removed 2 signature related fields
* removed 2 signature related fields
* Merged dev into DAIP2-1595-optimize-signature-fields
* Merged dev into DAIP2-1595-optimize-signature-fields
Approved-by: Katon Minhas
Bugfix/prov info json fixes
* fix: robust PROV_INFO_JSON sanitization and TIN backfill logic
json_utils:
- Add sanitize_prov_info_json with layered parsing (JSON, literal_eval,
empty-value-after-colon fix, best-effort dict extraction).
- Add _normalize_prov_entries and _prov_value_to_str for uniform
str-valued output; flatten list values, strip TIN hyphens.
- format_prov_info_json now delegates to sanitize_prov_info_json.
postprocessing_funcs:
- Add fill_prov_info_tin_from_filename_tin for TIN backfill.
- Add validate_and_reformat_date (pipe-wrapped, datetime strings).
- Add format_as_json_list (pipe-delimited, comma-separated, quote
stripping).
postprocess:
- Integrate new postprocessing helpers into pipeline flow.
postprocess_existing_output:
- Support CSV and Excel input, configurable paths, fillna for CSV.
tests:
- Add test_json_parsers.py for PROV_INFO_JSON parsing coverage.
- Add test_postprocess.py for date/list formatting and default_ind.
* Merge branch 'DAIP2-1947-tin-and-prov-info-json-issues' into bugfix/prov_info_json_fixes
* Merged DEV into bugfix/prov_info_json_fixes
* Strip out unused functionality
* Update filename_tin functionality
* Add docstring
* Update filename_tin cleaning in PROV_INFO_JSON
* test prep
* black format
* missing function added
* Merge branch 'DEV' into bugfix/prov_info_json_fixes
* Black format
* Strip unused functions
* Strip unused code
* update unit tests
* Merge branch 'DEV' into bugfix/prov_info_json_fixes
* Update test
* Simplify process
* handle list of group names
* Resolve run_provider_info_field call
* Merge branch 'DEV' into bugfix/prov_info_json_fixes
* Correct type hints
* Fix unit tests
* Fix unit test
* Remove redundant postprocessing_funcs
Approved-by: Katon Minhas
Bugfix/default ind postprocess
* Add logic to standardize UNIT_OF_MEASURE for flat-rate reimbursement methods
- Implemented functionality in `standardize_reimb_method_and_fee_schedule` to set UNIT_OF_MEASURE to blank for rows where DEFAULT_IND is 'Y' and AARETE_DERIVED_REIMB_METHOD is 'flat rate'.
- Added unit tests to verify behavior for various scenarios, including case insensitivity and non-default conditions.
- Ensured that UNIT_OF_MEASURE remains unchanged for non-flat rate methods.
* Enhance child rank handling and ensure column consistency in parent-child mapping
- Added initialization for the `child_rank` column in both parents and children DataFrames to prevent KeyError during concatenation when no children exist.
- Updated `cols_to_keep` in `parent_child_mapping` to filter out columns not present in `pc_df`, ensuring robustness in data processing.
* Ran Black
* made a small change in code_last_check, fixed so it returns string and not single char
* Made changes to make sure that default_ind postprocess only happens to the cc output and not dashboard
* Merged DEV into bugfix/default_ind_postprocess
* Restore deleted AARETE_DERIVED_PAYER_NAME functions
Functions were removed during previous commit. Restored from DEV to fix
AttributeError in prompt_calls.py.
* Simplify code_last_check return logic and add error logging
- Simplified return to single line with fallback
- Added error logging for failed LLM response parsing
Approved-by: Siddhant Medar
Feature/new output format
* bugfix
* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess
* requested postprocessing changes
* prompt changes reverted
* fix pipeline issues
* fix pipeline issues
* fix pipeline issues
* fixed formatting
* fixed formatting
* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess
* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess
* save dashboard and cc output separately
* save dashboard output in s3
* pipeline error fixed
* json list through postprocessing
* Merged DEV into Optimize/DAIP2-1474-restructure-postprocess
* Merge remote-tracking branch 'origin/Optimize/DAIP2-1474-restructure-postprocess' into feature/new_output_format
* Restructure output file organization and add standard field sanitization
Output Structure Changes:
- Reorganize output files into hierarchical directory structure:
- full_outputs/cc_results/ for consolidated CC results
- full_outputs/dashboard_results/ for consolidated dashboard results
- full_outputs/ for error files
- automation_qa-qc/ for QC/QA validated results and statistics
- parent-child/ for parent-child mapping outputs
- tracking/ for usage and cost tracking data
- individual/ for per-file CC results (dashboard individual files removed)
- Update file naming conventions to match new structure
- Remove QC/QA processing for error files (error files are saved without validation)
Post-Processing Changes:
- Add standard N/A value cleaning: remove placeholder values (N/A, UNKNOWN, etc.)
when they are the only value in a cell (applies before CC/dashboard split)
- Normalize all _IND fields to contain only 'Y' or 'N' values (no blanks)
- Ensure standard cleaning runs before splitting into CC …
* Ran Black for CI
* Refactor file splitting logic and add comprehensive tests
- Refactored splitting logic in io_utils.py:
- Consolidated repeated splitting code into two focused helper functions:
- _write_local_split_files() for local file writing with splitting
- _write_s3_split_files() for S3 file writing with splitting
- Both helpers use shared split_dataframe_by_filename() function
- Added MAX_ROWS_PER_SPLIT configuration (default: 70000) in config.py
- Added comprehensive test coverage for splitting logic:
- Tests for split_dataframe_by_filename() with various scenarios
- Tests for local and S3 write operations with single and multiple splits
- Tests for cc_results_full, dashboard_results_full, and qc_qa_cc_full output types
- Fixed existing test failures (write_s3 error handling, path assertions)
- Improved code maintainability and readability
* Fix failing tests in test_postprocess.py
- Updated standard_postprocess tests to use actual columns from FIELD_FORMAT_MAPPING
(PAYER_NAME, CONTRACT_TITLE) instead of custom test columns that get dropped
- Added FILE_NAME column to all file structure test DataFrames (required for splitting logic)
- Added MAX_ROWS_PER_SPLIT mock configuration for splitting tests
- Fixed patch decorators for S3 tests to properly mock logging
All 41 tests now passing.
* Black for CI
* Blank [] and ['[]'] in output instead of displaying them
- Add placeholder patterns in clean_na_values for [], ['[]'], ["[]"]
- Update format_as_json_list to return blank for empty lists instead of []
- Filter out empty-list placeholder items from list values in format_as_json_list
- Add tests for clean_na_values empty list handling and format_as_json_list
Co-authored-by: Cursor <cursoragent@cursor.com>
* Merged DEV into feature/new_output_format
* Pipeline config, parent-child, dashboard, and runner fixes
- Parent-child: enable by default, write to run directory, S3 upload via io_utils
- Dashboard: optional (CC only by default), run_dashboard=True to enable
- Add io_utils.upload_local_file_to_s3 for centralized file uploads
- Parent-child returns (row_count, local_path); pipeline handles S3 upload
- Add TODO in config for WRITE_PC_TO_S3 removal after approval
- Fix indentation errors in runner.py
Co-authored-by: Cursor <cursoragent@cursor.com>
Approved-by: Katon Minhas
Feature/lesser table caching refactor hybrid
* chore: Remove unused duplicate main.py from shared pipeline
* fix: Correct crosswalk paths in aarete_derived.py
* chore: Remove unused documentation files from fieldExtraction
* docs: Add documentation files to documentation folder
* docs: Update README with uv setup, expanded project structure, and branching conventions
* docs: Add uv installation steps with Ubuntu/WSL emphasis
* Enable prompt caching for all remaining LLM calls
- Add _INSTRUCTION() functions for: EXHIBIT_HEADER, EXHIBIT_LINKAGE,
EXHIBIT_TITLE_MATCH, DATE_FIX, DERIVED_TERM_DATE, CHECK_PROVIDER_NAME_MATCH,
SPECIAL_CASE_ASSIGNMENT
- Update all invoke_claude() calls in saas and clover pipelines to use
cache=True with corresponding _INSTRUCTION() functions
- Add new instructions to get_cacheable_instructions() for cache warming
- Update tests for new instruction functions
Functions now using caching:
- prompt_exhibit_level
- prompt_exhibit_lesser (EXHIBIT_LEVEL_LESSER_OF)
- prompt_fee_schedule_breakout
- prompt_grouper_breakout
- prompt_special_case_assignment
- prompt_exhibit_linkage
- prompt_exhibit_header
- prompt_smart_chunked (ONE_TO_ONE templates)
- prompt_date_fix
- prompt_derived_term_date
- prompt_exhibit_title_match
- provider_name_match_check
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Reorder
* feat: Add bcbs_promise client pipeline with OFFSET_TERM extraction
- Add new bcbs_promise client with HSC-based OFFSET_TERM field extraction
- Extract full paragraph text of offset/recoupment provisions from contracts
- Derive OFFSET_INDICATOR (Y/N) from OFFSET_TERM presence
- Fix reorder_columns to preserve extra columns not in COLUMN_ORDER
- Update QC/QA output path to outputs/qc_qa/
* fix: Update dev deps and test assertions for QC/QA output path
- Add pytest/pytest-mock to dev dependencies for mypy type checking
- Update test assertions to expect outputs/qc_qa instead of qa_qc_output
* style: Apply black formatting to prompt_templates.py
* Merge main, move scripts
* Archive some scripts
* update py version
* remove .py version file
* Remove ASCII characters
* Restore testbed code
* restore tracking
* Update testbed metrics
* Enable prompt caching for CODE_LAST_CHECK, FILL_BILL_TYPE, DUAL_LOB_CHECK, and GROUPER_BREAKOUT
- Add CODE_LAST_CHECK_INSTRUCTION() for service specificity classification
- Add FILL_BILL_TYPE_INSTRUCTION() for bill type code determination
- Add DUAL_LOB_CHECK_INSTRUCTION() for Medicare/Medicaid classification
- Update code_funcs.py to use caching for CODE_LAST_CHECK, FILL_BILL_TYPE, GROUPER_BREAKOUT
- Update postprocessing_funcs.py to use caching for DUAL_LOB_CHECK
- Add new instructions to get_cacheable_instructions() for cache warming
- Add unit tests for new instruction functions
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Fix postprocessing_funcs to remove invalid columns
* Merge branch 'main' into feature/lesser-table-caching-refactor-hybrid
* Revert prompt caching changes from aed1b73c
* update formatting
* Update imports
Approved-by: Sha Brown
Approved-by: Praneel Panchigar
Mayank Aamseek