adding them to the menu can reduce overall emissions while offering variety for everyone.",
+ "metrics": {
+ "original_impact": "25 kg CO₂ for 8 servings of beef (burgers and steaks)",
+ "suggested_impact": "15 kg CO₂ with 4 servings of beef and 4 servings of plant-based alternatives or vegetables"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 0,
+ "original_input": "Buying new power tools online, they're on sale at Home Depot",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying new power tools online during a sale at Home Depot\",\n \"suggestion\": \"Purchase refurbished power tools or rent them if they are for occasional use.\",\n \"rationale\": \"Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.\",\n \"metrics\": {\n \"original_impact\": \"50 kg CO₂ (estimated manufacturing and shipping for new tools)\",\n \"suggested_impact\": \"25 kg CO₂ for refurbished tools or near-zero for tool rental\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying new power tools online during a sale at Home Depot",
+ "suggestion": "Purchase refurbished power tools or rent them if they are for occasional use.",
+ "rationale": "Refurbished tools reduce demand for new manufacturing, lowering resource use and waste. Renting tools is cost-effective and eliminates ownership waste for infrequent use.",
+ "metrics": {
+ "original_impact": "50 kg CO₂ (estimated manufacturing and shipping for new tools)",
+ "suggested_impact": "25 kg CO₂ for refurbished tools or near-zero for tool rental"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 1,
+ "original_input": "Working on my car in the garage with all the lights on this weekend",
+ "raw_response": "```json\n{\n \"original_action\": \"Working on a car in the garage with all the lights on.\",\n \"suggestion\": \"Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.\",\n \"rationale\": \"LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.\",\n \"metrics\": {\n \"original_impact\": \"1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).\",\n \"suggested_impact\": \"0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Working on a car in the garage with all the lights on.",
+ "suggestion": "Use energy-efficient LED bulbs and turn off unnecessary lights when not needed.",
+ "rationale": "LED bulbs consume significantly less energy compared to traditional incandescent or CFL bulbs, and turning off extra lights reduces electricity use, lowering your carbon footprint without impacting your work.",
+ "metrics": {
+ "original_impact": "1.5 kg CO₂ for 8 hours of incandescent lighting (assuming 5 lights at 60W each).",
+ "suggested_impact": "0.3 kg CO₂ for 8 hours of LED lighting (assuming 5 lights at 10W each)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Hobbyist, Male, 58",
+ "input_index": 2,
+ "original_input": "Planning to repaint my deck, need to buy several gallons of stain",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying several gallons of deck stain for repainting a deck\",\n \"suggestion\": \"Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.\",\n \"rationale\": \"Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.\",\n \"metrics\": {\n \"original_impact\": \"High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter\",\n \"suggested_impact\": \"Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying several gallons of deck stain for repainting a deck",
+ "suggestion": "Choose a water-based, low-VOC (volatile organic compounds) or no-VOC deck stain instead of a traditional oil-based stain.",
+ "rationale": "Low-VOC or no-VOC stains significantly reduce the release of harmful chemicals into the air, improving indoor and outdoor air quality. Water-based stains are also easier to clean up with water, reducing the need for harsh cleaning chemicals.",
+ "metrics": {
+ "original_impact": "High VOC emissions from oil-based stain, approximately 100-150 grams VOCs per liter",
+ "suggested_impact": "Low VOC emissions, approximately 5-50 grams VOCs per liter with low-VOC stain"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 0,
+ "original_input": "Getting my nails done at the salon, then maybe shopping at the mall",
+ "raw_response": "```json\n{\n \"original_action\": \"Getting nails done at the salon and shopping at the mall.\",\n \"suggestion\": \"Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.\",\n \"rationale\": \"Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.\",\n \"metrics\": {\n \"original_impact\": \"Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.\",\n \"suggested_impact\": \"Reduced chemical exposure and no additional plastic waste from reusable bag use.\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"qualitative_only\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Getting nails done at the salon and shopping at the mall.",
+ "suggestion": "Opt for a non-toxic, eco-friendly nail polish brand at the salon and bring a reusable shopping bag to the mall.",
+ "rationale": "Non-toxic nail polishes reduce exposure to harmful chemicals for both you and the environment, while reusable shopping bags minimize plastic waste during your mall visit.",
+ "metrics": {
+ "original_impact": "Qualitative estimate: Chemical exposure and potential microplastic pollution from conventional nail polish; additional plastic waste from store bags.",
+ "suggested_impact": "Reduced chemical exposure and no additional plastic waste from reusable bag use."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "qualitative_only"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 1,
+ "original_input": "Meeting friends for brunch downtown, we're all driving separately",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving separately to meet friends for brunch downtown\",\n \"suggestion\": \"Coordinate a carpool with your friends or use public transit if available.\",\n \"rationale\": \"Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for 4 cars traveling 10 km round trip each\",\n \"suggested_impact\": \"2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving separately to meet friends for brunch downtown",
+ "suggestion": "Coordinate a carpool with your friends or use public transit if available.",
+ "rationale": "Carpooling reduces the number of vehicles on the road, cutting emissions and saving fuel costs. If public transit is an option, it further minimizes your carbon footprint while being affordable and convenient.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for 4 cars traveling 10 km round trip each",
+ "suggested_impact": "2.5 kg CO₂ for 1 carpool vehicle traveling the same distance or as low as 0.5 kg CO₂ per person by public transit"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Social Butterfly, Female, 25",
+ "input_index": 2,
+ "original_input": "Buying a new dress for tonight, need something cute",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new dress for a single event\",\n \"suggestion\": \"Consider borrowing a dress from a friend or renting one from a clothing rental service.\",\n \"rationale\": \"Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.\",\n \"metrics\": {\n \"original_impact\": \"10 kg CO₂ for production and transport of a new dress\",\n \"suggested_impact\": \"1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new dress for a single event",
+ "suggestion": "Consider borrowing a dress from a friend or renting one from a clothing rental service.",
+ "rationale": "Borrowing or renting reduces the environmental impact associated with producing and transporting a new garment. It also avoids adding to textile waste, while still allowing you to wear something stylish and unique for your event.",
+ "metrics": {
+ "original_impact": "10 kg CO₂ for production and transport of a new dress",
+ "suggested_impact": "1 kg CO₂ or less for transport and cleaning of a rented or borrowed dress"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 0,
+ "original_input": "Buying camping gear from REI online, getting a new tent and sleeping bags",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying a new tent and sleeping bags from REI online.\",\n \"suggestion\": \"Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.\",\n \"rationale\": \"Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 50 kg CO₂ for manufacturing and shipping new gear.\",\n \"suggested_impact\": \"10-15 kg CO₂ for shipping used gear (no manufacturing impact).\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying a new tent and sleeping bags from REI online.",
+ "suggestion": "Consider purchasing gently used camping gear from REI's Used Gear section or a local outdoor gear shop.",
+ "rationale": "Opting for secondhand camping gear significantly reduces the environmental impact by extending the life cycle of products and avoiding the emissions and resources associated with manufacturing new items. Many used items are in excellent condition and cost less, making this option both sustainable and affordable.",
+ "metrics": {
+ "original_impact": "Approximately 50 kg CO₂ for manufacturing and shipping new gear.",
+ "suggested_impact": "10-15 kg CO₂ for shipping used gear (no manufacturing impact)."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 1,
+ "original_input": "Driving up to the mountains this weekend with the family, SUV loaded up",
+ "raw_response": "```json\n{\n \"original_action\": \"Driving an SUV to the mountains with the family for a weekend trip.\",\n \"suggestion\": \"Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.\",\n \"rationale\": \"Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.\",\n \"metrics\": {\n \"original_impact\": \"150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)\",\n \"suggested_impact\": \"127.5 kg CO₂ with efficient driving (15% reduction)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Driving an SUV to the mountains with the family for a weekend trip.",
+ "suggestion": "Ensure the SUV is fully loaded with passengers and gear, and drive efficiently by maintaining steady speeds and properly inflating your tires.",
+ "rationale": "Since you're already optimizing the trip by traveling with your family in one vehicle, driving efficiently and maintaining your SUV can reduce fuel consumption and emissions by up to 15%. This is a practical way to make your trip more sustainable without changing your plans.",
+ "metrics": {
+ "original_impact": "150 kg CO₂ for a 300 km round trip (SUV averaging 10 L/100 km)",
+ "suggested_impact": "127.5 kg CO₂ with efficient driving (15% reduction)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Weekend Activities",
+ "demographic": "Outdoor Enthusiast, Male, 47",
+ "input_index": 2,
+ "original_input": "Stocking up on bottled water for the camping trip, getting a case of 24",
+ "raw_response": "```json\n{\n \"original_action\": \"Purchasing a case of 24 bottled water for a camping trip.\",\n \"suggestion\": \"Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.\",\n \"rationale\": \"Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.\",\n \"metrics\": {\n \"original_impact\": \"6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.\",\n \"suggested_impact\": \"0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste.\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Purchasing a case of 24 bottled water for a camping trip.",
+ "suggestion": "Bring a large reusable water container or water bladder and refill it from campsite water sources or use a portable water filter.",
+ "rationale": "Using a reusable water container significantly reduces plastic waste and the carbon footprint associated with single-use bottled water production and disposal. Many campsites provide water access, and portable filters ensure safe drinking water even in remote areas.",
+ "metrics": {
+ "original_impact": "6.72 kg CO₂ for 24 single-use plastic bottles (0.28 kg CO₂ per bottle) and approximately 24 bottles of waste.",
+ "suggested_impact": "0.5 kg CO₂ for reusable container manufacturing (amortized over multiple uses) and zero plastic waste."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 0,
+ "original_input": "Booking a rental car for my week-long business trip in LA",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a car for a week-long business trip in Los Angeles\",\n \"suggestion\": \"Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.\",\n \"rationale\": \"Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.\",\n \"metrics\": {\n \"original_impact\": \"140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)\",\n \"suggested_impact\": \"70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a car for a week-long business trip in Los Angeles",
+ "suggestion": "Opt for a hybrid or fully electric rental car instead of a standard gasoline vehicle.",
+ "rationale": "Switching to a hybrid or electric car significantly reduces fuel consumption and emissions, which is especially impactful during a week-long rental. Many rental agencies in LA offer these options, and charging stations are widely available in the area.",
+ "metrics": {
+ "original_impact": "140 kg CO₂ (assuming 700 miles at 0.2 kg CO₂/mile for a standard gasoline car)",
+ "suggested_impact": "70 kg CO₂ for a hybrid or near 0 kg CO₂ for a fully electric car (charging emissions depend on the electricity source)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 1,
+ "original_input": "Need to expense five dinners at restaurants while I'm traveling",
+ "raw_response": "```json\n{\n \"original_action\": \"Eating five dinners at restaurants while traveling.\",\n \"suggestion\": \"Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.\",\n \"rationale\": \"Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.\",\n \"metrics\": {\n \"original_impact\": \"12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)\",\n \"suggested_impact\": \"10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)\",\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Eating five dinners at restaurants while traveling.",
+ "suggestion": "Opt for locally-owned restaurants that use seasonal, plant-based, or sustainably sourced ingredients for at least some of your meals.",
+ "rationale": "Choosing local and seasonally based options supports the local economy, reduces the carbon footprint associated with food transportation, and minimizes the environmental impact of resource-intensive ingredients like beef. Many restaurants now highlight sustainable practices, making this an accessible and enjoyable option.",
+ "metrics": {
+ "original_impact": "12.5 kg CO₂ (assuming 2.5 kg CO₂ per typical restaurant meal with mixed ingredients)",
+ "suggested_impact": "10 kg CO₂ (assuming lower-impact meals for 2 out of 5 dinners)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Business Trip",
+ "input_index": 2,
+ "original_input": "Getting hotel laundry service, have like ten items to clean",
+ "raw_response": "```json\n{\n \"original_action\": \"Using hotel laundry service for ten items of clothing\",\n \"suggestion\": \"Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.\",\n \"rationale\": \"Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.\",\n \"metrics\": {\n \"original_impact\": \"50 liters water and 1.5 kg CO₂ for hotel laundry service\",\n \"suggested_impact\": \"10 liters water and negligible CO₂ for hand-washing\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Using hotel laundry service for ten items of clothing",
+ "suggestion": "Wash your clothes in the hotel sink or bathtub using biodegradable detergent and hang them to dry.",
+ "rationale": "Hotel laundry services often use large machines that run even for small loads, leading to higher energy and water usage per item. Hand-washing with biodegradable detergent minimizes resource use and avoids the environmental impact of harsh commercial detergents.",
+ "metrics": {
+ "original_impact": "50 liters water and 1.5 kg CO₂ for hotel laundry service",
+ "suggested_impact": "10 liters water and negligible CO₂ for hand-washing"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 0,
+ "original_input": "Replacing all the windows in my house with new ones",
+ "raw_response": "```json\n{\n \"original_action\": \"Replacing all the windows in the house with new ones.\",\n \"suggestion\": \"Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.\",\n \"rationale\": \"Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.\",\n \"metrics\": {\n \"original_impact\": \"1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).\",\n \"suggested_impact\": \"300 kg CO₂ for retrofitting or repairing existing windows.\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Replacing all the windows in the house with new ones.",
+ "suggestion": "Evaluate the condition of your current windows and consider repairing or retrofitting them with energy-efficient upgrades, such as adding storm windows or sealing gaps, instead of full replacement.",
+ "rationale": "Retrofitting existing windows can significantly reduce energy loss at a lower environmental cost compared to manufacturing and transporting new windows. This approach minimizes waste, uses fewer resources, and is often more cost-effective while still improving energy efficiency.",
+ "metrics": {
+ "original_impact": "1,200 kg CO₂ for manufacturing and transporting new windows (for a typical house with 15 windows).",
+ "suggested_impact": "300 kg CO₂ for retrofitting or repairing existing windows."
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 1,
+ "original_input": "Buying a new refrigerator, the old one still works but it's like 15 years old",
+ "raw_response": "```json\n{\n \"original_action\": \"Replacing a 15-year-old working refrigerator with a new one.\",\n \"suggestion\": \"Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.\",\n \"rationale\": \"Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.\",\n \"metrics\": {\n \"original_impact\": \"200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)\",\n \"suggested_impact\": \"0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Replacing a 15-year-old working refrigerator with a new one.",
+ "suggestion": "Keep using the old refrigerator until it breaks or becomes inefficient, and in the meantime, monitor its energy use with a plug-in electricity usage monitor to assess if replacement is truly beneficial.",
+ "rationale": "Although newer refrigerators are more energy-efficient, the environmental cost of manufacturing and disposing of the old refrigerator can outweigh the benefits unless it is highly inefficient. Monitoring energy usage will help determine if replacing it now is justified or if waiting is more sustainable.",
+ "metrics": {
+ "original_impact": "200 kg CO₂ for manufacturing the new fridge plus 450 kWh/year (old fridge energy use)",
+ "suggested_impact": "0 kg CO₂ for manufacturing plus 450 kWh/year (current energy use while monitoring)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Home Improvement",
+ "input_index": 2,
+ "original_input": "Installing all new LED lighting throughout the house",
+ "raw_response": "```json\n{\n \"original_action\": \"Installing all new LED lighting throughout the house\",\n \"suggestion\": \"Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.\",\n \"rationale\": \"While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.\",\n \"suggested_impact\": \"Same 80% energy reduction over time, but with minimized waste.\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Installing all new LED lighting throughout the house",
+ "suggestion": "Install LED lights only in high-use areas first, and replace other bulbs as they burn out to minimize waste.",
+ "rationale": "While switching to LED lighting is highly sustainable due to its energy efficiency, replacing functioning bulbs prematurely generates unnecessary waste. Prioritizing high-use areas maximizes energy savings while reducing material waste.",
+ "metrics": {
+ "original_impact": "Approximately 80% reduction in energy use compared to incandescent bulbs, but potential waste generation from discarding functional bulbs.",
+ "suggested_impact": "Same 80% energy reduction over time, but with minimized waste."
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 0,
+ "original_input": "Ordering gifts online for the whole family, need them wrapped and shipped",
+ "raw_response": "```json\n{\n \"original_action\": \"Ordering gifts online with wrapping and shipping for the whole family\",\n \"suggestion\": \"Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.\",\n \"rationale\": \"Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)\",\n \"suggested_impact\": \"4 kg CO₂ with recyclable or no wrapping, and reduced waste\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Ordering gifts online with wrapping and shipping for the whole family",
+ "suggestion": "Opt for eco-friendly wrapping options offered by the retailer or request no wrapping and use sustainable wrapping materials at home.",
+ "rationale": "Many retailers use non-recyclable wrapping materials, which add waste. Eco-friendly wrapping or wrapping at home with recyclable or reusable materials significantly reduces environmental impact while maintaining the joy of gift-giving.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ and significant non-recyclable waste for wrapping and shipping (estimated for 5 gifts)",
+ "suggested_impact": "4 kg CO₂ with recyclable or no wrapping, and reduced waste"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 1,
+ "original_input": "Flying to see family for Thanksgiving, bringing my spouse and two kids",
+ "raw_response": "```json\n{\n \"original_action\": \"Flying with family (2 adults, 2 kids) to visit family for Thanksgiving\",\n \"suggestion\": \"Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.\",\n \"rationale\": \"Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.\",\n \"metrics\": {\n \"original_impact\": \"3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)\",\n \"suggested_impact\": \"720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Flying with family (2 adults, 2 kids) to visit family for Thanksgiving",
+ "suggestion": "Consider taking a train if it's a feasible option for your route, or book direct flights in economy class to minimize emissions.",
+ "rationale": "Trains emit significantly less carbon per passenger compared to flights, making them a more sustainable option, especially for domestic trips. If flying is necessary, direct flights in economy class reduce emissions by avoiding layovers and maximizing passenger capacity per flight.",
+ "metrics": {
+ "original_impact": "3,600 kg CO₂ (900 kg CO₂ per person for a domestic round trip flight)",
+ "suggested_impact": "720 kg CO₂ (180 kg CO₂ per person by train for a similar route) or 3,200 kg CO₂ (direct flight in economy class with slight efficiency gains)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Holiday Planning",
+ "input_index": 2,
+ "original_input": "Cooking a big turkey dinner for 15 people",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking a big turkey dinner for 15 people\",\n \"suggestion\": \"Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.\",\n \"rationale\": \"Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.\",\n \"metrics\": {\n \"original_impact\": \"60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)\",\n \"suggested_impact\": \"45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)\",\n \"impact_indicator\": \"medium\"\n },\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking a big turkey dinner for 15 people",
+ "suggestion": "Consider reducing the amount of turkey slightly and complementing the meal with more plant-based side dishes like roasted vegetables, grains, or legumes.",
+ "rationale": "Turkey production has a notable carbon and water footprint, and reducing the quantity while adding plant-based dishes can significantly lower the environmental impact. This also provides more diverse options for guests, which is often appreciated in large gatherings.",
+ "metrics": {
+ "original_impact": "60 kg CO₂ for an average 7 kg turkey (approximately 8.5 kg CO₂ per kg of turkey production)",
+ "suggested_impact": "45 kg CO₂ for a 5 kg turkey plus ~5 kg of plant-based sides (approximately 9 kg CO₂ for plant-based additions)",
+ "impact_indicator": "medium"
+ },
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 0,
+ "original_input": "Renting a moving truck to move across the state",
+ "raw_response": "```json\n{\n \"original_action\": \"Renting a moving truck to move across the state\",\n \"suggestion\": \"Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.\",\n \"rationale\": \"Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.\",\n \"metrics\": {\n \"original_impact\": \"Approximately 150 kg CO₂ for a mid-sized truck over 200 miles\",\n \"suggested_impact\": \"Approximately 100 kg CO₂ for a smaller truck over the same distance\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Renting a moving truck to move across the state",
+ "suggestion": "Choose the smallest truck that fits your belongings efficiently and pack strategically to maximize space usage.",
+ "rationale": "Using a smaller truck reduces fuel consumption and emissions. Packing efficiently ensures fewer trips are needed, lowering the overall environmental impact.",
+ "metrics": {
+ "original_impact": "Approximately 150 kg CO₂ for a mid-sized truck over 200 miles",
+ "suggested_impact": "Approximately 100 kg CO₂ for a smaller truck over the same distance"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 1,
+ "original_input": "Buying new furniture from IKEA, getting it delivered",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying new furniture from IKEA and opting for home delivery\",\n \"suggestion\": \"Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.\",\n \"rationale\": \"Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.\",\n \"metrics\": {\n \"original_impact\": \"50-100 kg CO₂ (production and delivery of new IKEA furniture)\",\n \"suggested_impact\": \"10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)\",\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying new furniture from IKEA and opting for home delivery",
+ "suggestion": "Consider purchasing second-hand furniture locally through platforms like Facebook Marketplace or thrift stores.",
+ "rationale": "Second-hand furniture reduces the demand for new materials, lowers manufacturing emissions, and often avoids the carbon footprint of long-distance delivery. It can also be more cost-effective while still providing high-quality options.",
+ "metrics": {
+ "original_impact": "50-100 kg CO₂ (production and delivery of new IKEA furniture)",
+ "suggested_impact": "10-20 kg CO₂ (minimal emissions for local transportation of second-hand furniture)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Special Situations",
+ "demographic": "Moving/Relocating",
+ "input_index": 2,
+ "original_input": "Setting up utilities at the new place, need everything turned on",
+ "raw_response": "```json\n{\n \"original_action\": \"Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.\",\n \"suggestion\": \"Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.\",\n \"rationale\": \"Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.\",\n \"metrics\": {\n \"original_impact\": \"4,000 kg CO₂ annually from standard energy mix for a typical household\",\n \"suggested_impact\": \"400 kg CO₂ annually from renewable energy and reduced electricity consumption\",\n \"unit\": \"kg CO₂/year\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Setting up all utilities (electricity, water, gas, internet) at a new residence without specific sustainability considerations.",
+ "suggestion": "Opt for a green energy plan from your utility provider and install energy-efficient LED bulbs throughout your new home.",
+ "rationale": "Switching to a green energy plan ensures your electricity comes from renewable sources, significantly reducing your carbon footprint. Energy-efficient LED bulbs consume up to 75% less energy than traditional incandescent bulbs, lowering both energy use and costs.",
+ "metrics": {
+ "original_impact": "4,000 kg CO₂ annually from standard energy mix for a typical household",
+ "suggested_impact": "400 kg CO₂ annually from renewable energy and reduced electricity consumption",
+ "unit": "kg CO₂/year"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 0,
+ "original_input": "I'm doing something with my car tomorrow",
+ "raw_response": "```json\n{\n \"original_action\": \"Unspecified activity involving a car tomorrow\",\n \"suggestion\": \"Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.\",\n \"rationale\": \"Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.\",\n \"metrics\": {\n \"original_impact\": \"Unable to estimate\",\n \"suggested_impact\": \"Unable to estimate\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"needs_clarification\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Unspecified activity involving a car tomorrow",
+ "suggestion": "Could you clarify what you plan to do with your car tomorrow? For example, are you commuting, running errands, or going on a trip? This will help me recommend a more sustainable alternative.",
+ "rationale": "Without specific details about how the car will be used, it's challenging to identify opportunities for reducing environmental impact or suggesting improvements.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 1,
+ "original_input": "Need to buy stuff online",
+ "raw_response": "```json\n{\n \"original_action\": \"Shopping online for products\",\n \"suggestion\": \"Combine your purchases into a single order and choose slower, consolidated shipping options if available.\",\n \"rationale\": \"Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.\",\n \"metrics\": {\n \"original_impact\": \"5 kg CO₂ per separate shipment (average estimate)\",\n \"suggested_impact\": \"3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Shopping online for products",
+ "suggestion": "Combine your purchases into a single order and choose slower, consolidated shipping options if available.",
+ "rationale": "Consolidating purchases reduces the number of individual shipments, which lowers packaging waste and delivery emissions. Opting for slower shipping allows for more efficient logistics, further reducing the carbon footprint.",
+ "metrics": {
+ "original_impact": "5 kg CO₂ per separate shipment (average estimate)",
+ "suggested_impact": "3 kg CO₂ for a consolidated shipment (average estimate, depending on order size and shipping method)"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 2,
+ "original_input": "Going somewhere this weekend",
+ "raw_response": "```json\n{\n \"original_action\": \"Unspecified travel plans for the weekend\",\n \"suggestion\": \"Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.\",\n \"rationale\": \"Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.\",\n \"metrics\": {\n \"original_impact\": \"Unable to estimate\",\n \"suggested_impact\": \"Unable to estimate\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"needs_clarification\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Unspecified travel plans for the weekend",
+ "suggestion": "Could you share more details about your travel plans? For example, the mode of transportation, destination, or purpose of the trip, so I can suggest a more sustainable option.",
+ "rationale": "Without specific details about your travel plans, it's difficult to assess the potential environmental impact or propose a suitable alternative.",
+ "metrics": {
+ "original_impact": "Unable to estimate",
+ "suggested_impact": "Unable to estimate"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "needs_clarification"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Unclear Inputs",
+ "input_index": 3,
+ "original_input": "Planning to cook tonight",
+ "raw_response": "```json\n{\n \"original_action\": \"Cooking dinner at home\",\n \"suggestion\": \"Choose a plant-based recipe or use locally sourced ingredients for your meal.\",\n \"rationale\": \"Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.\",\n \"metrics\": {\n \"original_impact\": \"5-10 kg CO₂ for an average meat-based meal (depending on ingredients)\",\n \"suggested_impact\": \"2-4 kg CO₂ for a plant-based meal with local produce\"\n },\n \"impact_indicator\": \"medium\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Cooking dinner at home",
+ "suggestion": "Choose a plant-based recipe or use locally sourced ingredients for your meal.",
+ "rationale": "Plant-based meals generally have a lower carbon footprint compared to meat-based meals, and locally sourced ingredients reduce transportation emissions and support local producers.",
+ "metrics": {
+ "original_impact": "5-10 kg CO₂ for an average meat-based meal (depending on ingredients)",
+ "suggested_impact": "2-4 kg CO₂ for a plant-based meal with local produce"
+ },
+ "impact_indicator": "medium",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 0,
+ "original_input": "I'm biking to work today like I do every day",
+ "raw_response": "```json\n{\n \"original_action\": \"Biking to work every day\",\n \"suggestion\": \"That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.\",\n \"rationale\": \"Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for daily biking\",\n \"suggested_impact\": \"0 kg CO₂ (same, with minor improvement in maintenance sustainability)\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Biking to work every day",
+ "suggestion": "That's fantastic! Consider maintaining your bike regularly with eco-friendly lubricants to ensure it remains efficient and sustainable over time.",
+ "rationale": "Biking is already one of the most sustainable commuting options, as it has virtually zero carbon emissions. Regular maintenance improves the bike's longevity and performance, while eco-friendly products reduce the environmental impact of upkeep.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for daily biking",
+ "suggested_impact": "0 kg CO₂ (same, with minor improvement in maintenance sustainability)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 1,
+ "original_input": "Taking the subway downtown with my reusable water bottle and coffee cup",
+ "raw_response": "```json\n{\n \"original_action\": \"Taking the subway downtown with a reusable water bottle and coffee cup.\",\n \"suggestion\": \"You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.\",\n \"rationale\": \"Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.\",\n \"metrics\": {\n \"original_impact\": \"0.6 kg CO₂ for subway trip (round trip)\",\n \"suggested_impact\": \"0.6 kg CO₂ (same for transit, minor reduction in waste)\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Taking the subway downtown with a reusable water bottle and coffee cup.",
+ "suggestion": "You're already making sustainable choices! Consider packing a reusable shopping bag in case you make any purchases downtown.",
+ "rationale": "Your use of public transit and reusable items significantly reduces emissions and waste. Adding a reusable shopping bag prevents the need for single-use plastic or paper bags, further minimizing your environmental impact.",
+ "metrics": {
+ "original_impact": "0.6 kg CO₂ for subway trip (round trip)",
+ "suggested_impact": "0.6 kg CO₂ (same for transit, minor reduction in waste)"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 2,
+ "original_input": "Buying vegetables from the local farmer's market, bringing my own bags",
+ "raw_response": "```json\n{\n \"original_action\": \"Buying vegetables from the local farmer's market and using reusable bags.\",\n \"suggestion\": \"This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.\",\n \"rationale\": \"Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.\",\n \"metrics\": {\n \"original_impact\": \"Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)\",\n \"suggested_impact\": \"Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Buying vegetables from the local farmer's market and using reusable bags.",
+ "suggestion": "This is already a sustainable choice! If possible, try to prioritize seasonal and organic produce to further reduce your environmental footprint.",
+ "rationale": "Buying local and bringing your own bags are excellent practices that reduce transportation emissions and plastic waste. Choosing seasonal and organic produce can further reduce the environmental impact by avoiding energy-intensive farming and storage practices.",
+ "metrics": {
+ "original_impact": "Low (varies, typically < 0.5 kg CO₂ for local, plastic-free purchases)",
+ "suggested_impact": "Similar CO₂ footprint, with potential for lower pesticide and fertilizer impact"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 3,
+ "original_input": "Hanging my laundry outside to dry instead of using the dryer",
+ "raw_response": "```json\n{\n \"original_action\": \"Hanging laundry outside to dry instead of using a dryer\",\n \"suggestion\": \"You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.\",\n \"rationale\": \"Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load\",\n \"suggested_impact\": \"0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Hanging laundry outside to dry instead of using a dryer",
+ "suggestion": "You're already making an excellent sustainable choice! For added impact, try washing clothes in cold water to reduce energy use further.",
+ "rationale": "Drying laundry outside eliminates the significant energy consumption and carbon emissions associated with electric dryers. Washing in cold water complements this by reducing energy use during the washing cycle, as heating water is a major contributor to electricity usage.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for line drying compared to ~2.5 kg CO₂ per dryer load",
+ "suggested_impact": "0 kg CO₂ for drying and up to 0.5 kg CO₂ saved per load by using cold water"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 4,
+ "original_input": "Working from home today to avoid the commute",
+ "raw_response": "```json\n{\n \"original_action\": \"Working from home to avoid commuting\",\n \"suggestion\": \"Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.\",\n \"rationale\": \"Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.\",\n \"metrics\": {\n \"original_impact\": \"0 kg CO₂ for commuting\",\n \"suggested_impact\": \"0 kg CO₂ for commuting, with marginal reduction in home energy use\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Working from home to avoid commuting",
+ "suggestion": "Great choice! To further enhance sustainability, reduce energy use by unplugging unnecessary devices and using natural light where possible.",
+ "rationale": "Working from home significantly reduces carbon emissions by avoiding commuting. Minimizing energy use at home ensures that your overall environmental impact remains low.",
+ "metrics": {
+ "original_impact": "0 kg CO₂ for commuting",
+ "suggested_impact": "0 kg CO₂ for commuting, with marginal reduction in home energy use"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 5,
+ "original_input": "Eating leftovers from last night for lunch",
+ "raw_response": "```json\n{\n \"original_action\": \"Eating leftovers from last night for lunch\",\n \"suggestion\": \"Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.\",\n \"rationale\": \"Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.\",\n \"metrics\": {\n \"original_impact\": \"Negligible carbon footprint since no new food is being prepared\",\n \"suggested_impact\": \"Negligible carbon footprint plus reduction in landfill waste\"\n },\n \"impact_indicator\": \"low\",\n \"evaluation_status\": \"already_sustainable\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Eating leftovers from last night for lunch",
+ "suggestion": "Great choice! To make it even more sustainable, consider composting any food scraps from your meal if you aren’t already doing so.",
+ "rationale": "Eating leftovers minimizes food waste and reduces the need for additional cooking, which saves energy and resources. Composting scraps further reduces landfill waste and creates valuable organic material for soil health.",
+ "metrics": {
+ "original_impact": "Negligible carbon footprint since no new food is being prepared",
+ "suggested_impact": "Negligible carbon footprint plus reduction in landfill waste"
+ },
+ "impact_indicator": "low",
+ "evaluation_status": "already_sustainable"
+ },
+ "processing_status": "success"
+ },
+ {
+ "category": "Edge Cases (Testing Unclear/Already Sustainable)",
+ "demographic": "Already Sustainable Actions",
+ "input_index": 6,
+ "original_input": "Fixing my broken phone instead of buying a new one",
+ "raw_response": "```json\n{\n \"original_action\": \"Fixing a broken phone instead of buying a new one\",\n \"suggestion\": \"Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.\",\n \"rationale\": \"Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.\",\n \"metrics\": {\n \"original_impact\": \"70-80 kg CO₂ for manufacturing a new phone\",\n \"suggested_impact\": \"5-10 kg CO₂ for repair (including parts and transport)\"\n },\n \"impact_indicator\": \"high\",\n \"evaluation_status\": \"clear\"\n}\n```",
+ "parsed_json": {
+ "original_action": "Fixing a broken phone instead of buying a new one",
+ "suggestion": "Proceed with the repair and consider using a certified repair service or DIY repair kit if feasible.",
+ "rationale": "Repairing your phone significantly reduces electronic waste and saves the resources and energy required to manufacture a new device. Using a certified repair service ensures quality and extends the lifespan of your device, while DIY kits can be cost-effective.",
+ "metrics": {
+ "original_impact": "70-80 kg CO₂ for manufacturing a new phone",
+ "suggested_impact": "5-10 kg CO₂ for repair (including parts and transport)"
+ },
+ "impact_indicator": "high",
+ "evaluation_status": "clear"
+ },
+ "processing_status": "success"
+ }
+ ]
+}
\ No newline at end of file
diff --git a/Resources/SamplePromptEvaluator/report_styles.css b/Resources/SamplePromptEvaluator/report_styles.css
new file mode 100644
index 0000000..8bf3bf3
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/report_styles.css
@@ -0,0 +1,319 @@
+/* SustainIQ Evaluation Report Styles */
+
+* {
+ margin: 0;
+ padding: 0;
+ box-sizing: border-box;
+}
+
+body {
+ font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, sans-serif;
+ background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+ padding: 20px;
+ line-height: 1.6;
+}
+
+.container {
+ max-width: 1400px;
+ margin: 0 auto;
+ background: white;
+ border-radius: 12px;
+ box-shadow: 0 10px 40px rgba(0,0,0,0.2);
+ overflow: hidden;
+}
+
+.header {
+ background: linear-gradient(135deg, #2ecc71 0%, #27ae60 100%);
+ color: white;
+ padding: 30px;
+ text-align: center;
+}
+
+.header h1 {
+ font-size: 2.5em;
+ margin-bottom: 10px;
+ font-weight: 700;
+}
+
+.header .subtitle {
+ font-size: 1.1em;
+ opacity: 0.95;
+}
+
+.metadata {
+ background: #f8f9fa;
+ padding: 20px 30px;
+ border-bottom: 2px solid #e9ecef;
+ display: grid;
+ grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+ gap: 15px;
+}
+
+.metadata-item {
+ display: flex;
+ flex-direction: column;
+}
+
+.metadata-label {
+ font-size: 0.85em;
+ color: #6c757d;
+ text-transform: uppercase;
+ letter-spacing: 0.5px;
+ margin-bottom: 5px;
+}
+
+.metadata-value {
+ font-size: 1.1em;
+ font-weight: 600;
+ color: #2c3e50;
+}
+
+.content {
+ padding: 30px;
+}
+
+.category-section {
+ margin-bottom: 40px;
+ border: 1px solid #e9ecef;
+ border-radius: 8px;
+ overflow: hidden;
+}
+
+.category-header {
+ background: linear-gradient(135deg, #3498db 0%, #2980b9 100%);
+ color: white;
+ padding: 20px;
+ cursor: pointer;
+ display: flex;
+ justify-content: space-between;
+ align-items: center;
+ transition: all 0.3s ease;
+}
+
+.category-header:hover {
+ background: linear-gradient(135deg, #2980b9 0%, #1f6391 100%);
+}
+
+.category-title {
+ font-size: 1.4em;
+ font-weight: 600;
+}
+
+.category-count {
+ background: rgba(255,255,255,0.2);
+ padding: 5px 15px;
+ border-radius: 20px;
+ font-size: 0.9em;
+}
+
+.category-content {
+ display: block;
+}
+
+.result-card {
+ border-bottom: 1px solid #e9ecef;
+ padding: 20px;
+ transition: background 0.2s ease;
+}
+
+.result-card:last-child {
+ border-bottom: none;
+}
+
+.result-card:hover {
+ background: #f8f9fa;
+}
+
+.result-header {
+ display: grid;
+ grid-template-columns: 1fr auto;
+ gap: 15px;
+ margin-bottom: 15px;
+ align-items: start;
+}
+
+.demographic-badge {
+ background: #e7f3ff;
+ color: #0366d6;
+ padding: 5px 12px;
+ border-radius: 4px;
+ font-size: 0.9em;
+ font-weight: 500;
+}
+
+.status-badge {
+ padding: 5px 12px;
+ border-radius: 4px;
+ font-size: 0.85em;
+ font-weight: 600;
+ text-transform: uppercase;
+}
+
+.status-success {
+ background: #d4edda;
+ color: #155724;
+}
+
+.status-error {
+ background: #f8d7da;
+ color: #721c24;
+}
+
+.status-failed {
+ background: #fff3cd;
+ color: #856404;
+}
+
+.input-section {
+ background: #f8f9fa;
+ padding: 15px;
+ border-radius: 6px;
+ margin-bottom: 15px;
+ border-left: 4px solid #6c757d;
+}
+
+.section-label {
+ font-weight: 600;
+ color: #495057;
+ margin-bottom: 8px;
+ font-size: 0.9em;
+ text-transform: uppercase;
+ letter-spacing: 0.5px;
+}
+
+.input-text {
+ color: #2c3e50;
+ font-size: 1em;
+ line-height: 1.6;
+}
+
+.response-section {
+ background: #ffffff;
+ padding: 15px;
+ border-radius: 6px;
+ border: 1px solid #dee2e6;
+}
+
+.json-output {
+ background: #282c34;
+ color: #abb2bf;
+ padding: 15px;
+ border-radius: 6px;
+ overflow-x: auto;
+ font-family: 'Courier New', monospace;
+ font-size: 0.9em;
+ line-height: 1.5;
+ margin-top: 10px;
+}
+
+.json-key {
+ color: #e06c75;
+}
+
+.json-string {
+ color: #98c379;
+}
+
+.json-number {
+ color: #d19a66;
+}
+
+.impact-indicator {
+ display: inline-block;
+ padding: 8px 16px;
+ border-radius: 6px;
+ font-weight: 600;
+ margin-top: 10px;
+}
+
+.impact-high {
+ background: #d4edda;
+ color: #155724;
+ border: 2px solid #28a745;
+}
+
+.impact-medium {
+ background: #fff3cd;
+ color: #856404;
+ border: 2px solid #ffc107;
+}
+
+.impact-low {
+ background: #f8d7da;
+ color: #721c24;
+ border: 2px solid #dc3545;
+}
+
+.suggestion-box {
+ background: #e7f3ff;
+ border-left: 4px solid #0366d6;
+ padding: 15px;
+ margin-top: 10px;
+ border-radius: 4px;
+}
+
+.rationale-box {
+ background: #f8f9fa;
+ padding: 12px;
+ margin-top: 10px;
+ border-radius: 4px;
+ font-size: 0.9em;
+ color: #495057;
+ line-height: 1.5;
+}
+
+.metrics-box {
+ background: #fff3cd;
+ border-left: 3px solid #ffc107;
+ padding: 10px;
+ margin-top: 10px;
+ border-radius: 4px;
+ font-size: 0.85em;
+}
+
+.metric-item {
+ margin: 5px 0;
+ color: #856404;
+}
+
+.metric-label {
+ font-weight: 600;
+ margin-right: 5px;
+}
+
+.error-message {
+ background: #f8d7da;
+ color: #721c24;
+ padding: 15px;
+ border-radius: 6px;
+ border-left: 4px solid #dc3545;
+ margin-top: 10px;
+}
+
+.toggle-raw {
+ background: #6c757d;
+ color: white;
+ border: none;
+ padding: 8px 16px;
+ border-radius: 4px;
+ cursor: pointer;
+ font-size: 0.85em;
+ margin-top: 10px;
+ transition: background 0.2s ease;
+}
+
+.toggle-raw:hover {
+ background: #5a6268;
+}
+
+.raw-response {
+ display: none;
+ background: #f8f9fa;
+ padding: 15px;
+ border-radius: 6px;
+ margin-top: 10px;
+ white-space: pre-wrap;
+ font-family: 'Courier New', monospace;
+ font-size: 0.9em;
+ border: 1px solid #dee2e6;
+}
diff --git a/Resources/SamplePromptEvaluator/report_template.html b/Resources/SamplePromptEvaluator/report_template.html
new file mode 100644
index 0000000..a5754d8
--- /dev/null
+++ b/Resources/SamplePromptEvaluator/report_template.html
@@ -0,0 +1,64 @@
+
+
+
+
+
+ SustainIQ Evaluation Results
+
+
+
+