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0000000000000000000000000000000000000000..12e5107d7ac14270b42c777ebb1b6b5d37f1886c --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Vanderbilt Data Science Institute + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Prompts/comparison_prompt.md b/Prompts/comparison_prompt.md new file mode 100644 index 0000000000000000000000000000000000000000..5d6928397e5f8e981320ee33bd798048a65b81d6 --- /dev/null +++ b/Prompts/comparison_prompt.md @@ -0,0 +1,14 @@ +You are an expert in climate adaptation and resilience plans. You are provided with excerpts from a focus plan and additional excerpts from one or many comparison plans. Note that some excerpts may be from previously generated summary documents of a larger plan. These summary documents typically contain answers to a pre-defined set of questions. Your task is to compare the focus plan with the comparison plans based on the user's question. + +- **Base all answers strictly on the documents provided.** +- **Include citations to the documents you refer to in your answers.** +- **Format all responses using Markdown syntax, using bold, italics, and bullet points where appropriate.** +- **Respond directly to the questions asked without adding extra information.** + +### Plan Excerpts + +{context} + +### Question + +{input} diff --git a/Prompts/multi_document_qa_system_prompt.md b/Prompts/multi_document_qa_system_prompt.md new file mode 100644 index 0000000000000000000000000000000000000000..393b4daa271bc26410f473c8b4fb4c31189a2b27 --- /dev/null +++ b/Prompts/multi_document_qa_system_prompt.md @@ -0,0 +1,32 @@ +You are a researcher who is an expert on climate adaptation and resilience plans. You are provided with many documents (referred to as the "plans") from states or cities in the United States (referred to as the "planning jurisdictions") that have adopted policies addressing climate change, which may pertain to resilience, mitigation, and adaptation. + +Your task is to analyze the plans and answer the user's questions based strictly on the content provided. Your responses must: + +- **Base all answers strictly on the documents provided.** +- **Always include citations to the documents you refer to in your answers.** +- **Format all responses using Markdown syntax.** +- **Responses should be well formatted. Use bold, italics, and bullet points where appropriate.** +- **Respond directly to the questions asked. Do not include any other text or comments apart from formatting related text.** + +### **Definitions** + +Refer to the following definitions when answering the questions: + +- **Climate Change:** A long-term shift in weather patterns and temperatures, primarily caused by human activities emitting greenhouse gases (GHGs). +- **Greenhouse Gases (GHGs):** Atmospheric gases like CO₂, CH₄, N₂O that absorb and emit radiation, leading to the greenhouse effect. +- **Anthropogenic Emissions:** Emissions of GHGs resulting from human activities such as burning fossil fuels and deforestation. +- **Climate Impacts:** Consequences of climate-related hazards on natural and human systems, affecting lives, ecosystems, economies, and infrastructure. +- **Climate Risk:** Potential negative consequences from climate impacts, resulting from the interaction of hazard, exposure, and vulnerability. +- **Climate Vulnerability:** The degree to which a system is susceptible to harm from climate change and its ability to adapt. +- **Climate Policies:** Strategies and measures adopted to implement resilience, mitigation, and adaptation options. +- **Resilience:** The ability of systems to cope with climate hazards by maintaining essential functions and adapting to changes. +- **Resilience Options:** Strategies to build resilience through policy changes, infrastructure improvements, planning, etc. +- **Mitigation:** Efforts to reduce or prevent emission of GHGs. +- **Mitigation Options:** Technologies or practices that contribute to mitigation, like renewable energy or waste minimization. +- **Adaptation:** Adjusting systems to actual or expected climate changes to minimize harm or exploit beneficial opportunities. +- **Adaptation Options:** Strategies addressing climate change adaptation, including structural, institutional, ecological, and behavioral measures. +- **Climate Justice:** Ensuring equitable sharing of the burdens and benefits of climate change impacts. +- **Maladaptation:** Actions that may increase vulnerability to climate change or diminish resilience. +- **Scenario:** A plausible description of how the future may develop based on a coherent set of assumptions. + +{context} \ No newline at end of file diff --git a/Prompts/summary_tool_questions.md b/Prompts/summary_tool_questions.md new file mode 100644 index 0000000000000000000000000000000000000000..771123730402c5bbb43a588c0bdcd0ba15445fff --- /dev/null +++ b/Prompts/summary_tool_questions.md @@ -0,0 +1,22 @@ +Describe the physical and economic landscape of the jurisdiction as outlined in the plan. Include the name of the planning jurisdiction, its location, population, demographics, and average income. Include major geographic features such as mountains, rivers, deserts, and coastline, as well as any key infrastructure like airports or seaports. Highlight details about the local climate, including any mentions of aridity or water challenges. Additionally, summarize the city’s energy production (oil, gas, renewables) and natural resources, and provide information about industries and economic drivers that are crucial to the region. + +To what extent does the plan address resilience, mitigation, and adaptation? After providing a brief summary of how it addresses each component, classify the plan as a whole as one of the following: mitigation dedicated, adaptation/resilience dedicated, mitigation only climate action plan, mitigation primary climate action plan, equal mitigation and adaptation climate action plan, or sustainable/green plan. + +Does the plan describe a scenario of climate change the planning jurisdiction will face and for which it is planning climate policies for resilience, mitigation, and adaptation? If so, please summarize any such scenario. + +What climate hazards does the plan identify as presenting climate risks for the planning jurisdiction? For each identified climate hazard, summarize the plan’s description of: 1. The climate hazard. 2. The climate risks it poses to the planning jurisdiction. 3. Areas or populations with the most climate vulnerability to the identified climate hazard.Generate a numbered list of every hazard identified in the plan. Make the list as long as necessary to accomodate every single hazard. + +What resilience options are identified in the plan? For each option, summarize: 1. The specific climate threat it addresses; 2. Details on cost, timeframe, and location, including any references found in tables, charts, or images that might contain this data; 3. Other important attributes, such as economic, environmental, or infrastructural considerations. +What mitigation options does the plan identify? For each identified mitigation option, summarize the information provided in the plan regarding cost, timing, location, and other important attributes. + +What mitigation options does the plan identify? For each identified mitigation option, summarize the information provided in the plan regarding cost, timeframe, location, and other important attributes. + +What adaptation options does the plan identify? For each identified adaptation option, summarize: 1. The climate threat it is addressing. 2. Information provided in the plan regarding cost, timeframe, location, and other important attributes. + +What climate policies does the plan identify to advance climate justice? For each climate policy, summarize: 1. The climate threat it is addressing. 2. Areas or populations with the most climate vulnerability to the identified climate hazard. + +Identify any potential unforeseen maladaptive climate policies. For each identified climate policy, summarize: 1. The climate threat it is addressing. 2. The resilience, mitigation, or adaptation option that the climate policy proposes. 3. Why it may cause inadvertent maladaption. + +In what ways does the plan measure the success or failure of each adaptation, resilience, and mitigation option? List any specific metrics used, such as reductions in CO2 emissions, improvements in air quality, or other quantifiable impacts. Identify the exact units (e.g., tons, percentages, index values) mentioned in the plan for tracking these outcomes. Additionally, outline any concrete goals or targets set for each option, including deadlines or specific numerical objectives. + +Generate a table that summarizes the following features from the document: Location/City Name, Population, Threats Identified, Measures Identified diff --git a/Prompts/summary_tool_system_prompt.md b/Prompts/summary_tool_system_prompt.md new file mode 100644 index 0000000000000000000000000000000000000000..1ca6dddc3584eb7f4d02538ae9d81129beb2d1fe --- /dev/null +++ b/Prompts/summary_tool_system_prompt.md @@ -0,0 +1,32 @@ +You are a researcher specializing in extracting climate-related information from climate adaptation and resilience plans. You are provided with a document (referred to as the "plan") from a state or city in the United States (referred to as the "planning jurisdiction") that has adopted policies addressing climate change, which may pertain to resilience, mitigation, and adaptation. + +Your task is to analyze the plan and answer a consistent set of questions based strictly on the content provided. Your responses must: + +- **Base all answers strictly on the document.** +- **Include direct quotations formatted with citations (use chapters or sections etc. but do not cite page numbers).** +- **Format all responses using Markdown syntax.** +- **Responses should be well formatted. Use bold, italics, and bullet points where appropriate.** +- **Respond directly to the questions asked. Do not include any other text or comments apart from formatting related text.** + +### **Definitions** + +Refer to the following definitions when answering the questions: + +- **Climate Change:** A long-term shift in weather patterns and temperatures, primarily caused by human activities emitting greenhouse gases (GHGs). +- **Greenhouse Gases (GHGs):** Atmospheric gases like CO₂, CH₄, N₂O that absorb and emit radiation, leading to the greenhouse effect. +- **Anthropogenic Emissions:** Emissions of GHGs resulting from human activities such as burning fossil fuels and deforestation. +- **Climate Impacts:** Consequences of climate-related hazards on natural and human systems, affecting lives, ecosystems, economies, and infrastructure. +- **Climate Risk:** Potential negative consequences from climate impacts, resulting from the interaction of hazard, exposure, and vulnerability. +- **Climate Vulnerability:** The degree to which a system is susceptible to harm from climate change and its ability to adapt. +- **Climate Policies:** Strategies and measures adopted to implement resilience, mitigation, and adaptation options. +- **Resilience:** The ability of systems to cope with climate hazards by maintaining essential functions and adapting to changes. +- **Resilience Options:** Strategies to build resilience through policy changes, infrastructure improvements, planning, etc. +- **Mitigation:** Efforts to reduce or prevent emission of GHGs. +- **Mitigation Options:** Technologies or practices that contribute to mitigation, like renewable energy or waste minimization. +- **Adaptation:** Adjusting systems to actual or expected climate changes to minimize harm or exploit beneficial opportunities. +- **Adaptation Options:** Strategies addressing climate change adaptation, including structural, institutional, ecological, and behavioral measures. +- **Climate Justice:** Ensuring equitable sharing of the burdens and benefits of climate change impacts. +- **Maladaptation:** Actions that may increase vulnerability to climate change or diminish resilience. +- **Scenario:** A plausible description of how the future may develop based on a coherent set of assumptions. + +{context} diff --git a/README.md b/README.md index e5965581bb6b5b914b66ab334e3410bf86479de2..7c3147c27ed65fb4608c95c0a76d2f2568316287 100644 --- a/README.md +++ b/README.md @@ -1,13 +1,70 @@ ---- -title: Climate Plan Summary Tool -emoji: 📚 -colorFrom: indigo -colorTo: pink -sdk: streamlit -sdk_version: 1.39.0 -app_file: app.py -pinned: false -license: mit ---- - -Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference +# AI-Driven Assessment of Trends in Climate Policy + +## Quick navigation +[Background](#background) +[Data](#data) +[Models](#models) +[Timeline](#timeline) +[Repo Structure](#repo-structure) +[Logistics](#project-logistics) +[Resources](#resources) +[Contact](#contact-info) + +## Goal + +The goal of this project is to develop an AI-powered question-answering system that automatically analyzes Climate Action Plans (CAPs) and other climate adaptation and mitigation documentation. The system will be capable of extracting key data about climate vulnerabilities, planned mitigation measures, and socio-economic and geographic context, providing well-sourced, accurate responses to user queries. + +## Background + +Climate change poses an urgent challenge for cities worldwide, prompting the creation of comprehensive Climate Action Plans (CAPs) to mitigate impacts and adapt to evolving conditions. These plans detail strategies for reducing emissions, addressing vulnerabilities, and protecting populations from climate risks, but their length and complexity make it difficult for city planners, researchers, and policymakers to efficiently extract and compare key information across regions. + +This project addresses this by developing an AI-powered question-answering system that automates the extraction of critical information from CAPs. Using Natural Language Processing (NLP) and Machine Learning (ML) techniques, the system analyzes thousands of pages of climate documentation and provides accurate, well-sourced responses to climate-related inquiries, with LangChain facilitating the organization and structuring of extracted data for more efficient analysis. + +## Data + +All files are stored in this repository. Original Climate Plans can be found under the CAPS folder. + +## Timeline + +Fall 2024 (September through December 2024 intially) + +## Repo Structure + +To run the tool, in a terminal run ```streamlit run app.py```. Please ensure that all necessary packages have been installed as per the ```requirements.txt``` file. Necessary packages can be installed using pip: ```pip install -r requirements.txt``` + +The ```Prompts``` folder contains all the system prompt templates used in the tool. These can be modified to modify the behavior of the tools. + +## Project logistics + +**Sprint planning**: Every Monday at 3-4pm on [Zoom](https://vanderbilt.zoom.us/j/99721970914?pwd=UK6icdNV4bKaXiVZAArk8aVatmzKEC.1&from=addon). + +**Backlog Grooming**: Every Wednesday at 10-11am on [Zoom](https://vanderbilt.zoom.us/j/98299561939?pwd=vl4Aa7HvmBoTCVR4QaaRlpRKevxYpo.1&from=addon). + +**Sprint Restrospective**: Every Friday 12:15-12:45pm on [Zoom](https://vanderbilt.zoom.us/j/97196543286?pwd=Km2IIUtF0fltijN5oQ92v9wtrNqKt4.1&from=addon). + +**Demos**: Every Friday at 3pm on Zoom as well as in person at the DSI. + +**Data location**: [Climate Policy Data](https://vanderbilt365-my.sharepoint.com/:f:/g/personal/ethan_i_thorpe_vanderbilt_edu/Eu8eb1jCuJpKoSTcq--22E4BSKa8mQxXrjD8p-2wrlX_hQ?e=P0j56t) + +**Slack channel**: climate-policy on Data Science TIP slack organization. Please check your email for an invite. + +## Resources + +Provide any useful resources to get readers up to speed with the project here. + +* **LangChain**: Please see [LangChain Tutorials](https://python.langchain.com/docs/tutorials/) +* **Python usage**: Whirlwind Tour of Python, Jake VanderPlas ([Book](https://learning.oreilly.com/library/view/a-whirlwind-tour/9781492037859/), [Notebooks](https://github.com/jakevdp/WhirlwindTourOfPython)) +* **Data science packages in Python**: [Python Data Science Handbook, Jake VanderPlas](https://jakevdp.github.io/PythonDataScienceHandbook/) +* **HuggingFace**: [Website](https://huggingface.co/transformers/index.html), [Course/Training](https://huggingface.co/course/chapter1), [Inference using pipelines](https://huggingface.co/transformers/task_summary.html), [Fine tuning models](https://huggingface.co/transformers/training.html) +* **fast.ai**: [Course](https://course.fast.ai/), [Quick start](https://docs.fast.ai/quick_start.html) +* **h2o**: [Resources, documentation, and API links](https://docs.h2o.ai/#h2o) +* **nbdev**: [Overview](https://nbdev.fast.ai/), [Tutorial](https://nbdev.fast.ai/tutorial.html) +* **Git tutorials**: [Simple Guide](https://rogerdudler.github.io/git-guide/), [Learn Git Branching](https://learngitbranching.js.org/?locale=en_US) +* **ACCRE how-to guides**: [DSI How-tos](https://github.com/vanderbilt-data-science/how-tos) + +## Contact Info + +Project Lead: [Umang Chaudhry](mailto:umang.chaudhry@vanderbilt.edu), Senior Data Scientist, Vanderbilt Data Science Institute +PI: [Dr. JB Ruhl](mailto:jb.ruhl@vanderbilt.edu), David Daniels Allen Distinguished Chair in Law, Vanderbilt University Law School +Project Manager: [Isabella Urquia](mailto:isabella.m.urquia@vanderbilt.edu) +Team Members: [Ethan Thorpe](mailto:ethan.i.thorpe@vanderbilt.edu), [Mariah Caballero](mailto:mariah.d.caballero@vanderbilt.edu), Xuanxuan Chen, Aparna Lakshmi, Harmony Wang diff --git a/create_vector_stores.py b/create_vector_stores.py new file mode 100644 index 0000000000000000000000000000000000000000..be648a36920d1f9f3859023035fa7155fad45c5a --- /dev/null +++ b/create_vector_stores.py @@ -0,0 +1,130 @@ +import os +import shutil +from langchain_community.document_loaders import TextLoader, PyPDFLoader +from langchain_text_splitters import RecursiveCharacterTextSplitter +from langchain_openai import OpenAIEmbeddings +from langchain_community.vectorstores import FAISS +from langchain_core.documents import Document +from getpass import getpass + +# Set OpenAI API Key +os.environ["OPENAI_API_KEY"] = getpass("Provide OpenAI API Key:") + +# Function to create and save a combined vector store from all summary documents +def create_combined_summary_vector_store(): + # Directory containing the Markdown summaries + directory_path = "CAPS_Summaries" + + # List all Markdown files in the directory + md_files = [f for f in os.listdir(directory_path) if f.endswith('.md')] + + # Load the Markdown documents + documents = [] + for file_name in md_files: + file_path = os.path.join(directory_path, file_name) + with open(file_path, 'r', encoding='utf-8') as file: + content = file.read() + # Wrap the content in a Document object + documents.append(Document(page_content=content)) + print(f"Successfully added {file_name} to the combined vector store.") + + # Split the documents into chunks + text_splitter = RecursiveCharacterTextSplitter(chunk_size=3000, chunk_overlap=500) + splits = text_splitter.split_documents(documents) + + # Create embeddings and vector store + embeddings = OpenAIEmbeddings(model="text-embedding-3-large") + vector_store = FAISS.from_documents(documents=splits, embedding=embeddings) + + # Save the vector store locally + vector_store.save_local("Combined_Summary_Vectorstore") + print("Combined summary vector store creation complete and saved as 'Combined_Summary_Vectorstore'.") + +# Function to create and save individual vector stores for summary documents +def create_individual_summary_vector_stores(): + # Directory containing the Markdown summaries + directory_path = "CAPS_Summaries" + # Directory to save individual vector stores + save_directory = "Individual_Summary_Vectorstores" + + # Ensure the save directory exists + os.makedirs(save_directory, exist_ok=True) + + # List all Markdown files in the directory + md_files = [f for f in os.listdir(directory_path) if f.endswith('.md')] + + # Process each file individually + for file_name in md_files: + file_path = os.path.join(directory_path, file_name) + with open(file_path, 'r', encoding='utf-8') as file: + content = file.read() + # Wrap the content in a Document object + document = Document(page_content=content) + print(f"Successfully loaded {file_name}.") + + # Split the document into chunks + text_splitter = RecursiveCharacterTextSplitter(chunk_size=3000, chunk_overlap=500) + splits = text_splitter.split_documents([document]) + + # Create embeddings and vector store for each document + embeddings = OpenAIEmbeddings(model="text-embedding-3-large") + vector_store = FAISS.from_documents(documents=splits, embedding=embeddings) + + # Save the vector store locally with a unique name in the specified directory + vector_store_name = os.path.join(save_directory, f"{os.path.splitext(file_name)[0]}_vectorstore") + vector_store.save_local(vector_store_name) + print(f"Vector store for {file_name} created and saved as '{vector_store_name}'.") + print(f"All Individual Summary Vectorstores created.") + +# Function to create and save individual vector stores for all documents in CAPS_Summaries and CAPS +def create_individual_vector_stores_for_all_documents(): + # Directories containing the documents + summary_directory = "CAPS_Summaries" + caps_directory = "CAPS" + # Directory to save individual vector stores + save_directory = "Individual_All_Vectorstores" + + # Ensure the save directory exists + os.makedirs(save_directory, exist_ok=True) + + # List all Markdown files in the summary directory + summary_files = [f for f in os.listdir(summary_directory) if f.endswith('.md')] + # List all PDF files in the CAPS directory + caps_files = [f for f in os.listdir(caps_directory) if f.endswith('.pdf')] + + # Process each summary file individually by copying existing vector stores + for file_name in summary_files: + # Source vector store path in Individual_Summary_Vectorstores + source_vector_store_name = os.path.join("Individual_Summary_Vectorstores", f"{os.path.splitext(file_name)[0]}_vectorstore") + # Destination vector store path in Individual_All_Vectorstores + destination_vector_store_name = os.path.join(save_directory, f"{os.path.splitext(file_name)[0]}_vectorstore") + # Copy the vector store + shutil.copytree(source_vector_store_name, destination_vector_store_name, dirs_exist_ok=True) + print(f"Copied vector store for {file_name} to '{destination_vector_store_name}'.") + + # Process each CAPS file individually + for file_name in caps_files: + file_path = os.path.join(caps_directory, file_name) + loader = PyPDFLoader(file_path) + documents = loader.load() + print(f"Successfully loaded {file_name} from CAPS.") + + # Split the document into chunks + text_splitter = RecursiveCharacterTextSplitter(chunk_size=3000, chunk_overlap=500) + splits = text_splitter.split_documents(documents) + + # Create embeddings and vector store for each document + embeddings = OpenAIEmbeddings(model="text-embedding-3-large") + vector_store = FAISS.from_documents(documents=splits, embedding=embeddings) + + # Save the vector store locally with a unique name in the specified directory + vector_store_name = os.path.join(save_directory, f"{os.path.splitext(file_name)[0]}_vectorstore") + vector_store.save_local(vector_store_name) + print(f"Vector store for {file_name} created and saved as '{vector_store_name}'.") + print(f"All Individual Vectorstores for complete and summary plans created.") + +# Run the functions to create and save the vector stores +if __name__ == "__main__": + create_combined_summary_vector_store() + create_individual_summary_vector_stores() + create_individual_vector_stores_for_all_documents() diff --git a/requirements.txt b/requirements.txt index 253b24c591a97dabf97f80acd4302a8ad8d0994f..4a6498ab720f12c645f8027eace72332f81ab347 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,4 @@ langchain_openai langchain_text_splitters langchain_community pypdf -faiss-cpu \ No newline at end of file +faiss-cpu