{"id":25290563,"url":"https://github.com/wesslen/spacy-ecfr-ner","last_synced_at":"2026-04-21T22:35:59.158Z","repository":{"id":81790246,"uuid":"465083400","full_name":"wesslen/spacy-ecfr-ner","owner":"wesslen","description":"spaCy-Prodigy workflow for NER Citation model on eCFR Banking Regulation","archived":false,"fork":false,"pushed_at":"2022-03-24T15:31:29.000Z","size":25249,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-06T18:25:23.814Z","etag":null,"topics":["nlp","prodigy","spacy"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/wesslen.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-03-01T22:57:36.000Z","updated_at":"2025-01-20T06:53:14.000Z","dependencies_parsed_at":null,"dependency_job_id":"d3b0aac1-76f1-4225-bcbe-d104a5a00bd0","html_url":"https://github.com/wesslen/spacy-ecfr-ner","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/wesslen/spacy-ecfr-ner","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wesslen%2Fspacy-ecfr-ner","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wesslen%2Fspacy-ecfr-ner/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wesslen%2Fspacy-ecfr-ner/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wesslen%2Fspacy-ecfr-ner/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wesslen","download_url":"https://codeload.github.com/wesslen/spacy-ecfr-ner/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wesslen%2Fspacy-ecfr-ner/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263108810,"owners_count":23415005,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["nlp","prodigy","spacy"],"created_at":"2025-02-13T00:26:46.437Z","updated_at":"2026-04-21T22:35:54.130Z","avatar_url":"https://github.com/wesslen.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003c!-- SPACY PROJECT: AUTO-GENERATED DOCS START (do not remove) --\u003e\n\n# 🪐 spaCy Project: NER Citations of ECFR Banking Regulation in a spaCy pipeline.\n\nCustom NER project for spaCy v3 adapted from the spaCy v3 [`ner_demo`](https://github.com/explosion/projects/tree/9d5fce5f95ddf5f35c3370b2074b25e995525f51/pipelines/ner_demo) example script for creating an NER component in a new pipeline.\n\n## 📋 project.yml\n\nThe [`project.yml`](project.yml) defines the data assets required by the\nproject, as well as the available commands and workflows. For details, see the\n[spaCy projects documentation](https://spacy.io/usage/projects).\n\n### ⏯ Commands\n\nThe following commands are defined by the project. They\ncan be executed using [`spacy project run [name]`](https://spacy.io/api/cli#project-run).\nCommands are only re-run if their inputs have changed.\n\n| Command | Description |\n| --- | --- |\n| `download` | Download a spaCy model with pretrained vectors |\n| `data-to-spacy` | Merge your annotations and create data in spaCy's binary format |\n| `data-to-asset-senter` | Export senter annotations to assets |\n| `train-curve-ner` | Train curve for NER |\n| `data-to-asset-ner` | Export NER annotations to assets |\n| `train` | Train pipeline models |\n| `evaluate` | Evaluate the model and export metrics |\n| `prodigy-al-ner` | NER prodigy active learning annotaitons |\n| `prodigy-manual-ner` | NER prodigy manual learning annotations |\n| `package` | Package the trained model as a pip package |\n| `visualize-model` | Visualize the model's output interactively using Streamlit |\n| `setup` | Install dependencies |\n| `clean` | Remove intermediate files |\n| `document` | Export README for project details |\n\n### ⏭ Workflows\n\nThe following workflows are defined by the project. They\ncan be executed using [`spacy project run [name]`](https://spacy.io/api/cli#project-run)\nand will run the specified commands in order. Commands are only re-run if their\ninputs have changed.\n\n| Workflow | Steps |\n| --- | --- |\n| `all` | `download` \u0026rarr; `train` \u0026rarr; `evaluate` \u0026rarr; `package` |\n\n### 🗂 Assets\n\nThe following assets are defined by the project. They can\nbe fetched by running [`spacy project assets`](https://spacy.io/api/cli#project-assets)\nin the project directory.\n\n| File | Source | Description |\n| --- | --- | --- |\n| [`assets/ecfr_ner_labels.jsonl`](assets/ecfr_ner_labels.jsonl) | Local | 400 initial NER labels of sections, cites, and laws |\n| [`assets/patterns.jsonl`](assets/patterns.jsonl) | Local | Patterns for sections, cites, and laws for initial NER training |\n| [`assets/ecfr_senter_labels.jsonl`](assets/ecfr_senter_labels.jsonl) | Local | 150 initial sentence segmentations of eCFR sub-sections |\n| [`assets/raw-files/ecfr-sample-sents.jsonl`](assets/raw-files/ecfr-sample-sents.jsonl) | Local | Sample of Prodigy annotated sentences from ecfr-sample-title-12.jsonl file |\n| [`assets/raw-files/ecfr-sample-title-12.jsonl`](assets/raw-files/ecfr-sample-title-12.jsonl) | Local | Sample of 47 records (sub-sections) from ecfr-title-12.jsonl |\n| [`assets/raw-files/ecfr-title-12.jsonl`](assets/raw-files/ecfr-title-12.jsonl) | Local | eCFR Title 12 (Banking) parsed as a jsonl file |\n| [`assets/raw-files/ecfr-title-12-sent.jsonl`](assets/raw-files/ecfr-title-12-sent.jsonl) | Local | Senter scored model segmenting ecfr-title-12.jsonl |\n\n\u003c!-- SPACY PROJECT: AUTO-GENERATED DOCS END (do not remove) --\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwesslen%2Fspacy-ecfr-ner","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwesslen%2Fspacy-ecfr-ner","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwesslen%2Fspacy-ecfr-ner/lists"}