Merge pull request #10 from boettiger-lab/feat/update_app

removing outdated LLMs, adding footer

Author: cassiebuhler

app/app.py

@@ -302,7 +302,7 @@ def run_sql(query, llm_choice):
 
 st.divider()
 
-st.markdown('''
-## Data Sources
-PRIVATE DRAFT.  Developed at UC Berkeley. All data copyright to Trust for Public Land.  See <https://conservationalmanac.org/> for details.
-''')
+with open('app/footer.md', 'r') as file:
+    footer = file.read()
+st.markdown(footer)
+

app/footer.md

@@ -0,0 +1,30 @@
+## Credits
+Authors: **Cassie Buhler** ([CIRES](https://cires.colorado.edu/), [ESIIL](https://esiil.org/), CU Boulder) and **Carl Boettiger** (UC Berkeley \& [ESIIL](https://esiil.org/))
+
+PRIVATE DRAFT. All data copyright to Trust for Public Land.  See <https://conservationalmanac.org/> for details.
+
+Data: https://data.carlboettiger.info/public-tpl
+
+#### Data sources
+1. **Trust for Public Land (2025)**. *LandVote*. Data: www.landvote.org. License: Public Domain
+
+2. **Trust for Public Land (2025)**. *Conservation Almanac*. Data: https://conservationalmanac.org/. License: Public Domain
+
+3. **Conservation International (2018)** *Irrecoverable Carbon* Data: https://doi.org/10.1038/s41893-021-00803-6, License: CC-BY-NC
+
+4. **US Council on Environmental Quality (2022)** *Climate and Economic Justice Screening Tool, Justice40*. Archived description: https://web.archive.org/web/20250121194509/https://screeningtool.geoplatform.gov/en/methodology#3/33.47/-97.5. Data: https://beta.source.coop/repositories/cboettig/justice40/description/, License: Public Domain
+
+5. **Centers for Disease Control and Prevention (CDC) (2022)** *Social Vulnerability Index by US Census Tract*. Archived description: https://web.archive.org/web/20250126095916/https://www.atsdr.cdc.gov/place-health/php/svi/index.html. Data: https://source.coop/repositories/cboettig/social-vulnerability/description. License: Public Domain
+
+
+#### LLMs
+This app can use a selection of open-weights language models hosted on the National Research Platform (https://nrp.ai/documentation/userdocs/ai/llm-managed/), and Open Router (https://openrouter.ai/models).
+
+---
+
+### Why save your queries?
+Conservation researchers and practitioners are interested in **learning what matters most to our community**. 
+
+By saving your anonymous queries, we can identify which topics and areas are drawing the most attention, helping us improve future tools and data products to **better support conservation efforts**. We also save the LLM’s response to each query to monitor its accuracy and ensure the system is working as intended. 
+
+You can opt out at any time by disabling “Save query”.

app/variables.py

@@ -267,40 +267,16 @@
 }
 
 llm_options = {
-     "kat-coder-pro": ChatOpenAI(
-        model="kwaipilot/kat-coder-pro:free",
+    "devstral-2512": ChatOpenAI(
+        model="mistralai/devstral-2512:free",
         api_key=openrouter_api,
         base_url=openrouter_endpoint,
         temperature=0,
         extra_body=data_policy
     ),
 
-    "llama-3.3-70b-instruct": ChatOpenAI(
-        model="meta-llama/llama-3.3-70b-instruct:free",
-        api_key=openrouter_api,
-        base_url=openrouter_endpoint,
-        temperature=0,
-        extra_body=data_policy
-    ),
-        
-    "gpt-oss-20b": ChatOpenAI(
-        model="openai/gpt-oss-20b:free",
-        api_key=openrouter_api,
-        base_url=openrouter_endpoint,
-        temperature=0,
-        extra_body=data_policy
-    ),
-    
-    "qwen3-coder": ChatOpenAI(
-        model="qwen/qwen3-coder:free",
-        api_key=openrouter_api,
-        base_url=openrouter_endpoint,
-        temperature=0,
-        extra_body=data_policy
-    ),  
-    
-    "dolphin-mistral-24b-venice-edition": ChatOpenAI(
-        model="cognitivecomputations/dolphin-mistral-24b-venice-edition:free",
+    "trinity-mini": ChatOpenAI(
+        model="arcee-ai/trinity-mini:free",
         api_key=openrouter_api,
         base_url=openrouter_endpoint,
         temperature=0,
@@ -314,32 +290,12 @@
         temperature=0,
         extra_body=data_policy
     ),
-
+    
     "gemma-3-27b-it": ChatOpenAI(
         model="gemma3",
         api_key=api_key,
         base_url=nrp_endpoint,
         temperature=0
     ),
 
-    "gpt-oss-120b": ChatOpenAI(
-        model="gpt-oss",
-        api_key=api_key,
-        base_url=nrp_endpoint,
-        temperature=0
-    ),
-
-    "glm-4.6-gptq-int4-int8mix": ChatOpenAI(
-        model="glm-4.6",
-        api_key=api_key,
-        base_url=nrp_endpoint,
-        temperature=0
-    ),
-
-    "glm-4.5v-fp8": ChatOpenAI(
-        model="glm-v",
-        api_key=api_key,
-        base_url=nrp_endpoint,
-        temperature=0
-    ),
-}
+}

requirements.txt

@@ -1,19 +1,18 @@
 git+https://github.com/boettiger-lab/cng-python
-leafmap==0.53.3
-ibis-framework[duckdb]==10.3.1
-lonboard==0.10.4
 altair==5.3.0
-rasterio==1.3.10
-shapely==2.0.4
-shiny==0.10.2
-geoarrow-types==0.2.0
+duckdb==1.2.2
+duckdb_engine==0.15.0
 geoarrow-pandas==0.1.1
-SQLAlchemy==2.0.35
-duckdb_engine== 0.15.0
+geoarrow-types==0.2.0
+git+https://github.com/boettiger-lab/cng-python
+ibis-framework[duckdb]==10.3.1
 langchain==0.2.17
 langchain-community==0.2.19
 langchain-core==0.2.43
 langchain-openai==0.1.25
-streamlit==1.50.0
+leafmap==0.53.3
+lonboard==0.10.4
 minio==7.2.15
-duckdb==1.2.2
+shiny==0.10.2
+SQLAlchemy==2.0.35
+streamlit==1.50.0