inconsistencies in imdb database - SERP Analysis

https://help.imdb.com/article/contribution/titles/goofs/GFDUF27RBTQGS8UZ

https://www.reddit.com/r/PleX/comments/ph9z6p/anyone_else_getting_inaccurate_imdb_ratings/

https://contribute.imdb.com/updates/guide/correcting_existing_data

https://community-imdb.sprinklr.com/conversations/data-issues-policy-discussions/rating-inconsistencies-on-through-the-wormhole/67cbef99fe70c2656b2ed1d1

https://www.reddit.com/r/movies/comments/nhk44v/imdb_has_changed_its_layout_to_something/

https://m.imdb.com/search/title/?keywords=inconsistency&explore=keywords&ref_=tt_stry_kw

https://medium.com/%40khalidcherif629/imdb-data-cleaning-using-sql-server-3b42a2a21e77

https://www.imdb.com/search/title/?has=goofs

https://www.quora.com/How-do-I-submit-a-report-of-a-goof-or-error-in-a-movie-to-IMDb

https://downdetector.com/status/imdb/

https://emby.media/community/index.php?/topic/124938-imdb-id-not-found/

https://rpubs.com/dcevans09/503324

https://stackoverflow.com/questions/20292147/how-to-fix-this-error-while-reading-a-large-file-python

https://www.imdb.com/search/title/?keywords=inconsistency

https://www.moviemistakes.com/

https://help.imdb.com/article/imdb/general-information/how-to-effectively-report-problems/G8UFAVKZND9M5HXL?ref_=helpart_nav_12

https://dl.acm.org/doi/10.1145/1646396.1646406

https://katherinemilkman.squarespace.com/s/highbrow-films-gather-dust.pdf

https://www.robots.ox.ac.uk/~vgg/research/continuity/index.html

https://en.wikipedia.org/wiki/IMDb

https://ixd.prattsi.org/2023/02/design-critique-imdb-website/

https://dbucsd.github.io/paperpdfs/2010_11.pdf

https://www.theringer.com/2019/06/12/tv/imdb-rating-system-problems-chernobyl

https://www.buzzfeed.com/hannahmarder/43-tv-and-movie-mistakes

https://www150.statcan.gc.ca/n1/pub/11-633-x/2024001/sec7-eng.htm

https://www.hbs.edu/ris/download.aspx?name=07-099.pdf

https://www.indiewire.com/gallery/best-movie-mistakes-ever/

https://www.octoparse.com/blog/how-to-scrape-imdb-data

https://www.emdb.eu/faq.html

https://eyowhite.com/how-to-clean-a-messy-imdb-movies-data-using-python/

https://zuplo.com/blog/2024/10/03/best-movie-api-imdb-vs-omdb-vs-tmdb

https://github.com/Sonarr/Sonarr/issues/4663

https://www.territ.pl/articles/how-to-use-imanage-imdbcheck-tool-to-fix-database-errors-and-ensure-a-successful-imanage-cloud-migration

https://help.imdb.com/article/contribution/contribution-information/imdb-update-status-faq/GLLZ3NML4PJYA6AL?ref_=helpart_nav_22

https://huggingface.co/datasets/stanfordnlp/imdb

https://movieweb.com/biggest-plot-holes-everyone-ignores/

https://www.kaggle.com/datasets/rmisra/imdb-spoiler-dataset

https://www.linkedin.com/posts/pratikshamazumder_imdb-movie-data-visualisation-assignment-activity-7101482656789364736-UZO4

https://www.r-bloggers.com/2021/01/imdb-datasets-3-centuries-of-movie-rankings-visualized-2/

https://cleanlab.ai/blog/label-errors-text-datasets/

https://www.ibm.com/docs/en/db2-for-zos/12.0.0?topic=codes-error-sql

https://fithis2001.medium.com/exploring-the-imdb-dataset-with-dbt-11cd02c025aa

https://www.themoviedb.org/talk/642a4d1e9cc67b05796c045d?language=en-US

https://github.com/anandavii/IMDB_Movie_Cleaning_Python

https://aws.amazon.com/blogs/machine-learning/part-1-power-recommendation-and-search-using-an-imdb-knowledge-graph/

https://aclanthology.org/2025.coling-main.338.pdf

https://minimaxir.com/2018/07/imdb-data-analysis/

https://dl.acm.org/doi/10.1145/3477314.3507270

https://www.researchgate.net/publication/309820851_Predicting_Movie_Success_Based_on_IMDB_Data

https://www.percona.com/blog/imdb-data-in-a-graph-database/

https://screenrant.com/worst-continuity-mistakes-movie-history/

https://docs.oracle.com/database/timesten-18.1/TTERR/TTERR.pdf

https://en.wikipedia.org/wiki/Moviemistakes.com

https://learncuriously.wordpress.com/2018/11/25/wisdom-of-crowd-goes-to-the-movies/

https://paperswithcode.com/dataset/imdb-movie-reviews

https://forum.kodi.tv/showthread.php?tid=355057

https://moderndive.com/9-hypothesis-testing.html

https://www.researchgate.net/figure/Q-errors-for-base-table-selections_tbl1_319893076

https://rpubs.com/btn/981643

https://docs.oracle.com/cd/E16754_01/doc.75/e16719/adm_imdb_configure.htm

https://www.comparitech.com/kodi/imdb-kodi/

https://stacker.com/movies/mistakes-100-worst-movies-all-time

https://caddo.gov/wp-content/uploads/ninja-forms/7/gtidnbkz.pdf

https://stackoverflow.com/questions/62650093/how-can-i-resolve-this-cors-error-when-trying-to-access-data-from-the-movie-data

https://helda.helsinki.fi/bitstreams/06103cdb-0324-404b-ab91-4f604980ac2a/download

https://movieweb.com/plot-holes-ruined-great-movies/

https://www.explainxkcd.com/wiki/index.php/2623:_Goofs

https://www.themoviedb.org/talk/6761837b52ccac57cfcbe921

https://www.quora.com/I-just-discovered-a-major-continuity-error-in-a-terrific-movie-nominated-for-an-Oscar-that-would-likely-keep-it-from-winning-Should-I-keep-quiet

https://news.ycombinator.com/item?id=32377390

https://www.esquire.com/entertainment/g28879002/famous-tv-movie-mistakes/

https://developer.imdb.com/non-commercial-datasets/

https://caddo.gov/wp-content/uploads/ninja-forms/7/flkdljo5.pdf

https://www.nme.com/news/film/these-movies-have-most-mistakes-per-minute-report-finds-3506134

https://explaining-errors-in-star-trek.fandom.com/wiki/Star_Trek_First_Contact

https://www.lifewire.com/internet-movie-database-3482288

https://link.springer.com/article/10.1007/s10758-025-09867-1

https://news.ycombinator.com/item?id=20128467

https://timesofindia.indiatimes.com/sports/mlb/news/all-time-overhyped-prospect-yankees-fans-lose-patience-with-jasson-dominguez-after-embarrassing-mistake-against-red-sox/articleshow/121863053.cms

https://www.coursera.org/professional-certificates/ibm-data-analyst

https://www.wesleyanargus.com/browse/u4144A/2371970/x2_interface_setup-failure.pdf

https://www.newsweek.com/divisive-tv-show-millennials-disappear-netflix-dexter-2087289

https://www.imdb.com/title/tt10954652/goofs/

https://www.empireonline.com/

https://www.amazon.com/Accountant-Ben-Affleck/dp/B01M5BJCEH

https://www.instagram.com/p/DK9klknS6gL/

https://www.coursera.org/professional-certificates/ibm-data-science

https://www.rottentomatoes.com/tv/murderbot

https://www.wesleyanargus.com/uploaded-files/u61QOA/2392000/datamodelingessentials.pdf

https://www.imdb.com/title/tt1190080/goofs/

https://developers.google.com/machine-learning/glossary

https://www.imdb.com/title/tt2382320/goofs/

https://www.geeksforgeeks.org/data-science/imdb-datasets-types-usages-and-application/

https://help.imdb.com/article/imdb/general-information/what-is-imdb/G836CY29Z4SGNMK5?ref_=helpart_nav_1

https://sustainability.colostate.edu/wp-content/uploads/gravity_forms/36-558ce70ec6b9ceff3434ec139c48149d/2025/06/Thug-Life-available-on-us11.pdf

https://developer.imdb.com/documentation/bulk-data-documentation/data-dictionary/titles

https://sustainability.colostate.edu/wp-content/uploads/gravity_forms/36-558ce70ec6b9ceff3434ec139c48149d/2025/06/Thunderbolts-available-on-us11.pdf

https://the-rookie.fandom.com/wiki/The_Rookie

https://www.imdb.com/title/tt3498954/reviews/