{"id":19979304,"url":"https://github.com/edisonleeeee/iclr2022-openreviewdata","last_synced_at":"2026-03-14T02:12:28.119Z","repository":{"id":59512847,"uuid":"415183006","full_name":"EdisonLeeeee/ICLR2022-OpenReviewData","owner":"EdisonLeeeee","description":"ICLR 2022 Paper submission trend analysis from https://openreview.net/group?id=ICLR.cc/2022/Conference","archived":false,"fork":false,"pushed_at":"2022-10-02T07:59:18.000Z","size":21397,"stargazers_count":77,"open_issues_count":0,"forks_count":18,"subscribers_count":2,"default_branch":"master","last_synced_at":"2023-03-05T02:58:30.120Z","etag":null,"topics":["iclr2022","openreview"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/EdisonLeeeee.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}},"created_at":"2021-10-09T02:44:29.000Z","updated_at":"2023-01-23T00:33:40.000Z","dependencies_parsed_at":"2023-01-19T02:01:07.071Z","dependency_job_id":null,"html_url":"https://github.com/EdisonLeeeee/ICLR2022-OpenReviewData","commit_stats":null,"previous_names":[],"tags_count":null,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EdisonLeeeee%2FICLR2022-OpenReviewData","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EdisonLeeeee%2FICLR2022-OpenReviewData/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EdisonLeeeee%2FICLR2022-OpenReviewData/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/EdisonLeeeee%2FICLR2022-OpenReviewData/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/EdisonLeeeee","download_url":"https://codeload.github.com/EdisonLeeeee/ICLR2022-OpenReviewData/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224385194,"owners_count":17302442,"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":["iclr2022","openreview"],"created_at":"2024-11-13T03:37:28.296Z","updated_at":"2026-03-14T02:12:23.063Z","avatar_url":"https://github.com/EdisonLeeeee.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Visualize ICLR 2022 OpenReview Data\n\nICLR 2022 Paper submission analysis from https://openreview.net/group?id=ICLR.cc/2022/Conference\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"sources/logo_wordcloud_keywords.png\" width=\"720\"/\u003e\n\u003c/p\u003e\n\n## Requirements\n+ Install requirements\n```bash\npip install wordcloud nltk pandas imageio selenium tqdm\n```\n+ Download nltk packages for language processing\n```python\nimport nltk\nnltk.download('punkt')\nnltk.download('averaged_perceptron_tagger')\nnltk.download('wordnet')\nnltk.download('stopwords')\n\n```\n+ If you got anything wrong when calling `webdriver.Edge('msedgedriver.exe')`, you can \n\n    - Delete `msedgedriver.exe` since it may only work on my computer (Windows 10)\n\n    - [*Install Microsoft Edge (Chromium)*](https://docs.microsoft.com/en-us/microsoft-edge/webdriver-chromium?tabs=python#install-microsoft-edge-chromium): *Ensure you have installed [Microsoft Edge (Chromium)](https://www.microsoft.com/en-us/edge). To confirm that you have Microsoft Edge (Chromium) installed, go to `edge://settings/help` in the browser, and verify the version number is Version 75 or later*.\n    - *Download Microsoft Edge Driver*: *Go to `edge://settings/help` to get the version of Edge.*\n    - *Navigate to the [Microsoft Edge Driver downloads](https://developer.microsoft.com/microsoft-edge/tools/webdriver/#downloads) page and download the driver that matches the  Edge version number.*\n\n   \u003e From https://stackoverflow.com/questions/63529124/how-to-open-up-microsoft-edge-using-selenium-and-python\n\n## Crawl Data\n1. Run `crawl_paperlist.py` to crawl the list of papers (~0.5h).\n   \n## Paper List (3,407 submission in total)\n`crawl_paperlist.py` only crawls 3,000 papers for some errors, but it has 3,407 submissions in total. The *full* paper list are as follows:\n+ [sources/ICLR-2022.csv](./sources/ICLR-2022.csv)\n+ [sources/ICLR-2022.md](./sources/ICLR-2022.md)\n\n## Visualization\nKeywords and Title\n\n+ **Keywords Frequency**\nThe top 50 common keywords (uncased) and their frequency:\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"sources/50_most_keywords.png\" width=\"720\"/\u003e\n\u003c/p\u003e\n\n+ **Keywords Cloud**\nThe word clouds formed by keywords of submissions show the hot topics including *deep learning*, *reinforcement learning*, *representation learning*, *graph neural network*, etc.\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"sources/logo_wordcloud_keywords.png\" width=\"720\"/\u003e\n\u003c/p\u003e\n\n+ **Title Keywords Frequency**\nThe top 50 common title keywords (uncased) and their frequency:\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"sources/50_most_title.png\" width=\"720\"/\u003e\n\u003c/p\u003e\n\n+ **Title Keywords Cloud**\nThe word clouds formed by keywords of submission titles:\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"sources/logo_wordcloud_title.png\" width=\"720\"/\u003e\n\u003c/p\u003e\n\n\n## Acknowledgment\nInspired by this repo: https://github.com/evanzd/ICLR2021-OpenReviewData\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedisonleeeee%2Ficlr2022-openreviewdata","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fedisonleeeee%2Ficlr2022-openreviewdata","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedisonleeeee%2Ficlr2022-openreviewdata/lists"}