# I'd like to take these letters between John and Ab... ## Conversation ## User *2026-07-16T11:45:56.174369+00:00* I'd like to take these letters between John and Abigail Adams and identify those from Abigail that report activities of British in Boston. We're going to set up a data labeling flow. **Attachments:** adams_letters.zip --- ## Assistant *2026-07-16T11:46:34.541256+00:00* Great dataset — 340 letters total, about 104 from Abigail, spanning 1774–1777. That March 1776 letter is a vivid example of exactly what you're looking for: cannon fire, troop movements, the siege of Boston in real time. A couple of questions before I design the labeling flow: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## User *2026-07-16T11:51:24.500743+00:00* Q: What granularity of labeling do you want? A simple yes/no flag ('reports British activity in Boston'), or richer categories (e.g., military movements, naval activity, occupation policies, Loyalist actions)? A: Multi-category Q: Do you want to restrict to just Abigail's ~104 letters, or run all 340 through the classifier (catching any letter that mentions British activity in Boston regardless of sender)? A: Abigail's letters only --- ## Assistant *2026-07-16T11:51:29.588818+00:00* Multi-category on Abigail's letters — good call. That'll give you a richer picture of her intelligence reporting. Let me read the relevant skill and then draft a plan for you. **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:52:12.639578+00:00* Now let me write the plan: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:52:54.987456+00:00* Here's the plan. The core idea: pass each of Abigail's 104 letters through a 3-question classification survey — screen for British activity, categorize the type, and extract a brief summary. Skip logic means the follow-up questions only fire on positive cases, keeping cost low. A few decisions for you before I build this: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## User *2026-07-16T11:57:20.155375+00:00* Q: Any changes to the activity categories, geographic scope, or classification threshold? Or does this look right as designed? A: Expand beyond Boston Q: Worth running a second model (Claude Sonnet) on the same letters to check agreement on borderline cases? Adds ~$3 but gives you a reliability measure. A: Yes, add cross-model check --- ## Assistant *2026-07-16T11:57:25.823644+00:00* Good calls. Expanding the scope will catch her reports about New York, the Cape, and other theaters. And cross-model agreement will flag any borderline letters worth a second look. Let me update the plan and build the study files. **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:57:42.049534+00:00* Now let me build the study files: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:58:43.691502+00:00* Now let me update the Makefile: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:58:55.869844+00:00* Now let me verify the scenario list loads correctly and then run the pilot: **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## Assistant *2026-07-16T11:59:05.002358+00:00* Everything checks out. Ready to run the 5-letter pilot. This will classify 5 randomly sampled letters with both GPT-4.1 and Claude Sonnet -- estimated cost under $0.30. Shall I go ahead? **Tool calls:** - `Bash` - `description`: Check for prior session context, `command`: find /home/user/sessions -name "chat_summary.md" 2>/dev/null | head -20 - `Bash` - `description`: Inspect the uploaded zip file contents, `command`: ls /home/user/uploads/adams_letters.zip && unzip -l /home/user/uploads/adams_letters.zip | head -40 - `Bash` - `description`: Count total files and text files in the archive, `command`: unzip -l /home/user/uploads/adams_letters.zip | wc -l && unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | wc -l - `Bash` - `description`: Count Abigail's letters specifically, `command`: unzip -l /home/user/uploads/adams_letters.zip | grep "data/texts/" | grep -i "_aa_\|_from_abigail" | wc -l - `Bash` - `description`: Extract archive and read README, `command`: cd /home/user && unzip -o uploads/adams_letters.zip -d uploads/adams_letters > /dev/null && cat uploads/adams_letters/README.md - `Bash` - `description`: Inspect JSONL metadata structure (without full text), `command`: head -5 /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl | python3 -c "import sys,json; [print(json.dumps({k:v for k,v in json.loads(l).items()... - `Bash` - `description`: Read one of Abigail's letters to see content style, `command`: cat /home/user/uploads/adams_letters/data/texts/090_L17760302aa_letter_from_abigail_adams_to_john_adams_2_10_march_1776.txt | head -60 - `Bash` - `description`: Analyze Abigail's letters - count, date range, text lengths, `command`: cd /home/user/uploads/adams_letters && python3 -c " import json letters = [] with open('data/letters_1774_1777.jsonl') as f: for line in f: letters.append(js... - `Bash` - `description`: Check available EDSL models and pricing, `command`: python3 -c " from edsl import Coop working = Coop().fetch_working_models() # Show Anthropic and OpenAI models with pricing for m in working: if m['service']... - `Bash` - `description`: Scaffold the study directory, `command`: python3 /home/user/.claude/skills/workflow-file-layout/scripts/create_study_project.py /home/user/sessions/topic_adams-letters-british/study_a - `Bash` - `description`: Copy letter data into study directory, `command`: cp /home/user/uploads/adams_letters/data/letters_1774_1777.jsonl /home/user/sessions/topic_adams-letters-british/study_a/data/uploaded/ - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Bash` - `description`: Present the plan file to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/plan.md --title "Adams Letters -... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/plan.md - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "in_progress"}, {"activeF... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_survey.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/Makefile - `Bash` - `description`: Verify scenario list loads correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_scenario_list.py - `Bash` - `description`: Verify survey builds correctly, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python study_survey.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... --- ## User *2026-07-16T12:16:55.789749+00:00* yes - please do --- ## Assistant *2026-07-16T12:17:00.498511+00:00* **Tool calls:** - `Bash` - `description`: Run 5-letter pilot with both models, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py --sample 5 --- ## User *2026-07-16T12:18:24.860273+00:00* Q: The pilot looks clean -- labels are sensible, models mostly agree, skip logic works. Ready to run the full 104 letters? Estimated cost ~$5.50 across both models. A: Run the full 104 --- ## Assistant *2026-07-16T12:17:26.199097+00:00* Pilot complete — $0.18, 10 results (5 letters x 2 models). Let me pull up the results: **Tool calls:** - `Bash` - `description`: Display pilot results for review, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results results = Results.load('data/pilot_results.json.gz') # Sh... --- ## Assistant *2026-07-16T12:17:40.157546+00:00* Excellent results. Here's what the pilot shows: **Model agreement is strong:** - Both models agree perfectly on the screening question (4 Yes, 1 No -- 100% agreement) - On activity categories, they agree closely for 4 of the 5 letters. The one divergence is the April 20-21 letter, where GPT-4.1 tagged the Tory carting-out as "Loyalist/Tory actions" and "Supply disruption" while Claude didn't -- a reasonable judgment call about whether punishing Tories counts as *British* activity. **The summaries are specific and grounded** -- they cite names, dates, and locations from the letters rather than being generic. **Skip logic works correctly** -- the July 9 letter (No) has no follow-up answers. **Tool calls:** - `Bash` - `description`: Display pilot results for review, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results results = Results.load('data/pilot_results.json.gz') # Sh... --- ## Assistant *2026-07-16T12:20:16.059700+00:00* Here's what you've got: **`labeled_letters.csv`** — 104 rows, one per Abigail Adams letter, with columns: | Column | Contents | |--------|----------| | `document_id`, `display_date`, `iso_date`, `title` | Letter metadata | | `gpt_reports_british` / `claude_reports_british` | Each model's Yes/No screening label | | `gpt_activity_type` / `claude_activity_type` | Category list for positive cases | | `gpt_summary` / `claude_summary` | 1-3 sentence summaries of reported activity | | `models_agree` | Boolean — both models gave same screening answer | | `consensus_label` | Yes / No / Borderline (9 letters where models disagreed) | **Key findings:** - **60 letters** clearly report British activity (both models agree) - **35 letters** clearly do not - **9 borderline** cases where the models disagreed — these tend to be letters with indirect or ambiguous references The most common activity types are military movements (56 letters) and intelligence about British plans (50), followed by naval activity (30) and supply disruption (25). Would you like me to write a full analysis report with timeline visualizations and category breakdowns, or is the labeled CSV the main deliverable you needed? **Tool calls:** - `Bash` - `description`: Display pilot results for review, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results results = Results.load('data/pilot_results.json.gz') # Sh... --- ## Assistant *2026-07-16T12:20:22.485175+00:00* (That notification is from the pilot run we already reviewed — no action needed there.) I'm standing by for your answer: would you like me to build out the full report with timeline plots and category analysis, or is the labeled CSV what you were after? **Tool calls:** - `Bash` - `description`: Display pilot results for review, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results results = Results.load('data/pilot_results.json.gz') # Sh... --- ## Assistant *2026-07-16T12:20:26.455070+00:00* (That's also a stale notification — the full run already completed and the CSV is exported.) Still standing by — let me know if you'd like the full report with visualizations, or if the labeled dataset is what you needed. **Tool calls:** - `Bash` - `description`: Display pilot results for review, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results results = Results.load('data/pilot_results.json.gz') # Sh... --- ## User *2026-07-16T12:36:43.542634+00:00* yes - please do --- ## Assistant *2026-07-16T12:19:10.910517+00:00* Done — 208 results (104 letters x 2 models), $3.97 actual cost. Let me pull up a quick summary: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:19:30.714830+00:00* Here's the summary: **Screening:** About 62% of Abigail's letters report British activity (64-65 out of 104, depending on model). The two models agree on **91.3%** of letters (95/104), with only 9 borderline disagreements. **Categories** (letters can have multiple): - **56** Military movements/engagements (most common) - **50** Intelligence about British plans - **30** Naval activity - **25** Supply disruption/economic warfare - **14** Occupation/civil control - **13** Loyalist/Tory actions Now let me export the labeled CSV so you have the usable dataset: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:19:56.437113+00:00* Let me commit this work and then present the output: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:37:48.657672+00:00* Now let me run all the analysis scripts: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:38:15.348223+00:00* All plots and tables generated. Now let me look at the plots and write the report: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:38:19.696995+00:00* Good -- both plots are clean and readable. Now let me get some example summaries for the report and write it: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:39:18.575922+00:00* Now let me compile to HTML and PDF: **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:39:49.555138+00:00* All done. Here's what you have: **Deliverables:** 1. **Labeled CSV** (`data/cooked/labeled_letters.csv`) -- 104 letters with binary classification, activity categories, and summaries from both models, plus a consensus column 2. **Report** (HTML + PDF) with timeline visualization, category breakdown, example excerpts, and model agreement analysis **Key findings:** - **60 letters** (58%) clearly report British activity -- both models agree - **91% inter-model agreement** across all 104 letters; 9 borderline cases - Most common: military movements (56) and intelligence about plans (50) - Clear temporal pattern: peak reporting during the siege of Boston (1775-76), then shifts to naval/supply reporting after the British evacuate The labeled dataset gives you a ready-made index into Abigail's intelligence reporting -- you can filter to specific categories or time periods directly from the CSV. Let me know if you'd like to dig deeper into any subset, or if there's a next step you have in mind. **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:39:53.623031+00:00* (Stale notification -- that was the first failed attempt at the timeline plot due to the `FIGSIZE` key typo. We already fixed it and regenerated successfully. Everything is complete.) **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## Assistant *2026-07-16T12:39:56.948717+00:00* (Stale notification -- the PDF compiled successfully earlier and is already committed. The study is complete.) **Tool calls:** - `Bash` - `description`: Run full classification on all 104 Abigail Adams letters, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a && python run_job.py - `Bash` - `description`: Summarize full run results, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " from edsl import Results import ast results = Results.load('data/results.json.gz')... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py - `Bash` - `description`: Export the labeled CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/export_labeled_csv.py - `Bash` - `description`: Preview the exported CSV, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') print('COL... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit the study files, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Classify British activity in Abigail Adams letters (... - `Bash` - `description`: Commit with git identity configured, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git config user.email "user@example.com" && git config user.name "User" && git add -A && git co... - `Bash` - `description`: Present the labeled CSV to the user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Copy plot_style.py into the analysis directory, `command`: cp /home/user/.claude/skills/report-plot-standards/scripts/plot_style.py /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `Bash` - `description`: Check available FIGSIZE keys, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c "import sys; sys.path.insert(0,'analysis'); import plot_style; print(list(plot_style... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py - `Bash` - `description`: Generate timeline plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_activity_timeline.py - `Bash` - `description`: Generate category distribution plot, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/plot_category_distribution.py - `Bash` - `description`: Generate model agreement table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_model_agreement.py - `Bash` - `description`: Generate category examples table, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/table_category_examples.py - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/activity_timeline.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/plots/category_distribution.png - `Bash` - `description`: Get example summaries for the report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python3 -c " import pandas as pd df = pd.read_csv('data/cooked/labeled_letters.csv') # Get a fe... - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.md - `Bash` - `description`: Compile report to HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.html --standalone --embed-resources --css=report.css - `Bash` - `description`: Compile report to PDF, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && pandoc report.md -o report.pdf --pdf-engine=xelatex --include-in-header=report_header.t... - `TodoWrite` - `todos`: [{"activeForm": "Building scenario list from Abigail's letters", "content": "Build scenario list from Abigail's letters", "status": "completed"}, {"activeFor... - `Bash` - `description`: Commit analysis and report, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add -A && git commit -m "$(cat <<'EOF' Add analysis, plots, and report for Adams letters cl... - `Bash` - `description`: Present the final report, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/report.html --title "Ada... --- ## User *2026-07-16T12:45:13.051184+00:00* Great - could we generate a standalone HTML explorer of the timeline - perhaps vertical where I can click and see letter excerpts? --- ## Assistant *2026-07-16T12:46:55.188880+00:00* Done -- `timeline_explorer.html` is a single 135KB file you can open in any browser. Here's what it does: - **Vertical timeline** with year markers (1774, 1775, 1776, 1777) - **Color-coded dots**: blue = reports British activity, gray = no activity, green = borderline - **Click any letter** to expand and see: - Activity category tags (Military movements, Naval activity, etc.) - AI-generated summary in italics - First ~600 characters of Abigail's actual letter text in a serif font - Which model said what (GPT-4.1 vs Claude) - **Filter buttons** at the top (sticky) to show/hide by label type - **Fully self-contained** -- no internet needed, works offline **Tool calls:** - `EnterPlanMode` - `Write` - `file_path`: /home/user/.claude/plans/splendid-meandering-papert.md - `ExitPlanMode` - `plan`: # Plan: Interactive Timeline Explorer ## Context The user has a labeled dataset of 104 Abigail Adams letters classified by British activity type. They want a..., `planFilePath`: /home/user/.claude/plans/splendid-meandering-papert.md - `TodoWrite` - `todos`: [{"activeForm": "Building timeline data JSON from letters and labels", "content": "Build timeline data JSON from letters + labels", "status": "in_progress"},... - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_data.py - `Bash` - `description`: Generate the timeline explorer HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_data.py - `TodoWrite` - `todos`: [{"activeForm": "Building timeline data JSON from letters and labels", "content": "Build timeline data JSON from letters + labels", "status": "completed"}, {... - `Bash` - `description`: Commit timeline explorer, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_data.py writeup/timeline_explorer.html && git commit -m "$(cat... - `Bash` - `description`: Present the timeline explorer, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer.html -... --- ## User *2026-07-16T12:53:52.464486+00:00* Great- let's keep this but make a v2 that also has at the top a single horizontal line with real length timeline month; if multiple letters in that month, stack dots, with colors. If clicked on, it brings you to that letter in the timeline. --- ## Assistant *2026-07-16T12:55:24.243823+00:00* Here's v2. The horizontal overview bar at the top: - **Proportional axis** spanning Aug 1774 to Dec 1777, with month/year labels - **Stacked dots** -- when multiple letters fall in the same month, they stack vertically above the axis line (e.g., July 1776 has a tall stack of 12 dots) - **Color-coded** same as the vertical timeline (blue/gray/green) - **Hover** shows the letter date as a tooltip - **Click** smoothly scrolls to that letter below and highlights it with a gold ring for 2.5 seconds, auto-expanding the card - **Filters apply to both** -- toggling "No activity" off hides those dots from the overview too - The whole overview bar is **sticky** so it stays visible as you scroll through the vertical timeline Both v1 and v2 are preserved -- the original is still at `timeline_explorer.html`. **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_data.py - `Write` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Generate timeline explorer v2, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit timeline v2, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present timeline v2 to user, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## User *2026-07-16T12:57:59.544030+00:00* Great - can you add expected parrot branding / color scheme to this new report? --- ## Assistant *2026-07-16T12:58:11.067151+00:00* Now I can see the EP brand palette. Let me restyle the timeline with the green color scheme, serif headings, and branding mark: **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T12:58:19.375381+00:00* Now I have a full picture of the file. Let me apply the EP branding — swapping the navy blues to EP green, updating the header, adding the branding mark, and using serif fonts for headings: **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T12:59:11.547320+00:00* Now let me add the branding mark to the HTML body and update the highlight color: **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T12:59:22.979168+00:00* Now let me also update the timeline line color and the overview controls label: **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T12:59:27.879561+00:00* Now rebuild: **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T12:59:46.082436+00:00* Done. The timeline explorer now carries the Expected Parrot brand: - **Green gradient header** using the EP palette (`#2d6b45` to `#5ba97a`) - **"Expected Parrot" branding mark** in serif at the top - **Georgia serif** for headings and year markers - **EP green dots** for letters reporting British activity; **gold** for borderline cases (provides better contrast than a second shade of green) - **Green-tinted** category tags, card borders, and timeline line - **Green highlight ring** when jumping to a letter from the overview The color scheme matches what your `report.css` uses for the PDF/HTML reports. **Tool calls:** - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/report.css - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with EP branding, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Commit EP-branded timeline, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && git add analysis/build_timeline_v2.py writeup/timeline_explorer_v2.html && git commit -m "$(cat... - `Bash` - `description`: Present the branded timeline, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## User *2026-07-16T13:07:22.531500+00:00* I was hoping it would have our logo near Expected Parrot like we do for reports --- ## Assistant *2026-07-16T13:07:45.695933+00:00* The logo is only in PDF format. Let me convert it to PNG so I can embed it in the HTML: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:08:01.684176+00:00* The logo — the E[parrot] mark. Let me base64-encode it and embed it in the HTML so it stays self-contained: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:08:07.954225+00:00* 74KB is heavy for a small header logo. Let me shrink it first: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:08:15.290178+00:00* Good — only 2.7KB. Now let me update the build script to embed the logo: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:08:32.331771+00:00* Now update the branding div in the HTML to include the logo image, and update the CSS: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:08:54.416520+00:00* Logo is embedded. Let me commit and present: **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Assistant *2026-07-16T13:09:06.970734+00:00* Done. The branding bar now shows the E[parrot] logo alongside "Expected Parrot" at the top of the page -- same style as your report headers. The logo is base64-embedded so the file stays fully self-contained (145KB total, no external dependencies). **Tool calls:** - `Bash` - `description`: Check what logo files are available, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && file ep_logo.pdf && ls -la ep_logo* - `Bash` - `description`: Find logo files in the study, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo* 2>/dev/null; find /home/user/sessions/topic_adams-letters-british/study_a -na... - `Glob` - `path`: /home/user, `pattern`: **/*logo* - `Glob` - `path`: /home/user/.claude, `pattern`: **/*logo*.* - `Glob` - `pattern`: **/ep_logo* - `Glob` - `path`: /home/user, `pattern`: *.svg - `Glob` - `path`: /home/user, `pattern`: *.png - `Bash` - `description`: Convert EP logo PDF to PNG, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import subprocess, sys # Try converting PDF to PNG try: result = subproces... - `Bash` - `description`: Verify PNG was created, `command`: ls -la /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Read` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.png - `Bash` - `description`: Check base64 size of logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " import base64 with open('ep_logo.png', 'rb') as f: b64 = base64.b64encode(... - `Bash` - `description`: Resize logo to header-appropriate size and base64 encode, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a/writeup && python3 -c " from PIL import Image import io, base64 img = Image.open('ep_logo.png') #... - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Edit` - `file_path`: /home/user/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py - `Bash` - `description`: Rebuild timeline v2 with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && python analysis/build_timeline_v2.py - `Bash` - `description`: Verify branding div has logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && head -20 writeup/timeline_explorer_v2.html | grep -A2 "branding" - `Bash` - `description`: Find branding in output HTML, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && grep -n "branding" writeup/timeline_explorer_v2.html | head -5 - `Bash` - `description`: Commit with embedded logo, `command`: cd /home/user/sessions/topic_adams-letters-british/study_a && rm -f writeup/ep_logo.png writeup/ep_logo_small_b64.txt && git add -A && git commit -m "$(cat <... - `Bash` - `description`: Present the final branded version, `command`: python "/home/user/.claude/skills/present-agent-work/scripts/present_file.py" ~/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.htm... --- ## Files - [**timeline_explorer_v2.html**](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer_v2.html) (144.6 KB) - [adams_letters.zip](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters.zip) (862.7 KB) - [README.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/README.md) (808 B) - [scrape_adams_letters.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/scrape_adams_letters.py) (7.4 KB) - [Dockerfile](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/Dockerfile) (0 B) - [Makefile](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/Makefile) (1.6 KB) - [README.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/README.md) (0 B) - [plan.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/plan.md) (5.2 KB) - [requirements.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/requirements.txt) (0 B) - [letters_1774_1777.jsonl](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/letters_1774_1777.jsonl) (1.3 MB) - [letters_1774_1777_metadata.csv](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/letters_1774_1777_metadata.csv) (93.0 KB) - [source_index_url.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/source_index_url.txt) (75 B) - [build_timeline_data.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_data.py) (11.9 KB) - [build_timeline_v2.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/build_timeline_v2.py) (18.9 KB) - [export_labeled_csv.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/export_labeled_csv.py) (2.1 KB) - [plot_activity_timeline.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/plot_activity_timeline.py) (3.1 KB) - [plot_category_distribution.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/plot_category_distribution.py) (3.3 KB) - [plot_style.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/plot_style.py) (12.1 KB) - [table_category_examples.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/table_category_examples.py) (2.3 KB) - [table_model_agreement.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/analysis/table_model_agreement.py) (1.4 KB) - [pilot_results.json.gz](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/data/pilot_results.json.gz) (21.3 KB) - [results.json.gz](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/data/results.json.gz) (390.6 KB) - [appendix.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/appendix.md) (0 B) - [ep_logo.pdf](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/ep_logo.pdf) (4.6 KB) - [fix-table-widths.lua](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/fix-table-widths.lua) (4.8 KB) - [planning.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/planning.md) (0 B) - [report.css](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/report.css) (4.7 KB) - [report.html](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/report.html) (197.2 KB) - [report.md](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/report.md) (8.2 KB) - [report.pdf](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/report.pdf) (185.2 KB) - [report_header.tex](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/report_header.tex) (2.2 KB) - [timeline_explorer.html](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/writeup/timeline_explorer.html) (135.1 KB) - [001_L17740815aa_letter_from_abigail_adams_to_john_adams_15_august_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/001_L17740815aa_letter_from_abigail_adams_to_john_adams_15_august_1774.txt) (1.2 KB) - [002_L17740819aa_letter_from_abigail_adams_to_john_adams_19_august_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/002_L17740819aa_letter_from_abigail_adams_to_john_adams_19_august_1774.txt) (1.8 KB) - [003_L17740828ja_letter_from_john_adams_to_abigail_adams_28_august_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/003_L17740828ja_letter_from_john_adams_to_abigail_adams_28_august_1774.txt) (3.9 KB) - [004_L17740902aa_letter_from_abigail_adams_to_john_adams_2_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/004_L17740902aa_letter_from_abigail_adams_to_john_adams_2_september_1774.txt) (3.4 KB) - [005_L17740908ja_letter_from_john_adams_to_abigail_adams_8_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/005_L17740908ja_letter_from_john_adams_to_abigail_adams_8_september_1774.txt) (2.5 KB) - [006_L17740914aa_letter_from_abigail_adams_to_john_adams_14_16_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/006_L17740914aa_letter_from_abigail_adams_to_john_adams_14_16_september_1774.txt) (4.9 KB) - [007_L17740914ja_letter_from_john_adams_to_abigail_adams_14_september_1774_i_have_written.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/007_L17740914ja_letter_from_john_adams_to_abigail_adams_14_september_1774_i_have_written.txt) (1.3 KB) - [008_L17740916ja_letter_from_john_adams_to_abigail_adams_16_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/008_L17740916ja_letter_from_john_adams_to_abigail_adams_16_september_1774.txt) (2.3 KB) - [009_L17740918ja_letter_from_john_adams_to_abigail_adams_18_september_1774_i_received.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/009_L17740918ja_letter_from_john_adams_to_abigail_adams_18_september_1774_i_received.txt) (1.8 KB) - [010_L17740918jasecond_letter_from_john_adams_to_abigail_adams_18_september_1774_in_your_last.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/010_L17740918jasecond_letter_from_john_adams_to_abigail_adams_18_september_1774_in_your_last.txt) (1.7 KB) - [011_L17740920ja_letter_from_john_adams_to_abigail_adams_20_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/011_L17740920ja_letter_from_john_adams_to_abigail_adams_20_september_1774.txt) (828 B) - [012_L17740922aa_letter_from_abigail_adams_to_john_adams_22_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/012_L17740922aa_letter_from_abigail_adams_to_john_adams_22_september_1774.txt) (1.9 KB) - [013_L17740925ja_letter_from_john_adams_to_abigail_adams_25_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/013_L17740925ja_letter_from_john_adams_to_abigail_adams_25_september_1774.txt) (484 B) - [014_L17740929ja_letter_from_john_adams_to_abigail_adams_29_september_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/014_L17740929ja_letter_from_john_adams_to_abigail_adams_29_september_1774.txt) (2.8 KB) - [015_L17741007ja_letter_from_john_adams_to_abigail_adams_7_october_1774.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/015_L17741007ja_letter_from_john_adams_to_abigail_adams_7_october_1774.txt) (3.1 KB) - 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[336_L17771114ja_letter_from_john_adams_to_abigail_adams_with_an_extract_of_a_letter_from_st_eustatius_14_n.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/336_L17771114ja_letter_from_john_adams_to_abigail_adams_with_an_extract_of_a_letter_from_st_eustatius_14_n.txt) (1.3 KB) - [337_L17771116aa_letter_from_abigail_adams_to_john_adams_16_18_november_1777.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/337_L17771116aa_letter_from_abigail_adams_to_john_adams_16_18_november_1777.txt) (3.5 KB) - [338_L17771213ja_letter_from_john_adams_to_abigail_adams_13_december_1777.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/338_L17771213ja_letter_from_john_adams_to_abigail_adams_13_december_1777.txt) (687 B) - [339_L17771215ja_letter_from_john_adams_to_abigail_adams_15_december_1777.txt](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/uploads/adams_letters/data/texts/339_L17771215ja_letter_from_john_adams_to_abigail_adams_15_december_1777.txt) (2.0 KB) - [labeled_letters.csv](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/data/cooked/labeled_letters.csv) (100.6 KB) - [letters_1774_1777.jsonl](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/data/uploaded/letters_1774_1777.jsonl) (1.3 MB) - [run_job.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/run_job.py) (1.4 KB) - [study_agent_list.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_agent_list.py) (63 B) - [study_model_list.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_model_list.py) (333 B) - [study_scenario_list.py](https://www.expectedparrot.com/api/macaw/share/UtIfBAxFXTkRgHnLh9iujQ/files/sessions/topic_adams-letters-british/study_a/edsl_jobs/job_a/study_scenario_list.py) (1.3 KB) - 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