lynguine
0.1
  • Installation Guide
    • Prerequisites
    • Installing lynguine
  • Quick Start Guide
    • Creating Your First ndlpy Object
    • Exploring Further
  • Column Management in CustomDataFrame
    • Understanding Column Specifications (colspecs)
    • Adding Columns
      • Method 1: Direct Assignment (Recommended for Quick Operations)
      • Method 2: add_column() Method (Recommended for Explicit Type Control)
    • Removing Columns
    • Common Patterns
      • Pattern 1: Pre-creating Columns for Compute Operations
      • Pattern 2: Converting Column Types
      • Pattern 3: Working with Series Data (Multiple Rows Per Index)
    • Best Practices
    • Common Errors and Solutions
      • Error: Column already exists
      • Error: Column not found
      • Error: Invalid colspec
    • Related Documentation
  • Examples
    • Example 1: Basic Usage
    • Example 2: Advanced Techniques
  • lynguine.access
    • IO Module
      • multiline_str_representer()
      • LynguineSafeDumper
        • LynguineSafeDumper.choose_scalar_style()
        • LynguineSafeDumper.ANCHOR_TEMPLATE
        • LynguineSafeDumper.DEFAULT_MAPPING_TAG
        • LynguineSafeDumper.DEFAULT_SCALAR_TAG
        • LynguineSafeDumper.DEFAULT_SEQUENCE_TAG
        • LynguineSafeDumper.DEFAULT_TAG_PREFIXES
        • LynguineSafeDumper.ESCAPE_REPLACEMENTS
        • LynguineSafeDumper.add_implicit_resolver()
        • LynguineSafeDumper.add_multi_representer()
        • LynguineSafeDumper.add_path_resolver()
        • LynguineSafeDumper.add_representer()
        • LynguineSafeDumper.analyze_scalar()
        • LynguineSafeDumper.anchor_node()
        • LynguineSafeDumper.ascend_resolver()
        • LynguineSafeDumper.check_empty_document()
        • LynguineSafeDumper.check_empty_mapping()
        • LynguineSafeDumper.check_empty_sequence()
        • LynguineSafeDumper.check_resolver_prefix()
        • LynguineSafeDumper.check_simple_key()
        • LynguineSafeDumper.close()
        • LynguineSafeDumper.descend_resolver()
        • LynguineSafeDumper.determine_block_hints()
        • LynguineSafeDumper.dispose()
        • LynguineSafeDumper.emit()
        • LynguineSafeDumper.expect_alias()
        • LynguineSafeDumper.expect_block_mapping()
        • LynguineSafeDumper.expect_block_mapping_key()
        • LynguineSafeDumper.expect_block_mapping_simple_value()
        • LynguineSafeDumper.expect_block_mapping_value()
        • LynguineSafeDumper.expect_block_sequence()
        • LynguineSafeDumper.expect_block_sequence_item()
        • LynguineSafeDumper.expect_document_end()
        • LynguineSafeDumper.expect_document_root()
        • LynguineSafeDumper.expect_document_start()
        • LynguineSafeDumper.expect_first_block_mapping_key()
        • LynguineSafeDumper.expect_first_block_sequence_item()
        • LynguineSafeDumper.expect_first_document_start()
        • LynguineSafeDumper.expect_first_flow_mapping_key()
        • LynguineSafeDumper.expect_first_flow_sequence_item()
        • LynguineSafeDumper.expect_flow_mapping()
        • LynguineSafeDumper.expect_flow_mapping_key()
        • LynguineSafeDumper.expect_flow_mapping_simple_value()
        • LynguineSafeDumper.expect_flow_mapping_value()
        • LynguineSafeDumper.expect_flow_sequence()
        • LynguineSafeDumper.expect_flow_sequence_item()
        • LynguineSafeDumper.expect_node()
        • LynguineSafeDumper.expect_nothing()
        • LynguineSafeDumper.expect_scalar()
        • LynguineSafeDumper.expect_stream_start()
        • LynguineSafeDumper.flush_stream()
        • LynguineSafeDumper.generate_anchor()
        • LynguineSafeDumper.ignore_aliases()
        • LynguineSafeDumper.increase_indent()
        • LynguineSafeDumper.inf_value
        • LynguineSafeDumper.need_events()
        • LynguineSafeDumper.need_more_events()
        • LynguineSafeDumper.open()
        • LynguineSafeDumper.prepare_anchor()
        • LynguineSafeDumper.prepare_tag()
        • LynguineSafeDumper.prepare_tag_handle()
        • LynguineSafeDumper.prepare_tag_prefix()
        • LynguineSafeDumper.prepare_version()
        • LynguineSafeDumper.process_anchor()
        • LynguineSafeDumper.process_scalar()
        • LynguineSafeDumper.process_tag()
        • LynguineSafeDumper.represent()
        • LynguineSafeDumper.represent_binary()
        • LynguineSafeDumper.represent_bool()
        • LynguineSafeDumper.represent_data()
        • LynguineSafeDumper.represent_date()
        • LynguineSafeDumper.represent_datetime()
        • LynguineSafeDumper.represent_dict()
        • LynguineSafeDumper.represent_float()
        • LynguineSafeDumper.represent_int()
        • LynguineSafeDumper.represent_list()
        • LynguineSafeDumper.represent_mapping()
        • LynguineSafeDumper.represent_none()
        • LynguineSafeDumper.represent_scalar()
        • LynguineSafeDumper.represent_sequence()
        • LynguineSafeDumper.represent_set()
        • LynguineSafeDumper.represent_str()
        • LynguineSafeDumper.represent_undefined()
        • LynguineSafeDumper.represent_yaml_object()
        • LynguineSafeDumper.resolve()
        • LynguineSafeDumper.serialize()
        • LynguineSafeDumper.serialize_node()
        • LynguineSafeDumper.write_double_quoted()
        • LynguineSafeDumper.write_folded()
        • LynguineSafeDumper.write_indent()
        • LynguineSafeDumper.write_indicator()
        • LynguineSafeDumper.write_line_break()
        • LynguineSafeDumper.write_literal()
        • LynguineSafeDumper.write_plain()
        • LynguineSafeDumper.write_single_quoted()
        • LynguineSafeDumper.write_stream_end()
        • LynguineSafeDumper.write_stream_start()
        • LynguineSafeDumper.write_tag_directive()
        • LynguineSafeDumper.write_version_directive()
        • LynguineSafeDumper.yaml_implicit_resolvers
        • LynguineSafeDumper.yaml_multi_representers
        • LynguineSafeDumper.yaml_path_resolvers
        • LynguineSafeDumper.yaml_representers
      • str_type()
      • bool_type()
      • int_type()
      • float_type()
      • extract_dtypes()
      • extract_sheet()
      • read_json()
      • write_json()
      • read_yaml()
      • read_markdown()
      • write_markdown()
      • write_yaml()
      • read_bibtex()
      • write_bibtex()
      • read_directory()
      • read_list()
      • read_files()
      • write_directory()
      • read_json_file()
      • write_json_file()
      • read_txt_file()
      • default_file_reader()
      • default_file_writer()
      • read_file()
      • read_yaml_file()
      • read_bibtex_file()
      • yaml_prep()
      • write_bibtex_file()
      • write_yaml_file()
      • read_yaml_meta_file()
      • write_yaml_meta_file()
      • read_markdown_file()
      • read_docx_file()
      • read_talk_file()
      • read_talk_include_file()
      • write_url_file()
      • write_markdown_file()
      • create_document_content()
      • create_letter()
      • write_letter_file()
      • write_formlink()
      • write_docx_file()
      • write_tex_file()
      • read_csv()
      • read_excel()
      • read_fake()
      • read_local()
      • read_gsheet()
      • write_excel()
      • write_csv()
      • write_gsheet()
      • gdrf_()
      • update_store_fields()
      • gdwf_()
      • populate_directory_readers()
      • populate_directory_writers()
      • finalize_data()
      • read_hstack()
      • read_stack()
      • read_vstack()
      • read_series()
      • read_data()
      • read_auto()
      • convert_data()
      • data_exists()
      • load_or_create_df()
      • globals_data()
      • cache()
      • scores()
      • series()
      • write_data()
      • read_bibtex_directory()
      • read_docx_directory()
      • read_json_directory()
      • read_markdown_directory()
      • read_meta_directory()
      • read_plain_directory()
      • read_yaml_directory()
      • write_json_directory()
      • write_markdown_directory()
      • write_meta_directory()
      • write_yaml_directory()
    • Download Module
      • FileDownloader
        • FileDownloader.interface
        • FileDownloader.data_name
        • FileDownloader.data_resources
        • FileDownloader.download_data()
      • GitDownloader
        • GitDownloader.data_name
        • GitDownloader.data_resources
        • GitDownloader.download_data()
        • GitDownloader.interface
  • lynguine.assess
    • Data Module
      • iskeyword()
      • Accessor
      • DataObject
        • DataObject.get_subseries()
        • DataObject.get_subindices()
        • DataObject.get_subseries_values()
        • DataObject.get_index()
        • DataObject.set_index()
        • DataObject.get_compute_index()
        • DataObject.get_column()
        • DataObject.set_column()
        • DataObject.set_value_column()
        • DataObject.get_value_column()
        • DataObject.ismutable()
        • DataObject.autocache
        • DataObject.interface
        • DataObject.mutable
        • DataObject.isparameter()
        • DataObject.isseries()
        • DataObject.get_selector()
        • DataObject.set_selector()
        • DataObject.get_subindex()
        • DataObject.set_subindex()
        • DataObject.get_selectors()
        • DataObject.get_value()
        • DataObject.set_value()
        • DataObject.add_row()
        • DataObject.head()
        • DataObject.tail()
        • DataObject.add_column()
        • DataObject.drop_column()
        • DataObject.filter_rows()
        • DataObject.get_shape()
        • DataObject.describe()
        • DataObject.to_pandas()
        • DataObject.to_clipboard()
        • DataObject.to_feather()
        • DataObject.to_json()
        • DataObject.to_orc()
        • DataObject.to_records()
        • DataObject.to_timestamp()
        • DataObject.to_csv()
        • DataObject.to_gbq()
        • DataObject.to_latex()
        • DataObject.to_parquet()
        • DataObject.to_sql()
        • DataObject.to_xarray()
        • DataObject.to_dict()
        • DataObject.to_hdf()
        • DataObject.to_markdown()
        • DataObject.to_period()
        • DataObject.to_stata()
        • DataObject.to_xml()
        • DataObject.to_excel()
        • DataObject.to_html()
        • DataObject.to_numpy()
        • DataObject.to_string()
        • DataObject.valid_data_types
        • DataObject.from_pandas()
        • DataObject.from_csv()
        • DataObject.from_dict()
        • DataObject.to_flow()
        • DataObject.compute_from_flow()
        • DataObject.from_flow()
        • DataObject.augment_with_df()
        • DataObject.save_flows()
        • DataObject.sort_values()
        • DataObject.sort_index()
        • DataObject.convert()
        • DataObject.sum()
        • DataObject.mean()
        • DataObject.add()
        • DataObject.subtract()
        • DataObject.multiply()
        • DataObject.equals()
        • DataObject.transpose()
        • DataObject.dot()
        • DataObject.isna()
        • DataObject.isnull()
        • DataObject.notna()
        • DataObject.fillna()
        • DataObject.dropna()
        • DataObject.drop_duplicates()
        • DataObject.groupby()
        • DataObject.pivot_table()
        • DataObject.dtypes
        • DataObject.log
        • DataObject.T
        • DataObject.shape
        • DataObject.columns
        • DataObject.index
        • DataObject.empty
        • DataObject.values
        • DataObject.colspecs
        • DataObject.apply()
        • DataObject.merge()
        • DataObject.join()
      • CustomDataFrame
        • CustomDataFrame.types
        • CustomDataFrame.autocache
        • CustomDataFrame.interface
        • CustomDataFrame.get_type_columns()
        • CustomDataFrame.get_input_columns()
        • CustomDataFrame.get_series_columns()
        • CustomDataFrame.get_parameters_columns()
        • CustomDataFrame.get_output_columns()
        • CustomDataFrame.get_column_type()
        • CustomDataFrame.colspecs
        • CustomDataFrame.coltype()
        • CustomDataFrame.compute
        • CustomDataFrame.to_pandas()
        • CustomDataFrame.update_from_pandas()
        • CustomDataFrame.filter()
        • CustomDataFrame.update_name_column_map()
        • CustomDataFrame.mapping()
        • CustomDataFrame.viewer_to_value()
        • CustomDataFrame.view_to_value()
        • CustomDataFrame.summary_viewer_to_value()
        • CustomDataFrame.summary_view_to_value()
        • CustomDataFrame.view_to_tmpname()
        • CustomDataFrame.T
        • CustomDataFrame.add()
        • CustomDataFrame.add_row()
        • CustomDataFrame.apply()
        • CustomDataFrame.augment_with_df()
        • CustomDataFrame.columns
        • CustomDataFrame.compute_from_flow()
        • CustomDataFrame.convert()
        • CustomDataFrame.describe()
        • CustomDataFrame.dot()
        • CustomDataFrame.drop_duplicates()
        • CustomDataFrame.dropna()
        • CustomDataFrame.dtypes
        • CustomDataFrame.empty
        • CustomDataFrame.equals()
        • CustomDataFrame.fillna()
        • CustomDataFrame.filter_rows()
        • CustomDataFrame.from_csv()
        • CustomDataFrame.from_dict()
        • CustomDataFrame.from_flow()
        • CustomDataFrame.from_pandas()
        • CustomDataFrame.get_column()
        • CustomDataFrame.get_compute_index()
        • CustomDataFrame.get_index()
        • CustomDataFrame.get_selector()
        • CustomDataFrame.get_selectors()
        • CustomDataFrame.get_shape()
        • CustomDataFrame.get_subindex()
        • CustomDataFrame.get_subindices()
        • CustomDataFrame.get_subseries()
        • CustomDataFrame.get_subseries_values()
        • CustomDataFrame.get_value()
        • CustomDataFrame.get_value_column()
        • CustomDataFrame.groupby()
        • CustomDataFrame.head()
        • CustomDataFrame.index
        • CustomDataFrame.ismutable()
        • CustomDataFrame.isna()
        • CustomDataFrame.isnull()
        • CustomDataFrame.isparameter()
        • CustomDataFrame.isseries()
        • CustomDataFrame.join()
        • CustomDataFrame.log
        • CustomDataFrame.mean()
        • CustomDataFrame.merge()
        • CustomDataFrame.multiply()
        • CustomDataFrame.mutable
        • CustomDataFrame.notna()
        • CustomDataFrame.pivot_table()
        • CustomDataFrame.save_flows()
        • CustomDataFrame.set_column()
        • CustomDataFrame.set_index()
        • CustomDataFrame.set_selector()
        • CustomDataFrame.set_subindex()
        • CustomDataFrame.set_value()
        • CustomDataFrame.set_value_column()
        • CustomDataFrame.shape
        • CustomDataFrame.sort_index()
        • CustomDataFrame.sort_values()
        • CustomDataFrame.subtract()
        • CustomDataFrame.sum()
        • CustomDataFrame.tail()
        • CustomDataFrame.tally_to_value()
        • CustomDataFrame.to_clipboard()
        • CustomDataFrame.to_csv()
        • CustomDataFrame.to_dict()
        • CustomDataFrame.to_excel()
        • CustomDataFrame.to_feather()
        • CustomDataFrame.to_flow()
        • CustomDataFrame.to_gbq()
        • CustomDataFrame.to_hdf()
        • CustomDataFrame.to_html()
        • CustomDataFrame.to_json()
        • CustomDataFrame.to_latex()
        • CustomDataFrame.to_markdown()
        • CustomDataFrame.to_numpy()
        • CustomDataFrame.to_orc()
        • CustomDataFrame.to_parquet()
        • CustomDataFrame.to_period()
        • CustomDataFrame.to_records()
        • CustomDataFrame.to_sql()
        • CustomDataFrame.to_stata()
        • CustomDataFrame.to_string()
        • CustomDataFrame.to_timestamp()
        • CustomDataFrame.to_xarray()
        • CustomDataFrame.to_xml()
        • CustomDataFrame.transpose()
        • CustomDataFrame.valid_data_types
        • CustomDataFrame.values
        • CustomDataFrame.conditions()
        • CustomDataFrame.display_to_tmpname()
        • CustomDataFrame.display_to_value()
        • CustomDataFrame.compute_to_value()
        • CustomDataFrame.compute_to_tmpname()
        • CustomDataFrame.liquid_to_tmpname()
        • CustomDataFrame.liquid_to_value()
        • CustomDataFrame.tally_to_tmpname()
        • CustomDataFrame.tally_values()
        • CustomDataFrame.tally_series()
        • CustomDataFrame.add_column()
        • CustomDataFrame.drop_column()
      • concat()
    • Compute Module
      • Compute
        • Compute._computes
        • Compute._liquid_env
        • Compute.logger
        • Compute.setup_logger()
        • Compute.computes
        • Compute.precomputes
        • Compute.postcomputes
        • Compute.prep()
        • Compute.gca_()
        • Compute.gcf_()
        • Compute.run()
        • Compute.preprocess()
        • Compute.run_onchange()
        • Compute.run_all()
        • Compute.filter()
        • Compute.load_liquid()
        • Compute.add_liquid_filters()
        • Compute.from_flow()
    • Display Module
      • WidgetCluster
        • WidgetCluster.clear_children()
        • WidgetCluster.close()
        • WidgetCluster.has()
        • WidgetCluster.get()
        • WidgetCluster.refresh()
        • WidgetCluster.add()
        • WidgetCluster.update()
        • WidgetCluster.to_markdown()
        • WidgetCluster.to_dict()
        • WidgetCluster.display()
      • DisplaySystem
        • DisplaySystem.index
        • DisplaySystem.get_index()
        • DisplaySystem.set_index()
        • DisplaySystem.get_value()
        • DisplaySystem.get_value_by_element()
        • DisplaySystem.set_value_by_element()
        • DisplaySystem.set_value()
        • DisplaySystem.get_column()
        • DisplaySystem.set_column()
        • DisplaySystem.get_indices()
        • DisplaySystem.add_downstream_display()
        • DisplaySystem.load_flows()
        • DisplaySystem.save_flows()
        • DisplaySystem.load_input_flows()
        • DisplaySystem.load_output_flows()
        • DisplaySystem.populate_display()
        • DisplaySystem.value_updated()
  • lynguine.config
    • Context Module
      • Context
        • Context.get()
        • Context.items()
        • Context.keys()
        • Context.update()
        • Context.values()
    • Interface Module
      • Interface
        • Interface.user_file
        • Interface.directory
        • Interface.get_output_columns()
        • Interface.get_cache_columns()
        • Interface.get()
        • Interface.items()
        • Interface.keys()
        • Interface.update()
        • Interface.values()
        • Interface.default_config_file()
        • Interface.from_file()
        • Interface.from_yaml()
        • Interface.to_yaml()
  • lynguine.util
    • DataFrame Utilities
      • convert_datetime_to_str()
      • reorder_dataframe()
      • convert_datetime()
      • convert_int()
      • convert_string()
      • convert_year_iso()
      • addmonth()
      • addyear()
      • augmentmonth()
      • augmentyear()
      • augmentcurrency()
      • fillna()
      • ascending()
      • descending()
      • recent()
      • current()
      • former()
      • onbool()
      • columnis()
      • columncontains()
    • File Utilities
      • get_cvs_version()
      • get_svn_version()
      • get_git_version()
      • read_txt_file()
      • extract_file_details()
    • YAML Utilities
      • FileFormatError
        • FileFormatError.add_note()
        • FileFormatError.args
        • FileFormatError.with_traceback()
      • update_from_file()
      • header_field()
      • header_fields()
      • extract_header_body()
    • Liquid Template Utilities
      • load_template_env()
      • url_escape()
      • markdownify()
      • relative_url()
      • absolute_url()
      • to_i()
    • Miscellaneous Utilities
      • iskeyword()
      • log
      • reorder_dictionary()
      • extract_full_filename()
      • extract_root_directory()
      • extract_file_type()
      • extract_abs_filename()
      • camel_capitalize()
      • remove_nan()
      • isna()
      • is_valid_var()
      • to_valid_var()
      • to_camel_case()
      • sub_path_environment()
      • get_path_env()
      • get_url_file()
      • prompt_stdin()
      • markdown2html()
      • html2markdown()
    • Text Utilities
      • render_liquid()
    • TeX Utilities
      • extract_bib_files()
      • substitute_inputs()
      • input_file_name()
      • process_file()
      • extract_inputs()
      • extract_diagrams()
      • extract_citations()
      • make_bib_file()
      • get_bib_strings()
      • get_bib_cross_refs()
      • create_bib_file_given_tex()
    • Talk Utilities
      • talk_field()
      • extract_bibinputs()
      • extract_all()
      • extract_inputs()
      • extract_diagrams()
    • Fake Data Generation
      • prefix()
      • suffix()
      • author_editor()
      • row()
      • entry_update()
      • random_entry_type()
      • bibliography_entry()
      • rows()
      • to_bibtex_author()
      • to_bibtex()
      • row_allocation_additional_scores_series()
      • DataFrame()
      • Generate
        • Generate.person
        • Generate.givenName()
        • Generate.familyName()
        • Generate.prefix()
        • Generate.suffix()
        • Generate.name()
        • Generate.city()
        • Generate.state()
        • Generate.address()
        • Generate.email()
        • Generate.date()
        • Generate.birthdate()
        • Generate.age()
        • Generate.phone()
    • HTML Utilities
      • get_reference()
      • write_to_file()
      • md_write_to_file()
  • Security
    • User Guide
      • Lynguine Secure Credential Management - User Guide
        • Table of Contents
        • Quick Start (5 Minutes)
        • Installation & Setup
        • Basic Usage
        • Common Scenarios
        • Migration Guide
        • Advanced Features
        • Troubleshooting
        • Security Best Practices
        • API Reference
        • Getting Help
        • Related Documentation
    • Implementation Summary
      • Secure Credential Management Implementation Summary
        • Overview
        • Implementation Completed
        • Security Features Implemented
        • Files Created/Modified
        • Architecture Decisions
        • Security Considerations
        • Testing Strategy
        • Future Enhancements
        • Dependencies
        • Migration Guide for Users
        • Performance Impact
        • Conclusion
    • API Reference
      • Core Functions
        • CredentialProvider
        • EnvironmentCredentialProvider
        • EncryptedFileCredentialProvider
        • CredentialManager
        • get_credential_manager()
        • set_credential_manager()
        • get_credential()
        • set_credential()
        • CredentialError
        • CredentialNotFoundError
        • CredentialValidationError
        • CredentialEncryptionError
        • CredentialCache
        • AccessLevel
        • AuditEventType
        • AuditEvent
        • AuditLogger
        • AccessPolicy
        • RateLimiter
        • CredentialAccessController
        • get_access_controller()
        • set_access_controller()
        • AccessControlError
        • AccessDeniedError
        • RateLimitError
        • SanitizingFormatter
        • SecureExceptionHandler
        • SecureLogger
        • setup_secure_logging()
        • get_secure_logger()
        • sanitize_dict()
        • secure_repr()
        • CredentialMigrator
        • MigrationError
        • create_migration_guide()
        • save_migration_guide()
      • Credential Providers
        • CredentialError
        • CredentialNotFoundError
        • CredentialValidationError
        • CredentialEncryptionError
        • CredentialProvider
        • EnvironmentCredentialProvider
        • EncryptedFileCredentialProvider
        • CredentialCache
        • CredentialManager
        • get_credential_manager()
        • set_credential_manager()
        • get_credential()
        • set_credential()
      • Access Control
        • AccessLevel
        • AuditEventType
        • AccessControlError
        • AccessDeniedError
        • RateLimitError
        • AuditEvent
        • AuditLogger
        • AccessPolicy
        • RateLimiter
        • CredentialAccessController
        • get_access_controller()
        • set_access_controller()
      • Secure Logging
        • SanitizingFormatter
        • SecureExceptionHandler
        • setup_secure_logging()
        • sanitize_dict()
        • secure_repr()
        • SecureLogger
        • get_secure_logger()
      • Migration Tools
        • MigrationError
        • CredentialMigrator
        • create_migration_guide()
        • save_migration_guide()
      • Quick Reference
        • Core Functions
        • Providers
        • Access Control
        • Exceptions
        • Logging
        • Migration
      • Examples
        • Basic Usage
        • Environment Variables
        • Encrypted Storage
        • Access Control
        • Error Handling
      • See Also
    • Overview
    • Quick Start
    • Architecture
    • Implementation Details
    • Security Compliance
    • Common Use Cases
    • API Reference
    • Getting Help
    • Related Documentation
  • Server Mode
    • Overview
    • Quick Start
    • Contents
      • Quick Start
        • Installation
        • Basic Usage
        • Common Patterns
        • Configuration Options
        • Verifying Performance
        • Next Steps
      • Migration Guide
        • Who Should Use Server Mode?
        • Migration Steps
        • Application-Specific Integration
        • Rolling Back
        • Performance Expectations
        • Next Steps
        • See Also
      • API Reference
        • Client API
        • Server API
        • Utility Functions
        • Error Handling
        • Performance Considerations
        • See Also
      • Troubleshooting
        • Quick Fixes
        • Server Won’t Start
        • Connection Refused Errors
        • Server Crashes or Stops Unexpectedly
        • Slow Performance
        • Memory Issues
        • Auto-Start Not Working
        • Retry Logic Not Working
        • General Debugging Tips
        • Common Commands Reference
        • Still Having Issues?
        • See Also
      • Examples
        • Basic Examples
        • Batch Processing
        • Production Patterns
        • Configuration-Specific Examples
        • Performance Benchmarking
        • Advanced Usage
        • Integration Examples
        • Testing Examples
        • See Also
    • Performance
    • Implementation Phases
    • See Also
  • Contributing to lynguine
    • Code of Conduct
    • I Don’t Want to Read This Whole Thing!
    • How Can I Contribute?
      • Reporting Bugs
      • Suggesting Enhancements
      • Your First Code Contribution
      • Pull Requests
    • Style Guides
  • Python Style Guide
    • Code Formatting with Black
    • PEP 8 Compliance
  • Setup for Development
    • Install Dependencies
    • Setting Up a Virtual Environment
    • Configuring Your Development Environment
  • Testing Guidelines
    • Running Tests
    • Writing Tests
    • Test Coverage
    • Continuous Integration
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© Copyright 2023, Neil D. Lawrence <lawrennd@gmail.com>.

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