diff --git a/Broken Links Dev.csv b/Broken Links Dev.csv
index ab6e41c..19e8beb 100644
--- a/Broken Links Dev.csv	
+++ b/Broken Links Dev.csv	
@@ -1,34 +1,34 @@
 Origin Webpage,Status Code / Error,URL
+https://auto.gluon.ai/dev/tutorials/multimodal/multimodal_prediction/multimodal-quick-start.html ,HTTP Error 404 Not Found,https://www.kaggle.com/c/petfinder-adoption-prediction
+https://auto.gluon.ai/dev/tutorials/multimodal/advanced_topics/few_shot_learning.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/jessicali9530/stanford-cars-dataset
+https://auto.gluon.ai/dev/whats_new/v0.6.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/feedback-prize-effectiveness
+https://auto.gluon.ai/dev/whats_new/v0.8.0.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/document/pdf_classification.html
+https://auto.gluon.ai/dev/whats_new/v0.8.0.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/quick_start/quick_start_ovd.html
+https://auto.gluon.ai/dev/tutorials/multimodal/image_prediction/clip_zeroshot.html ,HTTP Error 403 Forbidden,https://openai.com/blog/multimodal-neurons/
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-https://auto.gluon.ai/dev/tutorials/tabular/tabular-multimodal.html ,HTTP Error 404 Not Found,https://www.kaggle.com/c/petfinder-adoption-prediction
-https://auto.gluon.ai/dev/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+sortBy%3Adate
-https://auto.gluon.ai/dev/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s3e26/discussion/464863
-https://auto.gluon.ai/dev/whats_new/index.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/document/pdf_classification.html
-https://auto.gluon.ai/dev/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e3/discussion/488127
-https://auto.gluon.ai/dev/tutorials/multimodal/object_detection/advanced/finetune_coco.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/andrewmvd/pothole-detection
-https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e2/discussion/480939
-https://auto.gluon.ai/dev/tutorials/multimodal/image_prediction/beginner_image_cls.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/demo-shopee-iet-competition/data
-https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/prediction-interval-competition-i-birth-weight/leaderboard
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-https://auto.gluon.ai/dev/whats_new/v0.6.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/feedback-prize-effectiveness
-https://auto.gluon.ai/dev/tutorials/multimodal/multimodal_prediction/multimodal_text_tabular.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathons/predict_the_price_of_books/overview
-https://auto.gluon.ai/dev/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Adatasets+sortBy%3Adate
-https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/lukaszl
-https://auto.gluon.ai/dev/tutorials/timeseries/forecasting-model-zoo.html#autogluon.timeseries.models.DLinearModel ,HTTP Error 403 Forbidden,https://doi.org/10.1057/jors.2010.32
-https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/byteliberator
-https://auto.gluon.ai/dev/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/general/14438
+https://auto.gluon.ai/dev/tutorials/multimodal/image_segmentation/beginner_semantic_seg.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/sovitrath/leaf-disease-segmentation-with-trainvalid-split
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+sortBy%3Adate
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e1/discussion/472496
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e2/discussion/480939
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+https://auto.gluon.ai/dev/tutorials/timeseries/forecasting-model-zoo.html#autogluon.timeseries.models.DirectTabularModel ,HTTP Error 404 Not Found,https://github.com/amazon-science/chronostimeseries/src/autogluon/timeseries/models/chronos/model.py-forecasting
+https://auto.gluon.ai/dev/tutorials/timeseries/forecasting-model-zoo.html#autogluon.timeseries.models.DirectTabularModel ,HTTP Error 403 Forbidden,https://doi.org/10.1057/jors.2010.32
+https://auto.gluon.ai/dev/tutorials/multimodal/object_detection/data_preparation/prepare_pothole.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/andrewmvd/pothole-detection
+https://auto.gluon.ai/dev/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/general/14438
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/byteliberator
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-https://auto.gluon.ai/dev/tutorials/timeseries/forecasting-model-zoo.html ,HTTP Error 404 Not Found,https://github.com/amazon-science/chronostimeseries/src/autogluon/timeseries/models/chronos/model.py-forecasting
-https://auto.gluon.ai/dev/whats_new/v0.4.0.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathon/product_sentiment_classification_weekend_hackathon_19/overview
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+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e3/discussion/488127
+https://auto.gluon.ai/dev/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Anotebooks+sortBy%3Adate
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/lukaszl
+https://auto.gluon.ai/dev/whats_new/v0.4.0.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathon/product_sentiment_classification_weekend_hackathon_19/overview
+https://auto.gluon.ai/dev/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Adatasets+sortBy%3Adate
+https://auto.gluon.ai/dev/tutorials/multimodal/image_prediction/beginner_image_cls.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/demo-shopee-iet-competition/data
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-https://auto.gluon.ai/dev/tutorials/multimodal/image_segmentation/beginner_semantic_seg.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/sovitrath/leaf-disease-segmentation-with-trainvalid-split
-https://auto.gluon.ai/dev/tutorials/multimodal/advanced_topics/few_shot_learning.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/jessicali9530/stanford-cars-dataset
-https://auto.gluon.ai/dev/tutorials/multimodal/image_prediction/clip_zeroshot.html ,HTTP Error 403 Forbidden,https://openai.com/blog/multimodal-neurons/
-https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e1/discussion/472496
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s3e26/discussion/464863
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-https://auto.gluon.ai/dev/whats_new/index.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/quick_start/quick_start_ovd.html
-https://auto.gluon.ai/dev/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Anotebooks+sortBy%3Adate
+https://auto.gluon.ai/dev/tutorials/multimodal/multimodal_prediction/multimodal_text_tabular.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathons/predict_the_price_of_books/overview
+https://auto.gluon.ai/dev/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/prediction-interval-competition-i-birth-weight/leaderboard
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diff --git a/Broken Links Stable.csv b/Broken Links Stable.csv
index 03d2c03..04e39d6 100644
--- a/Broken Links Stable.csv	
+++ b/Broken Links Stable.csv	
@@ -1,33 +1,33 @@
 Origin Webpage,Status Code / Error,URL
-https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/general/14438
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-https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/c/ieee-fraud-detection/
-https://auto.gluon.ai/stable/whats_new/v0.8.0.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/document/pdf_classification.html
-https://auto.gluon.ai/stable/tutorials/multimodal/image_prediction/beginner_image_cls.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/demo-shopee-iet-competition/data
+https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+sortBy%3Adate
+https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e1/discussion/472496
+https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/quick_start/quick_start_ovd.html
+https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/document/pdf_classification.html
+https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-model-zoo.html ,HTTP Error 403 Forbidden,https://doi.org/10.1057/jors.2010.32
+https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e2/discussion/480939
+https://auto.gluon.ai/stable/tutorials/multimodal/image_segmentation/beginner_semantic_seg.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/sovitrath/leaf-disease-segmentation-with-trainvalid-split
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-https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/docs/api
-https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/advanced/finetune_coco.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/andrewmvd/pothole-detection
-https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+sortBy%3Adate
-https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s3e26/discussion/464863
-https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e3/discussion/488127
+https://auto.gluon.ai/stable/tutorials/multimodal/image_prediction/beginner_image_cls.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/demo-shopee-iet-competition/data
+https://auto.gluon.ai/stable/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Anotebooks+sortBy%3Adate
+https://auto.gluon.ai/stable/whats_new/v0.6.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/feedback-prize-effectiveness
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-https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e2/discussion/480939
-https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/prediction-interval-competition-i-birth-weight/leaderboard
-https://auto.gluon.ai/stable/tutorials/multimodal/advanced_topics/continuous_training.html ,HTTP Error 404 Not Found,http://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark
+https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/data_preparation/prepare_pothole.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/andrewmvd/pothole-detection
+https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/byteliberator
+https://auto.gluon.ai/stable/tutorials/multimodal/text_prediction/chinese_ner.html ,HTTP Error 404 Not Found,http://www.statnlp.org/research/ie/zhanming19naacl-ner.pdf
+https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/widsdatathon2024-challenge1/discussion/482285
+https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e3/discussion/488127
 https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/lukaszl
-https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-model-zoo.html#autogluon.timeseries.models.ThetaModel ,HTTP Error 403 Forbidden,https://doi.org/10.1057/jors.2010.32
-https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/byteliberator
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-https://auto.gluon.ai/stable/tutorials/multimodal/text_prediction/chinese_ner.html ,HTTP Error 404 Not Found,http://www.statnlp.org/research/ie/zhanming19naacl-ner.pdf
-https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/widsdatathon2024-challenge1/discussion/482285
-https://auto.gluon.ai/stable/tutorials/multimodal/image_prediction/clip_zeroshot.html ,HTTP Error 403 Forbidden,https://openai.com/blog/clip/
-https://auto.gluon.ai/stable/tutorials/multimodal/image_segmentation/beginner_semantic_seg.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/sovitrath/leaf-disease-segmentation-with-trainvalid-split
-https://auto.gluon.ai/stable/whats_new/v0.4.0.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathon/product_sentiment_classification_weekend_hackathon_19/overview
 https://auto.gluon.ai/stable/tutorials/multimodal/advanced_topics/few_shot_learning.html ,HTTP Error 404 Not Found,https://www.kaggle.com/datasets/jessicali9530/stanford-cars-dataset
-https://auto.gluon.ai/stable/tutorials/multimodal/image_prediction/clip_zeroshot.html ,HTTP Error 403 Forbidden,https://openai.com/blog/multimodal-neurons/
-https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s4e1/discussion/472496
+https://auto.gluon.ai/stable/whats_new/v0.4.0.html ,HTTP Error 403 Forbidden,https://machinehack.com/hackathon/product_sentiment_classification_weekend_hackathon_19/overview
+https://auto.gluon.ai/stable/whats_new/v0.4.0.html ,HTTP Error 403 Forbidden,https://openai.com/blog/clip/
+https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/playground-series-s3e26/discussion/464863
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-https://auto.gluon.ai/stable/whats_new/index.html ,HTTP Error 403 Forbidden,https://auto.gluon.ai/stable/tutorials/multimodal/object_detection/quick_start/quick_start_ovd.html
+https://auto.gluon.ai/stable/tutorials/multimodal/image_prediction/clip_zeroshot.html ,HTTP Error 403 Forbidden,https://openai.com/blog/multimodal-neurons/
+https://auto.gluon.ai/stable/whats_new/v1.1.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/prediction-interval-competition-i-birth-weight/leaderboard
+https://auto.gluon.ai/stable/tutorials/multimodal/advanced_topics/continuous_training.html ,HTTP Error 404 Not Found,http://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark
+https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/docs/api
+https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/c/ieee-fraud-detection/
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-https://auto.gluon.ai/stable/whats_new/v0.6.0.html ,HTTP Error 404 Not Found,https://www.kaggle.com/competitions/feedback-prize-effectiveness
-https://auto.gluon.ai/stable/install.html ,HTTP Error 404 Not Found,https://www.kaggle.com/search?q=autogluon+in%3Anotebooks+sortBy%3Adate
+https://auto.gluon.ai/stable/tutorials/tabular/advanced/tabular-kaggle.html ,HTTP Error 404 Not Found,https://www.kaggle.com/general/14438